[2025-12-08T20:15:03.372537] [DEBUG] [R-STATUS  ] Registered 'tdm' as a dependent service.
[2025-12-08T20:15:03.564858] [DEBUG] [R-STATUS  ] Registered 'sig' as a dependent service.
[2025-12-08T20:15:03.736530] [DEBUG] [R-STATUS  ] Registered 'sap' as a dependent service.
[2025-12-08T20:15:03.903836] [DEBUG] [R-STATUS  ] Registered 'exp' as a dependent service.
[2025-12-08T20:15:03.907191] [WARN ] [STATE     ] State set to: WAITING
[2025-12-08T20:15:03.907250] [INFO ] [STATE     ] Checking TDM service status...
[2025-12-08T20:15:04.006753] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-08T20:15:04.010501] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-08), and is a dependency of this service.
[2025-12-08T20:15:04.105002] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-08T20:15:04.194215] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-08T20:15:04.282113] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-08T20:15:04.282327] [WARN ] [STATE     ] State set to: RUNNING
[2025-12-08T20:15:04.282388] [INFO ] [CACHE     ] Starting cache update
[2025-12-08T20:15:04.282426] [DEBUG] [REMOTE    ] Fetching unscheduled blackout dates from 'https://tdm.silogroup.org/cache/unscheduled_blackouts.txt'.
[2025-12-08T20:15:04.285975] [DEBUG] [REMOTE    ] Fetched 1 unscheduled blackout dates.
[2025-12-08T20:15:04.286627] [DEBUG] [LOCAL     ] Cached 1 unscheduled blackout dates
[2025-12-08T20:15:04.286676] [INFO ] [CACHE     ] Cache update completed successfully
[2025-12-08T20:15:04.286707] [INFO ] [sig       ] Resuming configuration (parallel mode, only unconfigured symbols)
[2025-12-08T20:15:04.286739] [DEBUG] [REMOTE    ] Fetching current symbols from directory listing at 'https://tdm.silogroup.org/data/derivative_storage'.
[2025-12-08T20:15:04.351362] [DEBUG] [REMOTE    ] Fetched 3624 unique symbols from directory listing.
[2025-12-08T20:15:04.362383] [INFO ] [sig       ] Skipping 3624 symbols with existing configuration
[2025-12-08T20:15:04.362505] [INFO ] [sig       ] All symbols already have configuration. Nothing to process.
[2025-12-08T20:15:04.364012] [INFO ] [sig       ] Generating forecasts for all active symbols
[2025-12-08T20:15:04.364057] [DEBUG] [REMOTE    ] Fetching current symbols from directory listing at 'https://tdm.silogroup.org/data/derivative_storage'.
[2025-12-08T20:15:04.489232] [DEBUG] [REMOTE    ] Fetched 3624 unique symbols from directory listing.
[2025-12-08T20:15:04.493309] [INFO ] [sig       ] Found 3624 active symbols to forecast
[2025-12-08T20:15:04.496099] [INFO ] [sig       ] [1/3624] Forecasting A...
[2025-12-08T20:15:04.496151] [INFO ] [sig       ] Generating forecast for: A
[2025-12-08T20:15:04.496187] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'A' from 'https://tdm.silogroup.org/data/derivative_storage/A.csv'.
[2025-12-08T20:15:04.507269] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'A'.
[2025-12-08T20:15:04.507602] [INFO ] [FORECASTER] Starting predict_future for A
[2025-12-08T20:15:04.508485] [DEBUG] [LOCAL     ] No optimal features file found for A: ./output/feature-sets/A.txt
[2025-12-08T20:15:04.508547] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:04.508605] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:04.508634] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:04.508693] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:04.567378] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:04.568135] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:04.568235] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:04.568271] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:04.691877] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:04.692005] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:04.692042] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:04.692084] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:04.695613] [DEBUG] [FORECASTER] A: Forecast T+1@11:T+2@11: UP (p=85.48%)
[2025-12-08T20:15:04.695897] [INFO ] [FORECASTER] Completed predict_future for A
[2025-12-08T20:15:04.696034] [INFO ] [sig       ] A: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:15:04.838343] [INFO ] [LOCAL     ] Saved forecast: A	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/A.txt
[2025-12-08T20:15:04.838473] [INFO ] [sig       ] [1/3624] Completed A in 0.3s | 2.92 sym/s | Total: 0.3s | ETA: 20.7m
[2025-12-08T20:15:04.838521] [INFO ] [sig       ] [2/3624] Forecasting AAL...
[2025-12-08T20:15:04.838556] [INFO ] [sig       ] Generating forecast for: AAL
[2025-12-08T20:15:04.838622] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAL' from 'https://tdm.silogroup.org/data/derivative_storage/AAL.csv'.
[2025-12-08T20:15:04.849869] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAL'.
[2025-12-08T20:15:04.850188] [INFO ] [FORECASTER] Starting predict_future for AAL
[2025-12-08T20:15:04.851065] [DEBUG] [LOCAL     ] No optimal features file found for AAL: ./output/feature-sets/AAL.txt
[2025-12-08T20:15:04.851115] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:04.851148] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:04.851175] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:04.851232] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:04.907084] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:04.907957] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:04.908056] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:04.908088] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:05.027034] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:05.027187] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:05.027226] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:05.027254] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:05.030705] [DEBUG] [FORECASTER] AAL: Forecast T+1@11:T+2@11: DOWN (p=2.52%)
[2025-12-08T20:15:05.030992] [INFO ] [FORECASTER] Completed predict_future for AAL
[2025-12-08T20:15:05.031128] [INFO ] [sig       ] AAL: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:15:05.180174] [INFO ] [LOCAL     ] Saved forecast: AAL	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/AAL.txt
[2025-12-08T20:15:05.180385] [INFO ] [sig       ] [2/3624] Completed AAL in 0.3s | 2.92 sym/s | Total: 0.7s | ETA: 20.7m
[2025-12-08T20:15:05.180445] [INFO ] [sig       ] [3/3624] Forecasting AAOI...
[2025-12-08T20:15:05.180493] [INFO ] [sig       ] Generating forecast for: AAOI
[2025-12-08T20:15:05.180543] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAOI' from 'https://tdm.silogroup.org/data/derivative_storage/AAOI.csv'.
[2025-12-08T20:15:05.196711] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAOI'.
[2025-12-08T20:15:05.197120] [INFO ] [FORECASTER] Starting predict_future for AAOI
[2025-12-08T20:15:05.198035] [DEBUG] [LOCAL     ] No optimal features file found for AAOI: ./output/feature-sets/AAOI.txt
[2025-12-08T20:15:05.198088] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:05.198131] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:05.198160] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:05.198218] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:05.258783] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:05.259667] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:05.259788] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:05.259837] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:05.381487] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:05.381654] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:05.381695] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:05.381725] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:05.385146] [DEBUG] [FORECASTER] AAOI: Forecast T+1@11:T+2@11: DOWN (p=24.79%)
[2025-12-08T20:15:05.385432] [INFO ] [FORECASTER] Completed predict_future for AAOI
[2025-12-08T20:15:05.385561] [INFO ] [sig       ] AAOI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:15:05.531045] [INFO ] [LOCAL     ] Saved forecast: AAOI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/AAOI.txt
[2025-12-08T20:15:05.531182] [INFO ] [sig       ] [3/3624] Completed AAOI in 0.4s | 2.90 sym/s | Total: 1.0s | ETA: 20.8m
[2025-12-08T20:15:05.531223] [INFO ] [sig       ] [4/3624] Forecasting AAON...
[2025-12-08T20:15:05.531252] [INFO ] [sig       ] Generating forecast for: AAON
[2025-12-08T20:15:05.531283] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAON' from 'https://tdm.silogroup.org/data/derivative_storage/AAON.csv'.
[2025-12-08T20:15:05.543539] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAON'.
[2025-12-08T20:15:05.543926] [INFO ] [FORECASTER] Starting predict_future for AAON
[2025-12-08T20:15:05.544734] [DEBUG] [LOCAL     ] No optimal features file found for AAON: ./output/feature-sets/AAON.txt
[2025-12-08T20:15:05.544784] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:05.544815] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:05.544842] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:05.544898] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:05.600989] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:05.601715] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:05.601793] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:05.601825] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:05.719324] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:05.719473] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:05.719519] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:05.719548] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:05.723035] [DEBUG] [FORECASTER] AAON: Forecast T+1@11:T+2@11: UP (p=91.85%)
[2025-12-08T20:15:05.723334] [INFO ] [FORECASTER] Completed predict_future for AAON
[2025-12-08T20:15:05.723468] [INFO ] [sig       ] AAON: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:15:05.866898] [INFO ] [LOCAL     ] Saved forecast: AAON	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/AAON.txt
[2025-12-08T20:15:05.867039] [INFO ] [sig       ] [4/3624] Completed AAON in 0.3s | 2.92 sym/s | Total: 1.4s | ETA: 20.7m
[2025-12-08T20:15:05.867079] [INFO ] [sig       ] [5/3624] Forecasting AAP...
[2025-12-08T20:15:05.867109] [INFO ] [sig       ] Generating forecast for: AAP
[2025-12-08T20:15:05.867139] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAP' from 'https://tdm.silogroup.org/data/derivative_storage/AAP.csv'.
[2025-12-08T20:15:05.880025] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAP'.
[2025-12-08T20:15:05.880449] [INFO ] [FORECASTER] Starting predict_future for AAP
[2025-12-08T20:15:05.881321] [DEBUG] [LOCAL     ] No optimal features file found for AAP: ./output/feature-sets/AAP.txt
[2025-12-08T20:15:05.881371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:05.881401] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:05.881427] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:05.881494] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:05.937265] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:05.938081] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:05.938162] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:05.938194] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:06.059619] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:06.059771] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:06.059809] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:06.059837] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:06.063219] [DEBUG] [FORECASTER] AAP: Forecast T+1@11:T+2@11: UP (p=88.66%)
[2025-12-08T20:15:06.063496] [INFO ] [FORECASTER] Completed predict_future for AAP
[2025-12-08T20:15:06.063642] [INFO ] [sig       ] AAP: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:15:06.201278] [INFO ] [LOCAL     ] Saved forecast: AAP	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/AAP.txt
[2025-12-08T20:15:06.201428] [INFO ] [sig       ] [5/3624] Completed AAP in 0.3s | 2.93 sym/s | Total: 1.7s | ETA: 20.6m
[2025-12-08T20:15:06.201468] [INFO ] [sig       ] [6/3624] Forecasting AAPB...
[2025-12-08T20:15:06.201499] [INFO ] [sig       ] Generating forecast for: AAPB
[2025-12-08T20:15:06.201532] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAPB' from 'https://tdm.silogroup.org/data/derivative_storage/AAPB.csv'.
[2025-12-08T20:15:06.213721] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAPB'.
[2025-12-08T20:15:06.214102] [INFO ] [FORECASTER] Starting predict_future for AAPB
[2025-12-08T20:15:06.214918] [DEBUG] [LOCAL     ] No optimal features file found for AAPB: ./output/feature-sets/AAPB.txt
[2025-12-08T20:15:06.214968] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:06.214999] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:06.215025] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:06.215080] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:06.273036] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:06.273905] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:06.273989] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:06.274022] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:06.389466] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:06.389655] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:06.389700] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:06.389728] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:06.393073] [DEBUG] [FORECASTER] AAPB: Forecast T+1@11:T+2@11: UP (p=52.54%)
[2025-12-08T20:15:06.393349] [INFO ] [FORECASTER] Completed predict_future for AAPB
[2025-12-08T20:15:06.393476] [INFO ] [sig       ] AAPB: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:15:06.531455] [INFO ] [LOCAL     ] Saved forecast: AAPB	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/AAPB.txt
[2025-12-08T20:15:06.531669] [INFO ] [sig       ] [6/3624] Completed AAPB in 0.3s | 2.95 sym/s | Total: 2.0s | ETA: 20.5m
[2025-12-08T20:15:06.531712] [INFO ] [sig       ] [7/3624] Forecasting AAPD...
[2025-12-08T20:15:06.531741] [INFO ] [sig       ] Generating forecast for: AAPD
[2025-12-08T20:15:06.531773] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAPD' from 'https://tdm.silogroup.org/data/derivative_storage/AAPD.csv'.
[2025-12-08T20:15:06.544143] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAPD'.
[2025-12-08T20:15:06.544528] [INFO ] [FORECASTER] Starting predict_future for AAPD
[2025-12-08T20:15:06.545412] [DEBUG] [LOCAL     ] No optimal features file found for AAPD: ./output/feature-sets/AAPD.txt
[2025-12-08T20:15:06.545477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:06.545514] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:06.545544] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:06.545621] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:06.602738] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:06.603539] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:06.603645] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:06.603681] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:06.729949] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:06.730104] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:06.730145] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:06.730175] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:06.734321] [DEBUG] [FORECASTER] AAPD: Forecast T+1@11:T+2@11: UP (p=68.25%)
[2025-12-08T20:15:06.734647] [INFO ] [FORECASTER] Completed predict_future for AAPD
[2025-12-08T20:15:06.734788] [INFO ] [sig       ] AAPD: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:15:06.872317] [INFO ] [LOCAL     ] Saved forecast: AAPD	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/AAPD.txt
[2025-12-08T20:15:06.872458] [INFO ] [sig       ] [7/3624] Completed AAPD in 0.3s | 2.95 sym/s | Total: 2.4s | ETA: 20.5m
[2025-12-08T20:15:06.872498] [INFO ] [sig       ] [8/3624] Forecasting AAPL...
[2025-12-08T20:15:06.872528] [INFO ] [sig       ] Generating forecast for: AAPL
[2025-12-08T20:15:06.872558] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAPL' from 'https://tdm.silogroup.org/data/derivative_storage/AAPL.csv'.
[2025-12-08T20:15:06.884744] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAPL'.
[2025-12-08T20:15:06.885114] [INFO ] [FORECASTER] Starting predict_future for AAPL
[2025-12-08T20:15:06.885993] [DEBUG] [LOCAL     ] No optimal features file found for AAPL: ./output/feature-sets/AAPL.txt
[2025-12-08T20:15:06.886047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:06.886081] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:06.886111] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:06.886170] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:06.943250] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:06.944024] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:06.944104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:06.944138] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:07.064638] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:07.064770] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:07.064806] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:07.064834] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:07.068137] [DEBUG] [FORECASTER] AAPL: Forecast T+1@11:T+2@11: DOWN (p=5.12%)
[2025-12-08T20:15:07.068405] [INFO ] [FORECASTER] Completed predict_future for AAPL
[2025-12-08T20:15:07.068536] [INFO ] [sig       ] AAPL: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:15:07.204439] [INFO ] [LOCAL     ] Saved forecast: AAPL	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/AAPL.txt
[2025-12-08T20:15:07.204558] [INFO ] [sig       ] [8/3624] Completed AAPL in 0.3s | 2.95 sym/s | Total: 2.7s | ETA: 20.4m
[2025-12-08T20:15:07.204615] [INFO ] [sig       ] [9/3624] Forecasting AAXJ...
[2025-12-08T20:15:07.204645] [INFO ] [sig       ] Generating forecast for: AAXJ
[2025-12-08T20:15:07.204674] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAXJ' from 'https://tdm.silogroup.org/data/derivative_storage/AAXJ.csv'.
[2025-12-08T20:15:07.216828] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAXJ'.
[2025-12-08T20:15:07.217181] [INFO ] [FORECASTER] Starting predict_future for AAXJ
[2025-12-08T20:15:07.218088] [DEBUG] [LOCAL     ] No optimal features file found for AAXJ: ./output/feature-sets/AAXJ.txt
[2025-12-08T20:15:07.218141] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:07.218175] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:07.218203] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:07.218261] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:07.277623] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:07.278252] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:07.278331] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:07.278364] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:07.399443] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:07.399604] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:07.399646] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:07.399677] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:07.403072] [DEBUG] [FORECASTER] AAXJ: Forecast T+1@11:T+2@11: UP (p=75.71%)
[2025-12-08T20:15:07.403351] [INFO ] [FORECASTER] Completed predict_future for AAXJ
[2025-12-08T20:15:07.403483] [INFO ] [sig       ] AAXJ: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:15:07.544195] [INFO ] [LOCAL     ] Saved forecast: AAXJ	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/AAXJ.txt
[2025-12-08T20:15:07.544314] [INFO ] [sig       ] [9/3624] Completed AAXJ in 0.3s | 2.95 sym/s | Total: 3.0s | ETA: 20.4m
[2025-12-08T20:15:07.544355] [INFO ] [sig       ] [10/3624] Forecasting AB...
[2025-12-08T20:15:07.544385] [INFO ] [sig       ] Generating forecast for: AB
[2025-12-08T20:15:07.544416] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AB' from 'https://tdm.silogroup.org/data/derivative_storage/AB.csv'.
[2025-12-08T20:15:07.556732] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AB'.
[2025-12-08T20:15:07.557111] [INFO ] [FORECASTER] Starting predict_future for AB
[2025-12-08T20:15:07.557981] [DEBUG] [LOCAL     ] No optimal features file found for AB: ./output/feature-sets/AB.txt
[2025-12-08T20:15:07.558033] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:07.558091] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:07.558120] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:07.558179] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:07.624383] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:07.625391] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:07.625479] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:07.625517] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:07.760674] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:07.760828] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:07.760869] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:07.760900] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:07.764633] [DEBUG] [FORECASTER] AB: Forecast T+1@11:T+2@11: UP (p=89.73%)
[2025-12-08T20:15:07.764921] [INFO ] [FORECASTER] Completed predict_future for AB
[2025-12-08T20:15:07.765057] [INFO ] [sig       ] AB: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:15:07.909130] [INFO ] [LOCAL     ] Saved forecast: AB	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/AB.txt
[2025-12-08T20:15:07.909288] [INFO ] [sig       ] [10/3624] Completed AB in 0.4s | 2.93 sym/s | Total: 3.4s | ETA: 20.6m
[2025-12-08T20:15:07.909331] [INFO ] [sig       ] [11/3624] Forecasting ABCB...
[2025-12-08T20:15:07.909363] [INFO ] [sig       ] Generating forecast for: ABCB
[2025-12-08T20:15:07.909394] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABCB' from 'https://tdm.silogroup.org/data/derivative_storage/ABCB.csv'.
[2025-12-08T20:15:07.921339] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABCB'.
[2025-12-08T20:15:07.921741] [INFO ] [FORECASTER] Starting predict_future for ABCB
[2025-12-08T20:15:07.922528] [DEBUG] [LOCAL     ] No optimal features file found for ABCB: ./output/feature-sets/ABCB.txt
[2025-12-08T20:15:07.922598] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:07.922631] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:07.922657] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:07.922712] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:07.980059] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:07.980936] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:07.981021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:07.981055] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:08.099914] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:08.100066] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:08.100105] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:08.100132] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:08.103492] [DEBUG] [FORECASTER] ABCB: Forecast T+1@11:T+2@11: DOWN (p=18.26%)
[2025-12-08T20:15:08.103796] [INFO ] [FORECASTER] Completed predict_future for ABCB
[2025-12-08T20:15:08.103927] [INFO ] [sig       ] ABCB: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:15:08.257927] [INFO ] [LOCAL     ] Saved forecast: ABCB	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ABCB.txt
[2025-12-08T20:15:08.258093] [INFO ] [sig       ] [11/3624] Completed ABCB in 0.3s | 2.92 sym/s | Total: 3.8s | ETA: 20.6m
[2025-12-08T20:15:08.258134] [INFO ] [sig       ] [12/3624] Forecasting ABCL...
[2025-12-08T20:15:08.258162] [INFO ] [sig       ] Generating forecast for: ABCL
[2025-12-08T20:15:08.258191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABCL' from 'https://tdm.silogroup.org/data/derivative_storage/ABCL.csv'.
[2025-12-08T20:15:08.271337] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABCL'.
[2025-12-08T20:15:08.271749] [INFO ] [FORECASTER] Starting predict_future for ABCL
[2025-12-08T20:15:08.272634] [DEBUG] [LOCAL     ] No optimal features file found for ABCL: ./output/feature-sets/ABCL.txt
[2025-12-08T20:15:08.272693] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:08.272725] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:08.272752] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:08.272808] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:08.330783] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:08.331732] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:08.331826] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:08.331860] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:08.454720] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:08.454880] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:08.454924] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:08.454954] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:08.458843] [DEBUG] [FORECASTER] ABCL: Forecast T+1@11:T+2@11: UP (p=73.62%)
[2025-12-08T20:15:08.459171] [INFO ] [FORECASTER] Completed predict_future for ABCL
[2025-12-08T20:15:08.459309] [INFO ] [sig       ] ABCL: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:15:08.617013] [INFO ] [LOCAL     ] Saved forecast: ABCL	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ABCL.txt
[2025-12-08T20:15:08.617188] [INFO ] [sig       ] [12/3624] Completed ABCL in 0.4s | 2.91 sym/s | Total: 4.1s | ETA: 20.7m
[2025-12-08T20:15:08.617234] [INFO ] [sig       ] [13/3624] Forecasting ABEO...
[2025-12-08T20:15:08.617262] [INFO ] [sig       ] Generating forecast for: ABEO
[2025-12-08T20:15:08.617294] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABEO' from 'https://tdm.silogroup.org/data/derivative_storage/ABEO.csv'.
[2025-12-08T20:15:08.630669] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABEO'.
[2025-12-08T20:15:08.631060] [INFO ] [FORECASTER] Starting predict_future for ABEO
[2025-12-08T20:15:08.631882] [DEBUG] [LOCAL     ] No optimal features file found for ABEO: ./output/feature-sets/ABEO.txt
[2025-12-08T20:15:08.631932] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:08.631963] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:08.631989] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:08.632044] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:08.691131] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:08.692046] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:08.692131] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:08.692163] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:08.812431] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:08.812613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:08.812652] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:08.812711] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:08.816483] [DEBUG] [FORECASTER] ABEO: Forecast T+1@11:T+2@11: UP (p=91.78%)
[2025-12-08T20:15:08.816802] [INFO ] [FORECASTER] Completed predict_future for ABEO
[2025-12-08T20:15:08.817099] [INFO ] [sig       ] ABEO: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:15:08.969362] [INFO ] [LOCAL     ] Saved forecast: ABEO	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ABEO.txt
[2025-12-08T20:15:08.969516] [INFO ] [sig       ] [13/3624] Completed ABEO in 0.4s | 2.91 sym/s | Total: 4.5s | ETA: 20.7m
[2025-12-08T20:15:08.969561] [INFO ] [sig       ] [14/3624] Forecasting ABG...
[2025-12-08T20:15:08.969623] [INFO ] [sig       ] Generating forecast for: ABG
[2025-12-08T20:15:08.969661] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABG' from 'https://tdm.silogroup.org/data/derivative_storage/ABG.csv'.
[2025-12-08T20:15:08.982045] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABG'.
[2025-12-08T20:15:08.982436] [INFO ] [FORECASTER] Starting predict_future for ABG
[2025-12-08T20:15:08.983269] [DEBUG] [LOCAL     ] No optimal features file found for ABG: ./output/feature-sets/ABG.txt
[2025-12-08T20:15:08.983320] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:08.983352] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:08.983379] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:08.983435] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:09.048230] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:09.049219] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:09.049307] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:09.049341] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:09.173827] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:09.173981] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:09.174035] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:09.174064] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:09.177622] [DEBUG] [FORECASTER] ABG: Forecast T+1@11:T+2@11: UP (p=91.77%)
[2025-12-08T20:15:09.177963] [INFO ] [FORECASTER] Completed predict_future for ABG
[2025-12-08T20:15:09.178108] [INFO ] [sig       ] ABG: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:15:09.340228] [INFO ] [LOCAL     ] Saved forecast: ABG	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ABG.txt
[2025-12-08T20:15:09.340382] [INFO ] [sig       ] [14/3624] Completed ABG in 0.4s | 2.89 sym/s | Total: 4.8s | ETA: 20.8m
[2025-12-08T20:15:09.340423] [INFO ] [sig       ] [15/3624] Forecasting ABL...
[2025-12-08T20:15:09.340452] [INFO ] [sig       ] Generating forecast for: ABL
[2025-12-08T20:15:09.340481] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABL' from 'https://tdm.silogroup.org/data/derivative_storage/ABL.csv'.
[2025-12-08T20:15:09.356282] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABL'.
[2025-12-08T20:15:09.356797] [INFO ] [FORECASTER] Starting predict_future for ABL
[2025-12-08T20:15:09.358118] [DEBUG] [LOCAL     ] No optimal features file found for ABL: ./output/feature-sets/ABL.txt
[2025-12-08T20:15:09.358367] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:09.358401] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:09.358427] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:09.358484] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:09.426968] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:09.427965] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:09.428051] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:09.428085] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:09.545522] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:09.545689] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:09.545728] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:09.545757] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:09.549243] [DEBUG] [FORECASTER] ABL: Forecast T+1@11:T+2@11: UP (p=54.81%)
[2025-12-08T20:15:09.549557] [INFO ] [FORECASTER] Completed predict_future for ABL
[2025-12-08T20:15:09.549716] [INFO ] [sig       ] ABL: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:15:09.702380] [INFO ] [LOCAL     ] Saved forecast: ABL	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ABL.txt
[2025-12-08T20:15:09.702533] [INFO ] [sig       ] [15/3624] Completed ABL in 0.4s | 2.88 sym/s | Total: 5.2s | ETA: 20.9m
[2025-12-08T20:15:09.702589] [INFO ] [sig       ] [16/3624] Forecasting ABM...
[2025-12-08T20:15:09.702624] [INFO ] [sig       ] Generating forecast for: ABM
[2025-12-08T20:15:09.702655] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABM' from 'https://tdm.silogroup.org/data/derivative_storage/ABM.csv'.
[2025-12-08T20:15:09.716069] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABM'.
[2025-12-08T20:15:09.716444] [INFO ] [FORECASTER] Starting predict_future for ABM
[2025-12-08T20:15:09.717279] [DEBUG] [LOCAL     ] No optimal features file found for ABM: ./output/feature-sets/ABM.txt
[2025-12-08T20:15:09.717331] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:09.717363] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:09.717389] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:09.717476] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:09.773866] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:09.774477] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:09.774554] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:09.774604] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:09.894149] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:09.894286] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:09.894324] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:09.894352] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:09.897711] [DEBUG] [FORECASTER] ABM: Forecast T+1@11:T+2@11: DOWN (p=19.17%)
[2025-12-08T20:15:09.897988] [INFO ] [FORECASTER] Completed predict_future for ABM
[2025-12-08T20:15:09.898116] [INFO ] [sig       ] ABM: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:15:10.038285] [INFO ] [LOCAL     ] Saved forecast: ABM	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ABM.txt
[2025-12-08T20:15:10.038463] [INFO ] [sig       ] [16/3624] Completed ABM in 0.3s | 2.89 sym/s | Total: 5.5s | ETA: 20.8m
[2025-12-08T20:15:10.038519] [INFO ] [sig       ] [17/3624] Forecasting ABNB...
[2025-12-08T20:15:10.038554] [INFO ] [sig       ] Generating forecast for: ABNB
[2025-12-08T20:15:10.038615] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABNB' from 'https://tdm.silogroup.org/data/derivative_storage/ABNB.csv'.
[2025-12-08T20:15:10.052016] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABNB'.
[2025-12-08T20:15:10.052429] [INFO ] [FORECASTER] Starting predict_future for ABNB
[2025-12-08T20:15:10.053302] [DEBUG] [LOCAL     ] No optimal features file found for ABNB: ./output/feature-sets/ABNB.txt
[2025-12-08T20:15:10.053354] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:10.053386] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:10.053413] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:10.053470] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:10.124534] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:10.125749] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:10.125863] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:10.125908] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:10.262914] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:10.263081] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:10.263121] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:10.263148] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:10.267013] [DEBUG] [FORECASTER] ABNB: Forecast T+1@11:T+2@11: UP (p=96.28%)
[2025-12-08T20:15:10.267305] [INFO ] [FORECASTER] Completed predict_future for ABNB
[2025-12-08T20:15:10.267460] [INFO ] [sig       ] ABNB: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:15:10.407506] [INFO ] [LOCAL     ] Saved forecast: ABNB	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ABNB.txt
[2025-12-08T20:15:10.407684] [INFO ] [sig       ] [17/3624] Completed ABNB in 0.4s | 2.88 sym/s | Total: 5.9s | ETA: 20.9m
[2025-12-08T20:15:10.407747] [INFO ] [sig       ] [18/3624] Forecasting ABOS...
[2025-12-08T20:15:10.407778] [INFO ] [sig       ] Generating forecast for: ABOS
[2025-12-08T20:15:10.407807] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABOS' from 'https://tdm.silogroup.org/data/derivative_storage/ABOS.csv'.
[2025-12-08T20:15:10.420414] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABOS'.
[2025-12-08T20:15:10.420824] [INFO ] [FORECASTER] Starting predict_future for ABOS
[2025-12-08T20:15:10.421656] [DEBUG] [LOCAL     ] No optimal features file found for ABOS: ./output/feature-sets/ABOS.txt
[2025-12-08T20:15:10.421707] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:10.421751] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:10.421778] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:10.421832] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:10.477614] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:10.478474] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:10.478561] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:10.478614] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:10.602940] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:10.603109] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:10.603148] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:10.603176] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:10.606947] [DEBUG] [FORECASTER] ABOS: Forecast T+1@11:T+2@11: DOWN (p=33.23%)
[2025-12-08T20:15:10.607268] [INFO ] [FORECASTER] Completed predict_future for ABOS
[2025-12-08T20:15:10.607434] [INFO ] [sig       ] ABOS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:15:10.752899] [INFO ] [LOCAL     ] Saved forecast: ABOS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ABOS.txt
[2025-12-08T20:15:10.753071] [INFO ] [sig       ] [18/3624] Completed ABOS in 0.3s | 2.88 sym/s | Total: 6.3s | ETA: 20.9m
[2025-12-08T20:15:10.753113] [INFO ] [sig       ] [19/3624] Forecasting ABSI...
[2025-12-08T20:15:10.753142] [INFO ] [sig       ] Generating forecast for: ABSI
[2025-12-08T20:15:10.753170] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABSI' from 'https://tdm.silogroup.org/data/derivative_storage/ABSI.csv'.
[2025-12-08T20:15:10.766749] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABSI'.
[2025-12-08T20:15:10.767170] [INFO ] [FORECASTER] Starting predict_future for ABSI
[2025-12-08T20:15:10.768163] [DEBUG] [LOCAL     ] No optimal features file found for ABSI: ./output/feature-sets/ABSI.txt
[2025-12-08T20:15:10.768238] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:10.768274] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:10.768301] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:10.768358] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:10.826625] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:10.827527] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:10.827637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:10.827673] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:10.951837] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:10.951996] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:10.952037] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:10.952069] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:10.956106] [DEBUG] [FORECASTER] ABSI: Forecast T+1@11:T+2@11: DOWN (p=8.40%)
[2025-12-08T20:15:10.956511] [INFO ] [FORECASTER] Completed predict_future for ABSI
[2025-12-08T20:15:10.956683] [INFO ] [sig       ] ABSI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:15:11.112293] [INFO ] [LOCAL     ] Saved forecast: ABSI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ABSI.txt
[2025-12-08T20:15:11.112446] [INFO ] [sig       ] [19/3624] Completed ABSI in 0.4s | 2.87 sym/s | Total: 6.6s | ETA: 20.9m
[2025-12-08T20:15:11.112487] [INFO ] [sig       ] [20/3624] Forecasting ABUS...
[2025-12-08T20:15:11.112516] [INFO ] [sig       ] Generating forecast for: ABUS
[2025-12-08T20:15:11.112546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABUS' from 'https://tdm.silogroup.org/data/derivative_storage/ABUS.csv'.
[2025-12-08T20:15:11.125809] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABUS'.
[2025-12-08T20:15:11.126229] [INFO ] [FORECASTER] Starting predict_future for ABUS
[2025-12-08T20:15:11.127049] [DEBUG] [LOCAL     ] No optimal features file found for ABUS: ./output/feature-sets/ABUS.txt
[2025-12-08T20:15:11.127099] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:11.127129] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:11.127156] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:11.127213] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:11.190050] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:11.191097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:11.191227] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:11.191261] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:11.310422] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:11.310598] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:11.310638] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:11.310667] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:11.314243] [DEBUG] [FORECASTER] ABUS: Forecast T+1@11:T+2@11: UP (p=53.31%)
[2025-12-08T20:15:11.314649] [INFO ] [FORECASTER] Completed predict_future for ABUS
[2025-12-08T20:15:11.314795] [INFO ] [sig       ] ABUS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:15:11.459950] [INFO ] [LOCAL     ] Saved forecast: ABUS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ABUS.txt
[2025-12-08T20:15:11.460103] [INFO ] [sig       ] [20/3624] Completed ABUS in 0.3s | 2.87 sym/s | Total: 7.0s | ETA: 20.9m
[2025-12-08T20:15:11.460143] [INFO ] [sig       ] [21/3624] Forecasting ABVC...
[2025-12-08T20:15:11.460172] [INFO ] [sig       ] Generating forecast for: ABVC
[2025-12-08T20:15:11.460202] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABVC' from 'https://tdm.silogroup.org/data/derivative_storage/ABVC.csv'.
[2025-12-08T20:15:11.474316] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABVC'.
[2025-12-08T20:15:11.474743] [INFO ] [FORECASTER] Starting predict_future for ABVC
[2025-12-08T20:15:11.475536] [DEBUG] [LOCAL     ] No optimal features file found for ABVC: ./output/feature-sets/ABVC.txt
[2025-12-08T20:15:11.475610] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:11.475644] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:11.475670] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:11.475726] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:11.532290] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:11.533137] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:11.533218] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:11.533250] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:11.648662] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:11.648812] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:11.648852] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:11.648882] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:11.652182] [DEBUG] [FORECASTER] ABVC: Forecast T+1@11:T+2@11: UP (p=93.12%)
[2025-12-08T20:15:11.652452] [INFO ] [FORECASTER] Completed predict_future for ABVC
[2025-12-08T20:15:11.652594] [INFO ] [sig       ] ABVC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:15:11.792633] [INFO ] [LOCAL     ] Saved forecast: ABVC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ABVC.txt
[2025-12-08T20:15:11.792789] [INFO ] [sig       ] [21/3624] Completed ABVC in 0.3s | 2.88 sym/s | Total: 7.3s | ETA: 20.9m
[2025-12-08T20:15:11.792829] [INFO ] [sig       ] [22/3624] Forecasting ABVE...
[2025-12-08T20:15:11.792864] [INFO ] [sig       ] Generating forecast for: ABVE
[2025-12-08T20:15:11.792895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABVE' from 'https://tdm.silogroup.org/data/derivative_storage/ABVE.csv'.
[2025-12-08T20:15:11.806473] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABVE'.
[2025-12-08T20:15:11.806911] [INFO ] [FORECASTER] Starting predict_future for ABVE
[2025-12-08T20:15:11.807751] [DEBUG] [LOCAL     ] No optimal features file found for ABVE: ./output/feature-sets/ABVE.txt
[2025-12-08T20:15:11.807800] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:11.807830] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:11.807855] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:11.807910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:11.863806] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:11.864645] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:11.864726] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:11.864758] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:11.984270] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:11.984425] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:11.984464] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:11.984492] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:11.987916] [DEBUG] [FORECASTER] ABVE: Forecast T+1@11:T+2@11: UP (p=76.35%)
[2025-12-08T20:15:11.988193] [INFO ] [FORECASTER] Completed predict_future for ABVE
[2025-12-08T20:15:11.988316] [INFO ] [sig       ] ABVE: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:15:12.126732] [INFO ] [LOCAL     ] Saved forecast: ABVE	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ABVE.txt
[2025-12-08T20:15:12.126842] [INFO ] [sig       ] [22/3624] Completed ABVE in 0.3s | 2.88 sym/s | Total: 7.6s | ETA: 20.8m
[2025-12-08T20:15:12.126880] [INFO ] [sig       ] [23/3624] Forecasting ABVX...
[2025-12-08T20:15:12.126908] [INFO ] [sig       ] Generating forecast for: ABVX
[2025-12-08T20:15:12.126937] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABVX' from 'https://tdm.silogroup.org/data/derivative_storage/ABVX.csv'.
[2025-12-08T20:15:12.140254] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABVX'.
[2025-12-08T20:15:12.140600] [INFO ] [FORECASTER] Starting predict_future for ABVX
[2025-12-08T20:15:12.141363] [DEBUG] [LOCAL     ] No optimal features file found for ABVX: ./output/feature-sets/ABVX.txt
[2025-12-08T20:15:12.141413] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:12.141444] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:12.141471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:12.141526] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:12.198226] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:12.198836] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:12.198910] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:12.198941] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:12.316849] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:12.317000] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:12.317040] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:12.317068] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:12.320547] [DEBUG] [FORECASTER] ABVX: Forecast T+1@11:T+2@11: UP (p=79.85%)
[2025-12-08T20:15:12.320874] [INFO ] [FORECASTER] Completed predict_future for ABVX
[2025-12-08T20:15:12.321007] [INFO ] [sig       ] ABVX: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:15:12.460200] [INFO ] [LOCAL     ] Saved forecast: ABVX	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ABVX.txt
[2025-12-08T20:15:12.460381] [INFO ] [sig       ] [23/3624] Completed ABVX in 0.3s | 2.89 sym/s | Total: 8.0s | ETA: 20.8m
[2025-12-08T20:15:12.460421] [INFO ] [sig       ] [24/3624] Forecasting ACA...
[2025-12-08T20:15:12.460452] [INFO ] [sig       ] Generating forecast for: ACA
[2025-12-08T20:15:12.460482] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACA' from 'https://tdm.silogroup.org/data/derivative_storage/ACA.csv'.
[2025-12-08T20:15:12.473104] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACA'.
[2025-12-08T20:15:12.473501] [INFO ] [FORECASTER] Starting predict_future for ACA
[2025-12-08T20:15:12.474315] [DEBUG] [LOCAL     ] No optimal features file found for ACA: ./output/feature-sets/ACA.txt
[2025-12-08T20:15:12.474366] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:12.474398] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:12.474424] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:12.474479] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:12.530622] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:12.531549] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:12.531648] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:12.531680] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:12.651797] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:12.651941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:12.651979] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:12.652007] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:12.655324] [DEBUG] [FORECASTER] ACA: Forecast T+1@11:T+2@11: DOWN (p=48.49%)
[2025-12-08T20:15:12.655616] [INFO ] [FORECASTER] Completed predict_future for ACA
[2025-12-08T20:15:12.655740] [INFO ] [sig       ] ACA: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:15:12.793605] [INFO ] [LOCAL     ] Saved forecast: ACA	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ACA.txt
[2025-12-08T20:15:12.793767] [INFO ] [sig       ] [24/3624] Completed ACA in 0.3s | 2.89 sym/s | Total: 8.3s | ETA: 20.7m
[2025-12-08T20:15:12.793807] [INFO ] [sig       ] [25/3624] Forecasting ACAD...
[2025-12-08T20:15:12.793837] [INFO ] [sig       ] Generating forecast for: ACAD
[2025-12-08T20:15:12.793867] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACAD' from 'https://tdm.silogroup.org/data/derivative_storage/ACAD.csv'.
[2025-12-08T20:15:12.806689] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACAD'.
[2025-12-08T20:15:12.807039] [INFO ] [FORECASTER] Starting predict_future for ACAD
[2025-12-08T20:15:12.807853] [DEBUG] [LOCAL     ] No optimal features file found for ACAD: ./output/feature-sets/ACAD.txt
[2025-12-08T20:15:12.807903] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:12.807935] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:12.807961] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:12.808016] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:12.863515] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:12.864349] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:12.864429] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:12.864461] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:12.984034] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:12.984190] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:12.984234] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:12.984279] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:12.987822] [DEBUG] [FORECASTER] ACAD: Forecast T+1@11:T+2@11: UP (p=76.04%)
[2025-12-08T20:15:12.988106] [INFO ] [FORECASTER] Completed predict_future for ACAD
[2025-12-08T20:15:12.988233] [INFO ] [sig       ] ACAD: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:15:13.135322] [INFO ] [LOCAL     ] Saved forecast: ACAD	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ACAD.txt
[2025-12-08T20:15:13.135491] [INFO ] [sig       ] [25/3624] Completed ACAD in 0.3s | 2.89 sym/s | Total: 8.6s | ETA: 20.7m
[2025-12-08T20:15:13.135530] [INFO ] [sig       ] [26/3624] Forecasting ACB...
[2025-12-08T20:15:13.135561] [INFO ] [sig       ] Generating forecast for: ACB
[2025-12-08T20:15:13.135636] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACB' from 'https://tdm.silogroup.org/data/derivative_storage/ACB.csv'.
[2025-12-08T20:15:13.148088] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACB'.
[2025-12-08T20:15:13.148476] [INFO ] [FORECASTER] Starting predict_future for ACB
[2025-12-08T20:15:13.149300] [DEBUG] [LOCAL     ] No optimal features file found for ACB: ./output/feature-sets/ACB.txt
[2025-12-08T20:15:13.149351] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:13.149384] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:13.149411] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:13.149469] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:13.208699] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:13.209550] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:13.209648] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:13.209681] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:13.336066] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:13.336226] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:13.336266] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:13.336294] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:13.339930] [DEBUG] [FORECASTER] ACB: Forecast T+1@11:T+2@11: UP (p=62.57%)
[2025-12-08T20:15:13.340245] [INFO ] [FORECASTER] Completed predict_future for ACB
[2025-12-08T20:15:13.340387] [INFO ] [sig       ] ACB: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:15:13.481344] [INFO ] [LOCAL     ] Saved forecast: ACB	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ACB.txt
[2025-12-08T20:15:13.481502] [INFO ] [sig       ] [26/3624] Completed ACB in 0.3s | 2.89 sym/s | Total: 9.0s | ETA: 20.7m
[2025-12-08T20:15:13.481544] [INFO ] [sig       ] [27/3624] Forecasting ACCO...
[2025-12-08T20:15:13.481593] [INFO ] [sig       ] Generating forecast for: ACCO
[2025-12-08T20:15:13.481632] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACCO' from 'https://tdm.silogroup.org/data/derivative_storage/ACCO.csv'.
[2025-12-08T20:15:13.493670] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACCO'.
[2025-12-08T20:15:13.494059] [INFO ] [FORECASTER] Starting predict_future for ACCO
[2025-12-08T20:15:13.494893] [DEBUG] [LOCAL     ] No optimal features file found for ACCO: ./output/feature-sets/ACCO.txt
[2025-12-08T20:15:13.494944] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:13.495002] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:13.495030] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:13.495085] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:13.550853] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:13.551731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:13.551815] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:13.551864] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:13.676600] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:13.676752] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:13.676789] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:13.676817] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:13.680248] [DEBUG] [FORECASTER] ACCO: Forecast T+1@11:T+2@11: DOWN (p=16.67%)
[2025-12-08T20:15:13.680546] [INFO ] [FORECASTER] Completed predict_future for ACCO
[2025-12-08T20:15:13.680705] [INFO ] [sig       ] ACCO: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:15:13.823308] [INFO ] [LOCAL     ] Saved forecast: ACCO	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ACCO.txt
[2025-12-08T20:15:13.823470] [INFO ] [sig       ] [27/3624] Completed ACCO in 0.3s | 2.89 sym/s | Total: 9.3s | ETA: 20.7m
[2025-12-08T20:15:13.823511] [INFO ] [sig       ] [28/3624] Forecasting ACDC...
[2025-12-08T20:15:13.823539] [INFO ] [sig       ] Generating forecast for: ACDC
[2025-12-08T20:15:13.823585] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACDC' from 'https://tdm.silogroup.org/data/derivative_storage/ACDC.csv'.
[2025-12-08T20:15:13.836256] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACDC'.
[2025-12-08T20:15:13.836662] [INFO ] [FORECASTER] Starting predict_future for ACDC
[2025-12-08T20:15:13.837478] [DEBUG] [LOCAL     ] No optimal features file found for ACDC: ./output/feature-sets/ACDC.txt
[2025-12-08T20:15:13.837528] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:13.837559] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:13.837604] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:13.837660] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:13.893765] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:13.894459] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:13.894541] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:13.894591] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:14.006192] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:14.006332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:14.006369] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:14.006397] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:14.009724] [DEBUG] [FORECASTER] ACDC: Forecast T+1@11:T+2@11: UP (p=83.59%)
[2025-12-08T20:15:14.009995] [INFO ] [FORECASTER] Completed predict_future for ACDC
[2025-12-08T20:15:14.010119] [INFO ] [sig       ] ACDC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:15:14.148620] [INFO ] [LOCAL     ] Saved forecast: ACDC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ACDC.txt
[2025-12-08T20:15:14.148742] [INFO ] [sig       ] [28/3624] Completed ACDC in 0.3s | 2.90 sym/s | Total: 9.7s | ETA: 20.7m
[2025-12-08T20:15:14.148779] [INFO ] [sig       ] [29/3624] Forecasting ACEL...
[2025-12-08T20:15:14.148808] [INFO ] [sig       ] Generating forecast for: ACEL
[2025-12-08T20:15:14.148838] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACEL' from 'https://tdm.silogroup.org/data/derivative_storage/ACEL.csv'.
[2025-12-08T20:15:14.161921] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACEL'.
[2025-12-08T20:15:14.162295] [INFO ] [FORECASTER] Starting predict_future for ACEL
[2025-12-08T20:15:14.163134] [DEBUG] [LOCAL     ] No optimal features file found for ACEL: ./output/feature-sets/ACEL.txt
[2025-12-08T20:15:14.163185] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:14.163218] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:14.163256] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:14.163314] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:14.220974] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:14.221618] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:14.221694] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:14.221725] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:14.338385] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:14.338541] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:14.338596] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:14.338626] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:14.342020] [DEBUG] [FORECASTER] ACEL: Forecast T+1@11:T+2@11: UP (p=96.69%)
[2025-12-08T20:15:14.342289] [INFO ] [FORECASTER] Completed predict_future for ACEL
[2025-12-08T20:15:14.342420] [INFO ] [sig       ] ACEL: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:15:14.483810] [INFO ] [LOCAL     ] Saved forecast: ACEL	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ACEL.txt
[2025-12-08T20:15:14.483977] [INFO ] [sig       ] [29/3624] Completed ACEL in 0.3s | 2.90 sym/s | Total: 10.0s | ETA: 20.6m
[2025-12-08T20:15:14.484018] [INFO ] [sig       ] [30/3624] Forecasting ACGL...
[2025-12-08T20:15:14.484048] [INFO ] [sig       ] Generating forecast for: ACGL
[2025-12-08T20:15:14.484079] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACGL' from 'https://tdm.silogroup.org/data/derivative_storage/ACGL.csv'.
[2025-12-08T20:15:14.496995] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACGL'.
[2025-12-08T20:15:14.497389] [INFO ] [FORECASTER] Starting predict_future for ACGL
[2025-12-08T20:15:14.498258] [DEBUG] [LOCAL     ] No optimal features file found for ACGL: ./output/feature-sets/ACGL.txt
[2025-12-08T20:15:14.498308] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:14.498341] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:14.498367] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:14.498424] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:14.557488] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:14.558392] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:14.558478] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:14.558510] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:14.678104] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:14.678251] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:14.678291] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:14.678351] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:14.681938] [DEBUG] [FORECASTER] ACGL: Forecast T+1@11:T+2@11: UP (p=75.19%)
[2025-12-08T20:15:14.682227] [INFO ] [FORECASTER] Completed predict_future for ACGL
[2025-12-08T20:15:14.682358] [INFO ] [sig       ] ACGL: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:15:14.828049] [INFO ] [LOCAL     ] Saved forecast: ACGL	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ACGL.txt
[2025-12-08T20:15:14.828186] [INFO ] [sig       ] [30/3624] Completed ACGL in 0.3s | 2.90 sym/s | Total: 10.3s | ETA: 20.6m
[2025-12-08T20:15:14.828224] [INFO ] [sig       ] [31/3624] Forecasting ACGLN...
[2025-12-08T20:15:14.828252] [INFO ] [sig       ] Generating forecast for: ACGLN
[2025-12-08T20:15:14.828282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACGLN' from 'https://tdm.silogroup.org/data/derivative_storage/ACGLN.csv'.
[2025-12-08T20:15:14.840926] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACGLN'.
[2025-12-08T20:15:14.841287] [INFO ] [FORECASTER] Starting predict_future for ACGLN
[2025-12-08T20:15:14.842226] [DEBUG] [LOCAL     ] No optimal features file found for ACGLN: ./output/feature-sets/ACGLN.txt
[2025-12-08T20:15:14.842279] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:14.842312] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:14.842340] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:14.842397] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:14.904194] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:14.905031] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:14.905112] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:14.905144] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:15.025476] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:15.025639] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:15.025679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:15.025712] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:15.029162] [DEBUG] [FORECASTER] ACGLN: Forecast T+1@11:T+2@11: UP (p=73.33%)
[2025-12-08T20:15:15.029441] [INFO ] [FORECASTER] Completed predict_future for ACGLN
[2025-12-08T20:15:15.029570] [INFO ] [sig       ] ACGLN: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:15:15.174551] [INFO ] [LOCAL     ] Saved forecast: ACGLN	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ACGLN.txt
[2025-12-08T20:15:15.174732] [INFO ] [sig       ] [31/3624] Completed ACGLN in 0.3s | 2.90 sym/s | Total: 10.7s | ETA: 20.6m
[2025-12-08T20:15:15.174775] [INFO ] [sig       ] [32/3624] Forecasting ACGLO...
[2025-12-08T20:15:15.174804] [INFO ] [sig       ] Generating forecast for: ACGLO
[2025-12-08T20:15:15.174834] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACGLO' from 'https://tdm.silogroup.org/data/derivative_storage/ACGLO.csv'.
[2025-12-08T20:15:15.186855] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACGLO'.
[2025-12-08T20:15:15.187217] [INFO ] [FORECASTER] Starting predict_future for ACGLO
[2025-12-08T20:15:15.188095] [DEBUG] [LOCAL     ] No optimal features file found for ACGLO: ./output/feature-sets/ACGLO.txt
[2025-12-08T20:15:15.188146] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:15.188187] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:15.188222] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:15.188281] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:15.247353] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:15.248369] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:15.248452] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:15.248484] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:15.369388] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:15.369544] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:15.369605] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:15.369636] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:15.373022] [DEBUG] [FORECASTER] ACGLO: Forecast T+1@11:T+2@11: DOWN (p=8.55%)
[2025-12-08T20:15:15.373299] [INFO ] [FORECASTER] Completed predict_future for ACGLO
[2025-12-08T20:15:15.373426] [INFO ] [sig       ] ACGLO: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:15:15.514285] [INFO ] [LOCAL     ] Saved forecast: ACGLO	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ACGLO.txt
[2025-12-08T20:15:15.514428] [INFO ] [sig       ] [32/3624] Completed ACGLO in 0.3s | 2.90 sym/s | Total: 11.0s | ETA: 20.6m
[2025-12-08T20:15:15.514469] [INFO ] [sig       ] [33/3624] Forecasting ACHC...
[2025-12-08T20:15:15.514498] [INFO ] [sig       ] Generating forecast for: ACHC
[2025-12-08T20:15:15.514535] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACHC' from 'https://tdm.silogroup.org/data/derivative_storage/ACHC.csv'.
[2025-12-08T20:15:15.526736] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACHC'.
[2025-12-08T20:15:15.527113] [INFO ] [FORECASTER] Starting predict_future for ACHC
[2025-12-08T20:15:15.527954] [DEBUG] [LOCAL     ] No optimal features file found for ACHC: ./output/feature-sets/ACHC.txt
[2025-12-08T20:15:15.528004] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:15.528035] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:15.528060] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:15.528115] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:15.583850] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:15.584646] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:15.584732] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:15.584763] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:15.710762] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:15.710923] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:15.710969] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:15.710998] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:15.714468] [DEBUG] [FORECASTER] ACHC: Forecast T+1@11:T+2@11: DOWN (p=9.70%)
[2025-12-08T20:15:15.714787] [INFO ] [FORECASTER] Completed predict_future for ACHC
[2025-12-08T20:15:15.714933] [INFO ] [sig       ] ACHC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:15:15.865509] [INFO ] [LOCAL     ] Saved forecast: ACHC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ACHC.txt
[2025-12-08T20:15:15.865687] [INFO ] [sig       ] [33/3624] Completed ACHC in 0.4s | 2.90 sym/s | Total: 11.4s | ETA: 20.6m
[2025-12-08T20:15:15.865733] [INFO ] [sig       ] [34/3624] Forecasting ACI...
[2025-12-08T20:15:15.865763] [INFO ] [sig       ] Generating forecast for: ACI
[2025-12-08T20:15:15.865792] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACI' from 'https://tdm.silogroup.org/data/derivative_storage/ACI.csv'.
[2025-12-08T20:15:15.878267] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACI'.
[2025-12-08T20:15:15.878660] [INFO ] [FORECASTER] Starting predict_future for ACI
[2025-12-08T20:15:15.879694] [DEBUG] [LOCAL     ] No optimal features file found for ACI: ./output/feature-sets/ACI.txt
[2025-12-08T20:15:15.879756] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:15.879794] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:15.879826] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:15.879889] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:15.939691] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:15.940568] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:15.940673] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:15.940706] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:16.075719] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:16.075879] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:16.075919] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:16.075947] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:16.079523] [DEBUG] [FORECASTER] ACI: Forecast T+1@11:T+2@11: UP (p=91.40%)
[2025-12-08T20:15:16.079847] [INFO ] [FORECASTER] Completed predict_future for ACI
[2025-12-08T20:15:16.079991] [INFO ] [sig       ] ACI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:15:16.218154] [INFO ] [LOCAL     ] Saved forecast: ACI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ACI.txt
[2025-12-08T20:15:16.218287] [INFO ] [sig       ] [34/3624] Completed ACI in 0.4s | 2.90 sym/s | Total: 11.7s | ETA: 20.6m
[2025-12-08T20:15:16.218328] [INFO ] [sig       ] [35/3624] Forecasting ACIC...
[2025-12-08T20:15:16.218356] [INFO ] [sig       ] Generating forecast for: ACIC
[2025-12-08T20:15:16.218386] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACIC' from 'https://tdm.silogroup.org/data/derivative_storage/ACIC.csv'.
[2025-12-08T20:15:16.234879] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACIC'.
[2025-12-08T20:15:16.235385] [INFO ] [FORECASTER] Starting predict_future for ACIC
[2025-12-08T20:15:16.236321] [DEBUG] [LOCAL     ] No optimal features file found for ACIC: ./output/feature-sets/ACIC.txt
[2025-12-08T20:15:16.236377] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:16.236409] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:16.236435] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:16.236491] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:16.298536] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:16.299786] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:16.300069] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:16.300103] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:16.436001] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:16.436197] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:16.436241] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:16.436271] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:16.440808] [DEBUG] [FORECASTER] ACIC: Forecast T+1@11:T+2@11: DOWN (p=28.54%)
[2025-12-08T20:15:16.441253] [INFO ] [FORECASTER] Completed predict_future for ACIC
[2025-12-08T20:15:16.441453] [INFO ] [sig       ] ACIC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:15:16.591074] [INFO ] [LOCAL     ] Saved forecast: ACIC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ACIC.txt
[2025-12-08T20:15:16.591229] [INFO ] [sig       ] [35/3624] Completed ACIC in 0.4s | 2.89 sym/s | Total: 12.1s | ETA: 20.7m
[2025-12-08T20:15:16.591268] [INFO ] [sig       ] [36/3624] Forecasting ACLS...
[2025-12-08T20:15:16.591298] [INFO ] [sig       ] Generating forecast for: ACLS
[2025-12-08T20:15:16.591328] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACLS' from 'https://tdm.silogroup.org/data/derivative_storage/ACLS.csv'.
[2025-12-08T20:15:16.604636] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACLS'.
[2025-12-08T20:15:16.605073] [INFO ] [FORECASTER] Starting predict_future for ACLS
[2025-12-08T20:15:16.605911] [DEBUG] [LOCAL     ] No optimal features file found for ACLS: ./output/feature-sets/ACLS.txt
[2025-12-08T20:15:16.605962] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:16.605993] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:16.606019] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:16.606075] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:16.665487] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:16.666398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:16.666484] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:16.666515] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:16.784979] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:16.785116] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:16.785160] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:16.785187] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:16.791487] [DEBUG] [FORECASTER] ACLS: Forecast T+1@11:T+2@11: UP (p=96.44%)
[2025-12-08T20:15:16.791814] [INFO ] [FORECASTER] Completed predict_future for ACLS
[2025-12-08T20:15:16.791942] [INFO ] [sig       ] ACLS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:15:16.928695] [INFO ] [LOCAL     ] Saved forecast: ACLS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ACLS.txt
[2025-12-08T20:15:16.928807] [INFO ] [sig       ] [36/3624] Completed ACLS in 0.3s | 2.90 sym/s | Total: 12.4s | ETA: 20.7m
[2025-12-08T20:15:16.928844] [INFO ] [sig       ] [37/3624] Forecasting ACLX...
[2025-12-08T20:15:16.928873] [INFO ] [sig       ] Generating forecast for: ACLX
[2025-12-08T20:15:16.928903] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACLX' from 'https://tdm.silogroup.org/data/derivative_storage/ACLX.csv'.
[2025-12-08T20:15:16.941474] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACLX'.
[2025-12-08T20:15:16.941834] [INFO ] [FORECASTER] Starting predict_future for ACLX
[2025-12-08T20:15:16.942634] [DEBUG] [LOCAL     ] No optimal features file found for ACLX: ./output/feature-sets/ACLX.txt
[2025-12-08T20:15:16.942684] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:16.942716] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:16.942744] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:16.942801] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:16.999036] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:16.999660] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:16.999764] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:16.999797] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:17.119498] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:17.119664] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:17.119702] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:17.119729] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:17.122985] [DEBUG] [FORECASTER] ACLX: Forecast T+1@11:T+2@11: UP (p=81.64%)
[2025-12-08T20:15:17.123253] [INFO ] [FORECASTER] Completed predict_future for ACLX
[2025-12-08T20:15:17.123378] [INFO ] [sig       ] ACLX: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:15:17.261962] [INFO ] [LOCAL     ] Saved forecast: ACLX	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ACLX.txt
[2025-12-08T20:15:17.262124] [INFO ] [sig       ] [37/3624] Completed ACLX in 0.3s | 2.90 sym/s | Total: 12.8s | ETA: 20.6m
[2025-12-08T20:15:17.262163] [INFO ] [sig       ] [38/3624] Forecasting ACM...
[2025-12-08T20:15:17.262192] [INFO ] [sig       ] Generating forecast for: ACM
[2025-12-08T20:15:17.262223] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACM' from 'https://tdm.silogroup.org/data/derivative_storage/ACM.csv'.
[2025-12-08T20:15:17.274942] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACM'.
[2025-12-08T20:15:17.275307] [INFO ] [FORECASTER] Starting predict_future for ACM
[2025-12-08T20:15:17.276134] [DEBUG] [LOCAL     ] No optimal features file found for ACM: ./output/feature-sets/ACM.txt
[2025-12-08T20:15:17.276184] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:17.276215] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:17.276241] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:17.276296] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:17.333420] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:17.334505] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:17.334609] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:17.334644] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:17.461177] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:17.461337] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:17.461379] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:17.461407] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:17.464978] [DEBUG] [FORECASTER] ACM: Forecast T+1@11:T+2@11: UP (p=91.35%)
[2025-12-08T20:15:17.465340] [INFO ] [FORECASTER] Completed predict_future for ACM
[2025-12-08T20:15:17.465503] [INFO ] [sig       ] ACM: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:15:17.639099] [INFO ] [LOCAL     ] Saved forecast: ACM	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ACM.txt
[2025-12-08T20:15:17.639282] [INFO ] [sig       ] [38/3624] Completed ACM in 0.4s | 2.89 sym/s | Total: 13.1s | ETA: 20.7m
[2025-12-08T20:15:17.639326] [INFO ] [sig       ] [39/3624] Forecasting ACN...
[2025-12-08T20:15:17.639356] [INFO ] [sig       ] Generating forecast for: ACN
[2025-12-08T20:15:17.639387] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACN' from 'https://tdm.silogroup.org/data/derivative_storage/ACN.csv'.
[2025-12-08T20:15:17.653783] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACN'.
[2025-12-08T20:15:17.654236] [INFO ] [FORECASTER] Starting predict_future for ACN
[2025-12-08T20:15:17.655228] [DEBUG] [LOCAL     ] No optimal features file found for ACN: ./output/feature-sets/ACN.txt
[2025-12-08T20:15:17.655291] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:17.655328] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:17.655356] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:17.655427] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:17.723360] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:17.724427] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:17.724532] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:17.724595] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:17.857850] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:17.858018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:17.858059] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:17.858089] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:17.861715] [DEBUG] [FORECASTER] ACN: Forecast T+1@11:T+2@11: DOWN (p=11.82%)
[2025-12-08T20:15:17.862075] [INFO ] [FORECASTER] Completed predict_future for ACN
[2025-12-08T20:15:17.862233] [INFO ] [sig       ] ACN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:15:18.024908] [INFO ] [LOCAL     ] Saved forecast: ACN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ACN.txt
[2025-12-08T20:15:18.025058] [INFO ] [sig       ] [39/3624] Completed ACN in 0.4s | 2.88 sym/s | Total: 13.5s | ETA: 20.7m
[2025-12-08T20:15:18.025099] [INFO ] [sig       ] [40/3624] Forecasting ACNB...
[2025-12-08T20:15:18.025129] [INFO ] [sig       ] Generating forecast for: ACNB
[2025-12-08T20:15:18.025160] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACNB' from 'https://tdm.silogroup.org/data/derivative_storage/ACNB.csv'.
[2025-12-08T20:15:18.037630] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACNB'.
[2025-12-08T20:15:18.038015] [INFO ] [FORECASTER] Starting predict_future for ACNB
[2025-12-08T20:15:18.038950] [DEBUG] [LOCAL     ] No optimal features file found for ACNB: ./output/feature-sets/ACNB.txt
[2025-12-08T20:15:18.039001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:18.039034] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:18.039059] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:18.039116] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:18.104539] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:18.105438] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:18.105524] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:18.105557] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:18.227616] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:18.227773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:18.227814] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:18.227843] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:18.231686] [DEBUG] [FORECASTER] ACNB: Forecast T+1@11:T+2@11: DOWN (p=1.77%)
[2025-12-08T20:15:18.232028] [INFO ] [FORECASTER] Completed predict_future for ACNB
[2025-12-08T20:15:18.232192] [INFO ] [sig       ] ACNB: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:15:18.379250] [INFO ] [LOCAL     ] Saved forecast: ACNB	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ACNB.txt
[2025-12-08T20:15:18.379420] [INFO ] [sig       ] [40/3624] Completed ACNB in 0.4s | 2.88 sym/s | Total: 13.9s | ETA: 20.7m
[2025-12-08T20:15:18.379462] [INFO ] [sig       ] [41/3624] Forecasting ACON...
[2025-12-08T20:15:18.379492] [INFO ] [sig       ] Generating forecast for: ACON
[2025-12-08T20:15:18.379522] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACON' from 'https://tdm.silogroup.org/data/derivative_storage/ACON.csv'.
[2025-12-08T20:15:18.391354] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACON'.
[2025-12-08T20:15:18.391715] [INFO ] [FORECASTER] Starting predict_future for ACON
[2025-12-08T20:15:18.392505] [DEBUG] [LOCAL     ] No optimal features file found for ACON: ./output/feature-sets/ACON.txt
[2025-12-08T20:15:18.392556] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:18.392605] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:18.392633] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:18.392688] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:18.449950] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:18.450606] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:18.450683] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:18.450715] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:18.573779] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:18.573931] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:18.573976] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:18.574004] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:18.577466] [DEBUG] [FORECASTER] ACON: Forecast T+1@11:T+2@11: DOWN (p=4.65%)
[2025-12-08T20:15:18.577764] [INFO ] [FORECASTER] Completed predict_future for ACON
[2025-12-08T20:15:18.577896] [INFO ] [sig       ] ACON: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:15:18.724299] [INFO ] [LOCAL     ] Saved forecast: ACON	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ACON.txt
[2025-12-08T20:15:18.724465] [INFO ] [sig       ] [41/3624] Completed ACON in 0.3s | 2.88 sym/s | Total: 14.2s | ETA: 20.7m
[2025-12-08T20:15:18.724506] [INFO ] [sig       ] [42/3624] Forecasting ACP...
[2025-12-08T20:15:18.724537] [INFO ] [sig       ] Generating forecast for: ACP
[2025-12-08T20:15:18.724587] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACP' from 'https://tdm.silogroup.org/data/derivative_storage/ACP.csv'.
[2025-12-08T20:15:18.737119] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACP'.
[2025-12-08T20:15:18.737592] [INFO ] [FORECASTER] Starting predict_future for ACP
[2025-12-08T20:15:18.738450] [DEBUG] [LOCAL     ] No optimal features file found for ACP: ./output/feature-sets/ACP.txt
[2025-12-08T20:15:18.738521] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:18.738555] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:18.738611] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:18.738670] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:18.798002] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:18.798913] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:18.799004] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:18.799036] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:18.916390] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:18.916548] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:18.916605] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:18.916635] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:18.920149] [DEBUG] [FORECASTER] ACP: Forecast T+1@11:T+2@11: DOWN (p=22.27%)
[2025-12-08T20:15:18.920520] [INFO ] [FORECASTER] Completed predict_future for ACP
[2025-12-08T20:15:18.920693] [INFO ] [sig       ] ACP: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:15:19.068344] [INFO ] [LOCAL     ] Saved forecast: ACP	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ACP.txt
[2025-12-08T20:15:19.068496] [INFO ] [sig       ] [42/3624] Completed ACP in 0.3s | 2.88 sym/s | Total: 14.6s | ETA: 20.7m
[2025-12-08T20:15:19.068537] [INFO ] [sig       ] [43/3624] Forecasting ACRE...
[2025-12-08T20:15:19.068565] [INFO ] [sig       ] Generating forecast for: ACRE
[2025-12-08T20:15:19.068619] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACRE' from 'https://tdm.silogroup.org/data/derivative_storage/ACRE.csv'.
[2025-12-08T20:15:19.081122] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACRE'.
[2025-12-08T20:15:19.081507] [INFO ] [FORECASTER] Starting predict_future for ACRE
[2025-12-08T20:15:19.082311] [DEBUG] [LOCAL     ] No optimal features file found for ACRE: ./output/feature-sets/ACRE.txt
[2025-12-08T20:15:19.082360] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:19.082391] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:19.082417] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:19.082471] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:19.143788] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:19.144699] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:19.144785] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:19.144817] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:19.273613] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:19.273790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:19.273830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:19.273858] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:19.277284] [DEBUG] [FORECASTER] ACRE: Forecast T+1@11:T+2@11: UP (p=91.87%)
[2025-12-08T20:15:19.277605] [INFO ] [FORECASTER] Completed predict_future for ACRE
[2025-12-08T20:15:19.277740] [INFO ] [sig       ] ACRE: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:15:19.421852] [INFO ] [LOCAL     ] Saved forecast: ACRE	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ACRE.txt
[2025-12-08T20:15:19.422017] [INFO ] [sig       ] [43/3624] Completed ACRE in 0.4s | 2.88 sym/s | Total: 14.9s | ETA: 20.7m
[2025-12-08T20:15:19.422059] [INFO ] [sig       ] [44/3624] Forecasting ACRS...
[2025-12-08T20:15:19.422092] [INFO ] [sig       ] Generating forecast for: ACRS
[2025-12-08T20:15:19.422122] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACRS' from 'https://tdm.silogroup.org/data/derivative_storage/ACRS.csv'.
[2025-12-08T20:15:19.435889] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACRS'.
[2025-12-08T20:15:19.436276] [INFO ] [FORECASTER] Starting predict_future for ACRS
[2025-12-08T20:15:19.437128] [DEBUG] [LOCAL     ] No optimal features file found for ACRS: ./output/feature-sets/ACRS.txt
[2025-12-08T20:15:19.437180] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:19.437236] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:19.437265] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:19.437323] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:19.494901] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:19.495817] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:19.495899] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:19.495931] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:19.613920] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:19.614074] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:19.614115] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:19.614145] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:19.617550] [DEBUG] [FORECASTER] ACRS: Forecast T+1@11:T+2@11: UP (p=70.69%)
[2025-12-08T20:15:19.617851] [INFO ] [FORECASTER] Completed predict_future for ACRS
[2025-12-08T20:15:19.617981] [INFO ] [sig       ] ACRS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:15:19.762191] [INFO ] [LOCAL     ] Saved forecast: ACRS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ACRS.txt
[2025-12-08T20:15:19.762348] [INFO ] [sig       ] [44/3624] Completed ACRS in 0.3s | 2.88 sym/s | Total: 15.3s | ETA: 20.7m
[2025-12-08T20:15:19.762394] [INFO ] [sig       ] [45/3624] Forecasting ACTG...
[2025-12-08T20:15:19.762425] [INFO ] [sig       ] Generating forecast for: ACTG
[2025-12-08T20:15:19.762457] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACTG' from 'https://tdm.silogroup.org/data/derivative_storage/ACTG.csv'.
[2025-12-08T20:15:19.774656] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACTG'.
[2025-12-08T20:15:19.775022] [INFO ] [FORECASTER] Starting predict_future for ACTG
[2025-12-08T20:15:19.775884] [DEBUG] [LOCAL     ] No optimal features file found for ACTG: ./output/feature-sets/ACTG.txt
[2025-12-08T20:15:19.775936] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:19.775969] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:19.775997] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:19.776054] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:19.835716] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:19.836604] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:19.836690] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:19.836724] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:19.965508] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:19.965697] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:19.965760] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:19.965793] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:19.969418] [DEBUG] [FORECASTER] ACTG: Forecast T+1@11:T+2@11: DOWN (p=45.66%)
[2025-12-08T20:15:19.969718] [INFO ] [FORECASTER] Completed predict_future for ACTG
[2025-12-08T20:15:19.969860] [INFO ] [sig       ] ACTG: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:15:20.131720] [INFO ] [LOCAL     ] Saved forecast: ACTG	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ACTG.txt
[2025-12-08T20:15:20.131931] [INFO ] [sig       ] [45/3624] Completed ACTG in 0.4s | 2.88 sym/s | Total: 15.6s | ETA: 20.7m
[2025-12-08T20:15:20.131999] [INFO ] [sig       ] [46/3624] Forecasting ACVA...
[2025-12-08T20:15:20.132049] [INFO ] [sig       ] Generating forecast for: ACVA
[2025-12-08T20:15:20.132094] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACVA' from 'https://tdm.silogroup.org/data/derivative_storage/ACVA.csv'.
[2025-12-08T20:15:20.148447] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACVA'.
[2025-12-08T20:15:20.148916] [INFO ] [FORECASTER] Starting predict_future for ACVA
[2025-12-08T20:15:20.150050] [DEBUG] [LOCAL     ] No optimal features file found for ACVA: ./output/feature-sets/ACVA.txt
[2025-12-08T20:15:20.150117] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:20.150170] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:20.150216] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:20.150306] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:20.207947] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:20.208621] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:20.208699] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:20.208734] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:20.329559] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:20.329730] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:20.329768] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:20.329797] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:20.333236] [DEBUG] [FORECASTER] ACVA: Forecast T+1@11:T+2@11: UP (p=99.06%)
[2025-12-08T20:15:20.333515] [INFO ] [FORECASTER] Completed predict_future for ACVA
[2025-12-08T20:15:20.333664] [INFO ] [sig       ] ACVA: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:15:20.472141] [INFO ] [LOCAL     ] Saved forecast: ACVA	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ACVA.txt
[2025-12-08T20:15:20.472273] [INFO ] [sig       ] [46/3624] Completed ACVA in 0.3s | 2.88 sym/s | Total: 16.0s | ETA: 20.7m
[2025-12-08T20:15:20.472313] [INFO ] [sig       ] [47/3624] Forecasting ACWI...
[2025-12-08T20:15:20.472343] [INFO ] [sig       ] Generating forecast for: ACWI
[2025-12-08T20:15:20.472374] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACWI' from 'https://tdm.silogroup.org/data/derivative_storage/ACWI.csv'.
[2025-12-08T20:15:20.484943] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACWI'.
[2025-12-08T20:15:20.485294] [INFO ] [FORECASTER] Starting predict_future for ACWI
[2025-12-08T20:15:20.486097] [DEBUG] [LOCAL     ] No optimal features file found for ACWI: ./output/feature-sets/ACWI.txt
[2025-12-08T20:15:20.486149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:20.486180] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:20.486207] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:20.486262] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:20.542551] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:20.543206] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:20.543284] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:20.543315] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:20.660246] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:20.660369] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:20.660405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:20.660462] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:20.663739] [DEBUG] [FORECASTER] ACWI: Forecast T+1@11:T+2@11: UP (p=61.24%)
[2025-12-08T20:15:20.664022] [INFO ] [FORECASTER] Completed predict_future for ACWI
[2025-12-08T20:15:20.664145] [INFO ] [sig       ] ACWI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:15:20.807752] [INFO ] [LOCAL     ] Saved forecast: ACWI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ACWI.txt
[2025-12-08T20:15:20.807905] [INFO ] [sig       ] [47/3624] Completed ACWI in 0.3s | 2.88 sym/s | Total: 16.3s | ETA: 20.7m
[2025-12-08T20:15:20.807947] [INFO ] [sig       ] [48/3624] Forecasting ACWX...
[2025-12-08T20:15:20.807976] [INFO ] [sig       ] Generating forecast for: ACWX
[2025-12-08T20:15:20.808005] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACWX' from 'https://tdm.silogroup.org/data/derivative_storage/ACWX.csv'.
[2025-12-08T20:15:20.821294] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACWX'.
[2025-12-08T20:15:20.821642] [INFO ] [FORECASTER] Starting predict_future for ACWX
[2025-12-08T20:15:20.822454] [DEBUG] [LOCAL     ] No optimal features file found for ACWX: ./output/feature-sets/ACWX.txt
[2025-12-08T20:15:20.822505] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:20.822536] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:20.822563] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:20.822638] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:20.880040] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:20.880888] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:20.880968] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:20.881000] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:21.005259] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:21.005411] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:21.005453] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:21.005480] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:21.008832] [DEBUG] [FORECASTER] ACWX: Forecast T+1@11:T+2@11: UP (p=96.13%)
[2025-12-08T20:15:21.009099] [INFO ] [FORECASTER] Completed predict_future for ACWX
[2025-12-08T20:15:21.009224] [INFO ] [sig       ] ACWX: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:15:21.149978] [INFO ] [LOCAL     ] Saved forecast: ACWX	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ACWX.txt
[2025-12-08T20:15:21.150137] [INFO ] [sig       ] [48/3624] Completed ACWX in 0.3s | 2.88 sym/s | Total: 16.7s | ETA: 20.7m
[2025-12-08T20:15:21.150178] [INFO ] [sig       ] [49/3624] Forecasting ACXP...
[2025-12-08T20:15:21.150208] [INFO ] [sig       ] Generating forecast for: ACXP
[2025-12-08T20:15:21.150237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACXP' from 'https://tdm.silogroup.org/data/derivative_storage/ACXP.csv'.
[2025-12-08T20:15:21.162771] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACXP'.
[2025-12-08T20:15:21.163160] [INFO ] [FORECASTER] Starting predict_future for ACXP
[2025-12-08T20:15:21.163969] [DEBUG] [LOCAL     ] No optimal features file found for ACXP: ./output/feature-sets/ACXP.txt
[2025-12-08T20:15:21.164020] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:21.164053] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:21.164079] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:21.164136] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:21.220405] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:21.221270] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:21.221349] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:21.221381] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:21.336263] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:21.336412] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:21.336465] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:21.336495] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:21.339833] [DEBUG] [FORECASTER] ACXP: Forecast T+1@11:T+2@11: UP (p=59.89%)
[2025-12-08T20:15:21.340098] [INFO ] [FORECASTER] Completed predict_future for ACXP
[2025-12-08T20:15:21.340221] [INFO ] [sig       ] ACXP: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:15:21.478438] [INFO ] [LOCAL     ] Saved forecast: ACXP	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ACXP.txt
[2025-12-08T20:15:21.478600] [INFO ] [sig       ] [49/3624] Completed ACXP in 0.3s | 2.89 sym/s | Total: 17.0s | ETA: 20.7m
[2025-12-08T20:15:21.478641] [INFO ] [sig       ] [50/3624] Forecasting ADBE...
[2025-12-08T20:15:21.478671] [INFO ] [sig       ] Generating forecast for: ADBE
[2025-12-08T20:15:21.478702] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADBE' from 'https://tdm.silogroup.org/data/derivative_storage/ADBE.csv'.
[2025-12-08T20:15:21.491249] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADBE'.
[2025-12-08T20:15:21.491663] [INFO ] [FORECASTER] Starting predict_future for ADBE
[2025-12-08T20:15:21.492452] [DEBUG] [LOCAL     ] No optimal features file found for ADBE: ./output/feature-sets/ADBE.txt
[2025-12-08T20:15:21.492502] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:21.492533] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:21.492559] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:21.492638] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:21.551644] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:21.552498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:21.552598] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:21.552633] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:21.672480] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:21.672663] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:21.672703] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:21.672732] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:21.676383] [DEBUG] [FORECASTER] ADBE: Forecast T+1@11:T+2@11: DOWN (p=15.89%)
[2025-12-08T20:15:21.676680] [INFO ] [FORECASTER] Completed predict_future for ADBE
[2025-12-08T20:15:21.676807] [INFO ] [sig       ] ADBE: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:15:21.815043] [INFO ] [LOCAL     ] Saved forecast: ADBE	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ADBE.txt
[2025-12-08T20:15:21.815162] [INFO ] [sig       ] [50/3624] Completed ADBE in 0.3s | 2.89 sym/s | Total: 17.3s | ETA: 20.6m
[2025-12-08T20:15:21.815201] [INFO ] [sig       ] [51/3624] Forecasting ADC...
[2025-12-08T20:15:21.815229] [INFO ] [sig       ] Generating forecast for: ADC
[2025-12-08T20:15:21.815258] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADC' from 'https://tdm.silogroup.org/data/derivative_storage/ADC.csv'.
[2025-12-08T20:15:21.827180] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADC'.
[2025-12-08T20:15:21.827558] [INFO ] [FORECASTER] Starting predict_future for ADC
[2025-12-08T20:15:21.828349] [DEBUG] [LOCAL     ] No optimal features file found for ADC: ./output/feature-sets/ADC.txt
[2025-12-08T20:15:21.828399] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:21.828431] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:21.828458] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:21.828515] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:21.884353] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:21.885019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:21.885095] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:21.885125] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:21.998311] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:21.998433] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:21.998469] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:21.998495] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:22.001750] [DEBUG] [FORECASTER] ADC: Forecast T+1@11:T+2@11: DOWN (p=23.70%)
[2025-12-08T20:15:22.002014] [INFO ] [FORECASTER] Completed predict_future for ADC
[2025-12-08T20:15:22.002138] [INFO ] [sig       ] ADC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:15:22.139670] [INFO ] [LOCAL     ] Saved forecast: ADC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ADC.txt
[2025-12-08T20:15:22.139785] [INFO ] [sig       ] [51/3624] Completed ADC in 0.3s | 2.89 sym/s | Total: 17.6s | ETA: 20.6m
[2025-12-08T20:15:22.139825] [INFO ] [sig       ] [52/3624] Forecasting ADEA...
[2025-12-08T20:15:22.139852] [INFO ] [sig       ] Generating forecast for: ADEA
[2025-12-08T20:15:22.139885] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADEA' from 'https://tdm.silogroup.org/data/derivative_storage/ADEA.csv'.
[2025-12-08T20:15:22.152074] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADEA'.
[2025-12-08T20:15:22.152415] [INFO ] [FORECASTER] Starting predict_future for ADEA
[2025-12-08T20:15:22.153209] [DEBUG] [LOCAL     ] No optimal features file found for ADEA: ./output/feature-sets/ADEA.txt
[2025-12-08T20:15:22.153258] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:22.153290] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:22.153320] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:22.153376] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:22.208969] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:22.209601] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:22.209676] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:22.209708] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:22.328250] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:22.328419] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:22.328459] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:22.328487] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:22.331893] [DEBUG] [FORECASTER] ADEA: Forecast T+1@11:T+2@11: UP (p=61.80%)
[2025-12-08T20:15:22.332155] [INFO ] [FORECASTER] Completed predict_future for ADEA
[2025-12-08T20:15:22.332277] [INFO ] [sig       ] ADEA: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:15:22.469606] [INFO ] [LOCAL     ] Saved forecast: ADEA	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ADEA.txt
[2025-12-08T20:15:22.469762] [INFO ] [sig       ] [52/3624] Completed ADEA in 0.3s | 2.89 sym/s | Total: 18.0s | ETA: 20.6m
[2025-12-08T20:15:22.469803] [INFO ] [sig       ] [53/3624] Forecasting ADI...
[2025-12-08T20:15:22.469837] [INFO ] [sig       ] Generating forecast for: ADI
[2025-12-08T20:15:22.469873] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADI' from 'https://tdm.silogroup.org/data/derivative_storage/ADI.csv'.
[2025-12-08T20:15:22.482707] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADI'.
[2025-12-08T20:15:22.483098] [INFO ] [FORECASTER] Starting predict_future for ADI
[2025-12-08T20:15:22.483907] [DEBUG] [LOCAL     ] No optimal features file found for ADI: ./output/feature-sets/ADI.txt
[2025-12-08T20:15:22.483958] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:22.484000] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:22.484027] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:22.484082] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:22.539586] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:22.540456] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:22.540535] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:22.540566] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:22.665887] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:22.666057] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:22.666095] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:22.666123] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:22.669618] [DEBUG] [FORECASTER] ADI: Forecast T+1@11:T+2@11: UP (p=93.28%)
[2025-12-08T20:15:22.669935] [INFO ] [FORECASTER] Completed predict_future for ADI
[2025-12-08T20:15:22.670079] [INFO ] [sig       ] ADI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:15:22.810558] [INFO ] [LOCAL     ] Saved forecast: ADI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ADI.txt
[2025-12-08T20:15:22.810731] [INFO ] [sig       ] [53/3624] Completed ADI in 0.3s | 2.89 sym/s | Total: 18.3s | ETA: 20.6m
[2025-12-08T20:15:22.810769] [INFO ] [sig       ] [54/3624] Forecasting ADM...
[2025-12-08T20:15:22.810799] [INFO ] [sig       ] Generating forecast for: ADM
[2025-12-08T20:15:22.810829] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADM' from 'https://tdm.silogroup.org/data/derivative_storage/ADM.csv'.
[2025-12-08T20:15:22.823088] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADM'.
[2025-12-08T20:15:22.823473] [INFO ] [FORECASTER] Starting predict_future for ADM
[2025-12-08T20:15:22.824282] [DEBUG] [LOCAL     ] No optimal features file found for ADM: ./output/feature-sets/ADM.txt
[2025-12-08T20:15:22.824332] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:22.824362] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:22.824389] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:22.824444] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:22.880947] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:22.881826] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:22.881940] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:22.881974] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:23.000747] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:23.000904] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:23.000944] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:23.000972] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:23.004934] [DEBUG] [FORECASTER] ADM: Forecast T+1@11:T+2@11: DOWN (p=13.15%)
[2025-12-08T20:15:23.005419] [INFO ] [FORECASTER] Completed predict_future for ADM
[2025-12-08T20:15:23.005557] [INFO ] [sig       ] ADM: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:15:23.145214] [INFO ] [LOCAL     ] Saved forecast: ADM	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ADM.txt
[2025-12-08T20:15:23.145367] [INFO ] [sig       ] [54/3624] Completed ADM in 0.3s | 2.90 sym/s | Total: 18.6s | ETA: 20.5m
[2025-12-08T20:15:23.145409] [INFO ] [sig       ] [55/3624] Forecasting ADMA...
[2025-12-08T20:15:23.145438] [INFO ] [sig       ] Generating forecast for: ADMA
[2025-12-08T20:15:23.145467] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADMA' from 'https://tdm.silogroup.org/data/derivative_storage/ADMA.csv'.
[2025-12-08T20:15:23.158091] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADMA'.
[2025-12-08T20:15:23.158476] [INFO ] [FORECASTER] Starting predict_future for ADMA
[2025-12-08T20:15:23.159277] [DEBUG] [LOCAL     ] No optimal features file found for ADMA: ./output/feature-sets/ADMA.txt
[2025-12-08T20:15:23.159327] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:23.159359] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:23.159386] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:23.159442] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:23.214539] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:23.215327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:23.215406] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:23.215438] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:23.334909] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:23.335063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:23.335102] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:23.335130] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:23.338531] [DEBUG] [FORECASTER] ADMA: Forecast T+1@11:T+2@11: UP (p=76.65%)
[2025-12-08T20:15:23.338843] [INFO ] [FORECASTER] Completed predict_future for ADMA
[2025-12-08T20:15:23.338979] [INFO ] [sig       ] ADMA: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:15:23.478359] [INFO ] [LOCAL     ] Saved forecast: ADMA	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ADMA.txt
[2025-12-08T20:15:23.478513] [INFO ] [sig       ] [55/3624] Completed ADMA in 0.3s | 2.90 sym/s | Total: 19.0s | ETA: 20.5m
[2025-12-08T20:15:23.478552] [INFO ] [sig       ] [56/3624] Forecasting ADP...
[2025-12-08T20:15:23.478602] [INFO ] [sig       ] Generating forecast for: ADP
[2025-12-08T20:15:23.478634] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADP' from 'https://tdm.silogroup.org/data/derivative_storage/ADP.csv'.
[2025-12-08T20:15:23.491209] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADP'.
[2025-12-08T20:15:23.491602] [INFO ] [FORECASTER] Starting predict_future for ADP
[2025-12-08T20:15:23.492396] [DEBUG] [LOCAL     ] No optimal features file found for ADP: ./output/feature-sets/ADP.txt
[2025-12-08T20:15:23.492446] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:23.492477] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:23.492503] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:23.492559] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:23.548908] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:23.549829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:23.549914] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:23.549945] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:23.675841] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:23.675998] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:23.676037] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:23.676067] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:23.679643] [DEBUG] [FORECASTER] ADP: Forecast T+1@11:T+2@11: DOWN (p=2.90%)
[2025-12-08T20:15:23.679923] [INFO ] [FORECASTER] Completed predict_future for ADP
[2025-12-08T20:15:23.680053] [INFO ] [sig       ] ADP: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:15:23.826240] [INFO ] [LOCAL     ] Saved forecast: ADP	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ADP.txt
[2025-12-08T20:15:23.826383] [INFO ] [sig       ] [56/3624] Completed ADP in 0.3s | 2.90 sym/s | Total: 19.3s | ETA: 20.5m
[2025-12-08T20:15:23.826421] [INFO ] [sig       ] [57/3624] Forecasting ADSE...
[2025-12-08T20:15:23.826458] [INFO ] [sig       ] Generating forecast for: ADSE
[2025-12-08T20:15:23.826489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADSE' from 'https://tdm.silogroup.org/data/derivative_storage/ADSE.csv'.
[2025-12-08T20:15:23.839425] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADSE'.
[2025-12-08T20:15:23.839814] [INFO ] [FORECASTER] Starting predict_future for ADSE
[2025-12-08T20:15:23.840697] [DEBUG] [LOCAL     ] No optimal features file found for ADSE: ./output/feature-sets/ADSE.txt
[2025-12-08T20:15:23.840749] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:23.840780] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:23.840806] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:23.840861] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:23.900142] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:23.900930] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:23.901012] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:23.901045] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:24.022986] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:24.023140] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:24.023179] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:24.023209] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:24.026616] [DEBUG] [FORECASTER] ADSE: Forecast T+1@11:T+2@11: UP (p=78.12%)
[2025-12-08T20:15:24.026891] [INFO ] [FORECASTER] Completed predict_future for ADSE
[2025-12-08T20:15:24.027026] [INFO ] [sig       ] ADSE: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:15:24.168880] [INFO ] [LOCAL     ] Saved forecast: ADSE	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ADSE.txt
[2025-12-08T20:15:24.169065] [INFO ] [sig       ] [57/3624] Completed ADSE in 0.3s | 2.90 sym/s | Total: 19.7s | ETA: 20.5m
[2025-12-08T20:15:24.169107] [INFO ] [sig       ] [58/3624] Forecasting ADSK...
[2025-12-08T20:15:24.169137] [INFO ] [sig       ] Generating forecast for: ADSK
[2025-12-08T20:15:24.169167] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADSK' from 'https://tdm.silogroup.org/data/derivative_storage/ADSK.csv'.
[2025-12-08T20:15:24.182717] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADSK'.
[2025-12-08T20:15:24.183117] [INFO ] [FORECASTER] Starting predict_future for ADSK
[2025-12-08T20:15:24.183971] [DEBUG] [LOCAL     ] No optimal features file found for ADSK: ./output/feature-sets/ADSK.txt
[2025-12-08T20:15:24.184023] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:24.184054] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:24.184080] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:24.184135] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:24.241854] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:24.242780] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:24.242862] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:24.242894] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:24.366965] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:24.367119] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:24.367159] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:24.367187] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:24.371336] [DEBUG] [FORECASTER] ADSK: Forecast T+1@11:T+2@11: DOWN (p=6.53%)
[2025-12-08T20:15:24.371620] [INFO ] [FORECASTER] Completed predict_future for ADSK
[2025-12-08T20:15:24.371744] [INFO ] [sig       ] ADSK: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:15:24.512559] [INFO ] [LOCAL     ] Saved forecast: ADSK	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ADSK.txt
[2025-12-08T20:15:24.512705] [INFO ] [sig       ] [58/3624] Completed ADSK in 0.3s | 2.90 sym/s | Total: 20.0s | ETA: 20.5m
[2025-12-08T20:15:24.512744] [INFO ] [sig       ] [59/3624] Forecasting ADTN...
[2025-12-08T20:15:24.512773] [INFO ] [sig       ] Generating forecast for: ADTN
[2025-12-08T20:15:24.512802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADTN' from 'https://tdm.silogroup.org/data/derivative_storage/ADTN.csv'.
[2025-12-08T20:15:24.524331] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADTN'.
[2025-12-08T20:15:24.524672] [INFO ] [FORECASTER] Starting predict_future for ADTN
[2025-12-08T20:15:24.525666] [DEBUG] [LOCAL     ] No optimal features file found for ADTN: ./output/feature-sets/ADTN.txt
[2025-12-08T20:15:24.525716] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:24.525748] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:24.525774] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:24.525830] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:24.583657] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:24.584647] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:24.584732] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:24.584764] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:24.705889] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:24.706045] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:24.706083] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:24.706112] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:24.709456] [DEBUG] [FORECASTER] ADTN: Forecast T+1@11:T+2@11: DOWN (p=35.51%)
[2025-12-08T20:15:24.709740] [INFO ] [FORECASTER] Completed predict_future for ADTN
[2025-12-08T20:15:24.709870] [INFO ] [sig       ] ADTN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:15:24.849407] [INFO ] [LOCAL     ] Saved forecast: ADTN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ADTN.txt
[2025-12-08T20:15:24.849536] [INFO ] [sig       ] [59/3624] Completed ADTN in 0.3s | 2.90 sym/s | Total: 20.4s | ETA: 20.5m
[2025-12-08T20:15:24.849592] [INFO ] [sig       ] [60/3624] Forecasting ADTX...
[2025-12-08T20:15:24.849627] [INFO ] [sig       ] Generating forecast for: ADTX
[2025-12-08T20:15:24.849658] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADTX' from 'https://tdm.silogroup.org/data/derivative_storage/ADTX.csv'.
[2025-12-08T20:15:24.861938] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADTX'.
[2025-12-08T20:15:24.862311] [INFO ] [FORECASTER] Starting predict_future for ADTX
[2025-12-08T20:15:24.863129] [DEBUG] [LOCAL     ] No optimal features file found for ADTX: ./output/feature-sets/ADTX.txt
[2025-12-08T20:15:24.863180] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:24.863213] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:24.863238] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:24.863294] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:24.921144] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:24.921906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:24.921985] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:24.922018] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:25.029101] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:25.029250] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:25.029289] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:25.029333] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:25.032738] [DEBUG] [FORECASTER] ADTX: Forecast T+1@11:T+2@11: DOWN (p=39.17%)
[2025-12-08T20:15:25.033019] [INFO ] [FORECASTER] Completed predict_future for ADTX
[2025-12-08T20:15:25.033151] [INFO ] [sig       ] ADTX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:15:25.172810] [INFO ] [LOCAL     ] Saved forecast: ADTX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ADTX.txt
[2025-12-08T20:15:25.172939] [INFO ] [sig       ] [60/3624] Completed ADTX in 0.3s | 2.90 sym/s | Total: 20.7s | ETA: 20.5m
[2025-12-08T20:15:25.172983] [INFO ] [sig       ] [61/3624] Forecasting ADUS...
[2025-12-08T20:15:25.173013] [INFO ] [sig       ] Generating forecast for: ADUS
[2025-12-08T20:15:25.173042] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADUS' from 'https://tdm.silogroup.org/data/derivative_storage/ADUS.csv'.
[2025-12-08T20:15:25.185520] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADUS'.
[2025-12-08T20:15:25.185887] [INFO ] [FORECASTER] Starting predict_future for ADUS
[2025-12-08T20:15:25.186692] [DEBUG] [LOCAL     ] No optimal features file found for ADUS: ./output/feature-sets/ADUS.txt
[2025-12-08T20:15:25.186743] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:25.186798] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:25.186826] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:25.186881] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:25.243106] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:25.243931] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:25.244012] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:25.244044] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:25.359151] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:25.359307] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:25.359347] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:25.359375] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:25.362824] [DEBUG] [FORECASTER] ADUS: Forecast T+1@11:T+2@11: DOWN (p=5.68%)
[2025-12-08T20:15:25.363106] [INFO ] [FORECASTER] Completed predict_future for ADUS
[2025-12-08T20:15:25.363237] [INFO ] [sig       ] ADUS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:15:25.501082] [INFO ] [LOCAL     ] Saved forecast: ADUS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ADUS.txt
[2025-12-08T20:15:25.501243] [INFO ] [sig       ] [61/3624] Completed ADUS in 0.3s | 2.90 sym/s | Total: 21.0s | ETA: 20.4m
[2025-12-08T20:15:25.501286] [INFO ] [sig       ] [62/3624] Forecasting ADVM...
[2025-12-08T20:15:25.501313] [INFO ] [sig       ] Generating forecast for: ADVM
[2025-12-08T20:15:25.501342] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADVM' from 'https://tdm.silogroup.org/data/derivative_storage/ADVM.csv'.
[2025-12-08T20:15:25.515301] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADVM'.
[2025-12-08T20:15:25.515698] [INFO ] [FORECASTER] Starting predict_future for ADVM
[2025-12-08T20:15:25.516496] [DEBUG] [LOCAL     ] No optimal features file found for ADVM: ./output/feature-sets/ADVM.txt
[2025-12-08T20:15:25.516545] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:25.516593] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:25.516621] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:25.516676] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:25.583678] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:25.584507] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:25.584607] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:25.584658] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:25.703265] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:25.703424] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:25.703463] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:25.703491] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:25.706847] [DEBUG] [FORECASTER] ADVM: Forecast T+1@11:T+2@11: DOWN (p=20.79%)
[2025-12-08T20:15:25.707122] [INFO ] [FORECASTER] Completed predict_future for ADVM
[2025-12-08T20:15:25.707250] [INFO ] [sig       ] ADVM: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:15:25.846752] [INFO ] [LOCAL     ] Saved forecast: ADVM	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ADVM.txt
[2025-12-08T20:15:25.846915] [INFO ] [sig       ] [62/3624] Completed ADVM in 0.3s | 2.90 sym/s | Total: 21.4s | ETA: 20.4m
[2025-12-08T20:15:25.846956] [INFO ] [sig       ] [63/3624] Forecasting ADX...
[2025-12-08T20:15:25.846989] [INFO ] [sig       ] Generating forecast for: ADX
[2025-12-08T20:15:25.847018] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADX' from 'https://tdm.silogroup.org/data/derivative_storage/ADX.csv'.
[2025-12-08T20:15:25.859052] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADX'.
[2025-12-08T20:15:25.859389] [INFO ] [FORECASTER] Starting predict_future for ADX
[2025-12-08T20:15:25.860201] [DEBUG] [LOCAL     ] No optimal features file found for ADX: ./output/feature-sets/ADX.txt
[2025-12-08T20:15:25.860252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:25.860284] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:25.860310] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:25.860365] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:25.918715] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:25.919376] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:25.919454] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:25.919486] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:26.044013] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:26.044168] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:26.044208] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:26.044235] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:26.047847] [DEBUG] [FORECASTER] ADX: Forecast T+1@11:T+2@11: UP (p=91.85%)
[2025-12-08T20:15:26.048133] [INFO ] [FORECASTER] Completed predict_future for ADX
[2025-12-08T20:15:26.048262] [INFO ] [sig       ] ADX: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:15:26.190220] [INFO ] [LOCAL     ] Saved forecast: ADX	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ADX.txt
[2025-12-08T20:15:26.190384] [INFO ] [sig       ] [63/3624] Completed ADX in 0.3s | 2.90 sym/s | Total: 21.7s | ETA: 20.4m
[2025-12-08T20:15:26.190427] [INFO ] [sig       ] [64/3624] Forecasting AEE...
[2025-12-08T20:15:26.190457] [INFO ] [sig       ] Generating forecast for: AEE
[2025-12-08T20:15:26.190489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEE' from 'https://tdm.silogroup.org/data/derivative_storage/AEE.csv'.
[2025-12-08T20:15:26.205592] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEE'.
[2025-12-08T20:15:26.205979] [INFO ] [FORECASTER] Starting predict_future for AEE
[2025-12-08T20:15:26.206792] [DEBUG] [LOCAL     ] No optimal features file found for AEE: ./output/feature-sets/AEE.txt
[2025-12-08T20:15:26.206843] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:26.206874] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:26.206899] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:26.206965] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:26.263610] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:26.264466] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:26.264546] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:26.264599] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:26.387664] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:26.387821] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:26.387860] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:26.387927] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:26.391339] [DEBUG] [FORECASTER] AEE: Forecast T+1@11:T+2@11: UP (p=75.18%)
[2025-12-08T20:15:26.391644] [INFO ] [FORECASTER] Completed predict_future for AEE
[2025-12-08T20:15:26.391773] [INFO ] [sig       ] AEE: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:15:26.534563] [INFO ] [LOCAL     ] Saved forecast: AEE	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/AEE.txt
[2025-12-08T20:15:26.534743] [INFO ] [sig       ] [64/3624] Completed AEE in 0.3s | 2.90 sym/s | Total: 22.0s | ETA: 20.4m
[2025-12-08T20:15:26.534783] [INFO ] [sig       ] [65/3624] Forecasting AEFC...
[2025-12-08T20:15:26.534813] [INFO ] [sig       ] Generating forecast for: AEFC
[2025-12-08T20:15:26.534843] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEFC' from 'https://tdm.silogroup.org/data/derivative_storage/AEFC.csv'.
[2025-12-08T20:15:26.557123] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEFC'.
[2025-12-08T20:15:26.557939] [INFO ] [FORECASTER] Starting predict_future for AEFC
[2025-12-08T20:15:26.559330] [DEBUG] [LOCAL     ] No optimal features file found for AEFC: ./output/feature-sets/AEFC.txt
[2025-12-08T20:15:26.559394] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:26.559436] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:26.559469] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:26.559550] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:26.624644] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:26.625718] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:26.625810] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:26.625844] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:26.745638] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:26.745800] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:26.745841] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:26.745869] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:26.749228] [DEBUG] [FORECASTER] AEFC: Forecast T+1@11:T+2@11: DOWN (p=44.80%)
[2025-12-08T20:15:26.749498] [INFO ] [FORECASTER] Completed predict_future for AEFC
[2025-12-08T20:15:26.749642] [INFO ] [sig       ] AEFC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:15:26.888800] [INFO ] [LOCAL     ] Saved forecast: AEFC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/AEFC.txt
[2025-12-08T20:15:26.888972] [INFO ] [sig       ] [65/3624] Completed AEFC in 0.4s | 2.90 sym/s | Total: 22.4s | ETA: 20.4m
[2025-12-08T20:15:26.889014] [INFO ] [sig       ] [66/3624] Forecasting AEG...
[2025-12-08T20:15:26.889044] [INFO ] [sig       ] Generating forecast for: AEG
[2025-12-08T20:15:26.889073] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEG' from 'https://tdm.silogroup.org/data/derivative_storage/AEG.csv'.
[2025-12-08T20:15:26.901482] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEG'.
[2025-12-08T20:15:26.901891] [INFO ] [FORECASTER] Starting predict_future for AEG
[2025-12-08T20:15:26.902708] [DEBUG] [LOCAL     ] No optimal features file found for AEG: ./output/feature-sets/AEG.txt
[2025-12-08T20:15:26.902770] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:26.902801] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:26.902826] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:26.902881] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:26.958726] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:26.959548] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:26.959649] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:26.959682] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:27.081565] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:27.081745] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:27.081787] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:27.081816] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:27.085258] [DEBUG] [FORECASTER] AEG: Forecast T+1@11:T+2@11: UP (p=79.16%)
[2025-12-08T20:15:27.085550] [INFO ] [FORECASTER] Completed predict_future for AEG
[2025-12-08T20:15:27.085709] [INFO ] [sig       ] AEG: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:15:27.223339] [INFO ] [LOCAL     ] Saved forecast: AEG	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/AEG.txt
[2025-12-08T20:15:27.223473] [INFO ] [sig       ] [66/3624] Completed AEG in 0.3s | 2.90 sym/s | Total: 22.7s | ETA: 20.4m
[2025-12-08T20:15:27.223511] [INFO ] [sig       ] [67/3624] Forecasting AEHL...
[2025-12-08T20:15:27.223540] [INFO ] [sig       ] Generating forecast for: AEHL
[2025-12-08T20:15:27.223584] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEHL' from 'https://tdm.silogroup.org/data/derivative_storage/AEHL.csv'.
[2025-12-08T20:15:27.235450] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEHL'.
[2025-12-08T20:15:27.235879] [INFO ] [FORECASTER] Starting predict_future for AEHL
[2025-12-08T20:15:27.236847] [DEBUG] [LOCAL     ] No optimal features file found for AEHL: ./output/feature-sets/AEHL.txt
[2025-12-08T20:15:27.236908] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:27.236949] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:27.236988] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:27.237054] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:27.295476] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:27.296342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:27.296426] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:27.296461] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:27.415373] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:27.415526] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:27.415566] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:27.415614] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:27.418948] [DEBUG] [FORECASTER] AEHL: Forecast T+1@11:T+2@11: DOWN (p=0.75%)
[2025-12-08T20:15:27.419217] [INFO ] [FORECASTER] Completed predict_future for AEHL
[2025-12-08T20:15:27.419339] [INFO ] [sig       ] AEHL: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:15:27.556490] [INFO ] [LOCAL     ] Saved forecast: AEHL	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/AEHL.txt
[2025-12-08T20:15:27.556614] [INFO ] [sig       ] [67/3624] Completed AEHL in 0.3s | 2.91 sym/s | Total: 23.1s | ETA: 20.4m
[2025-12-08T20:15:27.556654] [INFO ] [sig       ] [68/3624] Forecasting AEI...
[2025-12-08T20:15:27.556683] [INFO ] [sig       ] Generating forecast for: AEI
[2025-12-08T20:15:27.556712] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEI' from 'https://tdm.silogroup.org/data/derivative_storage/AEI.csv'.
[2025-12-08T20:15:27.568455] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEI'.
[2025-12-08T20:15:27.568794] [INFO ] [FORECASTER] Starting predict_future for AEI
[2025-12-08T20:15:27.569593] [DEBUG] [LOCAL     ] No optimal features file found for AEI: ./output/feature-sets/AEI.txt
[2025-12-08T20:15:27.569645] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:27.569678] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:27.569705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:27.569761] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:27.626826] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:27.627462] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:27.627536] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:27.627567] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:27.740968] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:27.741088] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:27.741125] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:27.741152] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:27.744384] [DEBUG] [FORECASTER] AEI: Forecast T+1@11:T+2@11: DOWN (p=45.55%)
[2025-12-08T20:15:27.744665] [INFO ] [FORECASTER] Completed predict_future for AEI
[2025-12-08T20:15:27.744788] [INFO ] [sig       ] AEI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:15:27.883145] [INFO ] [LOCAL     ] Saved forecast: AEI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/AEI.txt
[2025-12-08T20:15:27.883263] [INFO ] [sig       ] [68/3624] Completed AEI in 0.3s | 2.91 sym/s | Total: 23.4s | ETA: 20.4m
[2025-12-08T20:15:27.883301] [INFO ] [sig       ] [69/3624] Forecasting AEIS...
[2025-12-08T20:15:27.883331] [INFO ] [sig       ] Generating forecast for: AEIS
[2025-12-08T20:15:27.883360] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEIS' from 'https://tdm.silogroup.org/data/derivative_storage/AEIS.csv'.
[2025-12-08T20:15:27.895991] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEIS'.
[2025-12-08T20:15:27.896323] [INFO ] [FORECASTER] Starting predict_future for AEIS
[2025-12-08T20:15:27.897128] [DEBUG] [LOCAL     ] No optimal features file found for AEIS: ./output/feature-sets/AEIS.txt
[2025-12-08T20:15:27.897179] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:27.897210] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:27.897236] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:27.897291] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:27.954864] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:27.955454] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:27.955530] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:27.955562] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:28.074052] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:28.074192] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:28.074231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:28.074258] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:28.077542] [DEBUG] [FORECASTER] AEIS: Forecast T+1@11:T+2@11: DOWN (p=34.75%)
[2025-12-08T20:15:28.077828] [INFO ] [FORECASTER] Completed predict_future for AEIS
[2025-12-08T20:15:28.077953] [INFO ] [sig       ] AEIS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:15:28.217033] [INFO ] [LOCAL     ] Saved forecast: AEIS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/AEIS.txt
[2025-12-08T20:15:28.217150] [INFO ] [sig       ] [69/3624] Completed AEIS in 0.3s | 2.91 sym/s | Total: 23.7s | ETA: 20.4m
[2025-12-08T20:15:28.217188] [INFO ] [sig       ] [70/3624] Forecasting AEM...
[2025-12-08T20:15:28.217217] [INFO ] [sig       ] Generating forecast for: AEM
[2025-12-08T20:15:28.217246] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEM' from 'https://tdm.silogroup.org/data/derivative_storage/AEM.csv'.
[2025-12-08T20:15:28.229253] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEM'.
[2025-12-08T20:15:28.229615] [INFO ] [FORECASTER] Starting predict_future for AEM
[2025-12-08T20:15:28.230391] [DEBUG] [LOCAL     ] No optimal features file found for AEM: ./output/feature-sets/AEM.txt
[2025-12-08T20:15:28.230441] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:28.230472] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:28.230498] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:28.230554] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:28.287249] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:28.287883] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:28.287956] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:28.287988] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:28.409172] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:28.409349] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:28.409388] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:28.409416] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:28.412752] [DEBUG] [FORECASTER] AEM: Forecast T+1@11:T+2@11: UP (p=50.92%)
[2025-12-08T20:15:28.413019] [INFO ] [FORECASTER] Completed predict_future for AEM
[2025-12-08T20:15:28.413141] [INFO ] [sig       ] AEM: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:15:28.551645] [INFO ] [LOCAL     ] Saved forecast: AEM	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/AEM.txt
[2025-12-08T20:15:28.551756] [INFO ] [sig       ] [70/3624] Completed AEM in 0.3s | 2.91 sym/s | Total: 24.1s | ETA: 20.4m
[2025-12-08T20:15:28.551794] [INFO ] [sig       ] [71/3624] Forecasting AEMD...
[2025-12-08T20:15:28.551823] [INFO ] [sig       ] Generating forecast for: AEMD
[2025-12-08T20:15:28.551853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEMD' from 'https://tdm.silogroup.org/data/derivative_storage/AEMD.csv'.
[2025-12-08T20:15:28.563455] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEMD'.
[2025-12-08T20:15:28.563803] [INFO ] [FORECASTER] Starting predict_future for AEMD
[2025-12-08T20:15:28.564637] [DEBUG] [LOCAL     ] No optimal features file found for AEMD: ./output/feature-sets/AEMD.txt
[2025-12-08T20:15:28.564687] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:28.564718] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:28.564745] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:28.564800] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:28.621397] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:28.622007] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:28.622108] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:28.622141] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:28.738385] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:28.738525] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:28.738564] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:28.738611] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:28.741904] [DEBUG] [FORECASTER] AEMD: Forecast T+1@11:T+2@11: UP (p=89.27%)
[2025-12-08T20:15:28.742193] [INFO ] [FORECASTER] Completed predict_future for AEMD
[2025-12-08T20:15:28.742314] [INFO ] [sig       ] AEMD: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:15:28.881725] [INFO ] [LOCAL     ] Saved forecast: AEMD	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/AEMD.txt
[2025-12-08T20:15:28.881830] [INFO ] [sig       ] [71/3624] Completed AEMD in 0.3s | 2.91 sym/s | Total: 24.4s | ETA: 20.3m
[2025-12-08T20:15:28.881867] [INFO ] [sig       ] [72/3624] Forecasting AEO...
[2025-12-08T20:15:28.881896] [INFO ] [sig       ] Generating forecast for: AEO
[2025-12-08T20:15:28.881926] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEO' from 'https://tdm.silogroup.org/data/derivative_storage/AEO.csv'.
[2025-12-08T20:15:28.894004] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEO'.
[2025-12-08T20:15:28.894351] [INFO ] [FORECASTER] Starting predict_future for AEO
[2025-12-08T20:15:28.895157] [DEBUG] [LOCAL     ] No optimal features file found for AEO: ./output/feature-sets/AEO.txt
[2025-12-08T20:15:28.895208] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:28.895241] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:28.895267] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:28.895323] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:28.951840] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:28.952444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:28.952517] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:28.952548] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:29.080112] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:29.080253] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:29.080291] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:29.080321] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:29.083620] [DEBUG] [FORECASTER] AEO: Forecast T+1@11:T+2@11: UP (p=66.40%)
[2025-12-08T20:15:29.083886] [INFO ] [FORECASTER] Completed predict_future for AEO
[2025-12-08T20:15:29.084013] [INFO ] [sig       ] AEO: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:15:29.222465] [INFO ] [LOCAL     ] Saved forecast: AEO	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/AEO.txt
[2025-12-08T20:15:29.222594] [INFO ] [sig       ] [72/3624] Completed AEO in 0.3s | 2.91 sym/s | Total: 24.7s | ETA: 20.3m
[2025-12-08T20:15:29.222635] [INFO ] [sig       ] [73/3624] Forecasting AEP...
[2025-12-08T20:15:29.222664] [INFO ] [sig       ] Generating forecast for: AEP
[2025-12-08T20:15:29.222693] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEP' from 'https://tdm.silogroup.org/data/derivative_storage/AEP.csv'.
[2025-12-08T20:15:29.234808] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEP'.
[2025-12-08T20:15:29.235144] [INFO ] [FORECASTER] Starting predict_future for AEP
[2025-12-08T20:15:29.235941] [DEBUG] [LOCAL     ] No optimal features file found for AEP: ./output/feature-sets/AEP.txt
[2025-12-08T20:15:29.235991] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:29.236023] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:29.236054] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:29.236109] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:29.292008] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:29.292608] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:29.292686] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:29.292717] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:29.412155] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:29.412307] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:29.412362] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:29.412391] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:29.415752] [DEBUG] [FORECASTER] AEP: Forecast T+1@11:T+2@11: UP (p=74.18%)
[2025-12-08T20:15:29.416023] [INFO ] [FORECASTER] Completed predict_future for AEP
[2025-12-08T20:15:29.416152] [INFO ] [sig       ] AEP: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:15:29.553135] [INFO ] [LOCAL     ] Saved forecast: AEP	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/AEP.txt
[2025-12-08T20:15:29.553243] [INFO ] [sig       ] [73/3624] Completed AEP in 0.3s | 2.91 sym/s | Total: 25.1s | ETA: 20.3m
[2025-12-08T20:15:29.553279] [INFO ] [sig       ] [74/3624] Forecasting AES...
[2025-12-08T20:15:29.553308] [INFO ] [sig       ] Generating forecast for: AES
[2025-12-08T20:15:29.553337] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AES' from 'https://tdm.silogroup.org/data/derivative_storage/AES.csv'.
[2025-12-08T20:15:29.565555] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AES'.
[2025-12-08T20:15:29.565910] [INFO ] [FORECASTER] Starting predict_future for AES
[2025-12-08T20:15:29.566719] [DEBUG] [LOCAL     ] No optimal features file found for AES: ./output/feature-sets/AES.txt
[2025-12-08T20:15:29.566769] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:29.566800] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:29.566826] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:29.566881] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:29.622351] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:29.622956] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:29.623031] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:29.623062] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:29.740866] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:29.741005] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:29.741043] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:29.741077] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:29.744364] [DEBUG] [FORECASTER] AES: Forecast T+1@11:T+2@11: UP (p=50.58%)
[2025-12-08T20:15:29.744655] [INFO ] [FORECASTER] Completed predict_future for AES
[2025-12-08T20:15:29.744780] [INFO ] [sig       ] AES: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:15:29.885026] [INFO ] [LOCAL     ] Saved forecast: AES	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/AES.txt
[2025-12-08T20:15:29.885172] [INFO ] [sig       ] [74/3624] Completed AES in 0.3s | 2.91 sym/s | Total: 25.4s | ETA: 20.3m
[2025-12-08T20:15:29.885213] [INFO ] [sig       ] [75/3624] Forecasting AESI...
[2025-12-08T20:15:29.885242] [INFO ] [sig       ] Generating forecast for: AESI
[2025-12-08T20:15:29.885272] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AESI' from 'https://tdm.silogroup.org/data/derivative_storage/AESI.csv'.
[2025-12-08T20:15:29.897741] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AESI'.
[2025-12-08T20:15:29.898107] [INFO ] [FORECASTER] Starting predict_future for AESI
[2025-12-08T20:15:29.898910] [DEBUG] [LOCAL     ] No optimal features file found for AESI: ./output/feature-sets/AESI.txt
[2025-12-08T20:15:29.898960] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:29.898991] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:29.899017] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:29.899071] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:29.954477] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:29.955098] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:29.955172] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:29.955203] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:30.073417] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:30.073620] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:30.073679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:30.073723] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:30.077272] [DEBUG] [FORECASTER] AESI: Forecast T+1@11:T+2@11: UP (p=73.41%)
[2025-12-08T20:15:30.077596] [INFO ] [FORECASTER] Completed predict_future for AESI
[2025-12-08T20:15:30.077737] [INFO ] [sig       ] AESI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:15:30.215078] [INFO ] [LOCAL     ] Saved forecast: AESI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/AESI.txt
[2025-12-08T20:15:30.215203] [INFO ] [sig       ] [75/3624] Completed AESI in 0.3s | 2.92 sym/s | Total: 25.7s | ETA: 20.3m
[2025-12-08T20:15:30.215242] [INFO ] [sig       ] [76/3624] Forecasting AEVA...
[2025-12-08T20:15:30.215272] [INFO ] [sig       ] Generating forecast for: AEVA
[2025-12-08T20:15:30.215302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEVA' from 'https://tdm.silogroup.org/data/derivative_storage/AEVA.csv'.
[2025-12-08T20:15:30.227202] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEVA'.
[2025-12-08T20:15:30.227551] [INFO ] [FORECASTER] Starting predict_future for AEVA
[2025-12-08T20:15:30.228348] [DEBUG] [LOCAL     ] No optimal features file found for AEVA: ./output/feature-sets/AEVA.txt
[2025-12-08T20:15:30.228398] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:30.228429] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:30.228455] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:30.228510] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:30.284322] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:30.284932] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:30.285006] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:30.285038] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:30.402243] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:30.402393] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:30.402431] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:30.402459] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:30.405800] [DEBUG] [FORECASTER] AEVA: Forecast T+1@11:T+2@11: UP (p=96.93%)
[2025-12-08T20:15:30.406071] [INFO ] [FORECASTER] Completed predict_future for AEVA
[2025-12-08T20:15:30.406193] [INFO ] [sig       ] AEVA: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:15:30.543353] [INFO ] [LOCAL     ] Saved forecast: AEVA	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/AEVA.txt
[2025-12-08T20:15:30.543482] [INFO ] [sig       ] [76/3624] Completed AEVA in 0.3s | 2.92 sym/s | Total: 26.0s | ETA: 20.3m
[2025-12-08T20:15:30.543524] [INFO ] [sig       ] [77/3624] Forecasting AEYE...
[2025-12-08T20:15:30.543552] [INFO ] [sig       ] Generating forecast for: AEYE
[2025-12-08T20:15:30.543608] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEYE' from 'https://tdm.silogroup.org/data/derivative_storage/AEYE.csv'.
[2025-12-08T20:15:30.555899] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEYE'.
[2025-12-08T20:15:30.556267] [INFO ] [FORECASTER] Starting predict_future for AEYE
[2025-12-08T20:15:30.557073] [DEBUG] [LOCAL     ] No optimal features file found for AEYE: ./output/feature-sets/AEYE.txt
[2025-12-08T20:15:30.557128] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:30.557170] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:30.557198] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:30.557258] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:30.616879] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:30.617780] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:30.617860] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:30.617892] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:30.735623] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:30.735781] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:30.735820] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:30.735850] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:30.739384] [DEBUG] [FORECASTER] AEYE: Forecast T+1@11:T+2@11: UP (p=56.91%)
[2025-12-08T20:15:30.739694] [INFO ] [FORECASTER] Completed predict_future for AEYE
[2025-12-08T20:15:30.739830] [INFO ] [sig       ] AEYE: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:15:30.883425] [INFO ] [LOCAL     ] Saved forecast: AEYE	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/AEYE.txt
[2025-12-08T20:15:30.883565] [INFO ] [sig       ] [77/3624] Completed AEYE in 0.3s | 2.92 sym/s | Total: 26.4s | ETA: 20.3m
[2025-12-08T20:15:30.883622] [INFO ] [sig       ] [78/3624] Forecasting AFB...
[2025-12-08T20:15:30.883652] [INFO ] [sig       ] Generating forecast for: AFB
[2025-12-08T20:15:30.883682] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFB' from 'https://tdm.silogroup.org/data/derivative_storage/AFB.csv'.
[2025-12-08T20:15:30.895885] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFB'.
[2025-12-08T20:15:30.896230] [INFO ] [FORECASTER] Starting predict_future for AFB
[2025-12-08T20:15:30.897015] [DEBUG] [LOCAL     ] No optimal features file found for AFB: ./output/feature-sets/AFB.txt
[2025-12-08T20:15:30.897066] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:30.897124] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:30.897153] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:30.897220] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:30.956318] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:30.957169] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:30.957271] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:30.957311] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:31.085094] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:31.085242] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:31.085283] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:31.085311] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:31.088758] [DEBUG] [FORECASTER] AFB: Forecast T+1@11:T+2@11: UP (p=91.66%)
[2025-12-08T20:15:31.089035] [INFO ] [FORECASTER] Completed predict_future for AFB
[2025-12-08T20:15:31.089162] [INFO ] [sig       ] AFB: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:15:31.228919] [INFO ] [LOCAL     ] Saved forecast: AFB	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/AFB.txt
[2025-12-08T20:15:31.229044] [INFO ] [sig       ] [78/3624] Completed AFB in 0.3s | 2.92 sym/s | Total: 26.7s | ETA: 20.3m
[2025-12-08T20:15:31.229087] [INFO ] [sig       ] [79/3624] Forecasting AFCG...
[2025-12-08T20:15:31.229119] [INFO ] [sig       ] Generating forecast for: AFCG
[2025-12-08T20:15:31.229148] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFCG' from 'https://tdm.silogroup.org/data/derivative_storage/AFCG.csv'.
[2025-12-08T20:15:31.241880] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFCG'.
[2025-12-08T20:15:31.242284] [INFO ] [FORECASTER] Starting predict_future for AFCG
[2025-12-08T20:15:31.243108] [DEBUG] [LOCAL     ] No optimal features file found for AFCG: ./output/feature-sets/AFCG.txt
[2025-12-08T20:15:31.243160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:31.243192] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:31.243220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:31.243278] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:31.299776] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:31.300440] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:31.300518] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:31.300550] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:31.420792] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:31.420942] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:31.420983] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:31.421012] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:31.424442] [DEBUG] [FORECASTER] AFCG: Forecast T+1@11:T+2@11: DOWN (p=0.38%)
[2025-12-08T20:15:31.424738] [INFO ] [FORECASTER] Completed predict_future for AFCG
[2025-12-08T20:15:31.424868] [INFO ] [sig       ] AFCG: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:15:31.564792] [INFO ] [LOCAL     ] Saved forecast: AFCG	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/AFCG.txt
[2025-12-08T20:15:31.564923] [INFO ] [sig       ] [79/3624] Completed AFCG in 0.3s | 2.92 sym/s | Total: 27.1s | ETA: 20.2m
[2025-12-08T20:15:31.564962] [INFO ] [sig       ] [80/3624] Forecasting AFG...
[2025-12-08T20:15:31.564991] [INFO ] [sig       ] Generating forecast for: AFG
[2025-12-08T20:15:31.565020] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFG' from 'https://tdm.silogroup.org/data/derivative_storage/AFG.csv'.
[2025-12-08T20:15:31.577598] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFG'.
[2025-12-08T20:15:31.577963] [INFO ] [FORECASTER] Starting predict_future for AFG
[2025-12-08T20:15:31.578764] [DEBUG] [LOCAL     ] No optimal features file found for AFG: ./output/feature-sets/AFG.txt
[2025-12-08T20:15:31.578823] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:31.578856] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:31.578882] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:31.578938] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:31.636017] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:31.636734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:31.636813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:31.636846] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:31.760799] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:31.760952] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:31.760993] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:31.761021] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:31.764425] [DEBUG] [FORECASTER] AFG: Forecast T+1@11:T+2@11: UP (p=99.60%)
[2025-12-08T20:15:31.764719] [INFO ] [FORECASTER] Completed predict_future for AFG
[2025-12-08T20:15:31.764848] [INFO ] [sig       ] AFG: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:15:31.906313] [INFO ] [LOCAL     ] Saved forecast: AFG	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/AFG.txt
[2025-12-08T20:15:31.906440] [INFO ] [sig       ] [80/3624] Completed AFG in 0.3s | 2.92 sym/s | Total: 27.4s | ETA: 20.2m
[2025-12-08T20:15:31.906478] [INFO ] [sig       ] [81/3624] Forecasting AFGC...
[2025-12-08T20:15:31.906513] [INFO ] [sig       ] Generating forecast for: AFGC
[2025-12-08T20:15:31.906544] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFGC' from 'https://tdm.silogroup.org/data/derivative_storage/AFGC.csv'.
[2025-12-08T20:15:31.918639] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFGC'.
[2025-12-08T20:15:31.918976] [INFO ] [FORECASTER] Starting predict_future for AFGC
[2025-12-08T20:15:31.919776] [DEBUG] [LOCAL     ] No optimal features file found for AFGC: ./output/feature-sets/AFGC.txt
[2025-12-08T20:15:31.919826] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:31.919857] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:31.919882] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:31.919936] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:31.978750] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:31.979502] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:31.979601] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:31.979636] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:32.087989] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:32.088143] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:32.088193] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:32.088262] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:32.091713] [DEBUG] [FORECASTER] AFGC: Forecast T+1@11:T+2@11: UP (p=81.40%)
[2025-12-08T20:15:32.091989] [INFO ] [FORECASTER] Completed predict_future for AFGC
[2025-12-08T20:15:32.092116] [INFO ] [sig       ] AFGC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:15:32.235232] [INFO ] [LOCAL     ] Saved forecast: AFGC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/AFGC.txt
[2025-12-08T20:15:32.235357] [INFO ] [sig       ] [81/3624] Completed AFGC in 0.3s | 2.92 sym/s | Total: 27.7s | ETA: 20.2m
[2025-12-08T20:15:32.235401] [INFO ] [sig       ] [82/3624] Forecasting AFL...
[2025-12-08T20:15:32.235440] [INFO ] [sig       ] Generating forecast for: AFL
[2025-12-08T20:15:32.235471] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFL' from 'https://tdm.silogroup.org/data/derivative_storage/AFL.csv'.
[2025-12-08T20:15:32.248651] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFL'.
[2025-12-08T20:15:32.249013] [INFO ] [FORECASTER] Starting predict_future for AFL
[2025-12-08T20:15:32.249821] [DEBUG] [LOCAL     ] No optimal features file found for AFL: ./output/feature-sets/AFL.txt
[2025-12-08T20:15:32.249872] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:32.249904] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:32.249930] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:32.249986] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:32.309407] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:32.310068] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:32.310152] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:32.310184] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:32.428846] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:32.429007] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:32.429050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:32.429079] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:32.432529] [DEBUG] [FORECASTER] AFL: Forecast T+1@11:T+2@11: DOWN (p=19.02%)
[2025-12-08T20:15:32.432823] [INFO ] [FORECASTER] Completed predict_future for AFL
[2025-12-08T20:15:32.432951] [INFO ] [sig       ] AFL: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:15:32.573215] [INFO ] [LOCAL     ] Saved forecast: AFL	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/AFL.txt
[2025-12-08T20:15:32.573353] [INFO ] [sig       ] [82/3624] Completed AFL in 0.3s | 2.92 sym/s | Total: 28.1s | ETA: 20.2m
[2025-12-08T20:15:32.573392] [INFO ] [sig       ] [83/3624] Forecasting AFRI...
[2025-12-08T20:15:32.573421] [INFO ] [sig       ] Generating forecast for: AFRI
[2025-12-08T20:15:32.573451] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFRI' from 'https://tdm.silogroup.org/data/derivative_storage/AFRI.csv'.
[2025-12-08T20:15:32.582771] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFRI'.
[2025-12-08T20:15:32.583045] [INFO ] [FORECASTER] Starting predict_future for AFRI
[2025-12-08T20:15:32.583831] [DEBUG] [LOCAL     ] No optimal features file found for AFRI: ./output/feature-sets/AFRI.txt
[2025-12-08T20:15:32.583882] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:32.583913] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:32.583939] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:32.583995] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:32.642146] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:32.642894] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:32.642974] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:32.643008] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:32.744788] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:32.744940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:32.744979] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:32.745010] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:32.748448] [DEBUG] [FORECASTER] AFRI: Forecast T+1@11:T+2@11: UP (p=51.92%)
[2025-12-08T20:15:32.748757] [INFO ] [FORECASTER] Completed predict_future for AFRI
[2025-12-08T20:15:32.748890] [INFO ] [sig       ] AFRI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:15:32.894421] [INFO ] [LOCAL     ] Saved forecast: AFRI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/AFRI.txt
[2025-12-08T20:15:32.894554] [INFO ] [sig       ] [83/3624] Completed AFRI in 0.3s | 2.92 sym/s | Total: 28.4s | ETA: 20.2m
[2025-12-08T20:15:32.894613] [INFO ] [sig       ] [84/3624] Forecasting AFRM...
[2025-12-08T20:15:32.894643] [INFO ] [sig       ] Generating forecast for: AFRM
[2025-12-08T20:15:32.894673] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFRM' from 'https://tdm.silogroup.org/data/derivative_storage/AFRM.csv'.
[2025-12-08T20:15:32.906401] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFRM'.
[2025-12-08T20:15:32.906785] [INFO ] [FORECASTER] Starting predict_future for AFRM
[2025-12-08T20:15:32.907630] [DEBUG] [LOCAL     ] No optimal features file found for AFRM: ./output/feature-sets/AFRM.txt
[2025-12-08T20:15:32.907680] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:32.907712] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:32.907737] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:32.907792] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:32.971143] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:32.972226] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:32.972332] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:32.972374] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:33.095932] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:33.096083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:33.096122] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:33.096165] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:33.099657] [DEBUG] [FORECASTER] AFRM: Forecast T+1@11:T+2@11: DOWN (p=47.12%)
[2025-12-08T20:15:33.099947] [INFO ] [FORECASTER] Completed predict_future for AFRM
[2025-12-08T20:15:33.100086] [INFO ] [sig       ] AFRM: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:15:33.243055] [INFO ] [LOCAL     ] Saved forecast: AFRM	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/AFRM.txt
[2025-12-08T20:15:33.243210] [INFO ] [sig       ] [84/3624] Completed AFRM in 0.3s | 2.92 sym/s | Total: 28.7s | ETA: 20.2m
[2025-12-08T20:15:33.243251] [INFO ] [sig       ] [85/3624] Forecasting AFYA...
[2025-12-08T20:15:33.243280] [INFO ] [sig       ] Generating forecast for: AFYA
[2025-12-08T20:15:33.243309] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFYA' from 'https://tdm.silogroup.org/data/derivative_storage/AFYA.csv'.
[2025-12-08T20:15:33.255858] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFYA'.
[2025-12-08T20:15:33.256286] [INFO ] [FORECASTER] Starting predict_future for AFYA
[2025-12-08T20:15:33.257170] [DEBUG] [LOCAL     ] No optimal features file found for AFYA: ./output/feature-sets/AFYA.txt
[2025-12-08T20:15:33.257223] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:33.257256] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:33.257283] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:33.257341] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:33.312996] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:33.313718] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:33.313794] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:33.313825] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:33.437296] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:33.437490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:33.437531] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:33.437559] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:33.441531] [DEBUG] [FORECASTER] AFYA: Forecast T+1@11:T+2@11: UP (p=93.98%)
[2025-12-08T20:15:33.441928] [INFO ] [FORECASTER] Completed predict_future for AFYA
[2025-12-08T20:15:33.442085] [INFO ] [sig       ] AFYA: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:15:33.581514] [INFO ] [LOCAL     ] Saved forecast: AFYA	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/AFYA.txt
[2025-12-08T20:15:33.581662] [INFO ] [sig       ] [85/3624] Completed AFYA in 0.3s | 2.92 sym/s | Total: 29.1s | ETA: 20.2m
[2025-12-08T20:15:33.581704] [INFO ] [sig       ] [86/3624] Forecasting AG...
[2025-12-08T20:15:33.581733] [INFO ] [sig       ] Generating forecast for: AG
[2025-12-08T20:15:33.581762] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AG' from 'https://tdm.silogroup.org/data/derivative_storage/AG.csv'.
[2025-12-08T20:15:33.593660] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AG'.
[2025-12-08T20:15:33.594009] [INFO ] [FORECASTER] Starting predict_future for AG
[2025-12-08T20:15:33.594815] [DEBUG] [LOCAL     ] No optimal features file found for AG: ./output/feature-sets/AG.txt
[2025-12-08T20:15:33.594864] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:33.594895] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:33.594921] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:33.594977] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:33.652426] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:33.653173] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:33.653254] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:33.653300] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:33.777756] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:33.777954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:33.777995] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:33.778023] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:33.781514] [DEBUG] [FORECASTER] AG: Forecast T+1@11:T+2@11: UP (p=90.70%)
[2025-12-08T20:15:33.781837] [INFO ] [FORECASTER] Completed predict_future for AG
[2025-12-08T20:15:33.781973] [INFO ] [sig       ] AG: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:15:33.921118] [INFO ] [LOCAL     ] Saved forecast: AG	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/AG.txt
[2025-12-08T20:15:33.921247] [INFO ] [sig       ] [86/3624] Completed AG in 0.3s | 2.92 sym/s | Total: 29.4s | ETA: 20.2m
[2025-12-08T20:15:33.921286] [INFO ] [sig       ] [87/3624] Forecasting AGCO...
[2025-12-08T20:15:33.921314] [INFO ] [sig       ] Generating forecast for: AGCO
[2025-12-08T20:15:33.921343] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGCO' from 'https://tdm.silogroup.org/data/derivative_storage/AGCO.csv'.
[2025-12-08T20:15:33.933385] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGCO'.
[2025-12-08T20:15:33.933766] [INFO ] [FORECASTER] Starting predict_future for AGCO
[2025-12-08T20:15:33.934651] [DEBUG] [LOCAL     ] No optimal features file found for AGCO: ./output/feature-sets/AGCO.txt
[2025-12-08T20:15:33.934705] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:33.934738] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:33.934766] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:33.934824] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:33.993011] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:33.993712] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:33.993788] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:33.993819] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:34.115788] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:34.115932] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:34.115971] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:34.115999] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:34.119347] [DEBUG] [FORECASTER] AGCO: Forecast T+1@11:T+2@11: DOWN (p=49.88%)
[2025-12-08T20:15:34.119632] [INFO ] [FORECASTER] Completed predict_future for AGCO
[2025-12-08T20:15:34.119757] [INFO ] [sig       ] AGCO: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:15:34.260203] [INFO ] [LOCAL     ] Saved forecast: AGCO	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/AGCO.txt
[2025-12-08T20:15:34.260354] [INFO ] [sig       ] [87/3624] Completed AGCO in 0.3s | 2.92 sym/s | Total: 29.8s | ETA: 20.2m
[2025-12-08T20:15:34.260396] [INFO ] [sig       ] [88/3624] Forecasting AGD...
[2025-12-08T20:15:34.260425] [INFO ] [sig       ] Generating forecast for: AGD
[2025-12-08T20:15:34.260455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGD' from 'https://tdm.silogroup.org/data/derivative_storage/AGD.csv'.
[2025-12-08T20:15:34.368517] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGD'.
[2025-12-08T20:15:34.368912] [INFO ] [FORECASTER] Starting predict_future for AGD
[2025-12-08T20:15:34.369746] [DEBUG] [LOCAL     ] No optimal features file found for AGD: ./output/feature-sets/AGD.txt
[2025-12-08T20:15:34.369800] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:34.369835] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:34.369866] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:34.369936] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:34.428274] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:34.428958] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:34.429060] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:34.429095] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:34.545943] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:34.546090] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:34.546129] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:34.546158] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:34.549500] [DEBUG] [FORECASTER] AGD: Forecast T+1@11:T+2@11: DOWN (p=37.12%)
[2025-12-08T20:15:34.549792] [INFO ] [FORECASTER] Completed predict_future for AGD
[2025-12-08T20:15:34.549920] [INFO ] [sig       ] AGD: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:15:34.692454] [INFO ] [LOCAL     ] Saved forecast: AGD	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/AGD.txt
[2025-12-08T20:15:34.692611] [INFO ] [sig       ] [88/3624] Completed AGD in 0.4s | 2.91 sym/s | Total: 30.2s | ETA: 20.2m
[2025-12-08T20:15:34.692653] [INFO ] [sig       ] [89/3624] Forecasting AGEN...
[2025-12-08T20:15:34.692682] [INFO ] [sig       ] Generating forecast for: AGEN
[2025-12-08T20:15:34.692718] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGEN' from 'https://tdm.silogroup.org/data/derivative_storage/AGEN.csv'.
[2025-12-08T20:15:34.704196] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGEN'.
[2025-12-08T20:15:34.704534] [INFO ] [FORECASTER] Starting predict_future for AGEN
[2025-12-08T20:15:34.705344] [DEBUG] [LOCAL     ] No optimal features file found for AGEN: ./output/feature-sets/AGEN.txt
[2025-12-08T20:15:34.705395] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:34.705427] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:34.705454] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:34.705508] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:34.768095] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:34.768991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:34.769074] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:34.769108] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:34.890954] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:34.891107] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:34.891147] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:34.891176] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:34.894780] [DEBUG] [FORECASTER] AGEN: Forecast T+1@11:T+2@11: DOWN (p=37.91%)
[2025-12-08T20:15:34.895058] [INFO ] [FORECASTER] Completed predict_future for AGEN
[2025-12-08T20:15:34.895186] [INFO ] [sig       ] AGEN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:15:35.040704] [INFO ] [LOCAL     ] Saved forecast: AGEN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/AGEN.txt
[2025-12-08T20:15:35.040831] [INFO ] [sig       ] [89/3624] Completed AGEN in 0.3s | 2.91 sym/s | Total: 30.5s | ETA: 20.2m
[2025-12-08T20:15:35.040870] [INFO ] [sig       ] [90/3624] Forecasting AGI...
[2025-12-08T20:15:35.040899] [INFO ] [sig       ] Generating forecast for: AGI
[2025-12-08T20:15:35.040928] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGI' from 'https://tdm.silogroup.org/data/derivative_storage/AGI.csv'.
[2025-12-08T20:15:35.052803] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGI'.
[2025-12-08T20:15:35.053196] [INFO ] [FORECASTER] Starting predict_future for AGI
[2025-12-08T20:15:35.054063] [DEBUG] [LOCAL     ] No optimal features file found for AGI: ./output/feature-sets/AGI.txt
[2025-12-08T20:15:35.054125] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:35.054158] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:35.054186] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:35.054249] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:35.112231] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:35.112983] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:35.113065] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:35.113097] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:35.233843] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:35.234009] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:35.234053] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:35.234081] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:35.237823] [DEBUG] [FORECASTER] AGI: Forecast T+1@11:T+2@11: DOWN (p=23.34%)
[2025-12-08T20:15:35.238108] [INFO ] [FORECASTER] Completed predict_future for AGI
[2025-12-08T20:15:35.238243] [INFO ] [sig       ] AGI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:15:35.376849] [INFO ] [LOCAL     ] Saved forecast: AGI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/AGI.txt
[2025-12-08T20:15:35.376974] [INFO ] [sig       ] [90/3624] Completed AGI in 0.3s | 2.91 sym/s | Total: 30.9s | ETA: 20.2m
[2025-12-08T20:15:35.377013] [INFO ] [sig       ] [91/3624] Forecasting AGIO...
[2025-12-08T20:15:35.377041] [INFO ] [sig       ] Generating forecast for: AGIO
[2025-12-08T20:15:35.377070] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGIO' from 'https://tdm.silogroup.org/data/derivative_storage/AGIO.csv'.
[2025-12-08T20:15:35.388820] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGIO'.
[2025-12-08T20:15:35.389170] [INFO ] [FORECASTER] Starting predict_future for AGIO
[2025-12-08T20:15:35.390045] [DEBUG] [LOCAL     ] No optimal features file found for AGIO: ./output/feature-sets/AGIO.txt
[2025-12-08T20:15:35.390097] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:35.390129] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:35.390157] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:35.390214] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:35.448976] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:35.449666] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:35.449746] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:35.449778] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:35.572778] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:35.572931] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:35.572970] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:35.572998] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:35.576538] [DEBUG] [FORECASTER] AGIO: Forecast T+1@11:T+2@11: UP (p=73.48%)
[2025-12-08T20:15:35.576840] [INFO ] [FORECASTER] Completed predict_future for AGIO
[2025-12-08T20:15:35.576976] [INFO ] [sig       ] AGIO: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:15:35.717920] [INFO ] [LOCAL     ] Saved forecast: AGIO	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/AGIO.txt
[2025-12-08T20:15:35.718069] [INFO ] [sig       ] [91/3624] Completed AGIO in 0.3s | 2.91 sym/s | Total: 31.2s | ETA: 20.2m
[2025-12-08T20:15:35.718108] [INFO ] [sig       ] [92/3624] Forecasting AGM...
[2025-12-08T20:15:35.718137] [INFO ] [sig       ] Generating forecast for: AGM
[2025-12-08T20:15:35.718167] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGM' from 'https://tdm.silogroup.org/data/derivative_storage/AGM.csv'.
[2025-12-08T20:15:35.730511] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGM'.
[2025-12-08T20:15:35.730883] [INFO ] [FORECASTER] Starting predict_future for AGM
[2025-12-08T20:15:35.731725] [DEBUG] [LOCAL     ] No optimal features file found for AGM: ./output/feature-sets/AGM.txt
[2025-12-08T20:15:35.731776] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:35.731809] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:35.731837] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:35.731894] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:35.789358] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:35.790011] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:35.790087] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:35.790118] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:35.910513] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:35.910675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:35.910713] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:35.910741] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:35.914025] [DEBUG] [FORECASTER] AGM: Forecast T+1@11:T+2@11: UP (p=99.66%)
[2025-12-08T20:15:35.914291] [INFO ] [FORECASTER] Completed predict_future for AGM
[2025-12-08T20:15:35.914415] [INFO ] [sig       ] AGM: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:15:36.051481] [INFO ] [LOCAL     ] Saved forecast: AGM	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/AGM.txt
[2025-12-08T20:15:36.051625] [INFO ] [sig       ] [92/3624] Completed AGM in 0.3s | 2.92 sym/s | Total: 31.6s | ETA: 20.2m
[2025-12-08T20:15:36.051666] [INFO ] [sig       ] [93/3624] Forecasting AGMH...
[2025-12-08T20:15:36.051694] [INFO ] [sig       ] Generating forecast for: AGMH
[2025-12-08T20:15:36.051723] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGMH' from 'https://tdm.silogroup.org/data/derivative_storage/AGMH.csv'.
[2025-12-08T20:15:36.063143] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGMH'.
[2025-12-08T20:15:36.063509] [INFO ] [FORECASTER] Starting predict_future for AGMH
[2025-12-08T20:15:36.064311] [DEBUG] [LOCAL     ] No optimal features file found for AGMH: ./output/feature-sets/AGMH.txt
[2025-12-08T20:15:36.064362] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:36.064394] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:36.064421] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:36.064476] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:36.122755] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:36.123431] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:36.123509] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:36.123542] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:36.233971] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:36.234119] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:36.234157] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:36.234185] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:36.237553] [DEBUG] [FORECASTER] AGMH: Forecast T+1@11:T+2@11: DOWN (p=5.66%)
[2025-12-08T20:15:36.237849] [INFO ] [FORECASTER] Completed predict_future for AGMH
[2025-12-08T20:15:36.237979] [INFO ] [sig       ] AGMH: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:15:36.383352] [INFO ] [LOCAL     ] Saved forecast: AGMH	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/AGMH.txt
[2025-12-08T20:15:36.383564] [INFO ] [sig       ] [93/3624] Completed AGMH in 0.3s | 2.92 sym/s | Total: 31.9s | ETA: 20.2m
[2025-12-08T20:15:36.383638] [INFO ] [sig       ] [94/3624] Forecasting AGNC...
[2025-12-08T20:15:36.383677] [INFO ] [sig       ] Generating forecast for: AGNC
[2025-12-08T20:15:36.383717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNC' from 'https://tdm.silogroup.org/data/derivative_storage/AGNC.csv'.
[2025-12-08T20:15:36.399200] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNC'.
[2025-12-08T20:15:36.399675] [INFO ] [FORECASTER] Starting predict_future for AGNC
[2025-12-08T20:15:36.400758] [DEBUG] [LOCAL     ] No optimal features file found for AGNC: ./output/feature-sets/AGNC.txt
[2025-12-08T20:15:36.400823] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:36.400871] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:36.400911] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:36.400994] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:36.467665] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:36.468525] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:36.468625] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:36.468661] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:36.592095] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:36.592245] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:36.592288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:36.592320] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:36.595744] [DEBUG] [FORECASTER] AGNC: Forecast T+1@11:T+2@11: DOWN (p=30.08%)
[2025-12-08T20:15:36.596019] [INFO ] [FORECASTER] Completed predict_future for AGNC
[2025-12-08T20:15:36.596147] [INFO ] [sig       ] AGNC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:15:36.735591] [INFO ] [LOCAL     ] Saved forecast: AGNC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/AGNC.txt
[2025-12-08T20:15:36.735715] [INFO ] [sig       ] [94/3624] Completed AGNC in 0.4s | 2.92 sym/s | Total: 32.2s | ETA: 20.2m
[2025-12-08T20:15:36.735753] [INFO ] [sig       ] [95/3624] Forecasting AGNCL...
[2025-12-08T20:15:36.735781] [INFO ] [sig       ] Generating forecast for: AGNCL
[2025-12-08T20:15:36.735810] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCL' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCL.csv'.
[2025-12-08T20:15:36.747202] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCL'.
[2025-12-08T20:15:36.747568] [INFO ] [FORECASTER] Starting predict_future for AGNCL
[2025-12-08T20:15:36.748372] [DEBUG] [LOCAL     ] No optimal features file found for AGNCL: ./output/feature-sets/AGNCL.txt
[2025-12-08T20:15:36.748422] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:36.748479] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:36.748507] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:36.748563] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:36.809366] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:36.810077] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:36.810157] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:36.810191] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:36.914598] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:36.914749] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:36.914791] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:36.914821] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:36.918260] [DEBUG] [FORECASTER] AGNCL: Forecast T+1@11:T+2@11: DOWN (p=37.35%)
[2025-12-08T20:15:36.918594] [INFO ] [FORECASTER] Completed predict_future for AGNCL
[2025-12-08T20:15:36.918729] [INFO ] [sig       ] AGNCL: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:15:37.065053] [INFO ] [LOCAL     ] Saved forecast: AGNCL	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/AGNCL.txt
[2025-12-08T20:15:37.065181] [INFO ] [sig       ] [95/3624] Completed AGNCL in 0.3s | 2.92 sym/s | Total: 32.6s | ETA: 20.2m
[2025-12-08T20:15:37.065221] [INFO ] [sig       ] [96/3624] Forecasting AGNCM...
[2025-12-08T20:15:37.065250] [INFO ] [sig       ] Generating forecast for: AGNCM
[2025-12-08T20:15:37.065279] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCM' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCM.csv'.
[2025-12-08T20:15:37.077036] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCM'.
[2025-12-08T20:15:37.077386] [INFO ] [FORECASTER] Starting predict_future for AGNCM
[2025-12-08T20:15:37.078211] [DEBUG] [LOCAL     ] No optimal features file found for AGNCM: ./output/feature-sets/AGNCM.txt
[2025-12-08T20:15:37.078261] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:37.078293] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:37.078319] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:37.078374] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:37.136202] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:37.136969] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:37.137049] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:37.137082] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:37.244342] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:37.244489] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:37.244530] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:37.244560] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:37.248050] [DEBUG] [FORECASTER] AGNCM: Forecast T+1@11:T+2@11: UP (p=59.92%)
[2025-12-08T20:15:37.248323] [INFO ] [FORECASTER] Completed predict_future for AGNCM
[2025-12-08T20:15:37.248451] [INFO ] [sig       ] AGNCM: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:15:37.392326] [INFO ] [LOCAL     ] Saved forecast: AGNCM	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/AGNCM.txt
[2025-12-08T20:15:37.392463] [INFO ] [sig       ] [96/3624] Completed AGNCM in 0.3s | 2.92 sym/s | Total: 32.9s | ETA: 20.1m
[2025-12-08T20:15:37.392501] [INFO ] [sig       ] [97/3624] Forecasting AGNCN...
[2025-12-08T20:15:37.392531] [INFO ] [sig       ] Generating forecast for: AGNCN
[2025-12-08T20:15:37.392561] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCN' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCN.csv'.
[2025-12-08T20:15:37.404157] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCN'.
[2025-12-08T20:15:37.404521] [INFO ] [FORECASTER] Starting predict_future for AGNCN
[2025-12-08T20:15:37.405359] [DEBUG] [LOCAL     ] No optimal features file found for AGNCN: ./output/feature-sets/AGNCN.txt
[2025-12-08T20:15:37.405411] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:37.405444] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:37.405471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:37.405529] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:37.463371] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:37.464042] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:37.464121] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:37.464155] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:37.585183] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:37.585354] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:37.585402] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:37.585433] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:37.588957] [DEBUG] [FORECASTER] AGNCN: Forecast T+1@11:T+2@11: UP (p=91.72%)
[2025-12-08T20:15:37.589241] [INFO ] [FORECASTER] Completed predict_future for AGNCN
[2025-12-08T20:15:37.589388] [INFO ] [sig       ] AGNCN: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:15:37.734111] [INFO ] [LOCAL     ] Saved forecast: AGNCN	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/AGNCN.txt
[2025-12-08T20:15:37.734262] [INFO ] [sig       ] [97/3624] Completed AGNCN in 0.3s | 2.92 sym/s | Total: 33.2s | ETA: 20.1m
[2025-12-08T20:15:37.734302] [INFO ] [sig       ] [98/3624] Forecasting AGNCO...
[2025-12-08T20:15:37.734332] [INFO ] [sig       ] Generating forecast for: AGNCO
[2025-12-08T20:15:37.734363] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCO' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCO.csv'.
[2025-12-08T20:15:37.746390] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCO'.
[2025-12-08T20:15:37.746795] [INFO ] [FORECASTER] Starting predict_future for AGNCO
[2025-12-08T20:15:37.747665] [DEBUG] [LOCAL     ] No optimal features file found for AGNCO: ./output/feature-sets/AGNCO.txt
[2025-12-08T20:15:37.747716] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:37.747749] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:37.747776] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:37.747833] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:37.804662] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:37.805378] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:37.805459] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:37.805492] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:37.918732] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:37.918887] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:37.918926] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:37.918990] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:37.923494] [DEBUG] [FORECASTER] AGNCO: Forecast T+1@11:T+2@11: DOWN (p=16.24%)
[2025-12-08T20:15:37.923908] [INFO ] [FORECASTER] Completed predict_future for AGNCO
[2025-12-08T20:15:37.924068] [INFO ] [sig       ] AGNCO: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:15:38.063033] [INFO ] [LOCAL     ] Saved forecast: AGNCO	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/AGNCO.txt
[2025-12-08T20:15:38.063170] [INFO ] [sig       ] [98/3624] Completed AGNCO in 0.3s | 2.92 sym/s | Total: 33.6s | ETA: 20.1m
[2025-12-08T20:15:38.063210] [INFO ] [sig       ] [99/3624] Forecasting AGNCP...
[2025-12-08T20:15:38.063240] [INFO ] [sig       ] Generating forecast for: AGNCP
[2025-12-08T20:15:38.063273] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCP' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCP.csv'.
[2025-12-08T20:15:38.075746] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCP'.
[2025-12-08T20:15:38.076107] [INFO ] [FORECASTER] Starting predict_future for AGNCP
[2025-12-08T20:15:38.076956] [DEBUG] [LOCAL     ] No optimal features file found for AGNCP: ./output/feature-sets/AGNCP.txt
[2025-12-08T20:15:38.077009] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:38.077042] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:38.077071] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:38.077128] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:38.134696] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:38.135536] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:38.135635] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:38.135670] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:38.256074] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:38.256224] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:38.256268] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:38.256297] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:38.260151] [DEBUG] [FORECASTER] AGNCP: Forecast T+1@11:T+2@11: UP (p=95.83%)
[2025-12-08T20:15:38.260425] [INFO ] [FORECASTER] Completed predict_future for AGNCP
[2025-12-08T20:15:38.260763] [INFO ] [sig       ] AGNCP: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:15:38.401832] [INFO ] [LOCAL     ] Saved forecast: AGNCP	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/AGNCP.txt
[2025-12-08T20:15:38.401989] [INFO ] [sig       ] [99/3624] Completed AGNCP in 0.3s | 2.92 sym/s | Total: 33.9s | ETA: 20.1m
[2025-12-08T20:15:38.402031] [INFO ] [sig       ] [100/3624] Forecasting AGO...
[2025-12-08T20:15:38.402061] [INFO ] [sig       ] Generating forecast for: AGO
[2025-12-08T20:15:38.402092] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGO' from 'https://tdm.silogroup.org/data/derivative_storage/AGO.csv'.
[2025-12-08T20:15:38.414359] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGO'.
[2025-12-08T20:15:38.414731] [INFO ] [FORECASTER] Starting predict_future for AGO
[2025-12-08T20:15:38.415511] [DEBUG] [LOCAL     ] No optimal features file found for AGO: ./output/feature-sets/AGO.txt
[2025-12-08T20:15:38.415561] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:38.415643] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:38.415672] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:38.415729] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:38.475252] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:38.476087] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:38.476171] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:38.476205] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:38.593549] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:38.593723] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:38.593763] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:38.593794] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:38.597260] [DEBUG] [FORECASTER] AGO: Forecast T+1@11:T+2@11: DOWN (p=19.84%)
[2025-12-08T20:15:38.597560] [INFO ] [FORECASTER] Completed predict_future for AGO
[2025-12-08T20:15:38.597710] [INFO ] [sig       ] AGO: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:15:38.740172] [INFO ] [LOCAL     ] Saved forecast: AGO	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/AGO.txt
[2025-12-08T20:15:38.740316] [INFO ] [sig       ] [100/3624] Completed AGO in 0.3s | 2.92 sym/s | Total: 34.2s | ETA: 20.1m
[2025-12-08T20:15:38.740355] [INFO ] [sig       ] [101/3624] Forecasting AGRO...
[2025-12-08T20:15:38.740384] [INFO ] [sig       ] Generating forecast for: AGRO
[2025-12-08T20:15:38.740414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGRO' from 'https://tdm.silogroup.org/data/derivative_storage/AGRO.csv'.
[2025-12-08T20:15:38.753367] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGRO'.
[2025-12-08T20:15:38.753768] [INFO ] [FORECASTER] Starting predict_future for AGRO
[2025-12-08T20:15:38.754632] [DEBUG] [LOCAL     ] No optimal features file found for AGRO: ./output/feature-sets/AGRO.txt
[2025-12-08T20:15:38.754694] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:38.754728] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:38.754755] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:38.754811] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:38.815917] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:38.816740] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:38.816819] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:38.816852] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:38.942636] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:38.942794] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:38.942834] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:38.942863] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:38.946268] [DEBUG] [FORECASTER] AGRO: Forecast T+1@11:T+2@11: DOWN (p=1.71%)
[2025-12-08T20:15:38.946541] [INFO ] [FORECASTER] Completed predict_future for AGRO
[2025-12-08T20:15:38.946683] [INFO ] [sig       ] AGRO: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:15:39.086916] [INFO ] [LOCAL     ] Saved forecast: AGRO	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/AGRO.txt
[2025-12-08T20:15:39.087058] [INFO ] [sig       ] [101/3624] Completed AGRO in 0.3s | 2.92 sym/s | Total: 34.6s | ETA: 20.1m
[2025-12-08T20:15:39.087098] [INFO ] [sig       ] [102/3624] Forecasting AGX...
[2025-12-08T20:15:39.087128] [INFO ] [sig       ] Generating forecast for: AGX
[2025-12-08T20:15:39.087158] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGX' from 'https://tdm.silogroup.org/data/derivative_storage/AGX.csv'.
[2025-12-08T20:15:39.101096] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGX'.
[2025-12-08T20:15:39.101493] [INFO ] [FORECASTER] Starting predict_future for AGX
[2025-12-08T20:15:39.102363] [DEBUG] [LOCAL     ] No optimal features file found for AGX: ./output/feature-sets/AGX.txt
[2025-12-08T20:15:39.102415] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:39.102447] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:39.102474] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:39.102554] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:39.159727] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:39.160592] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:39.160676] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:39.160708] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:39.276821] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:39.276970] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:39.277009] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:39.277037] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:39.280358] [DEBUG] [FORECASTER] AGX: Forecast T+1@11:T+2@11: UP (p=97.69%)
[2025-12-08T20:15:39.280643] [INFO ] [FORECASTER] Completed predict_future for AGX
[2025-12-08T20:15:39.280769] [INFO ] [sig       ] AGX: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:15:39.417960] [INFO ] [LOCAL     ] Saved forecast: AGX	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/AGX.txt
[2025-12-08T20:15:39.418093] [INFO ] [sig       ] [102/3624] Completed AGX in 0.3s | 2.92 sym/s | Total: 34.9s | ETA: 20.1m
[2025-12-08T20:15:39.418133] [INFO ] [sig       ] [103/3624] Forecasting AGYS...
[2025-12-08T20:15:39.418165] [INFO ] [sig       ] Generating forecast for: AGYS
[2025-12-08T20:15:39.418194] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGYS' from 'https://tdm.silogroup.org/data/derivative_storage/AGYS.csv'.
[2025-12-08T20:15:39.430530] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGYS'.
[2025-12-08T20:15:39.430904] [INFO ] [FORECASTER] Starting predict_future for AGYS
[2025-12-08T20:15:39.431736] [DEBUG] [LOCAL     ] No optimal features file found for AGYS: ./output/feature-sets/AGYS.txt
[2025-12-08T20:15:39.431789] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:39.431819] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:39.431846] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:39.431902] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:39.489786] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:39.490637] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:39.490729] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:39.490771] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:39.610634] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:39.610785] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:39.610824] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:39.610852] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:39.614354] [DEBUG] [FORECASTER] AGYS: Forecast T+1@11:T+2@11: UP (p=53.87%)
[2025-12-08T20:15:39.614648] [INFO ] [FORECASTER] Completed predict_future for AGYS
[2025-12-08T20:15:39.614774] [INFO ] [sig       ] AGYS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:15:39.761972] [INFO ] [LOCAL     ] Saved forecast: AGYS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/AGYS.txt
[2025-12-08T20:15:39.762135] [INFO ] [sig       ] [103/3624] Completed AGYS in 0.3s | 2.92 sym/s | Total: 35.3s | ETA: 20.1m
[2025-12-08T20:15:39.762180] [INFO ] [sig       ] [104/3624] Forecasting AGZD...
[2025-12-08T20:15:39.762212] [INFO ] [sig       ] Generating forecast for: AGZD
[2025-12-08T20:15:39.762243] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGZD' from 'https://tdm.silogroup.org/data/derivative_storage/AGZD.csv'.
[2025-12-08T20:15:39.774025] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGZD'.
[2025-12-08T20:15:39.774400] [INFO ] [FORECASTER] Starting predict_future for AGZD
[2025-12-08T20:15:39.775239] [DEBUG] [LOCAL     ] No optimal features file found for AGZD: ./output/feature-sets/AGZD.txt
[2025-12-08T20:15:39.775289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:39.775321] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:39.775348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:39.775404] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:39.834138] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:39.835000] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:39.835084] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:39.835118] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:39.949475] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:39.949645] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:39.949685] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:39.949713] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:39.953299] [DEBUG] [FORECASTER] AGZD: Forecast T+1@11:T+2@11: DOWN (p=11.98%)
[2025-12-08T20:15:39.953603] [INFO ] [FORECASTER] Completed predict_future for AGZD
[2025-12-08T20:15:39.953736] [INFO ] [sig       ] AGZD: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:15:40.105879] [INFO ] [LOCAL     ] Saved forecast: AGZD	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/AGZD.txt
[2025-12-08T20:15:40.106036] [INFO ] [sig       ] [104/3624] Completed AGZD in 0.3s | 2.92 sym/s | Total: 35.6s | ETA: 20.1m
[2025-12-08T20:15:40.106081] [INFO ] [sig       ] [105/3624] Forecasting AHCO...
[2025-12-08T20:15:40.106114] [INFO ] [sig       ] Generating forecast for: AHCO
[2025-12-08T20:15:40.106144] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AHCO' from 'https://tdm.silogroup.org/data/derivative_storage/AHCO.csv'.
[2025-12-08T20:15:40.118159] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AHCO'.
[2025-12-08T20:15:40.118545] [INFO ] [FORECASTER] Starting predict_future for AHCO
[2025-12-08T20:15:40.119368] [DEBUG] [LOCAL     ] No optimal features file found for AHCO: ./output/feature-sets/AHCO.txt
[2025-12-08T20:15:40.119419] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:40.119452] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:40.119480] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:40.119537] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:40.177420] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:40.178267] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:40.178381] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:40.178416] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:40.295458] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:40.295623] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:40.295664] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:40.295692] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:40.299125] [DEBUG] [FORECASTER] AHCO: Forecast T+1@11:T+2@11: UP (p=87.11%)
[2025-12-08T20:15:40.299403] [INFO ] [FORECASTER] Completed predict_future for AHCO
[2025-12-08T20:15:40.299554] [INFO ] [sig       ] AHCO: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:15:40.437887] [INFO ] [LOCAL     ] Saved forecast: AHCO	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/AHCO.txt
[2025-12-08T20:15:40.438016] [INFO ] [sig       ] [105/3624] Completed AHCO in 0.3s | 2.92 sym/s | Total: 35.9s | ETA: 20.1m
[2025-12-08T20:15:40.438056] [INFO ] [sig       ] [106/3624] Forecasting AHH...
[2025-12-08T20:15:40.438085] [INFO ] [sig       ] Generating forecast for: AHH
[2025-12-08T20:15:40.438114] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AHH' from 'https://tdm.silogroup.org/data/derivative_storage/AHH.csv'.
[2025-12-08T20:15:40.449873] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AHH'.
[2025-12-08T20:15:40.450218] [INFO ] [FORECASTER] Starting predict_future for AHH
[2025-12-08T20:15:40.451012] [DEBUG] [LOCAL     ] No optimal features file found for AHH: ./output/feature-sets/AHH.txt
[2025-12-08T20:15:40.451062] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:40.451094] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:40.451121] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:40.451177] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:40.512126] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:40.512949] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:40.513040] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:40.513074] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:40.636259] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:40.636409] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:40.636447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:40.636476] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:40.639922] [DEBUG] [FORECASTER] AHH: Forecast T+1@11:T+2@11: DOWN (p=42.76%)
[2025-12-08T20:15:40.640208] [INFO ] [FORECASTER] Completed predict_future for AHH
[2025-12-08T20:15:40.640336] [INFO ] [sig       ] AHH: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:15:40.781079] [INFO ] [LOCAL     ] Saved forecast: AHH	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/AHH.txt
[2025-12-08T20:15:40.781211] [INFO ] [sig       ] [106/3624] Completed AHH in 0.3s | 2.92 sym/s | Total: 36.3s | ETA: 20.1m
[2025-12-08T20:15:40.781249] [INFO ] [sig       ] [107/3624] Forecasting AI...
[2025-12-08T20:15:40.781278] [INFO ] [sig       ] Generating forecast for: AI
[2025-12-08T20:15:40.781308] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AI' from 'https://tdm.silogroup.org/data/derivative_storage/AI.csv'.
[2025-12-08T20:15:40.793552] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AI'.
[2025-12-08T20:15:40.793942] [INFO ] [FORECASTER] Starting predict_future for AI
[2025-12-08T20:15:40.794791] [DEBUG] [LOCAL     ] No optimal features file found for AI: ./output/feature-sets/AI.txt
[2025-12-08T20:15:40.794842] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:40.794874] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:40.794902] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:40.794957] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:40.851505] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:40.852326] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:40.852406] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:40.852438] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:40.972603] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:40.972758] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:40.972797] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:40.972826] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:40.976349] [DEBUG] [FORECASTER] AI: Forecast T+1@11:T+2@11: UP (p=53.96%)
[2025-12-08T20:15:40.976660] [INFO ] [FORECASTER] Completed predict_future for AI
[2025-12-08T20:15:40.976796] [INFO ] [sig       ] AI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:15:41.116755] [INFO ] [LOCAL     ] Saved forecast: AI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/AI.txt
[2025-12-08T20:15:41.116908] [INFO ] [sig       ] [107/3624] Completed AI in 0.3s | 2.92 sym/s | Total: 36.6s | ETA: 20.1m
[2025-12-08T20:15:41.116956] [INFO ] [sig       ] [108/3624] Forecasting AIA...
[2025-12-08T20:15:41.116987] [INFO ] [sig       ] Generating forecast for: AIA
[2025-12-08T20:15:41.117017] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIA' from 'https://tdm.silogroup.org/data/derivative_storage/AIA.csv'.
[2025-12-08T20:15:41.129006] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIA'.
[2025-12-08T20:15:41.129362] [INFO ] [FORECASTER] Starting predict_future for AIA
[2025-12-08T20:15:41.130241] [DEBUG] [LOCAL     ] No optimal features file found for AIA: ./output/feature-sets/AIA.txt
[2025-12-08T20:15:41.130293] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:41.130325] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:41.130352] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:41.130407] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:41.188404] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:41.189201] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:41.189279] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:41.189311] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:41.314304] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:41.314456] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:41.314511] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:41.314540] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:41.318186] [DEBUG] [FORECASTER] AIA: Forecast T+1@11:T+2@11: DOWN (p=20.04%)
[2025-12-08T20:15:41.318498] [INFO ] [FORECASTER] Completed predict_future for AIA
[2025-12-08T20:15:41.318648] [INFO ] [sig       ] AIA: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:15:41.456682] [INFO ] [LOCAL     ] Saved forecast: AIA	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/AIA.txt
[2025-12-08T20:15:41.456825] [INFO ] [sig       ] [108/3624] Completed AIA in 0.3s | 2.92 sym/s | Total: 37.0s | ETA: 20.1m
[2025-12-08T20:15:41.456874] [INFO ] [sig       ] [109/3624] Forecasting AIFF...
[2025-12-08T20:15:41.456913] [INFO ] [sig       ] Generating forecast for: AIFF
[2025-12-08T20:15:41.456950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIFF' from 'https://tdm.silogroup.org/data/derivative_storage/AIFF.csv'.
[2025-12-08T20:15:41.469018] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIFF'.
[2025-12-08T20:15:41.469399] [INFO ] [FORECASTER] Starting predict_future for AIFF
[2025-12-08T20:15:41.470256] [DEBUG] [LOCAL     ] No optimal features file found for AIFF: ./output/feature-sets/AIFF.txt
[2025-12-08T20:15:41.470309] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:41.470341] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:41.470369] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:41.470426] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:41.526481] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:41.527117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:41.527192] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:41.527223] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:41.649922] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:41.650071] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:41.650109] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:41.650136] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:41.653468] [DEBUG] [FORECASTER] AIFF: Forecast T+1@11:T+2@11: UP (p=82.64%)
[2025-12-08T20:15:41.653756] [INFO ] [FORECASTER] Completed predict_future for AIFF
[2025-12-08T20:15:41.653880] [INFO ] [sig       ] AIFF: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:15:41.793542] [INFO ] [LOCAL     ] Saved forecast: AIFF	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/AIFF.txt
[2025-12-08T20:15:41.793686] [INFO ] [sig       ] [109/3624] Completed AIFF in 0.3s | 2.92 sym/s | Total: 37.3s | ETA: 20.0m
[2025-12-08T20:15:41.793724] [INFO ] [sig       ] [110/3624] Forecasting AIG...
[2025-12-08T20:15:41.793754] [INFO ] [sig       ] Generating forecast for: AIG
[2025-12-08T20:15:41.793784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIG' from 'https://tdm.silogroup.org/data/derivative_storage/AIG.csv'.
[2025-12-08T20:15:41.806166] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIG'.
[2025-12-08T20:15:41.806534] [INFO ] [FORECASTER] Starting predict_future for AIG
[2025-12-08T20:15:41.807633] [DEBUG] [LOCAL     ] No optimal features file found for AIG: ./output/feature-sets/AIG.txt
[2025-12-08T20:15:41.807685] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:41.807718] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:41.807746] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:41.807803] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:41.865994] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:41.866751] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:41.866847] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:41.866880] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:41.990943] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:41.991090] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:41.991129] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:41.991156] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:41.994489] [DEBUG] [FORECASTER] AIG: Forecast T+1@11:T+2@11: DOWN (p=5.17%)
[2025-12-08T20:15:41.994786] [INFO ] [FORECASTER] Completed predict_future for AIG
[2025-12-08T20:15:41.994938] [INFO ] [sig       ] AIG: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:15:42.136531] [INFO ] [LOCAL     ] Saved forecast: AIG	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/AIG.txt
[2025-12-08T20:15:42.136684] [INFO ] [sig       ] [110/3624] Completed AIG in 0.3s | 2.92 sym/s | Total: 37.6s | ETA: 20.0m
[2025-12-08T20:15:42.136723] [INFO ] [sig       ] [111/3624] Forecasting AIMD...
[2025-12-08T20:15:42.136754] [INFO ] [sig       ] Generating forecast for: AIMD
[2025-12-08T20:15:42.136784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIMD' from 'https://tdm.silogroup.org/data/derivative_storage/AIMD.csv'.
[2025-12-08T20:15:42.148376] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIMD'.
[2025-12-08T20:15:42.148771] [INFO ] [FORECASTER] Starting predict_future for AIMD
[2025-12-08T20:15:42.149734] [DEBUG] [LOCAL     ] No optimal features file found for AIMD: ./output/feature-sets/AIMD.txt
[2025-12-08T20:15:42.149788] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:42.149821] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:42.149848] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:42.149905] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:42.207731] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:42.208434] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:42.208513] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:42.208545] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:42.323547] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:42.323708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:42.323746] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:42.323774] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:42.327075] [DEBUG] [FORECASTER] AIMD: Forecast T+1@11:T+2@11: DOWN (p=26.89%)
[2025-12-08T20:15:42.327340] [INFO ] [FORECASTER] Completed predict_future for AIMD
[2025-12-08T20:15:42.327485] [INFO ] [sig       ] AIMD: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:15:42.465178] [INFO ] [LOCAL     ] Saved forecast: AIMD	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/AIMD.txt
[2025-12-08T20:15:42.465310] [INFO ] [sig       ] [111/3624] Completed AIMD in 0.3s | 2.92 sym/s | Total: 38.0s | ETA: 20.0m
[2025-12-08T20:15:42.465349] [INFO ] [sig       ] [112/3624] Forecasting AIO...
[2025-12-08T20:15:42.465378] [INFO ] [sig       ] Generating forecast for: AIO
[2025-12-08T20:15:42.465407] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIO' from 'https://tdm.silogroup.org/data/derivative_storage/AIO.csv'.
[2025-12-08T20:15:42.477739] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIO'.
[2025-12-08T20:15:42.478123] [INFO ] [FORECASTER] Starting predict_future for AIO
[2025-12-08T20:15:42.478916] [DEBUG] [LOCAL     ] No optimal features file found for AIO: ./output/feature-sets/AIO.txt
[2025-12-08T20:15:42.478965] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:42.479043] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:42.479085] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:42.479167] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:42.538361] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:42.539231] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:42.539316] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:42.539349] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:42.659066] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:42.659213] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:42.659253] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:42.659281] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:42.662707] [DEBUG] [FORECASTER] AIO: Forecast T+1@11:T+2@11: UP (p=87.22%)
[2025-12-08T20:15:42.662985] [INFO ] [FORECASTER] Completed predict_future for AIO
[2025-12-08T20:15:42.663110] [INFO ] [sig       ] AIO: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:15:42.807273] [INFO ] [LOCAL     ] Saved forecast: AIO	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/AIO.txt
[2025-12-08T20:15:42.807433] [INFO ] [sig       ] [112/3624] Completed AIO in 0.3s | 2.92 sym/s | Total: 38.3s | ETA: 20.0m
[2025-12-08T20:15:42.807476] [INFO ] [sig       ] [113/3624] Forecasting AIP...
[2025-12-08T20:15:42.807506] [INFO ] [sig       ] Generating forecast for: AIP
[2025-12-08T20:15:42.807535] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIP' from 'https://tdm.silogroup.org/data/derivative_storage/AIP.csv'.
[2025-12-08T20:15:42.820490] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIP'.
[2025-12-08T20:15:42.820930] [INFO ] [FORECASTER] Starting predict_future for AIP
[2025-12-08T20:15:42.821910] [DEBUG] [LOCAL     ] No optimal features file found for AIP: ./output/feature-sets/AIP.txt
[2025-12-08T20:15:42.821975] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:42.822007] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:42.822034] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:42.822094] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:42.879738] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:42.880543] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:42.880636] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:42.880669] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:43.005927] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:43.006080] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:43.006120] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:43.006148] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:43.009605] [DEBUG] [FORECASTER] AIP: Forecast T+1@11:T+2@11: DOWN (p=16.79%)
[2025-12-08T20:15:43.009886] [INFO ] [FORECASTER] Completed predict_future for AIP
[2025-12-08T20:15:43.010018] [INFO ] [sig       ] AIP: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:15:43.156518] [INFO ] [LOCAL     ] Saved forecast: AIP	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/AIP.txt
[2025-12-08T20:15:43.156673] [INFO ] [sig       ] [113/3624] Completed AIP in 0.3s | 2.92 sym/s | Total: 38.7s | ETA: 20.0m
[2025-12-08T20:15:43.156716] [INFO ] [sig       ] [114/3624] Forecasting AIPI...
[2025-12-08T20:15:43.156745] [INFO ] [sig       ] Generating forecast for: AIPI
[2025-12-08T20:15:43.156775] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIPI' from 'https://tdm.silogroup.org/data/derivative_storage/AIPI.csv'.
[2025-12-08T20:15:43.168923] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIPI'.
[2025-12-08T20:15:43.169280] [INFO ] [FORECASTER] Starting predict_future for AIPI
[2025-12-08T20:15:43.170093] [DEBUG] [LOCAL     ] No optimal features file found for AIPI: ./output/feature-sets/AIPI.txt
[2025-12-08T20:15:43.170146] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:43.170178] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:43.170205] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:43.170262] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:43.228587] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:43.229299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:43.229382] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:43.229415] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:43.347481] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:43.347851] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:43.347892] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:43.347921] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:43.352112] [DEBUG] [FORECASTER] AIPI: Forecast T+1@11:T+2@11: DOWN (p=4.33%)
[2025-12-08T20:15:43.352402] [INFO ] [FORECASTER] Completed predict_future for AIPI
[2025-12-08T20:15:43.352535] [INFO ] [sig       ] AIPI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:15:43.494406] [INFO ] [LOCAL     ] Saved forecast: AIPI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/AIPI.txt
[2025-12-08T20:15:43.494536] [INFO ] [sig       ] [114/3624] Completed AIPI in 0.3s | 2.92 sym/s | Total: 39.0s | ETA: 20.0m
[2025-12-08T20:15:43.494591] [INFO ] [sig       ] [115/3624] Forecasting AIQ...
[2025-12-08T20:15:43.494623] [INFO ] [sig       ] Generating forecast for: AIQ
[2025-12-08T20:15:43.494654] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIQ' from 'https://tdm.silogroup.org/data/derivative_storage/AIQ.csv'.
[2025-12-08T20:15:43.506937] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIQ'.
[2025-12-08T20:15:43.507292] [INFO ] [FORECASTER] Starting predict_future for AIQ
[2025-12-08T20:15:43.508116] [DEBUG] [LOCAL     ] No optimal features file found for AIQ: ./output/feature-sets/AIQ.txt
[2025-12-08T20:15:43.508167] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:43.508198] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:43.508223] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:43.508278] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:43.564718] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:43.565451] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:43.565533] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:43.565567] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:43.684847] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:43.685000] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:43.685040] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:43.685103] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:43.688772] [DEBUG] [FORECASTER] AIQ: Forecast T+1@11:T+2@11: UP (p=71.67%)
[2025-12-08T20:15:43.689079] [INFO ] [FORECASTER] Completed predict_future for AIQ
[2025-12-08T20:15:43.689220] [INFO ] [sig       ] AIQ: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:15:43.832616] [INFO ] [LOCAL     ] Saved forecast: AIQ	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/AIQ.txt
[2025-12-08T20:15:43.832791] [INFO ] [sig       ] [115/3624] Completed AIQ in 0.3s | 2.92 sym/s | Total: 39.3s | ETA: 20.0m
[2025-12-08T20:15:43.832831] [INFO ] [sig       ] [116/3624] Forecasting AIRG...
[2025-12-08T20:15:43.832867] [INFO ] [sig       ] Generating forecast for: AIRG
[2025-12-08T20:15:43.832904] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIRG' from 'https://tdm.silogroup.org/data/derivative_storage/AIRG.csv'.
[2025-12-08T20:15:43.844799] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIRG'.
[2025-12-08T20:15:43.845147] [INFO ] [FORECASTER] Starting predict_future for AIRG
[2025-12-08T20:15:43.845934] [DEBUG] [LOCAL     ] No optimal features file found for AIRG: ./output/feature-sets/AIRG.txt
[2025-12-08T20:15:43.845984] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:43.846016] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:43.846042] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:43.846097] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:43.902370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:43.903214] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:43.903296] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:43.903330] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:44.011596] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:44.011749] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:44.011788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:44.011816] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:44.015258] [DEBUG] [FORECASTER] AIRG: Forecast T+1@11:T+2@11: UP (p=57.53%)
[2025-12-08T20:15:44.015548] [INFO ] [FORECASTER] Completed predict_future for AIRG
[2025-12-08T20:15:44.015701] [INFO ] [sig       ] AIRG: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:15:44.156702] [INFO ] [LOCAL     ] Saved forecast: AIRG	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/AIRG.txt
[2025-12-08T20:15:44.156834] [INFO ] [sig       ] [116/3624] Completed AIRG in 0.3s | 2.92 sym/s | Total: 39.7s | ETA: 20.0m
[2025-12-08T20:15:44.156872] [INFO ] [sig       ] [117/3624] Forecasting AIRJ...
[2025-12-08T20:15:44.156901] [INFO ] [sig       ] Generating forecast for: AIRJ
[2025-12-08T20:15:44.156930] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIRJ' from 'https://tdm.silogroup.org/data/derivative_storage/AIRJ.csv'.
[2025-12-08T20:15:44.168447] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIRJ'.
[2025-12-08T20:15:44.168841] [INFO ] [FORECASTER] Starting predict_future for AIRJ
[2025-12-08T20:15:44.169634] [DEBUG] [LOCAL     ] No optimal features file found for AIRJ: ./output/feature-sets/AIRJ.txt
[2025-12-08T20:15:44.169684] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:44.169715] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:44.169742] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:44.169797] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:44.228673] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:44.229464] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:44.229548] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:44.229600] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:44.347816] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:44.347965] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:44.348005] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:44.348034] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:44.351429] [DEBUG] [FORECASTER] AIRJ: Forecast T+1@11:T+2@11: DOWN (p=13.12%)
[2025-12-08T20:15:44.351722] [INFO ] [FORECASTER] Completed predict_future for AIRJ
[2025-12-08T20:15:44.351850] [INFO ] [sig       ] AIRJ: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:15:44.495773] [INFO ] [LOCAL     ] Saved forecast: AIRJ	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/AIRJ.txt
[2025-12-08T20:15:44.495924] [INFO ] [sig       ] [117/3624] Completed AIRJ in 0.3s | 2.93 sym/s | Total: 40.0s | ETA: 20.0m
[2025-12-08T20:15:44.495964] [INFO ] [sig       ] [118/3624] Forecasting AIRS...
[2025-12-08T20:15:44.495993] [INFO ] [sig       ] Generating forecast for: AIRS
[2025-12-08T20:15:44.496023] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIRS' from 'https://tdm.silogroup.org/data/derivative_storage/AIRS.csv'.
[2025-12-08T20:15:44.508046] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIRS'.
[2025-12-08T20:15:44.508416] [INFO ] [FORECASTER] Starting predict_future for AIRS
[2025-12-08T20:15:44.509220] [DEBUG] [LOCAL     ] No optimal features file found for AIRS: ./output/feature-sets/AIRS.txt
[2025-12-08T20:15:44.509271] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:44.509301] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:44.509327] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:44.509395] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:44.568244] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:44.569047] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:44.569127] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:44.569159] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:44.697448] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:44.697641] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:44.697696] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:44.697739] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:44.702214] [DEBUG] [FORECASTER] AIRS: Forecast T+1@11:T+2@11: UP (p=86.04%)
[2025-12-08T20:15:44.702493] [INFO ] [FORECASTER] Completed predict_future for AIRS
[2025-12-08T20:15:44.702643] [INFO ] [sig       ] AIRS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:15:44.845602] [INFO ] [LOCAL     ] Saved forecast: AIRS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/AIRS.txt
[2025-12-08T20:15:44.845749] [INFO ] [sig       ] [118/3624] Completed AIRS in 0.3s | 2.92 sym/s | Total: 40.3s | ETA: 20.0m
[2025-12-08T20:15:44.845788] [INFO ] [sig       ] [119/3624] Forecasting AISP...
[2025-12-08T20:15:44.845818] [INFO ] [sig       ] Generating forecast for: AISP
[2025-12-08T20:15:44.845848] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AISP' from 'https://tdm.silogroup.org/data/derivative_storage/AISP.csv'.
[2025-12-08T20:15:44.857761] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AISP'.
[2025-12-08T20:15:44.858101] [INFO ] [FORECASTER] Starting predict_future for AISP
[2025-12-08T20:15:44.858906] [DEBUG] [LOCAL     ] No optimal features file found for AISP: ./output/feature-sets/AISP.txt
[2025-12-08T20:15:44.858956] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:44.858988] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:44.859013] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:44.859067] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:44.914482] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:44.915101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:44.915175] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:44.915206] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:45.035030] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:45.035174] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:45.035212] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:45.035256] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:45.038599] [DEBUG] [FORECASTER] AISP: Forecast T+1@11:T+2@11: DOWN (p=49.80%)
[2025-12-08T20:15:45.038871] [INFO ] [FORECASTER] Completed predict_future for AISP
[2025-12-08T20:15:45.038992] [INFO ] [sig       ] AISP: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:15:45.178700] [INFO ] [LOCAL     ] Saved forecast: AISP	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/AISP.txt
[2025-12-08T20:15:45.178845] [INFO ] [sig       ] [119/3624] Completed AISP in 0.3s | 2.93 sym/s | Total: 40.7s | ETA: 20.0m
[2025-12-08T20:15:45.178886] [INFO ] [sig       ] [120/3624] Forecasting AIZN...
[2025-12-08T20:15:45.178915] [INFO ] [sig       ] Generating forecast for: AIZN
[2025-12-08T20:15:45.178946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIZN' from 'https://tdm.silogroup.org/data/derivative_storage/AIZN.csv'.
[2025-12-08T20:15:45.190758] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIZN'.
[2025-12-08T20:15:45.191088] [INFO ] [FORECASTER] Starting predict_future for AIZN
[2025-12-08T20:15:45.191879] [DEBUG] [LOCAL     ] No optimal features file found for AIZN: ./output/feature-sets/AIZN.txt
[2025-12-08T20:15:45.191929] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:45.191960] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:45.191989] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:45.192044] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:45.248685] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:45.249503] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:45.249597] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:45.249631] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:45.359985] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:45.360145] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:45.360191] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:45.360225] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:45.363663] [DEBUG] [FORECASTER] AIZN: Forecast T+1@11:T+2@11: UP (p=73.63%)
[2025-12-08T20:15:45.363931] [INFO ] [FORECASTER] Completed predict_future for AIZN
[2025-12-08T20:15:45.364061] [INFO ] [sig       ] AIZN: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:15:45.502380] [INFO ] [LOCAL     ] Saved forecast: AIZN	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/AIZN.txt
[2025-12-08T20:15:45.502500] [INFO ] [sig       ] [120/3624] Completed AIZN in 0.3s | 2.93 sym/s | Total: 41.0s | ETA: 20.0m
[2025-12-08T20:15:45.502538] [INFO ] [sig       ] [121/3624] Forecasting AJG...
[2025-12-08T20:15:45.502567] [INFO ] [sig       ] Generating forecast for: AJG
[2025-12-08T20:15:45.502617] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AJG' from 'https://tdm.silogroup.org/data/derivative_storage/AJG.csv'.
[2025-12-08T20:15:45.515699] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AJG'.
[2025-12-08T20:15:45.516109] [INFO ] [FORECASTER] Starting predict_future for AJG
[2025-12-08T20:15:45.516959] [DEBUG] [LOCAL     ] No optimal features file found for AJG: ./output/feature-sets/AJG.txt
[2025-12-08T20:15:45.517010] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:45.517041] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:45.517067] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:45.517121] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:45.574063] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:45.574992] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:45.575080] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:45.575128] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:45.699526] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:45.699707] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:45.699746] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:45.699774] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:45.703210] [DEBUG] [FORECASTER] AJG: Forecast T+1@11:T+2@11: UP (p=70.15%)
[2025-12-08T20:15:45.703554] [INFO ] [FORECASTER] Completed predict_future for AJG
[2025-12-08T20:15:45.703713] [INFO ] [sig       ] AJG: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:15:45.844348] [INFO ] [LOCAL     ] Saved forecast: AJG	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/AJG.txt
[2025-12-08T20:15:45.844505] [INFO ] [sig       ] [121/3624] Completed AJG in 0.3s | 2.93 sym/s | Total: 41.3s | ETA: 20.0m
[2025-12-08T20:15:45.844546] [INFO ] [sig       ] [122/3624] Forecasting AKAM...
[2025-12-08T20:15:45.844592] [INFO ] [sig       ] Generating forecast for: AKAM
[2025-12-08T20:15:45.844625] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AKAM' from 'https://tdm.silogroup.org/data/derivative_storage/AKAM.csv'.
[2025-12-08T20:15:45.856900] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AKAM'.
[2025-12-08T20:15:45.857284] [INFO ] [FORECASTER] Starting predict_future for AKAM
[2025-12-08T20:15:45.858125] [DEBUG] [LOCAL     ] No optimal features file found for AKAM: ./output/feature-sets/AKAM.txt
[2025-12-08T20:15:45.858175] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:45.858206] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:45.858233] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:45.858288] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:45.915315] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:45.916183] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:45.916294] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:45.916326] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:46.036961] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:46.037113] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:46.037151] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:46.037178] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:46.040587] [DEBUG] [FORECASTER] AKAM: Forecast T+1@11:T+2@11: UP (p=90.98%)
[2025-12-08T20:15:46.040882] [INFO ] [FORECASTER] Completed predict_future for AKAM
[2025-12-08T20:15:46.041013] [INFO ] [sig       ] AKAM: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:15:46.182239] [INFO ] [LOCAL     ] Saved forecast: AKAM	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/AKAM.txt
[2025-12-08T20:15:46.182398] [INFO ] [sig       ] [122/3624] Completed AKAM in 0.3s | 2.93 sym/s | Total: 41.7s | ETA: 19.9m
[2025-12-08T20:15:46.182440] [INFO ] [sig       ] [123/3624] Forecasting AKBA...
[2025-12-08T20:15:46.182470] [INFO ] [sig       ] Generating forecast for: AKBA
[2025-12-08T20:15:46.182500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AKBA' from 'https://tdm.silogroup.org/data/derivative_storage/AKBA.csv'.
[2025-12-08T20:15:46.194661] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AKBA'.
[2025-12-08T20:15:46.195042] [INFO ] [FORECASTER] Starting predict_future for AKBA
[2025-12-08T20:15:46.195853] [DEBUG] [LOCAL     ] No optimal features file found for AKBA: ./output/feature-sets/AKBA.txt
[2025-12-08T20:15:46.195906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:46.195937] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:46.195963] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:46.196031] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:46.252318] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:46.253183] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:46.253266] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:46.253297] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:46.375772] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:46.375917] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:46.375956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:46.375983] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:46.379411] [DEBUG] [FORECASTER] AKBA: Forecast T+1@11:T+2@11: UP (p=93.96%)
[2025-12-08T20:15:46.379731] [INFO ] [FORECASTER] Completed predict_future for AKBA
[2025-12-08T20:15:46.379856] [INFO ] [sig       ] AKBA: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:15:46.518587] [INFO ] [LOCAL     ] Saved forecast: AKBA	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/AKBA.txt
[2025-12-08T20:15:46.518710] [INFO ] [sig       ] [123/3624] Completed AKBA in 0.3s | 2.93 sym/s | Total: 42.0s | ETA: 19.9m
[2025-12-08T20:15:46.518749] [INFO ] [sig       ] [124/3624] Forecasting AKRO...
[2025-12-08T20:15:46.518778] [INFO ] [sig       ] Generating forecast for: AKRO
[2025-12-08T20:15:46.518807] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AKRO' from 'https://tdm.silogroup.org/data/derivative_storage/AKRO.csv'.
[2025-12-08T20:15:46.530831] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AKRO'.
[2025-12-08T20:15:46.531180] [INFO ] [FORECASTER] Starting predict_future for AKRO
[2025-12-08T20:15:46.532005] [DEBUG] [LOCAL     ] No optimal features file found for AKRO: ./output/feature-sets/AKRO.txt
[2025-12-08T20:15:46.532057] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:46.532089] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:46.532115] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:46.532173] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:46.594274] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:46.595045] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:46.595123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:46.595159] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:46.718740] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:46.718890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:46.718929] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:46.718957] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:46.722382] [DEBUG] [FORECASTER] AKRO: Forecast T+1@11:T+2@11: UP (p=70.95%)
[2025-12-08T20:15:46.722681] [INFO ] [FORECASTER] Completed predict_future for AKRO
[2025-12-08T20:15:46.722812] [INFO ] [sig       ] AKRO: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:15:46.863652] [INFO ] [LOCAL     ] Saved forecast: AKRO	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/AKRO.txt
[2025-12-08T20:15:46.863808] [INFO ] [sig       ] [124/3624] Completed AKRO in 0.3s | 2.93 sym/s | Total: 42.4s | ETA: 19.9m
[2025-12-08T20:15:46.863850] [INFO ] [sig       ] [125/3624] Forecasting AL...
[2025-12-08T20:15:46.863880] [INFO ] [sig       ] Generating forecast for: AL
[2025-12-08T20:15:46.863909] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AL' from 'https://tdm.silogroup.org/data/derivative_storage/AL.csv'.
[2025-12-08T20:15:46.876569] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AL'.
[2025-12-08T20:15:46.876954] [INFO ] [FORECASTER] Starting predict_future for AL
[2025-12-08T20:15:46.877887] [DEBUG] [LOCAL     ] No optimal features file found for AL: ./output/feature-sets/AL.txt
[2025-12-08T20:15:46.877951] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:46.877984] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:46.878010] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:46.878066] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:46.935925] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:46.936652] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:46.936732] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:46.936765] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:47.062609] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:47.062758] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:47.062796] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:47.062825] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:47.066152] [DEBUG] [FORECASTER] AL: Forecast T+1@11:T+2@11: UP (p=92.34%)
[2025-12-08T20:15:47.066428] [INFO ] [FORECASTER] Completed predict_future for AL
[2025-12-08T20:15:47.066553] [INFO ] [sig       ] AL: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:15:47.204230] [INFO ] [LOCAL     ] Saved forecast: AL	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/AL.txt
[2025-12-08T20:15:47.204394] [INFO ] [sig       ] [125/3624] Completed AL in 0.3s | 2.93 sym/s | Total: 42.7s | ETA: 19.9m
[2025-12-08T20:15:47.204434] [INFO ] [sig       ] [126/3624] Forecasting ALAB...
[2025-12-08T20:15:47.204466] [INFO ] [sig       ] Generating forecast for: ALAB
[2025-12-08T20:15:47.204498] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALAB' from 'https://tdm.silogroup.org/data/derivative_storage/ALAB.csv'.
[2025-12-08T20:15:47.216529] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALAB'.
[2025-12-08T20:15:47.216913] [INFO ] [FORECASTER] Starting predict_future for ALAB
[2025-12-08T20:15:47.217801] [DEBUG] [LOCAL     ] No optimal features file found for ALAB: ./output/feature-sets/ALAB.txt
[2025-12-08T20:15:47.217852] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:47.217884] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:47.217911] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:47.217968] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:47.278956] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:47.279809] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:47.279892] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:47.279925] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:47.411212] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:47.411369] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:47.411410] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:47.411440] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:47.415247] [DEBUG] [FORECASTER] ALAB: Forecast T+1@11:T+2@11: UP (p=78.12%)
[2025-12-08T20:15:47.415531] [INFO ] [FORECASTER] Completed predict_future for ALAB
[2025-12-08T20:15:47.415681] [INFO ] [sig       ] ALAB: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:15:47.554996] [INFO ] [LOCAL     ] Saved forecast: ALAB	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ALAB.txt
[2025-12-08T20:15:47.555135] [INFO ] [sig       ] [126/3624] Completed ALAB in 0.4s | 2.93 sym/s | Total: 43.1s | ETA: 19.9m
[2025-12-08T20:15:47.555175] [INFO ] [sig       ] [127/3624] Forecasting ALB...
[2025-12-08T20:15:47.555203] [INFO ] [sig       ] Generating forecast for: ALB
[2025-12-08T20:15:47.555232] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALB' from 'https://tdm.silogroup.org/data/derivative_storage/ALB.csv'.
[2025-12-08T20:15:47.567291] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALB'.
[2025-12-08T20:15:47.567758] [INFO ] [FORECASTER] Starting predict_future for ALB
[2025-12-08T20:15:47.568659] [DEBUG] [LOCAL     ] No optimal features file found for ALB: ./output/feature-sets/ALB.txt
[2025-12-08T20:15:47.568713] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:47.568745] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:47.568772] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:47.568831] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:47.625338] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:47.626072] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:47.626150] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:47.626181] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:47.747518] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:47.747684] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:47.747724] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:47.747751] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:47.751087] [DEBUG] [FORECASTER] ALB: Forecast T+1@11:T+2@11: DOWN (p=14.50%)
[2025-12-08T20:15:47.751356] [INFO ] [FORECASTER] Completed predict_future for ALB
[2025-12-08T20:15:47.751482] [INFO ] [sig       ] ALB: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:15:47.888916] [INFO ] [LOCAL     ] Saved forecast: ALB	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ALB.txt
[2025-12-08T20:15:47.889042] [INFO ] [sig       ] [127/3624] Completed ALB in 0.3s | 2.93 sym/s | Total: 43.4s | ETA: 19.9m
[2025-12-08T20:15:47.889081] [INFO ] [sig       ] [128/3624] Forecasting ALC...
[2025-12-08T20:15:47.889109] [INFO ] [sig       ] Generating forecast for: ALC
[2025-12-08T20:15:47.889138] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALC' from 'https://tdm.silogroup.org/data/derivative_storage/ALC.csv'.
[2025-12-08T20:15:47.901068] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALC'.
[2025-12-08T20:15:47.901442] [INFO ] [FORECASTER] Starting predict_future for ALC
[2025-12-08T20:15:47.902256] [DEBUG] [LOCAL     ] No optimal features file found for ALC: ./output/feature-sets/ALC.txt
[2025-12-08T20:15:47.902306] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:47.902338] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:47.902364] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:47.902419] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:47.957561] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:47.958223] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:47.958302] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:47.958333] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:48.073691] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:48.073839] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:48.073878] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:48.073906] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:48.077195] [DEBUG] [FORECASTER] ALC: Forecast T+1@11:T+2@11: UP (p=77.99%)
[2025-12-08T20:15:48.077487] [INFO ] [FORECASTER] Completed predict_future for ALC
[2025-12-08T20:15:48.077630] [INFO ] [sig       ] ALC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:15:48.217035] [INFO ] [LOCAL     ] Saved forecast: ALC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ALC.txt
[2025-12-08T20:15:48.217171] [INFO ] [sig       ] [128/3624] Completed ALC in 0.3s | 2.93 sym/s | Total: 43.7s | ETA: 19.9m
[2025-12-08T20:15:48.217210] [INFO ] [sig       ] [129/3624] Forecasting ALCO...
[2025-12-08T20:15:48.217239] [INFO ] [sig       ] Generating forecast for: ALCO
[2025-12-08T20:15:48.217268] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALCO' from 'https://tdm.silogroup.org/data/derivative_storage/ALCO.csv'.
[2025-12-08T20:15:48.229415] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALCO'.
[2025-12-08T20:15:48.229841] [INFO ] [FORECASTER] Starting predict_future for ALCO
[2025-12-08T20:15:48.230795] [DEBUG] [LOCAL     ] No optimal features file found for ALCO: ./output/feature-sets/ALCO.txt
[2025-12-08T20:15:48.230848] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:48.230905] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:48.230935] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:48.230992] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:48.292794] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:48.293503] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:48.293601] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:48.293638] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:48.422912] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:48.423072] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-08T20:15:48.423116] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:48.423156] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:48.426673] [DEBUG] [FORECASTER] ALCO: Forecast T+1@11:T+2@11: DOWN (p=9.85%)
[2025-12-08T20:15:48.426953] [INFO ] [FORECASTER] Completed predict_future for ALCO
[2025-12-08T20:15:48.427082] [INFO ] [sig       ] ALCO: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:15:48.572072] [INFO ] [LOCAL     ] Saved forecast: ALCO	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ALCO.txt
[2025-12-08T20:15:48.572205] [INFO ] [sig       ] [129/3624] Completed ALCO in 0.4s | 2.93 sym/s | Total: 44.1s | ETA: 19.9m
[2025-12-08T20:15:48.572245] [INFO ] [sig       ] [130/3624] Forecasting ALDX...
[2025-12-08T20:15:48.572274] [INFO ] [sig       ] Generating forecast for: ALDX
[2025-12-08T20:15:48.572303] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALDX' from 'https://tdm.silogroup.org/data/derivative_storage/ALDX.csv'.
[2025-12-08T20:15:48.584481] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALDX'.
[2025-12-08T20:15:48.584861] [INFO ] [FORECASTER] Starting predict_future for ALDX
[2025-12-08T20:15:48.585689] [DEBUG] [LOCAL     ] No optimal features file found for ALDX: ./output/feature-sets/ALDX.txt
[2025-12-08T20:15:48.585739] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:48.585770] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:48.585797] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:48.585856] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:48.641950] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:48.642595] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:48.642670] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:48.642701] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:48.762141] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:48.762289] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:48.762328] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:48.762355] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:48.765740] [DEBUG] [FORECASTER] ALDX: Forecast T+1@11:T+2@11: UP (p=95.30%)
[2025-12-08T20:15:48.766022] [INFO ] [FORECASTER] Completed predict_future for ALDX
[2025-12-08T20:15:48.766148] [INFO ] [sig       ] ALDX: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:15:48.948500] [INFO ] [LOCAL     ] Saved forecast: ALDX	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ALDX.txt
[2025-12-08T20:15:48.948655] [INFO ] [sig       ] [130/3624] Completed ALDX in 0.4s | 2.92 sym/s | Total: 44.5s | ETA: 19.9m
[2025-12-08T20:15:48.948698] [INFO ] [sig       ] [131/3624] Forecasting ALE...
[2025-12-08T20:15:48.948727] [INFO ] [sig       ] Generating forecast for: ALE
[2025-12-08T20:15:48.948757] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALE' from 'https://tdm.silogroup.org/data/derivative_storage/ALE.csv'.
[2025-12-08T20:15:48.960670] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALE'.
[2025-12-08T20:15:48.961020] [INFO ] [FORECASTER] Starting predict_future for ALE
[2025-12-08T20:15:48.961806] [DEBUG] [LOCAL     ] No optimal features file found for ALE: ./output/feature-sets/ALE.txt
[2025-12-08T20:15:48.961855] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:48.961887] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:48.961914] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:48.961969] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:49.017386] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:49.018050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:49.018129] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:49.018161] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:49.136595] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:49.136742] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:49.136781] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:49.136809] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:49.140172] [DEBUG] [FORECASTER] ALE: Forecast T+1@11:T+2@11: UP (p=76.17%)
[2025-12-08T20:15:49.140439] [INFO ] [FORECASTER] Completed predict_future for ALE
[2025-12-08T20:15:49.140585] [INFO ] [sig       ] ALE: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:15:49.277489] [INFO ] [LOCAL     ] Saved forecast: ALE	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ALE.txt
[2025-12-08T20:15:49.277645] [INFO ] [sig       ] [131/3624] Completed ALE in 0.3s | 2.93 sym/s | Total: 44.8s | ETA: 19.9m
[2025-12-08T20:15:49.277686] [INFO ] [sig       ] [132/3624] Forecasting ALEC...
[2025-12-08T20:15:49.277715] [INFO ] [sig       ] Generating forecast for: ALEC
[2025-12-08T20:15:49.277746] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALEC' from 'https://tdm.silogroup.org/data/derivative_storage/ALEC.csv'.
[2025-12-08T20:15:49.289995] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALEC'.
[2025-12-08T20:15:49.290355] [INFO ] [FORECASTER] Starting predict_future for ALEC
[2025-12-08T20:15:49.291142] [DEBUG] [LOCAL     ] No optimal features file found for ALEC: ./output/feature-sets/ALEC.txt
[2025-12-08T20:15:49.291192] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:49.291223] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:49.291249] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:49.291305] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:49.348371] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:49.349149] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:49.349231] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:49.349264] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:49.474266] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:49.474415] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:49.474469] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:49.474525] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:49.477974] [DEBUG] [FORECASTER] ALEC: Forecast T+1@11:T+2@11: UP (p=51.24%)
[2025-12-08T20:15:49.478249] [INFO ] [FORECASTER] Completed predict_future for ALEC
[2025-12-08T20:15:49.478378] [INFO ] [sig       ] ALEC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:15:49.620629] [INFO ] [LOCAL     ] Saved forecast: ALEC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ALEC.txt
[2025-12-08T20:15:49.620770] [INFO ] [sig       ] [132/3624] Completed ALEC in 0.3s | 2.93 sym/s | Total: 45.1s | ETA: 19.9m
[2025-12-08T20:15:49.620809] [INFO ] [sig       ] [133/3624] Forecasting ALEX...
[2025-12-08T20:15:49.620839] [INFO ] [sig       ] Generating forecast for: ALEX
[2025-12-08T20:15:49.620868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALEX' from 'https://tdm.silogroup.org/data/derivative_storage/ALEX.csv'.
[2025-12-08T20:15:49.633278] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALEX'.
[2025-12-08T20:15:49.633643] [INFO ] [FORECASTER] Starting predict_future for ALEX
[2025-12-08T20:15:49.634436] [DEBUG] [LOCAL     ] No optimal features file found for ALEX: ./output/feature-sets/ALEX.txt
[2025-12-08T20:15:49.634487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:49.634522] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:49.634547] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:49.634628] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:49.690290] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:49.690987] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:49.691063] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:49.691094] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:49.807889] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:49.808036] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:49.808074] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:49.808102] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:49.811461] [DEBUG] [FORECASTER] ALEX: Forecast T+1@11:T+2@11: DOWN (p=4.13%)
[2025-12-08T20:15:49.811746] [INFO ] [FORECASTER] Completed predict_future for ALEX
[2025-12-08T20:15:49.811870] [INFO ] [sig       ] ALEX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:15:49.950177] [INFO ] [LOCAL     ] Saved forecast: ALEX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ALEX.txt
[2025-12-08T20:15:49.950292] [INFO ] [sig       ] [133/3624] Completed ALEX in 0.3s | 2.93 sym/s | Total: 45.5s | ETA: 19.9m
[2025-12-08T20:15:49.950331] [INFO ] [sig       ] [134/3624] Forecasting ALG...
[2025-12-08T20:15:49.950359] [INFO ] [sig       ] Generating forecast for: ALG
[2025-12-08T20:15:49.950388] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALG' from 'https://tdm.silogroup.org/data/derivative_storage/ALG.csv'.
[2025-12-08T20:15:49.962475] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALG'.
[2025-12-08T20:15:49.962846] [INFO ] [FORECASTER] Starting predict_future for ALG
[2025-12-08T20:15:49.963632] [DEBUG] [LOCAL     ] No optimal features file found for ALG: ./output/feature-sets/ALG.txt
[2025-12-08T20:15:49.963681] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:49.963713] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:49.963739] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:49.963795] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:50.019793] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:50.020449] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:50.020527] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:50.020560] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:50.139170] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:50.139317] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:50.139355] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:50.139383] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:50.142698] [DEBUG] [FORECASTER] ALG: Forecast T+1@11:T+2@11: DOWN (p=48.30%)
[2025-12-08T20:15:50.142965] [INFO ] [FORECASTER] Completed predict_future for ALG
[2025-12-08T20:15:50.143089] [INFO ] [sig       ] ALG: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:15:50.281090] [INFO ] [LOCAL     ] Saved forecast: ALG	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ALG.txt
[2025-12-08T20:15:50.281219] [INFO ] [sig       ] [134/3624] Completed ALG in 0.3s | 2.93 sym/s | Total: 45.8s | ETA: 19.9m
[2025-12-08T20:15:50.281258] [INFO ] [sig       ] [135/3624] Forecasting ALGM...
[2025-12-08T20:15:50.281287] [INFO ] [sig       ] Generating forecast for: ALGM
[2025-12-08T20:15:50.281316] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALGM' from 'https://tdm.silogroup.org/data/derivative_storage/ALGM.csv'.
[2025-12-08T20:15:50.293272] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALGM'.
[2025-12-08T20:15:50.293625] [INFO ] [FORECASTER] Starting predict_future for ALGM
[2025-12-08T20:15:50.294390] [DEBUG] [LOCAL     ] No optimal features file found for ALGM: ./output/feature-sets/ALGM.txt
[2025-12-08T20:15:50.294440] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:50.294471] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:50.294497] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:50.294552] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:50.353439] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:50.354167] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:50.354250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:50.354283] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:50.473911] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:50.474053] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:50.474090] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:50.474118] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:50.477423] [DEBUG] [FORECASTER] ALGM: Forecast T+1@11:T+2@11: DOWN (p=40.22%)
[2025-12-08T20:15:50.477715] [INFO ] [FORECASTER] Completed predict_future for ALGM
[2025-12-08T20:15:50.477840] [INFO ] [sig       ] ALGM: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:15:50.615327] [INFO ] [LOCAL     ] Saved forecast: ALGM	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ALGM.txt
[2025-12-08T20:15:50.615442] [INFO ] [sig       ] [135/3624] Completed ALGM in 0.3s | 2.93 sym/s | Total: 46.1s | ETA: 19.9m
[2025-12-08T20:15:50.615481] [INFO ] [sig       ] [136/3624] Forecasting ALGN...
[2025-12-08T20:15:50.615509] [INFO ] [sig       ] Generating forecast for: ALGN
[2025-12-08T20:15:50.615542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALGN' from 'https://tdm.silogroup.org/data/derivative_storage/ALGN.csv'.
[2025-12-08T20:15:50.627680] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALGN'.
[2025-12-08T20:15:50.628036] [INFO ] [FORECASTER] Starting predict_future for ALGN
[2025-12-08T20:15:50.628884] [DEBUG] [LOCAL     ] No optimal features file found for ALGN: ./output/feature-sets/ALGN.txt
[2025-12-08T20:15:50.628935] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:50.628976] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:50.629004] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:50.629059] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:50.685995] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:50.686644] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:50.686722] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:50.686755] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:50.804866] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:50.805001] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:50.805041] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:50.805071] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:50.808452] [DEBUG] [FORECASTER] ALGN: Forecast T+1@11:T+2@11: DOWN (p=8.64%)
[2025-12-08T20:15:50.808743] [INFO ] [FORECASTER] Completed predict_future for ALGN
[2025-12-08T20:15:50.808873] [INFO ] [sig       ] ALGN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:15:50.945635] [INFO ] [LOCAL     ] Saved forecast: ALGN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ALGN.txt
[2025-12-08T20:15:50.945752] [INFO ] [sig       ] [136/3624] Completed ALGN in 0.3s | 2.93 sym/s | Total: 46.4s | ETA: 19.9m
[2025-12-08T20:15:50.945791] [INFO ] [sig       ] [137/3624] Forecasting ALGS...
[2025-12-08T20:15:50.945820] [INFO ] [sig       ] Generating forecast for: ALGS
[2025-12-08T20:15:50.945849] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALGS' from 'https://tdm.silogroup.org/data/derivative_storage/ALGS.csv'.
[2025-12-08T20:15:50.957906] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALGS'.
[2025-12-08T20:15:50.958270] [INFO ] [FORECASTER] Starting predict_future for ALGS
[2025-12-08T20:15:50.959084] [DEBUG] [LOCAL     ] No optimal features file found for ALGS: ./output/feature-sets/ALGS.txt
[2025-12-08T20:15:50.959137] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:50.959171] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:50.959199] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:50.959257] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:51.016836] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:51.017771] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:51.017855] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:51.017889] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:51.139776] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:51.139946] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:51.139986] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:51.140014] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:51.143426] [DEBUG] [FORECASTER] ALGS: Forecast T+1@11:T+2@11: UP (p=92.79%)
[2025-12-08T20:15:51.143719] [INFO ] [FORECASTER] Completed predict_future for ALGS
[2025-12-08T20:15:51.143843] [INFO ] [sig       ] ALGS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:15:51.281858] [INFO ] [LOCAL     ] Saved forecast: ALGS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ALGS.txt
[2025-12-08T20:15:51.282024] [INFO ] [sig       ] [137/3624] Completed ALGS in 0.3s | 2.93 sym/s | Total: 46.8s | ETA: 19.8m
[2025-12-08T20:15:51.282066] [INFO ] [sig       ] [138/3624] Forecasting ALHC...
[2025-12-08T20:15:51.282094] [INFO ] [sig       ] Generating forecast for: ALHC
[2025-12-08T20:15:51.282124] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALHC' from 'https://tdm.silogroup.org/data/derivative_storage/ALHC.csv'.
[2025-12-08T20:15:51.299977] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALHC'.
[2025-12-08T20:15:51.300372] [INFO ] [FORECASTER] Starting predict_future for ALHC
[2025-12-08T20:15:51.301200] [DEBUG] [LOCAL     ] No optimal features file found for ALHC: ./output/feature-sets/ALHC.txt
[2025-12-08T20:15:51.301250] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:51.301281] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:51.301308] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:51.301364] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:51.359785] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:51.360709] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:51.360791] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:51.360824] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:51.479978] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:51.480132] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:51.480174] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:51.480203] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:51.483812] [DEBUG] [FORECASTER] ALHC: Forecast T+1@11:T+2@11: UP (p=62.00%)
[2025-12-08T20:15:51.484100] [INFO ] [FORECASTER] Completed predict_future for ALHC
[2025-12-08T20:15:51.484234] [INFO ] [sig       ] ALHC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:15:51.628535] [INFO ] [LOCAL     ] Saved forecast: ALHC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ALHC.txt
[2025-12-08T20:15:51.628741] [INFO ] [sig       ] [138/3624] Completed ALHC in 0.3s | 2.93 sym/s | Total: 47.1s | ETA: 19.8m
[2025-12-08T20:15:51.628798] [INFO ] [sig       ] [139/3624] Forecasting ALK...
[2025-12-08T20:15:51.628836] [INFO ] [sig       ] Generating forecast for: ALK
[2025-12-08T20:15:51.628867] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALK' from 'https://tdm.silogroup.org/data/derivative_storage/ALK.csv'.
[2025-12-08T20:15:51.641206] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALK'.
[2025-12-08T20:15:51.641622] [INFO ] [FORECASTER] Starting predict_future for ALK
[2025-12-08T20:15:51.642418] [DEBUG] [LOCAL     ] No optimal features file found for ALK: ./output/feature-sets/ALK.txt
[2025-12-08T20:15:51.642469] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:51.642500] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:51.642527] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:51.642599] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:51.700318] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:51.701193] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:51.701307] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:51.701342] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:51.825807] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:51.825957] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:51.825995] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:51.826027] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:51.829373] [DEBUG] [FORECASTER] ALK: Forecast T+1@11:T+2@11: DOWN (p=7.65%)
[2025-12-08T20:15:51.829665] [INFO ] [FORECASTER] Completed predict_future for ALK
[2025-12-08T20:15:51.829789] [INFO ] [sig       ] ALK: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:15:51.966889] [INFO ] [LOCAL     ] Saved forecast: ALK	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ALK.txt
[2025-12-08T20:15:51.967007] [INFO ] [sig       ] [139/3624] Completed ALK in 0.3s | 2.93 sym/s | Total: 47.5s | ETA: 19.8m
[2025-12-08T20:15:51.967050] [INFO ] [sig       ] [140/3624] Forecasting ALKS...
[2025-12-08T20:15:51.967081] [INFO ] [sig       ] Generating forecast for: ALKS
[2025-12-08T20:15:51.967110] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALKS' from 'https://tdm.silogroup.org/data/derivative_storage/ALKS.csv'.
[2025-12-08T20:15:51.979196] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALKS'.
[2025-12-08T20:15:51.979548] [INFO ] [FORECASTER] Starting predict_future for ALKS
[2025-12-08T20:15:51.980347] [DEBUG] [LOCAL     ] No optimal features file found for ALKS: ./output/feature-sets/ALKS.txt
[2025-12-08T20:15:51.980396] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:51.980427] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:51.980453] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:51.980508] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:52.036203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:52.036829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:52.036904] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:52.036935] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:52.152645] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:52.152792] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:52.152829] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:52.152857] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:52.156156] [DEBUG] [FORECASTER] ALKS: Forecast T+1@11:T+2@11: UP (p=96.83%)
[2025-12-08T20:15:52.156422] [INFO ] [FORECASTER] Completed predict_future for ALKS
[2025-12-08T20:15:52.156543] [INFO ] [sig       ] ALKS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:15:52.292936] [INFO ] [LOCAL     ] Saved forecast: ALKS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ALKS.txt
[2025-12-08T20:15:52.293049] [INFO ] [sig       ] [140/3624] Completed ALKS in 0.3s | 2.93 sym/s | Total: 47.8s | ETA: 19.8m
[2025-12-08T20:15:52.293087] [INFO ] [sig       ] [141/3624] Forecasting ALL...
[2025-12-08T20:15:52.293115] [INFO ] [sig       ] Generating forecast for: ALL
[2025-12-08T20:15:52.293144] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALL' from 'https://tdm.silogroup.org/data/derivative_storage/ALL.csv'.
[2025-12-08T20:15:52.305000] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALL'.
[2025-12-08T20:15:52.305348] [INFO ] [FORECASTER] Starting predict_future for ALL
[2025-12-08T20:15:52.306141] [DEBUG] [LOCAL     ] No optimal features file found for ALL: ./output/feature-sets/ALL.txt
[2025-12-08T20:15:52.306191] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:52.306221] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:52.306246] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:52.306301] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:52.365163] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:52.365919] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:52.366006] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:52.366038] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:52.486038] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:52.486182] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:52.486220] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:52.486248] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:52.489563] [DEBUG] [FORECASTER] ALL: Forecast T+1@11:T+2@11: UP (p=99.25%)
[2025-12-08T20:15:52.489852] [INFO ] [FORECASTER] Completed predict_future for ALL
[2025-12-08T20:15:52.489996] [INFO ] [sig       ] ALL: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:15:52.627530] [INFO ] [LOCAL     ] Saved forecast: ALL	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ALL.txt
[2025-12-08T20:15:52.627676] [INFO ] [sig       ] [141/3624] Completed ALL in 0.3s | 2.93 sym/s | Total: 48.1s | ETA: 19.8m
[2025-12-08T20:15:52.627716] [INFO ] [sig       ] [142/3624] Forecasting ALLE...
[2025-12-08T20:15:52.627745] [INFO ] [sig       ] Generating forecast for: ALLE
[2025-12-08T20:15:52.627775] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALLE' from 'https://tdm.silogroup.org/data/derivative_storage/ALLE.csv'.
[2025-12-08T20:15:52.639877] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALLE'.
[2025-12-08T20:15:52.640276] [INFO ] [FORECASTER] Starting predict_future for ALLE
[2025-12-08T20:15:52.641115] [DEBUG] [LOCAL     ] No optimal features file found for ALLE: ./output/feature-sets/ALLE.txt
[2025-12-08T20:15:52.641167] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:52.641200] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:52.641228] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:52.641284] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:52.697189] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:52.697862] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:52.697942] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:52.697974] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:52.815841] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:52.815987] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:52.816026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:52.816056] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:52.819691] [DEBUG] [FORECASTER] ALLE: Forecast T+1@11:T+2@11: DOWN (p=25.98%)
[2025-12-08T20:15:52.820012] [INFO ] [FORECASTER] Completed predict_future for ALLE
[2025-12-08T20:15:52.820152] [INFO ] [sig       ] ALLE: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:15:52.960191] [INFO ] [LOCAL     ] Saved forecast: ALLE	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ALLE.txt
[2025-12-08T20:15:52.960361] [INFO ] [sig       ] [142/3624] Completed ALLE in 0.3s | 2.93 sym/s | Total: 48.5s | ETA: 19.8m
[2025-12-08T20:15:52.960400] [INFO ] [sig       ] [143/3624] Forecasting ALLO...
[2025-12-08T20:15:52.960431] [INFO ] [sig       ] Generating forecast for: ALLO
[2025-12-08T20:15:52.960461] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALLO' from 'https://tdm.silogroup.org/data/derivative_storage/ALLO.csv'.
[2025-12-08T20:15:52.972086] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALLO'.
[2025-12-08T20:15:52.972440] [INFO ] [FORECASTER] Starting predict_future for ALLO
[2025-12-08T20:15:52.973245] [DEBUG] [LOCAL     ] No optimal features file found for ALLO: ./output/feature-sets/ALLO.txt
[2025-12-08T20:15:52.973295] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:52.973328] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:52.973355] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:52.973411] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:53.029903] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:53.030524] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:53.030634] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:53.030671] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:53.151386] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:53.151534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:53.151594] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:53.151652] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:53.155164] [DEBUG] [FORECASTER] ALLO: Forecast T+1@11:T+2@11: UP (p=87.01%)
[2025-12-08T20:15:53.155439] [INFO ] [FORECASTER] Completed predict_future for ALLO
[2025-12-08T20:15:53.155567] [INFO ] [sig       ] ALLO: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:15:53.305857] [INFO ] [LOCAL     ] Saved forecast: ALLO	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ALLO.txt
[2025-12-08T20:15:53.305982] [INFO ] [sig       ] [143/3624] Completed ALLO in 0.3s | 2.93 sym/s | Total: 48.8s | ETA: 19.8m
[2025-12-08T20:15:53.306020] [INFO ] [sig       ] [144/3624] Forecasting ALLY...
[2025-12-08T20:15:53.306050] [INFO ] [sig       ] Generating forecast for: ALLY
[2025-12-08T20:15:53.306079] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALLY' from 'https://tdm.silogroup.org/data/derivative_storage/ALLY.csv'.
[2025-12-08T20:15:53.318349] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALLY'.
[2025-12-08T20:15:53.318726] [INFO ] [FORECASTER] Starting predict_future for ALLY
[2025-12-08T20:15:53.319517] [DEBUG] [LOCAL     ] No optimal features file found for ALLY: ./output/feature-sets/ALLY.txt
[2025-12-08T20:15:53.319586] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:53.319620] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:53.319646] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:53.319700] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:53.377961] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:53.378623] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:53.378700] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:53.378733] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:53.503553] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:53.503725] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:53.503763] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:53.503791] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:53.507079] [DEBUG] [FORECASTER] ALLY: Forecast T+1@11:T+2@11: UP (p=50.24%)
[2025-12-08T20:15:53.507347] [INFO ] [FORECASTER] Completed predict_future for ALLY
[2025-12-08T20:15:53.507495] [INFO ] [sig       ] ALLY: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:15:53.654807] [INFO ] [LOCAL     ] Saved forecast: ALLY	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ALLY.txt
[2025-12-08T20:15:53.654967] [INFO ] [sig       ] [144/3624] Completed ALLY in 0.3s | 2.93 sym/s | Total: 49.2s | ETA: 19.8m
[2025-12-08T20:15:53.655008] [INFO ] [sig       ] [145/3624] Forecasting ALMS...
[2025-12-08T20:15:53.655040] [INFO ] [sig       ] Generating forecast for: ALMS
[2025-12-08T20:15:53.655071] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALMS' from 'https://tdm.silogroup.org/data/derivative_storage/ALMS.csv'.
[2025-12-08T20:15:53.667455] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALMS'.
[2025-12-08T20:15:53.667903] [INFO ] [FORECASTER] Starting predict_future for ALMS
[2025-12-08T20:15:53.668797] [DEBUG] [LOCAL     ] No optimal features file found for ALMS: ./output/feature-sets/ALMS.txt
[2025-12-08T20:15:53.668849] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:53.668883] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:53.668910] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:53.668967] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:53.727791] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:53.728743] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:53.729048] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:53.729085] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:53.864895] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:53.865057] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:53.865098] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:53.865127] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:53.868828] [DEBUG] [FORECASTER] ALMS: Forecast T+1@11:T+2@11: DOWN (p=42.18%)
[2025-12-08T20:15:53.869191] [INFO ] [FORECASTER] Completed predict_future for ALMS
[2025-12-08T20:15:53.869341] [INFO ] [sig       ] ALMS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:15:54.069227] [INFO ] [LOCAL     ] Saved forecast: ALMS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ALMS.txt
[2025-12-08T20:15:54.069419] [INFO ] [sig       ] [145/3624] Completed ALMS in 0.4s | 2.92 sym/s | Total: 49.6s | ETA: 19.8m
[2025-12-08T20:15:54.069467] [INFO ] [sig       ] [146/3624] Forecasting ALNY...
[2025-12-08T20:15:54.069498] [INFO ] [sig       ] Generating forecast for: ALNY
[2025-12-08T20:15:54.069528] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALNY' from 'https://tdm.silogroup.org/data/derivative_storage/ALNY.csv'.
[2025-12-08T20:15:54.085915] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALNY'.
[2025-12-08T20:15:54.086354] [INFO ] [FORECASTER] Starting predict_future for ALNY
[2025-12-08T20:15:54.087344] [DEBUG] [LOCAL     ] No optimal features file found for ALNY: ./output/feature-sets/ALNY.txt
[2025-12-08T20:15:54.087435] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:54.087499] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:54.087527] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:54.087612] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:54.158706] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:54.159976] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:54.160108] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:54.160154] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:54.338232] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:54.338424] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:54.338487] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:54.338538] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:54.343933] [DEBUG] [FORECASTER] ALNY: Forecast T+1@11:T+2@11: DOWN (p=10.92%)
[2025-12-08T20:15:54.344443] [INFO ] [FORECASTER] Completed predict_future for ALNY
[2025-12-08T20:15:54.344674] [INFO ] [sig       ] ALNY: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:15:54.550314] [INFO ] [LOCAL     ] Saved forecast: ALNY	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ALNY.txt
[2025-12-08T20:15:54.550531] [INFO ] [sig       ] [146/3624] Completed ALNY in 0.5s | 2.92 sym/s | Total: 50.1s | ETA: 19.9m
[2025-12-08T20:15:54.550608] [INFO ] [sig       ] [147/3624] Forecasting ALRM...
[2025-12-08T20:15:54.550650] [INFO ] [sig       ] Generating forecast for: ALRM
[2025-12-08T20:15:54.550688] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALRM' from 'https://tdm.silogroup.org/data/derivative_storage/ALRM.csv'.
[2025-12-08T20:15:54.567240] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALRM'.
[2025-12-08T20:15:54.567789] [INFO ] [FORECASTER] Starting predict_future for ALRM
[2025-12-08T20:15:54.568790] [DEBUG] [LOCAL     ] No optimal features file found for ALRM: ./output/feature-sets/ALRM.txt
[2025-12-08T20:15:54.568849] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:54.568897] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:54.568925] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:54.568983] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:54.646934] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:54.648059] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:54.648162] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:54.648198] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:54.812429] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:54.812623] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:54.812668] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:54.812700] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:54.816524] [DEBUG] [FORECASTER] ALRM: Forecast T+1@11:T+2@11: DOWN (p=1.89%)
[2025-12-08T20:15:54.816953] [INFO ] [FORECASTER] Completed predict_future for ALRM
[2025-12-08T20:15:54.817116] [INFO ] [sig       ] ALRM: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:15:54.986771] [INFO ] [LOCAL     ] Saved forecast: ALRM	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ALRM.txt
[2025-12-08T20:15:54.986952] [INFO ] [sig       ] [147/3624] Completed ALRM in 0.4s | 2.91 sym/s | Total: 50.5s | ETA: 19.9m
[2025-12-08T20:15:54.986995] [INFO ] [sig       ] [148/3624] Forecasting ALRS...
[2025-12-08T20:15:54.987028] [INFO ] [sig       ] Generating forecast for: ALRS
[2025-12-08T20:15:54.987060] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALRS' from 'https://tdm.silogroup.org/data/derivative_storage/ALRS.csv'.
[2025-12-08T20:15:55.000995] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALRS'.
[2025-12-08T20:15:55.001428] [INFO ] [FORECASTER] Starting predict_future for ALRS
[2025-12-08T20:15:55.002373] [DEBUG] [LOCAL     ] No optimal features file found for ALRS: ./output/feature-sets/ALRS.txt
[2025-12-08T20:15:55.002435] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:55.002470] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:55.002498] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:55.002556] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:55.066509] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:55.067687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:55.067788] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:55.067822] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:55.205760] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:55.205916] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:55.205956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:55.205984] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:55.209480] [DEBUG] [FORECASTER] ALRS: Forecast T+1@11:T+2@11: DOWN (p=5.52%)
[2025-12-08T20:15:55.209784] [INFO ] [FORECASTER] Completed predict_future for ALRS
[2025-12-08T20:15:55.209917] [INFO ] [sig       ] ALRS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:15:55.356327] [INFO ] [LOCAL     ] Saved forecast: ALRS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ALRS.txt
[2025-12-08T20:15:55.356503] [INFO ] [sig       ] [148/3624] Completed ALRS in 0.4s | 2.91 sym/s | Total: 50.9s | ETA: 19.9m
[2025-12-08T20:15:55.356545] [INFO ] [sig       ] [149/3624] Forecasting ALSN...
[2025-12-08T20:15:55.356593] [INFO ] [sig       ] Generating forecast for: ALSN
[2025-12-08T20:15:55.356632] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALSN' from 'https://tdm.silogroup.org/data/derivative_storage/ALSN.csv'.
[2025-12-08T20:15:55.370151] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALSN'.
[2025-12-08T20:15:55.370602] [INFO ] [FORECASTER] Starting predict_future for ALSN
[2025-12-08T20:15:55.371477] [DEBUG] [LOCAL     ] No optimal features file found for ALSN: ./output/feature-sets/ALSN.txt
[2025-12-08T20:15:55.371528] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:55.371560] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:55.371606] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:55.371663] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:55.433367] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:55.434319] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:55.434414] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:55.434450] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:55.559202] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:55.559369] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:55.559412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:55.559476] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:55.563108] [DEBUG] [FORECASTER] ALSN: Forecast T+1@11:T+2@11: DOWN (p=49.24%)
[2025-12-08T20:15:55.563410] [INFO ] [FORECASTER] Completed predict_future for ALSN
[2025-12-08T20:15:55.563553] [INFO ] [sig       ] ALSN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:15:55.716031] [INFO ] [LOCAL     ] Saved forecast: ALSN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ALSN.txt
[2025-12-08T20:15:55.716180] [INFO ] [sig       ] [149/3624] Completed ALSN in 0.4s | 2.91 sym/s | Total: 51.2s | ETA: 19.9m
[2025-12-08T20:15:55.716220] [INFO ] [sig       ] [150/3624] Forecasting ALTG...
[2025-12-08T20:15:55.716250] [INFO ] [sig       ] Generating forecast for: ALTG
[2025-12-08T20:15:55.716281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALTG' from 'https://tdm.silogroup.org/data/derivative_storage/ALTG.csv'.
[2025-12-08T20:15:55.730081] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALTG'.
[2025-12-08T20:15:55.730491] [INFO ] [FORECASTER] Starting predict_future for ALTG
[2025-12-08T20:15:55.731328] [DEBUG] [LOCAL     ] No optimal features file found for ALTG: ./output/feature-sets/ALTG.txt
[2025-12-08T20:15:55.731381] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:55.731413] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:55.731441] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:55.731499] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:55.792592] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:55.793376] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:55.793458] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:55.793492] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:55.921296] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:55.921472] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:55.921513] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:55.921542] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:55.925364] [DEBUG] [FORECASTER] ALTG: Forecast T+1@11:T+2@11: UP (p=87.99%)
[2025-12-08T20:15:55.925675] [INFO ] [FORECASTER] Completed predict_future for ALTG
[2025-12-08T20:15:55.925806] [INFO ] [sig       ] ALTG: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:15:56.075427] [INFO ] [LOCAL     ] Saved forecast: ALTG	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ALTG.txt
[2025-12-08T20:15:56.075634] [INFO ] [sig       ] [150/3624] Completed ALTG in 0.4s | 2.91 sym/s | Total: 51.6s | ETA: 19.9m
[2025-12-08T20:15:56.075715] [INFO ] [sig       ] [151/3624] Forecasting ALTI...
[2025-12-08T20:15:56.075773] [INFO ] [sig       ] Generating forecast for: ALTI
[2025-12-08T20:15:56.075818] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALTI' from 'https://tdm.silogroup.org/data/derivative_storage/ALTI.csv'.
[2025-12-08T20:15:56.088231] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALTI'.
[2025-12-08T20:15:56.088678] [INFO ] [FORECASTER] Starting predict_future for ALTI
[2025-12-08T20:15:56.089648] [DEBUG] [LOCAL     ] No optimal features file found for ALTI: ./output/feature-sets/ALTI.txt
[2025-12-08T20:15:56.089702] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:56.089735] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:56.089762] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:56.089833] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:56.151813] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:56.152774] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:56.152861] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:56.152895] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:56.280498] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:56.280678] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:56.280720] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:56.280751] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:56.284209] [DEBUG] [FORECASTER] ALTI: Forecast T+1@11:T+2@11: DOWN (p=4.03%)
[2025-12-08T20:15:56.284518] [INFO ] [FORECASTER] Completed predict_future for ALTI
[2025-12-08T20:15:56.284677] [INFO ] [sig       ] ALTI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:15:56.429906] [INFO ] [LOCAL     ] Saved forecast: ALTI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ALTI.txt
[2025-12-08T20:15:56.430065] [INFO ] [sig       ] [151/3624] Completed ALTI in 0.4s | 2.91 sym/s | Total: 51.9s | ETA: 19.9m
[2025-12-08T20:15:56.430108] [INFO ] [sig       ] [152/3624] Forecasting ALTS...
[2025-12-08T20:15:56.430137] [INFO ] [sig       ] Generating forecast for: ALTS
[2025-12-08T20:15:56.430169] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALTS' from 'https://tdm.silogroup.org/data/derivative_storage/ALTS.csv'.
[2025-12-08T20:15:56.442758] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALTS'.
[2025-12-08T20:15:56.443168] [INFO ] [FORECASTER] Starting predict_future for ALTS
[2025-12-08T20:15:56.444096] [DEBUG] [LOCAL     ] No optimal features file found for ALTS: ./output/feature-sets/ALTS.txt
[2025-12-08T20:15:56.444150] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:56.444184] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:56.444213] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:56.444271] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:56.503495] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:56.504382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:56.504471] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:56.504505] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:56.636154] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:56.636307] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:56.636346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:56.636374] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:56.639864] [DEBUG] [FORECASTER] ALTS: Forecast T+1@11:T+2@11: DOWN (p=1.10%)
[2025-12-08T20:15:56.640205] [INFO ] [FORECASTER] Completed predict_future for ALTS
[2025-12-08T20:15:56.640353] [INFO ] [sig       ] ALTS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:15:56.784601] [INFO ] [LOCAL     ] Saved forecast: ALTS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ALTS.txt
[2025-12-08T20:15:56.784761] [INFO ] [sig       ] [152/3624] Completed ALTS in 0.4s | 2.91 sym/s | Total: 52.3s | ETA: 19.9m
[2025-12-08T20:15:56.784802] [INFO ] [sig       ] [153/3624] Forecasting ALTY...
[2025-12-08T20:15:56.785019] [INFO ] [sig       ] Generating forecast for: ALTY
[2025-12-08T20:15:56.785049] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALTY' from 'https://tdm.silogroup.org/data/derivative_storage/ALTY.csv'.
[2025-12-08T20:15:56.798387] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALTY'.
[2025-12-08T20:15:56.798811] [INFO ] [FORECASTER] Starting predict_future for ALTY
[2025-12-08T20:15:56.800076] [DEBUG] [LOCAL     ] No optimal features file found for ALTY: ./output/feature-sets/ALTY.txt
[2025-12-08T20:15:56.800129] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:56.800162] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:56.800191] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:56.800249] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:56.862318] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:56.863202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:56.863285] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:56.863316] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:56.981962] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:56.982118] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:56.982167] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:56.982203] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:56.986473] [DEBUG] [FORECASTER] ALTY: Forecast T+1@11:T+2@11: UP (p=57.79%)
[2025-12-08T20:15:56.986850] [INFO ] [FORECASTER] Completed predict_future for ALTY
[2025-12-08T20:15:56.987177] [INFO ] [sig       ] ALTY: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:15:57.163618] [INFO ] [LOCAL     ] Saved forecast: ALTY	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ALTY.txt
[2025-12-08T20:15:57.163839] [INFO ] [sig       ] [153/3624] Completed ALTY in 0.4s | 2.91 sym/s | Total: 52.7s | ETA: 19.9m
[2025-12-08T20:15:57.163901] [INFO ] [sig       ] [154/3624] Forecasting ALVO...
[2025-12-08T20:15:57.163944] [INFO ] [sig       ] Generating forecast for: ALVO
[2025-12-08T20:15:57.163983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALVO' from 'https://tdm.silogroup.org/data/derivative_storage/ALVO.csv'.
[2025-12-08T20:15:57.179668] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALVO'.
[2025-12-08T20:15:57.180121] [INFO ] [FORECASTER] Starting predict_future for ALVO
[2025-12-08T20:15:57.181050] [DEBUG] [LOCAL     ] No optimal features file found for ALVO: ./output/feature-sets/ALVO.txt
[2025-12-08T20:15:57.181111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:57.181152] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:57.181190] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:57.181272] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:57.250752] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:57.251691] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:57.251775] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:57.251809] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:57.376400] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:57.376555] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:57.376614] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:57.376660] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:57.380932] [DEBUG] [FORECASTER] ALVO: Forecast T+1@11:T+2@11: DOWN (p=1.34%)
[2025-12-08T20:15:57.381218] [INFO ] [FORECASTER] Completed predict_future for ALVO
[2025-12-08T20:15:57.381352] [INFO ] [sig       ] ALVO: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:15:57.526292] [INFO ] [LOCAL     ] Saved forecast: ALVO	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ALVO.txt
[2025-12-08T20:15:57.526440] [INFO ] [sig       ] [154/3624] Completed ALVO in 0.4s | 2.90 sym/s | Total: 53.0s | ETA: 19.9m
[2025-12-08T20:15:57.526480] [INFO ] [sig       ] [155/3624] Forecasting ALX...
[2025-12-08T20:15:57.526509] [INFO ] [sig       ] Generating forecast for: ALX
[2025-12-08T20:15:57.526539] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALX' from 'https://tdm.silogroup.org/data/derivative_storage/ALX.csv'.
[2025-12-08T20:15:57.538231] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALX'.
[2025-12-08T20:15:57.538621] [INFO ] [FORECASTER] Starting predict_future for ALX
[2025-12-08T20:15:57.539449] [DEBUG] [LOCAL     ] No optimal features file found for ALX: ./output/feature-sets/ALX.txt
[2025-12-08T20:15:57.539502] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:57.539534] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:57.539560] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:57.539639] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:57.598548] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:57.599390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:57.599471] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:57.599504] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:57.714733] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:57.714894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:57.714934] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:57.714962] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:57.718428] [DEBUG] [FORECASTER] ALX: Forecast T+1@11:T+2@11: DOWN (p=45.90%)
[2025-12-08T20:15:57.718740] [INFO ] [FORECASTER] Completed predict_future for ALX
[2025-12-08T20:15:57.718873] [INFO ] [sig       ] ALX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:15:57.874900] [INFO ] [LOCAL     ] Saved forecast: ALX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ALX.txt
[2025-12-08T20:15:57.875057] [INFO ] [sig       ] [155/3624] Completed ALX in 0.3s | 2.90 sym/s | Total: 53.4s | ETA: 19.9m
[2025-12-08T20:15:57.875098] [INFO ] [sig       ] [156/3624] Forecasting ALXO...
[2025-12-08T20:15:57.875128] [INFO ] [sig       ] Generating forecast for: ALXO
[2025-12-08T20:15:57.875157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALXO' from 'https://tdm.silogroup.org/data/derivative_storage/ALXO.csv'.
[2025-12-08T20:15:57.887187] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALXO'.
[2025-12-08T20:15:57.887656] [INFO ] [FORECASTER] Starting predict_future for ALXO
[2025-12-08T20:15:57.888477] [DEBUG] [LOCAL     ] No optimal features file found for ALXO: ./output/feature-sets/ALXO.txt
[2025-12-08T20:15:57.888531] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:57.888564] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:57.888630] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:57.888695] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:57.947063] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:57.947961] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:57.948073] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:57.948122] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:58.073066] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:58.073219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:58.073261] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:58.073289] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:58.076803] [DEBUG] [FORECASTER] ALXO: Forecast T+1@11:T+2@11: UP (p=73.69%)
[2025-12-08T20:15:58.077117] [INFO ] [FORECASTER] Completed predict_future for ALXO
[2025-12-08T20:15:58.077265] [INFO ] [sig       ] ALXO: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:15:58.219555] [INFO ] [LOCAL     ] Saved forecast: ALXO	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ALXO.txt
[2025-12-08T20:15:58.219711] [INFO ] [sig       ] [156/3624] Completed ALXO in 0.3s | 2.90 sym/s | Total: 53.7s | ETA: 19.9m
[2025-12-08T20:15:58.219750] [INFO ] [sig       ] [157/3624] Forecasting ALZN...
[2025-12-08T20:15:58.219784] [INFO ] [sig       ] Generating forecast for: ALZN
[2025-12-08T20:15:58.219814] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALZN' from 'https://tdm.silogroup.org/data/derivative_storage/ALZN.csv'.
[2025-12-08T20:15:58.231959] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALZN'.
[2025-12-08T20:15:58.232364] [INFO ] [FORECASTER] Starting predict_future for ALZN
[2025-12-08T20:15:58.233183] [DEBUG] [LOCAL     ] No optimal features file found for ALZN: ./output/feature-sets/ALZN.txt
[2025-12-08T20:15:58.233234] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:58.233266] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:58.233293] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:58.233349] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:58.290570] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:58.291471] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:58.291552] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:58.291604] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:58.413724] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:58.413877] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:58.413919] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:58.413948] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:58.417525] [DEBUG] [FORECASTER] ALZN: Forecast T+1@11:T+2@11: UP (p=96.45%)
[2025-12-08T20:15:58.417842] [INFO ] [FORECASTER] Completed predict_future for ALZN
[2025-12-08T20:15:58.417985] [INFO ] [sig       ] ALZN: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:15:58.559118] [INFO ] [LOCAL     ] Saved forecast: ALZN	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ALZN.txt
[2025-12-08T20:15:58.559271] [INFO ] [sig       ] [157/3624] Completed ALZN in 0.3s | 2.90 sym/s | Total: 54.1s | ETA: 19.9m
[2025-12-08T20:15:58.559311] [INFO ] [sig       ] [158/3624] Forecasting AM...
[2025-12-08T20:15:58.559340] [INFO ] [sig       ] Generating forecast for: AM
[2025-12-08T20:15:58.559369] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AM' from 'https://tdm.silogroup.org/data/derivative_storage/AM.csv'.
[2025-12-08T20:15:58.571819] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AM'.
[2025-12-08T20:15:58.572212] [INFO ] [FORECASTER] Starting predict_future for AM
[2025-12-08T20:15:58.573081] [DEBUG] [LOCAL     ] No optimal features file found for AM: ./output/feature-sets/AM.txt
[2025-12-08T20:15:58.573133] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:58.573166] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:58.573192] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:58.573260] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:58.630625] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:58.631495] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:58.631605] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:58.631639] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:58.757250] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:58.757437] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:58.757480] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:58.757509] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:58.761246] [DEBUG] [FORECASTER] AM: Forecast T+1@11:T+2@11: UP (p=70.48%)
[2025-12-08T20:15:58.761637] [INFO ] [FORECASTER] Completed predict_future for AM
[2025-12-08T20:15:58.761787] [INFO ] [sig       ] AM: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:15:58.916499] [INFO ] [LOCAL     ] Saved forecast: AM	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/AM.txt
[2025-12-08T20:15:58.916667] [INFO ] [sig       ] [158/3624] Completed AM in 0.4s | 2.90 sym/s | Total: 54.4s | ETA: 19.9m
[2025-12-08T20:15:58.916710] [INFO ] [sig       ] [159/3624] Forecasting AMAL...
[2025-12-08T20:15:58.916738] [INFO ] [sig       ] Generating forecast for: AMAL
[2025-12-08T20:15:58.916769] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMAL' from 'https://tdm.silogroup.org/data/derivative_storage/AMAL.csv'.
[2025-12-08T20:15:58.928992] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMAL'.
[2025-12-08T20:15:58.929357] [INFO ] [FORECASTER] Starting predict_future for AMAL
[2025-12-08T20:15:58.930177] [DEBUG] [LOCAL     ] No optimal features file found for AMAL: ./output/feature-sets/AMAL.txt
[2025-12-08T20:15:58.930228] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:58.930261] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:58.930287] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:58.930343] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:58.990803] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:58.991665] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:58.991750] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:58.991784] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:59.111475] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:59.111675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:59.111737] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:59.111767] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:59.115356] [DEBUG] [FORECASTER] AMAL: Forecast T+1@11:T+2@11: DOWN (p=47.35%)
[2025-12-08T20:15:59.115693] [INFO ] [FORECASTER] Completed predict_future for AMAL
[2025-12-08T20:15:59.115862] [INFO ] [sig       ] AMAL: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:15:59.264680] [INFO ] [LOCAL     ] Saved forecast: AMAL	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/AMAL.txt
[2025-12-08T20:15:59.264858] [INFO ] [sig       ] [159/3624] Completed AMAL in 0.3s | 2.90 sym/s | Total: 54.8s | ETA: 19.9m
[2025-12-08T20:15:59.264900] [INFO ] [sig       ] [160/3624] Forecasting AMBA...
[2025-12-08T20:15:59.264931] [INFO ] [sig       ] Generating forecast for: AMBA
[2025-12-08T20:15:59.264960] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMBA' from 'https://tdm.silogroup.org/data/derivative_storage/AMBA.csv'.
[2025-12-08T20:15:59.276976] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMBA'.
[2025-12-08T20:15:59.277361] [INFO ] [FORECASTER] Starting predict_future for AMBA
[2025-12-08T20:15:59.278211] [DEBUG] [LOCAL     ] No optimal features file found for AMBA: ./output/feature-sets/AMBA.txt
[2025-12-08T20:15:59.278279] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:59.278321] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:59.278351] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:59.278409] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:59.337606] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:59.338473] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:59.338553] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:59.338607] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:59.466412] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:59.466557] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:59.466612] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:59.466641] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:59.470021] [DEBUG] [FORECASTER] AMBA: Forecast T+1@11:T+2@11: DOWN (p=42.18%)
[2025-12-08T20:15:59.470289] [INFO ] [FORECASTER] Completed predict_future for AMBA
[2025-12-08T20:15:59.470412] [INFO ] [sig       ] AMBA: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:15:59.629039] [INFO ] [LOCAL     ] Saved forecast: AMBA	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/AMBA.txt
[2025-12-08T20:15:59.629198] [INFO ] [sig       ] [160/3624] Completed AMBA in 0.4s | 2.90 sym/s | Total: 55.1s | ETA: 19.9m
[2025-12-08T20:15:59.629240] [INFO ] [sig       ] [161/3624] Forecasting AMBP...
[2025-12-08T20:15:59.629269] [INFO ] [sig       ] Generating forecast for: AMBP
[2025-12-08T20:15:59.629299] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMBP' from 'https://tdm.silogroup.org/data/derivative_storage/AMBP.csv'.
[2025-12-08T20:15:59.642066] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMBP'.
[2025-12-08T20:15:59.642464] [INFO ] [FORECASTER] Starting predict_future for AMBP
[2025-12-08T20:15:59.643356] [DEBUG] [LOCAL     ] No optimal features file found for AMBP: ./output/feature-sets/AMBP.txt
[2025-12-08T20:15:59.643410] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:59.643442] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:59.643469] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:59.643524] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:15:59.709767] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:15:59.710666] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:15:59.710750] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:15:59.710784] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:15:59.833547] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:15:59.833712] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:15:59.833752] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:15:59.833780] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:15:59.837115] [DEBUG] [FORECASTER] AMBP: Forecast T+1@11:T+2@11: DOWN (p=12.69%)
[2025-12-08T20:15:59.837426] [INFO ] [FORECASTER] Completed predict_future for AMBP
[2025-12-08T20:15:59.837562] [INFO ] [sig       ] AMBP: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:15:59.979364] [INFO ] [LOCAL     ] Saved forecast: AMBP	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/AMBP.txt
[2025-12-08T20:15:59.979520] [INFO ] [sig       ] [161/3624] Completed AMBP in 0.4s | 2.90 sym/s | Total: 55.5s | ETA: 19.9m
[2025-12-08T20:15:59.979561] [INFO ] [sig       ] [162/3624] Forecasting AMC...
[2025-12-08T20:15:59.979612] [INFO ] [sig       ] Generating forecast for: AMC
[2025-12-08T20:15:59.979642] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMC' from 'https://tdm.silogroup.org/data/derivative_storage/AMC.csv'.
[2025-12-08T20:15:59.991939] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMC'.
[2025-12-08T20:15:59.992319] [INFO ] [FORECASTER] Starting predict_future for AMC
[2025-12-08T20:15:59.993121] [DEBUG] [LOCAL     ] No optimal features file found for AMC: ./output/feature-sets/AMC.txt
[2025-12-08T20:15:59.993172] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:15:59.993203] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:15:59.993230] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:15:59.993285] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:00.056107] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:00.057135] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:00.057243] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:00.057283] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:00.191482] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:00.191647] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:00.191686] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:00.191715] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:00.195415] [DEBUG] [FORECASTER] AMC: Forecast T+1@11:T+2@11: UP (p=92.29%)
[2025-12-08T20:16:00.195717] [INFO ] [FORECASTER] Completed predict_future for AMC
[2025-12-08T20:16:00.195846] [INFO ] [sig       ] AMC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:16:00.333403] [INFO ] [LOCAL     ] Saved forecast: AMC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/AMC.txt
[2025-12-08T20:16:00.334299] [INFO ] [sig       ] [162/3624] Completed AMC in 0.4s | 2.90 sym/s | Total: 55.8s | ETA: 19.9m
[2025-12-08T20:16:00.334343] [INFO ] [sig       ] [163/3624] Forecasting AMCX...
[2025-12-08T20:16:00.334374] [INFO ] [sig       ] Generating forecast for: AMCX
[2025-12-08T20:16:00.334405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMCX' from 'https://tdm.silogroup.org/data/derivative_storage/AMCX.csv'.
[2025-12-08T20:16:00.346203] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMCX'.
[2025-12-08T20:16:00.346557] [INFO ] [FORECASTER] Starting predict_future for AMCX
[2025-12-08T20:16:00.347342] [DEBUG] [LOCAL     ] No optimal features file found for AMCX: ./output/feature-sets/AMCX.txt
[2025-12-08T20:16:00.347416] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:00.347473] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:00.347501] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:00.347557] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:00.403565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:00.404451] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:00.404538] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:00.404570] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:00.523366] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:00.523522] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:00.523561] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:00.523609] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:00.526937] [DEBUG] [FORECASTER] AMCX: Forecast T+1@11:T+2@11: UP (p=94.25%)
[2025-12-08T20:16:00.527216] [INFO ] [FORECASTER] Completed predict_future for AMCX
[2025-12-08T20:16:00.527345] [INFO ] [sig       ] AMCX: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:16:00.672342] [INFO ] [LOCAL     ] Saved forecast: AMCX	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/AMCX.txt
[2025-12-08T20:16:00.672501] [INFO ] [sig       ] [163/3624] Completed AMCX in 0.3s | 2.90 sym/s | Total: 56.2s | ETA: 19.9m
[2025-12-08T20:16:00.672542] [INFO ] [sig       ] [164/3624] Forecasting AMD...
[2025-12-08T20:16:00.672594] [INFO ] [sig       ] Generating forecast for: AMD
[2025-12-08T20:16:00.672628] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMD' from 'https://tdm.silogroup.org/data/derivative_storage/AMD.csv'.
[2025-12-08T20:16:00.685145] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMD'.
[2025-12-08T20:16:00.685554] [INFO ] [FORECASTER] Starting predict_future for AMD
[2025-12-08T20:16:00.686363] [DEBUG] [LOCAL     ] No optimal features file found for AMD: ./output/feature-sets/AMD.txt
[2025-12-08T20:16:00.686414] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:00.686445] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:00.686471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:00.686527] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:00.745418] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:00.746329] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:00.746413] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:00.746446] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:00.872912] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:00.873074] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:00.873115] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:00.873144] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:00.876691] [DEBUG] [FORECASTER] AMD: Forecast T+1@11:T+2@11: DOWN (p=40.00%)
[2025-12-08T20:16:00.876993] [INFO ] [FORECASTER] Completed predict_future for AMD
[2025-12-08T20:16:00.877131] [INFO ] [sig       ] AMD: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:16:01.029983] [INFO ] [LOCAL     ] Saved forecast: AMD	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/AMD.txt
[2025-12-08T20:16:01.030146] [INFO ] [sig       ] [164/3624] Completed AMD in 0.4s | 2.90 sym/s | Total: 56.5s | ETA: 19.9m
[2025-12-08T20:16:01.030186] [INFO ] [sig       ] [165/3624] Forecasting AMDL...
[2025-12-08T20:16:01.030217] [INFO ] [sig       ] Generating forecast for: AMDL
[2025-12-08T20:16:01.030249] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMDL' from 'https://tdm.silogroup.org/data/derivative_storage/AMDL.csv'.
[2025-12-08T20:16:01.043410] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMDL'.
[2025-12-08T20:16:01.043860] [INFO ] [FORECASTER] Starting predict_future for AMDL
[2025-12-08T20:16:01.044734] [DEBUG] [LOCAL     ] No optimal features file found for AMDL: ./output/feature-sets/AMDL.txt
[2025-12-08T20:16:01.044787] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:01.044821] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:01.044848] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:01.044904] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:01.106020] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:01.106886] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:01.106971] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:01.107005] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:01.235260] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:01.235415] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:01.235455] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:01.235507] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:01.239037] [DEBUG] [FORECASTER] AMDL: Forecast T+1@11:T+2@11: DOWN (p=5.70%)
[2025-12-08T20:16:01.239350] [INFO ] [FORECASTER] Completed predict_future for AMDL
[2025-12-08T20:16:01.239484] [INFO ] [sig       ] AMDL: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:16:01.390299] [INFO ] [LOCAL     ] Saved forecast: AMDL	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/AMDL.txt
[2025-12-08T20:16:01.390451] [INFO ] [sig       ] [165/3624] Completed AMDL in 0.4s | 2.90 sym/s | Total: 56.9s | ETA: 19.9m
[2025-12-08T20:16:01.390490] [INFO ] [sig       ] [166/3624] Forecasting AME...
[2025-12-08T20:16:01.390520] [INFO ] [sig       ] Generating forecast for: AME
[2025-12-08T20:16:01.390553] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AME' from 'https://tdm.silogroup.org/data/derivative_storage/AME.csv'.
[2025-12-08T20:16:01.403306] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AME'.
[2025-12-08T20:16:01.403707] [INFO ] [FORECASTER] Starting predict_future for AME
[2025-12-08T20:16:01.404616] [DEBUG] [LOCAL     ] No optimal features file found for AME: ./output/feature-sets/AME.txt
[2025-12-08T20:16:01.404672] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:01.404703] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:01.404729] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:01.404802] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:01.473174] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:01.474360] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:01.474514] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:01.474563] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:01.608007] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:01.608179] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:01.608220] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:01.608279] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:01.611673] [DEBUG] [FORECASTER] AME: Forecast T+1@11:T+2@11: DOWN (p=27.59%)
[2025-12-08T20:16:01.611939] [INFO ] [FORECASTER] Completed predict_future for AME
[2025-12-08T20:16:01.612068] [INFO ] [sig       ] AME: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:16:01.755897] [INFO ] [LOCAL     ] Saved forecast: AME	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/AME.txt
[2025-12-08T20:16:01.756060] [INFO ] [sig       ] [166/3624] Completed AME in 0.4s | 2.90 sym/s | Total: 57.3s | ETA: 19.9m
[2025-12-08T20:16:01.756101] [INFO ] [sig       ] [167/3624] Forecasting AMG...
[2025-12-08T20:16:01.756129] [INFO ] [sig       ] Generating forecast for: AMG
[2025-12-08T20:16:01.756158] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMG' from 'https://tdm.silogroup.org/data/derivative_storage/AMG.csv'.
[2025-12-08T20:16:01.769847] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMG'.
[2025-12-08T20:16:01.770269] [INFO ] [FORECASTER] Starting predict_future for AMG
[2025-12-08T20:16:01.771168] [DEBUG] [LOCAL     ] No optimal features file found for AMG: ./output/feature-sets/AMG.txt
[2025-12-08T20:16:01.771222] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:01.771253] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:01.771278] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:01.771333] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:01.829369] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:01.830329] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:01.830423] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:01.830460] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:01.961529] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:01.961752] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:01.961809] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:01.961845] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:01.966877] [DEBUG] [FORECASTER] AMG: Forecast T+1@11:T+2@11: DOWN (p=7.13%)
[2025-12-08T20:16:01.967558] [INFO ] [FORECASTER] Completed predict_future for AMG
[2025-12-08T20:16:01.967743] [INFO ] [sig       ] AMG: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:16:02.113342] [INFO ] [LOCAL     ] Saved forecast: AMG	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/AMG.txt
[2025-12-08T20:16:02.113505] [INFO ] [sig       ] [167/3624] Completed AMG in 0.4s | 2.90 sym/s | Total: 57.6s | ETA: 19.9m
[2025-12-08T20:16:02.113546] [INFO ] [sig       ] [168/3624] Forecasting AMGN...
[2025-12-08T20:16:02.113599] [INFO ] [sig       ] Generating forecast for: AMGN
[2025-12-08T20:16:02.113630] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMGN' from 'https://tdm.silogroup.org/data/derivative_storage/AMGN.csv'.
[2025-12-08T20:16:02.128251] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMGN'.
[2025-12-08T20:16:02.128771] [INFO ] [FORECASTER] Starting predict_future for AMGN
[2025-12-08T20:16:02.129767] [DEBUG] [LOCAL     ] No optimal features file found for AMGN: ./output/feature-sets/AMGN.txt
[2025-12-08T20:16:02.129821] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:02.129854] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:02.129883] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:02.129941] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:02.194171] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:02.195108] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:02.195196] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:02.195231] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:02.322686] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:02.322848] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:02.322887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:02.322916] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:02.326301] [DEBUG] [FORECASTER] AMGN: Forecast T+1@11:T+2@11: UP (p=61.88%)
[2025-12-08T20:16:02.326604] [INFO ] [FORECASTER] Completed predict_future for AMGN
[2025-12-08T20:16:02.326738] [INFO ] [sig       ] AMGN: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:16:02.474247] [INFO ] [LOCAL     ] Saved forecast: AMGN	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/AMGN.txt
[2025-12-08T20:16:02.474420] [INFO ] [sig       ] [168/3624] Completed AMGN in 0.4s | 2.90 sym/s | Total: 58.0s | ETA: 19.9m
[2025-12-08T20:16:02.474465] [INFO ] [sig       ] [169/3624] Forecasting AMH...
[2025-12-08T20:16:02.474495] [INFO ] [sig       ] Generating forecast for: AMH
[2025-12-08T20:16:02.474526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMH' from 'https://tdm.silogroup.org/data/derivative_storage/AMH.csv'.
[2025-12-08T20:16:02.490498] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMH'.
[2025-12-08T20:16:02.491019] [INFO ] [FORECASTER] Starting predict_future for AMH
[2025-12-08T20:16:02.492072] [DEBUG] [LOCAL     ] No optimal features file found for AMH: ./output/feature-sets/AMH.txt
[2025-12-08T20:16:02.492135] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:02.492184] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:02.492225] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:02.492303] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:02.559426] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:02.560303] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:02.560388] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:02.560421] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:02.679424] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:02.679630] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:02.679673] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:02.679702] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:02.683360] [DEBUG] [FORECASTER] AMH: Forecast T+1@11:T+2@11: DOWN (p=12.20%)
[2025-12-08T20:16:02.683672] [INFO ] [FORECASTER] Completed predict_future for AMH
[2025-12-08T20:16:02.683809] [INFO ] [sig       ] AMH: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:16:02.845277] [INFO ] [LOCAL     ] Saved forecast: AMH	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/AMH.txt
[2025-12-08T20:16:02.845434] [INFO ] [sig       ] [169/3624] Completed AMH in 0.4s | 2.90 sym/s | Total: 58.3s | ETA: 19.9m
[2025-12-08T20:16:02.845477] [INFO ] [sig       ] [170/3624] Forecasting AMLX...
[2025-12-08T20:16:02.845507] [INFO ] [sig       ] Generating forecast for: AMLX
[2025-12-08T20:16:02.845536] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMLX' from 'https://tdm.silogroup.org/data/derivative_storage/AMLX.csv'.
[2025-12-08T20:16:02.866634] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMLX'.
[2025-12-08T20:16:02.867608] [INFO ] [FORECASTER] Starting predict_future for AMLX
[2025-12-08T20:16:02.869605] [DEBUG] [LOCAL     ] No optimal features file found for AMLX: ./output/feature-sets/AMLX.txt
[2025-12-08T20:16:02.869705] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:02.869763] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:02.869812] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:02.869910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:02.954328] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:02.956139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:02.956283] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:02.956341] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:03.099304] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:03.099548] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:03.099621] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:03.099653] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:03.104342] [DEBUG] [FORECASTER] AMLX: Forecast T+1@11:T+2@11: DOWN (p=49.20%)
[2025-12-08T20:16:03.104855] [INFO ] [FORECASTER] Completed predict_future for AMLX
[2025-12-08T20:16:03.105034] [INFO ] [sig       ] AMLX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:16:03.266600] [INFO ] [LOCAL     ] Saved forecast: AMLX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/AMLX.txt
[2025-12-08T20:16:03.266830] [INFO ] [sig       ] [170/3624] Completed AMLX in 0.4s | 2.89 sym/s | Total: 58.8s | ETA: 19.9m
[2025-12-08T20:16:03.266876] [INFO ] [sig       ] [171/3624] Forecasting AMN...
[2025-12-08T20:16:03.266905] [INFO ] [sig       ] Generating forecast for: AMN
[2025-12-08T20:16:03.266938] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMN' from 'https://tdm.silogroup.org/data/derivative_storage/AMN.csv'.
[2025-12-08T20:16:03.283706] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMN'.
[2025-12-08T20:16:03.284501] [INFO ] [FORECASTER] Starting predict_future for AMN
[2025-12-08T20:16:03.285788] [DEBUG] [LOCAL     ] No optimal features file found for AMN: ./output/feature-sets/AMN.txt
[2025-12-08T20:16:03.285873] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:03.285931] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:03.285961] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:03.286025] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:03.347626] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:03.348809] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:03.348914] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:03.348948] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:03.484631] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:03.484867] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:03.484912] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:03.484941] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:03.489441] [DEBUG] [FORECASTER] AMN: Forecast T+1@11:T+2@11: UP (p=70.38%)
[2025-12-08T20:16:03.489791] [INFO ] [FORECASTER] Completed predict_future for AMN
[2025-12-08T20:16:03.490131] [INFO ] [sig       ] AMN: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:16:03.631825] [INFO ] [LOCAL     ] Saved forecast: AMN	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/AMN.txt
[2025-12-08T20:16:03.631998] [INFO ] [sig       ] [171/3624] Completed AMN in 0.4s | 2.89 sym/s | Total: 59.1s | ETA: 19.9m
[2025-12-08T20:16:03.632041] [INFO ] [sig       ] [172/3624] Forecasting AMP...
[2025-12-08T20:16:03.632070] [INFO ] [sig       ] Generating forecast for: AMP
[2025-12-08T20:16:03.632103] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMP' from 'https://tdm.silogroup.org/data/derivative_storage/AMP.csv'.
[2025-12-08T20:16:03.649972] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMP'.
[2025-12-08T20:16:03.650652] [INFO ] [FORECASTER] Starting predict_future for AMP
[2025-12-08T20:16:03.651794] [DEBUG] [LOCAL     ] No optimal features file found for AMP: ./output/feature-sets/AMP.txt
[2025-12-08T20:16:03.651861] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:03.651907] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:03.651948] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:03.652032] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:03.717866] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:03.718862] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:03.718960] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:03.718996] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:03.847331] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:03.847522] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:03.847564] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:03.847622] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:03.851751] [DEBUG] [FORECASTER] AMP: Forecast T+1@11:T+2@11: UP (p=77.24%)
[2025-12-08T20:16:03.852138] [INFO ] [FORECASTER] Completed predict_future for AMP
[2025-12-08T20:16:03.852321] [INFO ] [sig       ] AMP: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:16:04.014157] [INFO ] [LOCAL     ] Saved forecast: AMP	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/AMP.txt
[2025-12-08T20:16:04.014317] [INFO ] [sig       ] [172/3624] Completed AMP in 0.4s | 2.89 sym/s | Total: 59.5s | ETA: 19.9m
[2025-12-08T20:16:04.014361] [INFO ] [sig       ] [173/3624] Forecasting AMPG...
[2025-12-08T20:16:04.014402] [INFO ] [sig       ] Generating forecast for: AMPG
[2025-12-08T20:16:04.014442] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMPG' from 'https://tdm.silogroup.org/data/derivative_storage/AMPG.csv'.
[2025-12-08T20:16:04.029367] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMPG'.
[2025-12-08T20:16:04.029832] [INFO ] [FORECASTER] Starting predict_future for AMPG
[2025-12-08T20:16:04.030775] [DEBUG] [LOCAL     ] No optimal features file found for AMPG: ./output/feature-sets/AMPG.txt
[2025-12-08T20:16:04.030828] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:04.030861] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:04.030891] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:04.030948] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:04.099804] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:04.100797] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:04.100941] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:04.100979] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:04.230744] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:04.230909] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:04.230949] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:04.230978] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:04.234919] [DEBUG] [FORECASTER] AMPG: Forecast T+1@11:T+2@11: DOWN (p=1.28%)
[2025-12-08T20:16:04.235252] [INFO ] [FORECASTER] Completed predict_future for AMPG
[2025-12-08T20:16:04.235405] [INFO ] [sig       ] AMPG: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:16:04.389815] [INFO ] [LOCAL     ] Saved forecast: AMPG	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/AMPG.txt
[2025-12-08T20:16:04.389979] [INFO ] [sig       ] [173/3624] Completed AMPG in 0.4s | 2.89 sym/s | Total: 59.9s | ETA: 19.9m
[2025-12-08T20:16:04.390022] [INFO ] [sig       ] [174/3624] Forecasting AMPH...
[2025-12-08T20:16:04.390051] [INFO ] [sig       ] Generating forecast for: AMPH
[2025-12-08T20:16:04.390081] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMPH' from 'https://tdm.silogroup.org/data/derivative_storage/AMPH.csv'.
[2025-12-08T20:16:04.404930] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMPH'.
[2025-12-08T20:16:04.405355] [INFO ] [FORECASTER] Starting predict_future for AMPH
[2025-12-08T20:16:04.406401] [DEBUG] [LOCAL     ] No optimal features file found for AMPH: ./output/feature-sets/AMPH.txt
[2025-12-08T20:16:04.406453] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:04.406484] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:04.406510] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:04.406567] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:04.464970] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:04.465912] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:04.466012] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:04.466046] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:04.591208] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:04.591369] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:04.591409] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:04.591438] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:04.594978] [DEBUG] [FORECASTER] AMPH: Forecast T+1@11:T+2@11: DOWN (p=28.57%)
[2025-12-08T20:16:04.595282] [INFO ] [FORECASTER] Completed predict_future for AMPH
[2025-12-08T20:16:04.595421] [INFO ] [sig       ] AMPH: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:16:04.736525] [INFO ] [LOCAL     ] Saved forecast: AMPH	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/AMPH.txt
[2025-12-08T20:16:04.736699] [INFO ] [sig       ] [174/3624] Completed AMPH in 0.3s | 2.89 sym/s | Total: 1.0m | ETA: 19.9m
[2025-12-08T20:16:04.736746] [INFO ] [sig       ] [175/3624] Forecasting AMPL...
[2025-12-08T20:16:04.736776] [INFO ] [sig       ] Generating forecast for: AMPL
[2025-12-08T20:16:04.736806] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMPL' from 'https://tdm.silogroup.org/data/derivative_storage/AMPL.csv'.
[2025-12-08T20:16:04.749640] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMPL'.
[2025-12-08T20:16:04.750025] [INFO ] [FORECASTER] Starting predict_future for AMPL
[2025-12-08T20:16:04.750845] [DEBUG] [LOCAL     ] No optimal features file found for AMPL: ./output/feature-sets/AMPL.txt
[2025-12-08T20:16:04.750895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:04.750926] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:04.750951] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:04.751007] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:04.807612] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:04.808457] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:04.808542] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:04.808596] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:04.924534] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:04.924709] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:04.924749] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:04.924777] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:04.928153] [DEBUG] [FORECASTER] AMPL: Forecast T+1@11:T+2@11: UP (p=79.05%)
[2025-12-08T20:16:04.928428] [INFO ] [FORECASTER] Completed predict_future for AMPL
[2025-12-08T20:16:04.928560] [INFO ] [sig       ] AMPL: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:16:05.070946] [INFO ] [LOCAL     ] Saved forecast: AMPL	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/AMPL.txt
[2025-12-08T20:16:05.071110] [INFO ] [sig       ] [175/3624] Completed AMPL in 0.3s | 2.89 sym/s | Total: 1.0m | ETA: 19.9m
[2025-12-08T20:16:05.071153] [INFO ] [sig       ] [176/3624] Forecasting AMPX...
[2025-12-08T20:16:05.071183] [INFO ] [sig       ] Generating forecast for: AMPX
[2025-12-08T20:16:05.071214] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMPX' from 'https://tdm.silogroup.org/data/derivative_storage/AMPX.csv'.
[2025-12-08T20:16:05.083798] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMPX'.
[2025-12-08T20:16:05.084187] [INFO ] [FORECASTER] Starting predict_future for AMPX
[2025-12-08T20:16:05.084996] [DEBUG] [LOCAL     ] No optimal features file found for AMPX: ./output/feature-sets/AMPX.txt
[2025-12-08T20:16:05.085048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:05.085081] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:05.085108] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:05.085164] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:05.140857] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:05.141734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:05.141817] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:05.141850] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:05.261991] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:05.262146] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:05.262185] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:05.262214] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:05.265515] [DEBUG] [FORECASTER] AMPX: Forecast T+1@11:T+2@11: UP (p=58.93%)
[2025-12-08T20:16:05.265802] [INFO ] [FORECASTER] Completed predict_future for AMPX
[2025-12-08T20:16:05.265945] [INFO ] [sig       ] AMPX: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:16:05.403954] [INFO ] [LOCAL     ] Saved forecast: AMPX	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/AMPX.txt
[2025-12-08T20:16:05.404126] [INFO ] [sig       ] [176/3624] Completed AMPX in 0.3s | 2.89 sym/s | Total: 1.0m | ETA: 19.9m
[2025-12-08T20:16:05.404165] [INFO ] [sig       ] [177/3624] Forecasting AMRC...
[2025-12-08T20:16:05.404194] [INFO ] [sig       ] Generating forecast for: AMRC
[2025-12-08T20:16:05.404224] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMRC' from 'https://tdm.silogroup.org/data/derivative_storage/AMRC.csv'.
[2025-12-08T20:16:05.417134] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMRC'.
[2025-12-08T20:16:05.417585] [INFO ] [FORECASTER] Starting predict_future for AMRC
[2025-12-08T20:16:05.418381] [DEBUG] [LOCAL     ] No optimal features file found for AMRC: ./output/feature-sets/AMRC.txt
[2025-12-08T20:16:05.418430] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:05.418462] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:05.418489] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:05.418545] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:05.474056] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:05.474785] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:05.474864] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:05.474895] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:05.597934] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:05.598090] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:05.598128] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:05.598155] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:05.601521] [DEBUG] [FORECASTER] AMRC: Forecast T+1@11:T+2@11: UP (p=95.91%)
[2025-12-08T20:16:05.601813] [INFO ] [FORECASTER] Completed predict_future for AMRC
[2025-12-08T20:16:05.601942] [INFO ] [sig       ] AMRC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:16:05.743489] [INFO ] [LOCAL     ] Saved forecast: AMRC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/AMRC.txt
[2025-12-08T20:16:05.743664] [INFO ] [sig       ] [177/3624] Completed AMRC in 0.3s | 2.89 sym/s | Total: 1.0m | ETA: 19.9m
[2025-12-08T20:16:05.743712] [INFO ] [sig       ] [178/3624] Forecasting AMRN...
[2025-12-08T20:16:05.743744] [INFO ] [sig       ] Generating forecast for: AMRN
[2025-12-08T20:16:05.743775] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMRN' from 'https://tdm.silogroup.org/data/derivative_storage/AMRN.csv'.
[2025-12-08T20:16:05.756501] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMRN'.
[2025-12-08T20:16:05.756912] [INFO ] [FORECASTER] Starting predict_future for AMRN
[2025-12-08T20:16:05.757748] [DEBUG] [LOCAL     ] No optimal features file found for AMRN: ./output/feature-sets/AMRN.txt
[2025-12-08T20:16:05.757799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:05.757830] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:05.757857] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:05.757913] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:05.815701] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:05.816535] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:05.816637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:05.816671] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:05.941671] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:05.941830] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:05.941887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:05.941918] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:05.945351] [DEBUG] [FORECASTER] AMRN: Forecast T+1@11:T+2@11: UP (p=61.24%)
[2025-12-08T20:16:05.945659] [INFO ] [FORECASTER] Completed predict_future for AMRN
[2025-12-08T20:16:05.945793] [INFO ] [sig       ] AMRN: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:16:06.085042] [INFO ] [LOCAL     ] Saved forecast: AMRN	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/AMRN.txt
[2025-12-08T20:16:06.085198] [INFO ] [sig       ] [178/3624] Completed AMRN in 0.3s | 2.89 sym/s | Total: 1.0m | ETA: 19.9m
[2025-12-08T20:16:06.085241] [INFO ] [sig       ] [179/3624] Forecasting AMRX...
[2025-12-08T20:16:06.085270] [INFO ] [sig       ] Generating forecast for: AMRX
[2025-12-08T20:16:06.085300] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMRX' from 'https://tdm.silogroup.org/data/derivative_storage/AMRX.csv'.
[2025-12-08T20:16:06.097839] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMRX'.
[2025-12-08T20:16:06.098248] [INFO ] [FORECASTER] Starting predict_future for AMRX
[2025-12-08T20:16:06.099081] [DEBUG] [LOCAL     ] No optimal features file found for AMRX: ./output/feature-sets/AMRX.txt
[2025-12-08T20:16:06.099132] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:06.099164] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:06.099190] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:06.099245] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:06.155397] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:06.156300] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:06.156383] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:06.156415] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:06.277062] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:06.277223] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:06.277262] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:06.277291] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:06.280742] [DEBUG] [FORECASTER] AMRX: Forecast T+1@11:T+2@11: UP (p=93.06%)
[2025-12-08T20:16:06.281017] [INFO ] [FORECASTER] Completed predict_future for AMRX
[2025-12-08T20:16:06.281148] [INFO ] [sig       ] AMRX: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:16:06.424906] [INFO ] [LOCAL     ] Saved forecast: AMRX	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/AMRX.txt
[2025-12-08T20:16:06.425065] [INFO ] [sig       ] [179/3624] Completed AMRX in 0.3s | 2.89 sym/s | Total: 1.0m | ETA: 19.9m
[2025-12-08T20:16:06.425104] [INFO ] [sig       ] [180/3624] Forecasting AMSC...
[2025-12-08T20:16:06.425142] [INFO ] [sig       ] Generating forecast for: AMSC
[2025-12-08T20:16:06.425172] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMSC' from 'https://tdm.silogroup.org/data/derivative_storage/AMSC.csv'.
[2025-12-08T20:16:06.437666] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMSC'.
[2025-12-08T20:16:06.438062] [INFO ] [FORECASTER] Starting predict_future for AMSC
[2025-12-08T20:16:06.438896] [DEBUG] [LOCAL     ] No optimal features file found for AMSC: ./output/feature-sets/AMSC.txt
[2025-12-08T20:16:06.438948] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:06.439008] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:06.439041] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:06.439099] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:06.496112] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:06.497033] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:06.497137] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:06.497171] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:06.621273] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:06.621425] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:06.621463] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:06.621491] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:06.624833] [DEBUG] [FORECASTER] AMSC: Forecast T+1@11:T+2@11: UP (p=60.10%)
[2025-12-08T20:16:06.625109] [INFO ] [FORECASTER] Completed predict_future for AMSC
[2025-12-08T20:16:06.625237] [INFO ] [sig       ] AMSC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:16:06.765478] [INFO ] [LOCAL     ] Saved forecast: AMSC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/AMSC.txt
[2025-12-08T20:16:06.765653] [INFO ] [sig       ] [180/3624] Completed AMSC in 0.3s | 2.89 sym/s | Total: 1.0m | ETA: 19.9m
[2025-12-08T20:16:06.765697] [INFO ] [sig       ] [181/3624] Forecasting AMSF...
[2025-12-08T20:16:06.765727] [INFO ] [sig       ] Generating forecast for: AMSF
[2025-12-08T20:16:06.765757] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMSF' from 'https://tdm.silogroup.org/data/derivative_storage/AMSF.csv'.
[2025-12-08T20:16:06.777992] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMSF'.
[2025-12-08T20:16:06.778365] [INFO ] [FORECASTER] Starting predict_future for AMSF
[2025-12-08T20:16:06.779188] [DEBUG] [LOCAL     ] No optimal features file found for AMSF: ./output/feature-sets/AMSF.txt
[2025-12-08T20:16:06.779240] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:06.779273] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:06.779301] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:06.779357] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:06.837265] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:06.838101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:06.838184] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:06.838217] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:06.957472] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:06.957638] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:06.957681] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:06.957710] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:06.961063] [DEBUG] [FORECASTER] AMSF: Forecast T+1@11:T+2@11: DOWN (p=1.00%)
[2025-12-08T20:16:06.961333] [INFO ] [FORECASTER] Completed predict_future for AMSF
[2025-12-08T20:16:06.961457] [INFO ] [sig       ] AMSF: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:16:07.102565] [INFO ] [LOCAL     ] Saved forecast: AMSF	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/AMSF.txt
[2025-12-08T20:16:07.102717] [INFO ] [sig       ] [181/3624] Completed AMSF in 0.3s | 2.89 sym/s | Total: 1.0m | ETA: 19.8m
[2025-12-08T20:16:07.102756] [INFO ] [sig       ] [182/3624] Forecasting AMTB...
[2025-12-08T20:16:07.102786] [INFO ] [sig       ] Generating forecast for: AMTB
[2025-12-08T20:16:07.102815] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMTB' from 'https://tdm.silogroup.org/data/derivative_storage/AMTB.csv'.
[2025-12-08T20:16:07.114926] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMTB'.
[2025-12-08T20:16:07.115293] [INFO ] [FORECASTER] Starting predict_future for AMTB
[2025-12-08T20:16:07.116123] [DEBUG] [LOCAL     ] No optimal features file found for AMTB: ./output/feature-sets/AMTB.txt
[2025-12-08T20:16:07.116175] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:07.116218] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:07.116247] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:07.116304] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:07.174629] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:07.175441] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:07.175522] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:07.175555] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:07.296515] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:07.296681] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:07.296719] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:07.296747] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:07.300177] [DEBUG] [FORECASTER] AMTB: Forecast T+1@11:T+2@11: UP (p=58.37%)
[2025-12-08T20:16:07.300457] [INFO ] [FORECASTER] Completed predict_future for AMTB
[2025-12-08T20:16:07.300619] [INFO ] [sig       ] AMTB: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:16:07.440284] [INFO ] [LOCAL     ] Saved forecast: AMTB	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/AMTB.txt
[2025-12-08T20:16:07.440405] [INFO ] [sig       ] [182/3624] Completed AMTB in 0.3s | 2.89 sym/s | Total: 1.0m | ETA: 19.8m
[2025-12-08T20:16:07.440445] [INFO ] [sig       ] [183/3624] Forecasting AMTX...
[2025-12-08T20:16:07.440473] [INFO ] [sig       ] Generating forecast for: AMTX
[2025-12-08T20:16:07.440503] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMTX' from 'https://tdm.silogroup.org/data/derivative_storage/AMTX.csv'.
[2025-12-08T20:16:07.452647] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMTX'.
[2025-12-08T20:16:07.453018] [INFO ] [FORECASTER] Starting predict_future for AMTX
[2025-12-08T20:16:07.453847] [DEBUG] [LOCAL     ] No optimal features file found for AMTX: ./output/feature-sets/AMTX.txt
[2025-12-08T20:16:07.453898] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:07.453931] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:07.453959] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:07.454017] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:07.512918] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:07.513656] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:07.513735] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:07.513768] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:07.633993] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:07.634140] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:07.634178] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:07.634238] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:07.637699] [DEBUG] [FORECASTER] AMTX: Forecast T+1@11:T+2@11: UP (p=97.59%)
[2025-12-08T20:16:07.637975] [INFO ] [FORECASTER] Completed predict_future for AMTX
[2025-12-08T20:16:07.638105] [INFO ] [sig       ] AMTX: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:16:07.778123] [INFO ] [LOCAL     ] Saved forecast: AMTX	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/AMTX.txt
[2025-12-08T20:16:07.778257] [INFO ] [sig       ] [183/3624] Completed AMTX in 0.3s | 2.89 sym/s | Total: 1.1m | ETA: 19.8m
[2025-12-08T20:16:07.778301] [INFO ] [sig       ] [184/3624] Forecasting AMWD...
[2025-12-08T20:16:07.778331] [INFO ] [sig       ] Generating forecast for: AMWD
[2025-12-08T20:16:07.778363] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMWD' from 'https://tdm.silogroup.org/data/derivative_storage/AMWD.csv'.
[2025-12-08T20:16:07.790509] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMWD'.
[2025-12-08T20:16:07.790909] [INFO ] [FORECASTER] Starting predict_future for AMWD
[2025-12-08T20:16:07.791749] [DEBUG] [LOCAL     ] No optimal features file found for AMWD: ./output/feature-sets/AMWD.txt
[2025-12-08T20:16:07.791801] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:07.791834] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:07.791862] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:07.791920] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:07.849807] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:07.850477] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:07.850555] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:07.850608] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:07.970119] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:07.970268] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:07.970308] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:07.970338] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:07.973784] [DEBUG] [FORECASTER] AMWD: Forecast T+1@11:T+2@11: UP (p=95.93%)
[2025-12-08T20:16:07.974062] [INFO ] [FORECASTER] Completed predict_future for AMWD
[2025-12-08T20:16:07.974193] [INFO ] [sig       ] AMWD: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:16:08.116235] [INFO ] [LOCAL     ] Saved forecast: AMWD	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/AMWD.txt
[2025-12-08T20:16:08.116378] [INFO ] [sig       ] [184/3624] Completed AMWD in 0.3s | 2.89 sym/s | Total: 1.1m | ETA: 19.8m
[2025-12-08T20:16:08.116417] [INFO ] [sig       ] [185/3624] Forecasting AMWL...
[2025-12-08T20:16:08.116447] [INFO ] [sig       ] Generating forecast for: AMWL
[2025-12-08T20:16:08.116476] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMWL' from 'https://tdm.silogroup.org/data/derivative_storage/AMWL.csv'.
[2025-12-08T20:16:08.128683] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMWL'.
[2025-12-08T20:16:08.129060] [INFO ] [FORECASTER] Starting predict_future for AMWL
[2025-12-08T20:16:08.129889] [DEBUG] [LOCAL     ] No optimal features file found for AMWL: ./output/feature-sets/AMWL.txt
[2025-12-08T20:16:08.129940] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:08.129973] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:08.130001] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:08.130060] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:08.189191] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:08.189882] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:08.189960] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:08.189993] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:08.312198] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:08.312347] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:08.312384] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:08.312412] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:08.315747] [DEBUG] [FORECASTER] AMWL: Forecast T+1@11:T+2@11: DOWN (p=19.58%)
[2025-12-08T20:16:08.316019] [INFO ] [FORECASTER] Completed predict_future for AMWL
[2025-12-08T20:16:08.316146] [INFO ] [sig       ] AMWL: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:16:08.454990] [INFO ] [LOCAL     ] Saved forecast: AMWL	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/AMWL.txt
[2025-12-08T20:16:08.455151] [INFO ] [sig       ] [185/3624] Completed AMWL in 0.3s | 2.89 sym/s | Total: 1.1m | ETA: 19.8m
[2025-12-08T20:16:08.455192] [INFO ] [sig       ] [186/3624] Forecasting AMX...
[2025-12-08T20:16:08.455229] [INFO ] [sig       ] Generating forecast for: AMX
[2025-12-08T20:16:08.455263] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMX' from 'https://tdm.silogroup.org/data/derivative_storage/AMX.csv'.
[2025-12-08T20:16:08.468200] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMX'.
[2025-12-08T20:16:08.468616] [INFO ] [FORECASTER] Starting predict_future for AMX
[2025-12-08T20:16:08.469708] [DEBUG] [LOCAL     ] No optimal features file found for AMX: ./output/feature-sets/AMX.txt
[2025-12-08T20:16:08.469760] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:08.469792] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:08.469821] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:08.469877] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:08.528013] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:08.528854] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:08.528935] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:08.528970] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:08.649079] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:08.649230] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:08.649268] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:08.649297] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:08.652713] [DEBUG] [FORECASTER] AMX: Forecast T+1@11:T+2@11: DOWN (p=15.25%)
[2025-12-08T20:16:08.652995] [INFO ] [FORECASTER] Completed predict_future for AMX
[2025-12-08T20:16:08.653126] [INFO ] [sig       ] AMX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:16:08.791958] [INFO ] [LOCAL     ] Saved forecast: AMX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/AMX.txt
[2025-12-08T20:16:08.792120] [INFO ] [sig       ] [186/3624] Completed AMX in 0.3s | 2.89 sym/s | Total: 1.1m | ETA: 19.8m
[2025-12-08T20:16:08.792159] [INFO ] [sig       ] [187/3624] Forecasting AMZD...
[2025-12-08T20:16:08.792188] [INFO ] [sig       ] Generating forecast for: AMZD
[2025-12-08T20:16:08.792217] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMZD' from 'https://tdm.silogroup.org/data/derivative_storage/AMZD.csv'.
[2025-12-08T20:16:08.804886] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMZD'.
[2025-12-08T20:16:08.805280] [INFO ] [FORECASTER] Starting predict_future for AMZD
[2025-12-08T20:16:08.806132] [DEBUG] [LOCAL     ] No optimal features file found for AMZD: ./output/feature-sets/AMZD.txt
[2025-12-08T20:16:08.806184] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:08.806215] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:08.806243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:08.806299] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:08.862655] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:08.863508] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:08.863608] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:08.863642] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:08.979363] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:08.979516] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:08.979556] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:08.979602] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:08.982942] [DEBUG] [FORECASTER] AMZD: Forecast T+1@11:T+2@11: DOWN (p=45.32%)
[2025-12-08T20:16:08.983217] [INFO ] [FORECASTER] Completed predict_future for AMZD
[2025-12-08T20:16:08.983348] [INFO ] [sig       ] AMZD: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:16:09.124830] [INFO ] [LOCAL     ] Saved forecast: AMZD	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/AMZD.txt
[2025-12-08T20:16:09.124981] [INFO ] [sig       ] [187/3624] Completed AMZD in 0.3s | 2.89 sym/s | Total: 1.1m | ETA: 19.8m
[2025-12-08T20:16:09.125022] [INFO ] [sig       ] [188/3624] Forecasting AMZN...
[2025-12-08T20:16:09.125052] [INFO ] [sig       ] Generating forecast for: AMZN
[2025-12-08T20:16:09.125081] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMZN' from 'https://tdm.silogroup.org/data/derivative_storage/AMZN.csv'.
[2025-12-08T20:16:09.138561] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMZN'.
[2025-12-08T20:16:09.138970] [INFO ] [FORECASTER] Starting predict_future for AMZN
[2025-12-08T20:16:09.139818] [DEBUG] [LOCAL     ] No optimal features file found for AMZN: ./output/feature-sets/AMZN.txt
[2025-12-08T20:16:09.139869] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:09.139902] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:09.139929] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:09.139986] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:09.198350] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:09.199233] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:09.199315] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:09.199349] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:09.325035] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:09.325187] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:09.325226] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:09.325254] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:09.328644] [DEBUG] [FORECASTER] AMZN: Forecast T+1@11:T+2@11: DOWN (p=25.84%)
[2025-12-08T20:16:09.328931] [INFO ] [FORECASTER] Completed predict_future for AMZN
[2025-12-08T20:16:09.329061] [INFO ] [sig       ] AMZN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:16:09.470471] [INFO ] [LOCAL     ] Saved forecast: AMZN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/AMZN.txt
[2025-12-08T20:16:09.470624] [INFO ] [sig       ] [188/3624] Completed AMZN in 0.3s | 2.89 sym/s | Total: 1.1m | ETA: 19.8m
[2025-12-08T20:16:09.470665] [INFO ] [sig       ] [189/3624] Forecasting AMZZ...
[2025-12-08T20:16:09.470694] [INFO ] [sig       ] Generating forecast for: AMZZ
[2025-12-08T20:16:09.470724] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMZZ' from 'https://tdm.silogroup.org/data/derivative_storage/AMZZ.csv'.
[2025-12-08T20:16:09.482720] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMZZ'.
[2025-12-08T20:16:09.483114] [INFO ] [FORECASTER] Starting predict_future for AMZZ
[2025-12-08T20:16:09.483944] [DEBUG] [LOCAL     ] No optimal features file found for AMZZ: ./output/feature-sets/AMZZ.txt
[2025-12-08T20:16:09.483996] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:09.484031] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:09.484058] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:09.484114] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:09.541106] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:09.542020] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:09.542106] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:09.542138] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:09.668471] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:09.668641] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:09.668681] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:09.668726] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:09.672075] [DEBUG] [FORECASTER] AMZZ: Forecast T+1@11:T+2@11: UP (p=80.64%)
[2025-12-08T20:16:09.672354] [INFO ] [FORECASTER] Completed predict_future for AMZZ
[2025-12-08T20:16:09.672485] [INFO ] [sig       ] AMZZ: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:16:09.811742] [INFO ] [LOCAL     ] Saved forecast: AMZZ	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/AMZZ.txt
[2025-12-08T20:16:09.811893] [INFO ] [sig       ] [189/3624] Completed AMZZ in 0.3s | 2.89 sym/s | Total: 1.1m | ETA: 19.8m
[2025-12-08T20:16:09.811934] [INFO ] [sig       ] [190/3624] Forecasting AN...
[2025-12-08T20:16:09.811963] [INFO ] [sig       ] Generating forecast for: AN
[2025-12-08T20:16:09.811992] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AN' from 'https://tdm.silogroup.org/data/derivative_storage/AN.csv'.
[2025-12-08T20:16:09.824341] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AN'.
[2025-12-08T20:16:09.824785] [INFO ] [FORECASTER] Starting predict_future for AN
[2025-12-08T20:16:09.825661] [DEBUG] [LOCAL     ] No optimal features file found for AN: ./output/feature-sets/AN.txt
[2025-12-08T20:16:09.825714] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:09.825748] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:09.825777] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:09.825835] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:09.883596] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:09.884432] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:09.884568] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:09.884636] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:10.007132] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:10.007283] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:10.007322] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:10.007350] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:10.010704] [DEBUG] [FORECASTER] AN: Forecast T+1@11:T+2@11: UP (p=90.67%)
[2025-12-08T20:16:10.010972] [INFO ] [FORECASTER] Completed predict_future for AN
[2025-12-08T20:16:10.011096] [INFO ] [sig       ] AN: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:16:10.148140] [INFO ] [LOCAL     ] Saved forecast: AN	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/AN.txt
[2025-12-08T20:16:10.148274] [INFO ] [sig       ] [190/3624] Completed AN in 0.3s | 2.89 sym/s | Total: 1.1m | ETA: 19.8m
[2025-12-08T20:16:10.148313] [INFO ] [sig       ] [191/3624] Forecasting ANAB...
[2025-12-08T20:16:10.148343] [INFO ] [sig       ] Generating forecast for: ANAB
[2025-12-08T20:16:10.148373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANAB' from 'https://tdm.silogroup.org/data/derivative_storage/ANAB.csv'.
[2025-12-08T20:16:10.160519] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANAB'.
[2025-12-08T20:16:10.160891] [INFO ] [FORECASTER] Starting predict_future for ANAB
[2025-12-08T20:16:10.161677] [DEBUG] [LOCAL     ] No optimal features file found for ANAB: ./output/feature-sets/ANAB.txt
[2025-12-08T20:16:10.161727] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:10.161758] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:10.161784] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:10.161840] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:10.217786] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:10.218639] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:10.218723] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:10.218756] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:10.336086] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:10.336233] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:10.336272] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:10.336299] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:10.339628] [DEBUG] [FORECASTER] ANAB: Forecast T+1@11:T+2@11: DOWN (p=20.39%)
[2025-12-08T20:16:10.339893] [INFO ] [FORECASTER] Completed predict_future for ANAB
[2025-12-08T20:16:10.340016] [INFO ] [sig       ] ANAB: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:16:10.479119] [INFO ] [LOCAL     ] Saved forecast: ANAB	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ANAB.txt
[2025-12-08T20:16:10.479246] [INFO ] [sig       ] [191/3624] Completed ANAB in 0.3s | 2.89 sym/s | Total: 1.1m | ETA: 19.8m
[2025-12-08T20:16:10.479285] [INFO ] [sig       ] [192/3624] Forecasting ANDE...
[2025-12-08T20:16:10.479313] [INFO ] [sig       ] Generating forecast for: ANDE
[2025-12-08T20:16:10.479343] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANDE' from 'https://tdm.silogroup.org/data/derivative_storage/ANDE.csv'.
[2025-12-08T20:16:10.491440] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANDE'.
[2025-12-08T20:16:10.491784] [INFO ] [FORECASTER] Starting predict_future for ANDE
[2025-12-08T20:16:10.492552] [DEBUG] [LOCAL     ] No optimal features file found for ANDE: ./output/feature-sets/ANDE.txt
[2025-12-08T20:16:10.492619] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:10.492651] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:10.492677] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:10.492738] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:10.548941] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:10.549543] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:10.549635] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:10.549667] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:10.674074] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:10.674235] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:10.674275] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:10.674305] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:10.677885] [DEBUG] [FORECASTER] ANDE: Forecast T+1@11:T+2@11: DOWN (p=33.06%)
[2025-12-08T20:16:10.678176] [INFO ] [FORECASTER] Completed predict_future for ANDE
[2025-12-08T20:16:10.678313] [INFO ] [sig       ] ANDE: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:16:10.821887] [INFO ] [LOCAL     ] Saved forecast: ANDE	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ANDE.txt
[2025-12-08T20:16:10.822027] [INFO ] [sig       ] [192/3624] Completed ANDE in 0.3s | 2.89 sym/s | Total: 1.1m | ETA: 19.8m
[2025-12-08T20:16:10.822067] [INFO ] [sig       ] [193/3624] Forecasting ANF...
[2025-12-08T20:16:10.822096] [INFO ] [sig       ] Generating forecast for: ANF
[2025-12-08T20:16:10.822126] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANF' from 'https://tdm.silogroup.org/data/derivative_storage/ANF.csv'.
[2025-12-08T20:16:10.835429] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANF'.
[2025-12-08T20:16:10.835844] [INFO ] [FORECASTER] Starting predict_future for ANF
[2025-12-08T20:16:10.836715] [DEBUG] [LOCAL     ] No optimal features file found for ANF: ./output/feature-sets/ANF.txt
[2025-12-08T20:16:10.836767] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:10.836799] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:10.836825] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:10.836890] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:10.895898] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:10.896747] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:10.896831] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:10.896865] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:11.022701] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:11.022854] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:11.022894] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:11.022925] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:11.026384] [DEBUG] [FORECASTER] ANF: Forecast T+1@11:T+2@11: UP (p=76.40%)
[2025-12-08T20:16:11.026690] [INFO ] [FORECASTER] Completed predict_future for ANF
[2025-12-08T20:16:11.026827] [INFO ] [sig       ] ANF: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:16:11.174540] [INFO ] [LOCAL     ] Saved forecast: ANF	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ANF.txt
[2025-12-08T20:16:11.174744] [INFO ] [sig       ] [193/3624] Completed ANF in 0.4s | 2.89 sym/s | Total: 1.1m | ETA: 19.8m
[2025-12-08T20:16:11.174787] [INFO ] [sig       ] [194/3624] Forecasting ANGI...
[2025-12-08T20:16:11.174817] [INFO ] [sig       ] Generating forecast for: ANGI
[2025-12-08T20:16:11.174847] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANGI' from 'https://tdm.silogroup.org/data/derivative_storage/ANGI.csv'.
[2025-12-08T20:16:11.188363] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANGI'.
[2025-12-08T20:16:11.188782] [INFO ] [FORECASTER] Starting predict_future for ANGI
[2025-12-08T20:16:11.189673] [DEBUG] [LOCAL     ] No optimal features file found for ANGI: ./output/feature-sets/ANGI.txt
[2025-12-08T20:16:11.189724] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:11.189756] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:11.189782] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:11.189839] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:11.253930] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:11.254884] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:11.254984] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:11.255016] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:11.379250] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:11.379410] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:11.379454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:11.379485] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:11.383385] [DEBUG] [FORECASTER] ANGI: Forecast T+1@11:T+2@11: UP (p=58.94%)
[2025-12-08T20:16:11.383741] [INFO ] [FORECASTER] Completed predict_future for ANGI
[2025-12-08T20:16:11.383897] [INFO ] [sig       ] ANGI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:16:11.534441] [INFO ] [LOCAL     ] Saved forecast: ANGI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ANGI.txt
[2025-12-08T20:16:11.534613] [INFO ] [sig       ] [194/3624] Completed ANGI in 0.4s | 2.89 sym/s | Total: 1.1m | ETA: 19.8m
[2025-12-08T20:16:11.534657] [INFO ] [sig       ] [195/3624] Forecasting ANGL...
[2025-12-08T20:16:11.534688] [INFO ] [sig       ] Generating forecast for: ANGL
[2025-12-08T20:16:11.534720] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANGL' from 'https://tdm.silogroup.org/data/derivative_storage/ANGL.csv'.
[2025-12-08T20:16:11.548276] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANGL'.
[2025-12-08T20:16:11.548673] [INFO ] [FORECASTER] Starting predict_future for ANGL
[2025-12-08T20:16:11.549510] [DEBUG] [LOCAL     ] No optimal features file found for ANGL: ./output/feature-sets/ANGL.txt
[2025-12-08T20:16:11.549591] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:11.549628] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:11.549656] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:11.549713] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:11.613718] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:11.614565] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:11.614697] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:11.614749] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:11.742797] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:11.742952] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:11.742993] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:11.743023] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:11.746632] [DEBUG] [FORECASTER] ANGL: Forecast T+1@11:T+2@11: UP (p=99.46%)
[2025-12-08T20:16:11.746934] [INFO ] [FORECASTER] Completed predict_future for ANGL
[2025-12-08T20:16:11.747072] [INFO ] [sig       ] ANGL: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:16:11.896848] [INFO ] [LOCAL     ] Saved forecast: ANGL	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ANGL.txt
[2025-12-08T20:16:11.896984] [INFO ] [sig       ] [195/3624] Completed ANGL in 0.4s | 2.89 sym/s | Total: 1.1m | ETA: 19.8m
[2025-12-08T20:16:11.897033] [INFO ] [sig       ] [196/3624] Forecasting ANGO...
[2025-12-08T20:16:11.897069] [INFO ] [sig       ] Generating forecast for: ANGO
[2025-12-08T20:16:11.897104] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANGO' from 'https://tdm.silogroup.org/data/derivative_storage/ANGO.csv'.
[2025-12-08T20:16:11.909489] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANGO'.
[2025-12-08T20:16:11.909880] [INFO ] [FORECASTER] Starting predict_future for ANGO
[2025-12-08T20:16:11.910716] [DEBUG] [LOCAL     ] No optimal features file found for ANGO: ./output/feature-sets/ANGO.txt
[2025-12-08T20:16:11.910766] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:11.910798] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:11.910825] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:11.910881] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:11.969383] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:11.970057] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:11.970149] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:11.970186] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:12.091067] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:12.091220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:12.091261] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:12.091291] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:12.094767] [DEBUG] [FORECASTER] ANGO: Forecast T+1@11:T+2@11: DOWN (p=16.12%)
[2025-12-08T20:16:12.095047] [INFO ] [FORECASTER] Completed predict_future for ANGO
[2025-12-08T20:16:12.095176] [INFO ] [sig       ] ANGO: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:16:12.237915] [INFO ] [LOCAL     ] Saved forecast: ANGO	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ANGO.txt
[2025-12-08T20:16:12.238066] [INFO ] [sig       ] [196/3624] Completed ANGO in 0.3s | 2.89 sym/s | Total: 1.1m | ETA: 19.7m
[2025-12-08T20:16:12.238105] [INFO ] [sig       ] [197/3624] Forecasting ANIK...
[2025-12-08T20:16:12.238135] [INFO ] [sig       ] Generating forecast for: ANIK
[2025-12-08T20:16:12.238164] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANIK' from 'https://tdm.silogroup.org/data/derivative_storage/ANIK.csv'.
[2025-12-08T20:16:12.250926] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANIK'.
[2025-12-08T20:16:12.251341] [INFO ] [FORECASTER] Starting predict_future for ANIK
[2025-12-08T20:16:12.252167] [DEBUG] [LOCAL     ] No optimal features file found for ANIK: ./output/feature-sets/ANIK.txt
[2025-12-08T20:16:12.252219] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:12.252278] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:12.252308] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:12.252382] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:12.310353] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:12.311221] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:12.311302] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:12.311335] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:12.429425] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:12.429592] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:12.429633] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:12.429661] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:12.432996] [DEBUG] [FORECASTER] ANIK: Forecast T+1@11:T+2@11: UP (p=75.00%)
[2025-12-08T20:16:12.433263] [INFO ] [FORECASTER] Completed predict_future for ANIK
[2025-12-08T20:16:12.433387] [INFO ] [sig       ] ANIK: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:16:12.594637] [INFO ] [LOCAL     ] Saved forecast: ANIK	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ANIK.txt
[2025-12-08T20:16:12.594797] [INFO ] [sig       ] [197/3624] Completed ANIK in 0.4s | 2.89 sym/s | Total: 1.1m | ETA: 19.7m
[2025-12-08T20:16:12.594838] [INFO ] [sig       ] [198/3624] Forecasting ANIP...
[2025-12-08T20:16:12.594869] [INFO ] [sig       ] Generating forecast for: ANIP
[2025-12-08T20:16:12.594899] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANIP' from 'https://tdm.silogroup.org/data/derivative_storage/ANIP.csv'.
[2025-12-08T20:16:12.607477] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANIP'.
[2025-12-08T20:16:12.607912] [INFO ] [FORECASTER] Starting predict_future for ANIP
[2025-12-08T20:16:12.608771] [DEBUG] [LOCAL     ] No optimal features file found for ANIP: ./output/feature-sets/ANIP.txt
[2025-12-08T20:16:12.608823] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:12.608862] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:12.608898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:12.608963] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:12.667671] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:12.668524] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:12.668626] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:12.668662] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:12.791154] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:12.791507] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:12.791546] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:12.791592] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:12.795245] [DEBUG] [FORECASTER] ANIP: Forecast T+1@11:T+2@11: UP (p=51.25%)
[2025-12-08T20:16:12.795532] [INFO ] [FORECASTER] Completed predict_future for ANIP
[2025-12-08T20:16:12.795685] [INFO ] [sig       ] ANIP: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:16:12.941644] [INFO ] [LOCAL     ] Saved forecast: ANIP	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ANIP.txt
[2025-12-08T20:16:12.941801] [INFO ] [sig       ] [198/3624] Completed ANIP in 0.3s | 2.89 sym/s | Total: 1.1m | ETA: 19.7m
[2025-12-08T20:16:12.941842] [INFO ] [sig       ] [199/3624] Forecasting ANIX...
[2025-12-08T20:16:12.941872] [INFO ] [sig       ] Generating forecast for: ANIX
[2025-12-08T20:16:12.941902] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANIX' from 'https://tdm.silogroup.org/data/derivative_storage/ANIX.csv'.
[2025-12-08T20:16:12.955128] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANIX'.
[2025-12-08T20:16:12.955525] [INFO ] [FORECASTER] Starting predict_future for ANIX
[2025-12-08T20:16:12.956474] [DEBUG] [LOCAL     ] No optimal features file found for ANIX: ./output/feature-sets/ANIX.txt
[2025-12-08T20:16:12.956542] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:12.956605] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:12.956635] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:12.956695] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:13.024681] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:13.025605] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:13.025692] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:13.025727] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:13.152218] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:13.152393] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:13.152436] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:13.152465] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:13.156124] [DEBUG] [FORECASTER] ANIX: Forecast T+1@11:T+2@11: UP (p=89.31%)
[2025-12-08T20:16:13.156403] [INFO ] [FORECASTER] Completed predict_future for ANIX
[2025-12-08T20:16:13.156534] [INFO ] [sig       ] ANIX: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:16:13.307428] [INFO ] [LOCAL     ] Saved forecast: ANIX	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ANIX.txt
[2025-12-08T20:16:13.307606] [INFO ] [sig       ] [199/3624] Completed ANIX in 0.4s | 2.89 sym/s | Total: 1.1m | ETA: 19.7m
[2025-12-08T20:16:13.307649] [INFO ] [sig       ] [200/3624] Forecasting ANNX...
[2025-12-08T20:16:13.307681] [INFO ] [sig       ] Generating forecast for: ANNX
[2025-12-08T20:16:13.307712] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANNX' from 'https://tdm.silogroup.org/data/derivative_storage/ANNX.csv'.
[2025-12-08T20:16:13.320886] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANNX'.
[2025-12-08T20:16:13.321285] [INFO ] [FORECASTER] Starting predict_future for ANNX
[2025-12-08T20:16:13.322100] [DEBUG] [LOCAL     ] No optimal features file found for ANNX: ./output/feature-sets/ANNX.txt
[2025-12-08T20:16:13.322150] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:13.322182] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:13.322208] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:13.322263] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:13.381771] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:13.382701] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:13.382783] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:13.382815] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:13.505256] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:13.505418] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:13.505457] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:13.505524] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:13.509047] [DEBUG] [FORECASTER] ANNX: Forecast T+1@11:T+2@11: UP (p=86.73%)
[2025-12-08T20:16:13.509372] [INFO ] [FORECASTER] Completed predict_future for ANNX
[2025-12-08T20:16:13.509510] [INFO ] [sig       ] ANNX: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:16:13.648917] [INFO ] [LOCAL     ] Saved forecast: ANNX	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ANNX.txt
[2025-12-08T20:16:13.649084] [INFO ] [sig       ] [200/3624] Completed ANNX in 0.3s | 2.89 sym/s | Total: 1.2m | ETA: 19.7m
[2025-12-08T20:16:13.649123] [INFO ] [sig       ] [201/3624] Forecasting ANTX...
[2025-12-08T20:16:13.649153] [INFO ] [sig       ] Generating forecast for: ANTX
[2025-12-08T20:16:13.649184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANTX' from 'https://tdm.silogroup.org/data/derivative_storage/ANTX.csv'.
[2025-12-08T20:16:13.661218] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANTX'.
[2025-12-08T20:16:13.661608] [INFO ] [FORECASTER] Starting predict_future for ANTX
[2025-12-08T20:16:13.662390] [DEBUG] [LOCAL     ] No optimal features file found for ANTX: ./output/feature-sets/ANTX.txt
[2025-12-08T20:16:13.662439] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:13.662470] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:13.662495] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:13.662551] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:13.718069] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:13.718936] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:13.719020] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:13.719052] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:13.834797] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:13.834945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:13.834983] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:13.835011] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:13.838759] [DEBUG] [FORECASTER] ANTX: Forecast T+1@11:T+2@11: DOWN (p=20.10%)
[2025-12-08T20:16:13.839042] [INFO ] [FORECASTER] Completed predict_future for ANTX
[2025-12-08T20:16:13.839180] [INFO ] [sig       ] ANTX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:16:13.983426] [INFO ] [LOCAL     ] Saved forecast: ANTX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ANTX.txt
[2025-12-08T20:16:13.983637] [INFO ] [sig       ] [201/3624] Completed ANTX in 0.3s | 2.89 sym/s | Total: 1.2m | ETA: 19.7m
[2025-12-08T20:16:13.983695] [INFO ] [sig       ] [202/3624] Forecasting ANVS...
[2025-12-08T20:16:13.983727] [INFO ] [sig       ] Generating forecast for: ANVS
[2025-12-08T20:16:13.983756] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANVS' from 'https://tdm.silogroup.org/data/derivative_storage/ANVS.csv'.
[2025-12-08T20:16:13.996951] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANVS'.
[2025-12-08T20:16:13.997352] [INFO ] [FORECASTER] Starting predict_future for ANVS
[2025-12-08T20:16:13.998247] [DEBUG] [LOCAL     ] No optimal features file found for ANVS: ./output/feature-sets/ANVS.txt
[2025-12-08T20:16:13.998300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:13.998331] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:13.998357] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:13.998415] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:14.056475] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:14.057365] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:14.057481] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:14.057515] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:14.178432] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:14.178623] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:14.178665] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:14.178694] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:14.182136] [DEBUG] [FORECASTER] ANVS: Forecast T+1@11:T+2@11: DOWN (p=21.73%)
[2025-12-08T20:16:14.182412] [INFO ] [FORECASTER] Completed predict_future for ANVS
[2025-12-08T20:16:14.182538] [INFO ] [sig       ] ANVS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:16:14.321278] [INFO ] [LOCAL     ] Saved forecast: ANVS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ANVS.txt
[2025-12-08T20:16:14.321432] [INFO ] [sig       ] [202/3624] Completed ANVS in 0.3s | 2.89 sym/s | Total: 1.2m | ETA: 19.7m
[2025-12-08T20:16:14.321472] [INFO ] [sig       ] [203/3624] Forecasting AOD...
[2025-12-08T20:16:14.321500] [INFO ] [sig       ] Generating forecast for: AOD
[2025-12-08T20:16:14.321532] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOD' from 'https://tdm.silogroup.org/data/derivative_storage/AOD.csv'.
[2025-12-08T20:16:14.333239] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AOD'.
[2025-12-08T20:16:14.333596] [INFO ] [FORECASTER] Starting predict_future for AOD
[2025-12-08T20:16:14.334369] [DEBUG] [LOCAL     ] No optimal features file found for AOD: ./output/feature-sets/AOD.txt
[2025-12-08T20:16:14.334419] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:14.334450] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:14.334476] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:14.334531] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:14.390712] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:14.391570] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:14.391683] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:14.391716] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:14.512990] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:14.513145] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:14.513183] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:14.513209] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:14.516887] [DEBUG] [FORECASTER] AOD: Forecast T+1@11:T+2@11: UP (p=76.46%)
[2025-12-08T20:16:14.517166] [INFO ] [FORECASTER] Completed predict_future for AOD
[2025-12-08T20:16:14.517290] [INFO ] [sig       ] AOD: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:16:14.663729] [INFO ] [LOCAL     ] Saved forecast: AOD	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/AOD.txt
[2025-12-08T20:16:14.663886] [INFO ] [sig       ] [203/3624] Completed AOD in 0.3s | 2.89 sym/s | Total: 1.2m | ETA: 19.7m
[2025-12-08T20:16:14.663926] [INFO ] [sig       ] [204/3624] Forecasting AOHY...
[2025-12-08T20:16:14.663955] [INFO ] [sig       ] Generating forecast for: AOHY
[2025-12-08T20:16:14.663986] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOHY' from 'https://tdm.silogroup.org/data/derivative_storage/AOHY.csv'.
[2025-12-08T20:16:14.677488] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AOHY'.
[2025-12-08T20:16:14.677889] [INFO ] [FORECASTER] Starting predict_future for AOHY
[2025-12-08T20:16:14.678697] [DEBUG] [LOCAL     ] No optimal features file found for AOHY: ./output/feature-sets/AOHY.txt
[2025-12-08T20:16:14.678747] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:14.678778] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:14.678804] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:14.678859] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:14.740784] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:14.741722] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:14.741814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:14.741848] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:14.861061] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:14.861226] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:14.861266] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:14.861293] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:14.865257] [DEBUG] [FORECASTER] AOHY: Forecast T+1@11:T+2@11: DOWN (p=34.52%)
[2025-12-08T20:16:14.865591] [INFO ] [FORECASTER] Completed predict_future for AOHY
[2025-12-08T20:16:14.865732] [INFO ] [sig       ] AOHY: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:16:15.017013] [INFO ] [LOCAL     ] Saved forecast: AOHY	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/AOHY.txt
[2025-12-08T20:16:15.017180] [INFO ] [sig       ] [204/3624] Completed AOHY in 0.4s | 2.89 sym/s | Total: 1.2m | ETA: 19.7m
[2025-12-08T20:16:15.017221] [INFO ] [sig       ] [205/3624] Forecasting AON...
[2025-12-08T20:16:15.017250] [INFO ] [sig       ] Generating forecast for: AON
[2025-12-08T20:16:15.017282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AON' from 'https://tdm.silogroup.org/data/derivative_storage/AON.csv'.
[2025-12-08T20:16:15.030341] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AON'.
[2025-12-08T20:16:15.030784] [INFO ] [FORECASTER] Starting predict_future for AON
[2025-12-08T20:16:15.031623] [DEBUG] [LOCAL     ] No optimal features file found for AON: ./output/feature-sets/AON.txt
[2025-12-08T20:16:15.031674] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:15.031706] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:15.031732] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:15.031787] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:15.089407] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:15.090299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:15.090384] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:15.090418] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:15.215190] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:15.215345] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:15.215390] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:15.215419] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:15.219038] [DEBUG] [FORECASTER] AON: Forecast T+1@11:T+2@11: DOWN (p=14.18%)
[2025-12-08T20:16:15.219361] [INFO ] [FORECASTER] Completed predict_future for AON
[2025-12-08T20:16:15.219501] [INFO ] [sig       ] AON: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:16:15.365821] [INFO ] [LOCAL     ] Saved forecast: AON	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/AON.txt
[2025-12-08T20:16:15.365979] [INFO ] [sig       ] [205/3624] Completed AON in 0.3s | 2.89 sym/s | Total: 1.2m | ETA: 19.7m
[2025-12-08T20:16:15.366019] [INFO ] [sig       ] [206/3624] Forecasting AOS...
[2025-12-08T20:16:15.366048] [INFO ] [sig       ] Generating forecast for: AOS
[2025-12-08T20:16:15.366077] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOS' from 'https://tdm.silogroup.org/data/derivative_storage/AOS.csv'.
[2025-12-08T20:16:15.379103] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AOS'.
[2025-12-08T20:16:15.379485] [INFO ] [FORECASTER] Starting predict_future for AOS
[2025-12-08T20:16:15.380297] [DEBUG] [LOCAL     ] No optimal features file found for AOS: ./output/feature-sets/AOS.txt
[2025-12-08T20:16:15.380348] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:15.380391] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:15.380418] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:15.380473] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:15.438600] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:15.439720] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:15.439823] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:15.439855] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:15.562303] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:15.562459] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:15.562498] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:15.562525] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:15.565990] [DEBUG] [FORECASTER] AOS: Forecast T+1@11:T+2@11: UP (p=95.33%)
[2025-12-08T20:16:15.566312] [INFO ] [FORECASTER] Completed predict_future for AOS
[2025-12-08T20:16:15.566452] [INFO ] [sig       ] AOS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:16:15.717095] [INFO ] [LOCAL     ] Saved forecast: AOS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/AOS.txt
[2025-12-08T20:16:15.717255] [INFO ] [sig       ] [206/3624] Completed AOS in 0.4s | 2.89 sym/s | Total: 1.2m | ETA: 19.7m
[2025-12-08T20:16:15.717293] [INFO ] [sig       ] [207/3624] Forecasting AOSL...
[2025-12-08T20:16:15.717322] [INFO ] [sig       ] Generating forecast for: AOSL
[2025-12-08T20:16:15.717353] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOSL' from 'https://tdm.silogroup.org/data/derivative_storage/AOSL.csv'.
[2025-12-08T20:16:15.729373] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AOSL'.
[2025-12-08T20:16:15.729785] [INFO ] [FORECASTER] Starting predict_future for AOSL
[2025-12-08T20:16:15.730633] [DEBUG] [LOCAL     ] No optimal features file found for AOSL: ./output/feature-sets/AOSL.txt
[2025-12-08T20:16:15.730685] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:15.730716] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:15.730744] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:15.730800] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:15.792645] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:15.793543] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:15.793688] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:15.793724] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:15.911764] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:15.911925] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:15.911964] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:15.911993] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:15.915455] [DEBUG] [FORECASTER] AOSL: Forecast T+1@11:T+2@11: DOWN (p=38.79%)
[2025-12-08T20:16:15.915756] [INFO ] [FORECASTER] Completed predict_future for AOSL
[2025-12-08T20:16:15.915890] [INFO ] [sig       ] AOSL: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:16:16.067679] [INFO ] [LOCAL     ] Saved forecast: AOSL	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/AOSL.txt
[2025-12-08T20:16:16.067841] [INFO ] [sig       ] [207/3624] Completed AOSL in 0.4s | 2.89 sym/s | Total: 1.2m | ETA: 19.7m
[2025-12-08T20:16:16.067885] [INFO ] [sig       ] [208/3624] Forecasting AP...
[2025-12-08T20:16:16.067918] [INFO ] [sig       ] Generating forecast for: AP
[2025-12-08T20:16:16.067948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AP' from 'https://tdm.silogroup.org/data/derivative_storage/AP.csv'.
[2025-12-08T20:16:16.081682] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AP'.
[2025-12-08T20:16:16.082097] [INFO ] [FORECASTER] Starting predict_future for AP
[2025-12-08T20:16:16.083149] [DEBUG] [LOCAL     ] No optimal features file found for AP: ./output/feature-sets/AP.txt
[2025-12-08T20:16:16.083199] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:16.083232] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:16.083260] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:16.083319] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:16.143133] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:16.144024] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:16.144110] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:16.144145] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:16.261817] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:16.261962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:16.262000] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:16.262028] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:16.265321] [DEBUG] [FORECASTER] AP: Forecast T+1@11:T+2@11: UP (p=77.21%)
[2025-12-08T20:16:16.265609] [INFO ] [FORECASTER] Completed predict_future for AP
[2025-12-08T20:16:16.265734] [INFO ] [sig       ] AP: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:16:16.410248] [INFO ] [LOCAL     ] Saved forecast: AP	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/AP.txt
[2025-12-08T20:16:16.410385] [INFO ] [sig       ] [208/3624] Completed AP in 0.3s | 2.89 sym/s | Total: 1.2m | ETA: 19.7m
[2025-12-08T20:16:16.410423] [INFO ] [sig       ] [209/3624] Forecasting APA...
[2025-12-08T20:16:16.410455] [INFO ] [sig       ] Generating forecast for: APA
[2025-12-08T20:16:16.410485] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APA' from 'https://tdm.silogroup.org/data/derivative_storage/APA.csv'.
[2025-12-08T20:16:16.423691] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APA'.
[2025-12-08T20:16:16.424058] [INFO ] [FORECASTER] Starting predict_future for APA
[2025-12-08T20:16:16.424987] [DEBUG] [LOCAL     ] No optimal features file found for APA: ./output/feature-sets/APA.txt
[2025-12-08T20:16:16.425039] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:16.425071] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:16.425096] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:16.425152] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:16.483368] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:16.484116] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:16.484198] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:16.484238] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:16.610749] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:16.610902] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:16.610940] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:16.610976] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:16.614390] [DEBUG] [FORECASTER] APA: Forecast T+1@11:T+2@11: UP (p=66.88%)
[2025-12-08T20:16:16.614686] [INFO ] [FORECASTER] Completed predict_future for APA
[2025-12-08T20:16:16.614836] [INFO ] [sig       ] APA: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:16:16.756289] [INFO ] [LOCAL     ] Saved forecast: APA	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/APA.txt
[2025-12-08T20:16:16.756446] [INFO ] [sig       ] [209/3624] Completed APA in 0.3s | 2.89 sym/s | Total: 1.2m | ETA: 19.7m
[2025-12-08T20:16:16.756486] [INFO ] [sig       ] [210/3624] Forecasting APAM...
[2025-12-08T20:16:16.756522] [INFO ] [sig       ] Generating forecast for: APAM
[2025-12-08T20:16:16.756552] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APAM' from 'https://tdm.silogroup.org/data/derivative_storage/APAM.csv'.
[2025-12-08T20:16:16.769432] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APAM'.
[2025-12-08T20:16:16.769841] [INFO ] [FORECASTER] Starting predict_future for APAM
[2025-12-08T20:16:16.770655] [DEBUG] [LOCAL     ] No optimal features file found for APAM: ./output/feature-sets/APAM.txt
[2025-12-08T20:16:16.770704] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:16.770736] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:16.770763] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:16.770834] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:16.826646] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:16.827412] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:16.827492] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:16.827523] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:16.948211] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:16.948361] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:16.948608] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:16.948639] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:16.952391] [DEBUG] [FORECASTER] APAM: Forecast T+1@11:T+2@11: UP (p=64.42%)
[2025-12-08T20:16:16.952885] [INFO ] [FORECASTER] Completed predict_future for APAM
[2025-12-08T20:16:16.953014] [INFO ] [sig       ] APAM: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:16:17.097253] [INFO ] [LOCAL     ] Saved forecast: APAM	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/APAM.txt
[2025-12-08T20:16:17.097439] [INFO ] [sig       ] [210/3624] Completed APAM in 0.3s | 2.89 sym/s | Total: 1.2m | ETA: 19.7m
[2025-12-08T20:16:17.097486] [INFO ] [sig       ] [211/3624] Forecasting APD...
[2025-12-08T20:16:17.097516] [INFO ] [sig       ] Generating forecast for: APD
[2025-12-08T20:16:17.097546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APD' from 'https://tdm.silogroup.org/data/derivative_storage/APD.csv'.
[2025-12-08T20:16:17.110429] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APD'.
[2025-12-08T20:16:17.110890] [INFO ] [FORECASTER] Starting predict_future for APD
[2025-12-08T20:16:17.111741] [DEBUG] [LOCAL     ] No optimal features file found for APD: ./output/feature-sets/APD.txt
[2025-12-08T20:16:17.111792] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:17.111823] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:17.111849] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:17.111903] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:17.171997] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:17.172913] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:17.172999] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:17.173034] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:17.304436] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:17.304616] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:17.304660] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:17.304691] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:17.308820] [DEBUG] [FORECASTER] APD: Forecast T+1@11:T+2@11: DOWN (p=7.56%)
[2025-12-08T20:16:17.309132] [INFO ] [FORECASTER] Completed predict_future for APD
[2025-12-08T20:16:17.309275] [INFO ] [sig       ] APD: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:16:17.465714] [INFO ] [LOCAL     ] Saved forecast: APD	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/APD.txt
[2025-12-08T20:16:17.465863] [INFO ] [sig       ] [211/3624] Completed APD in 0.4s | 2.89 sym/s | Total: 1.2m | ETA: 19.7m
[2025-12-08T20:16:17.465901] [INFO ] [sig       ] [212/3624] Forecasting APEI...
[2025-12-08T20:16:17.465932] [INFO ] [sig       ] Generating forecast for: APEI
[2025-12-08T20:16:17.465962] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APEI' from 'https://tdm.silogroup.org/data/derivative_storage/APEI.csv'.
[2025-12-08T20:16:17.477918] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APEI'.
[2025-12-08T20:16:17.478272] [INFO ] [FORECASTER] Starting predict_future for APEI
[2025-12-08T20:16:17.479080] [DEBUG] [LOCAL     ] No optimal features file found for APEI: ./output/feature-sets/APEI.txt
[2025-12-08T20:16:17.479130] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:17.479161] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:17.479188] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:17.479243] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:17.540433] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:17.541312] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:17.541394] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:17.541426] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:17.660977] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:17.661128] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:17.661168] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:17.661196] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:17.664690] [DEBUG] [FORECASTER] APEI: Forecast T+1@11:T+2@11: DOWN (p=35.97%)
[2025-12-08T20:16:17.664966] [INFO ] [FORECASTER] Completed predict_future for APEI
[2025-12-08T20:16:17.665092] [INFO ] [sig       ] APEI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:16:17.812633] [INFO ] [LOCAL     ] Saved forecast: APEI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/APEI.txt
[2025-12-08T20:16:17.812790] [INFO ] [sig       ] [212/3624] Completed APEI in 0.3s | 2.89 sym/s | Total: 1.2m | ETA: 19.7m
[2025-12-08T20:16:17.812831] [INFO ] [sig       ] [213/3624] Forecasting APG...
[2025-12-08T20:16:17.812862] [INFO ] [sig       ] Generating forecast for: APG
[2025-12-08T20:16:17.812893] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APG' from 'https://tdm.silogroup.org/data/derivative_storage/APG.csv'.
[2025-12-08T20:16:17.825147] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APG'.
[2025-12-08T20:16:17.825493] [INFO ] [FORECASTER] Starting predict_future for APG
[2025-12-08T20:16:17.826343] [DEBUG] [LOCAL     ] No optimal features file found for APG: ./output/feature-sets/APG.txt
[2025-12-08T20:16:17.826406] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:17.826440] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:17.826466] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:17.826522] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:17.884836] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:17.885472] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:17.885549] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:17.885599] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:18.008521] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:18.008690] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:18.008728] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:18.008772] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:18.012211] [DEBUG] [FORECASTER] APG: Forecast T+1@11:T+2@11: DOWN (p=16.04%)
[2025-12-08T20:16:18.012475] [INFO ] [FORECASTER] Completed predict_future for APG
[2025-12-08T20:16:18.012616] [INFO ] [sig       ] APG: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:16:18.179386] [INFO ] [LOCAL     ] Saved forecast: APG	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/APG.txt
[2025-12-08T20:16:18.179544] [INFO ] [sig       ] [213/3624] Completed APG in 0.4s | 2.89 sym/s | Total: 1.2m | ETA: 19.7m
[2025-12-08T20:16:18.179603] [INFO ] [sig       ] [214/3624] Forecasting APGE...
[2025-12-08T20:16:18.179635] [INFO ] [sig       ] Generating forecast for: APGE
[2025-12-08T20:16:18.179665] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APGE' from 'https://tdm.silogroup.org/data/derivative_storage/APGE.csv'.
[2025-12-08T20:16:18.191847] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APGE'.
[2025-12-08T20:16:18.192215] [INFO ] [FORECASTER] Starting predict_future for APGE
[2025-12-08T20:16:18.193046] [DEBUG] [LOCAL     ] No optimal features file found for APGE: ./output/feature-sets/APGE.txt
[2025-12-08T20:16:18.193097] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:18.193154] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:18.193182] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:18.193242] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:18.251996] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:18.252910] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:18.252993] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:18.253025] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:18.377266] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:18.377438] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:18.377480] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:18.377509] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:18.380913] [DEBUG] [FORECASTER] APGE: Forecast T+1@11:T+2@11: DOWN (p=34.72%)
[2025-12-08T20:16:18.381188] [INFO ] [FORECASTER] Completed predict_future for APGE
[2025-12-08T20:16:18.381316] [INFO ] [sig       ] APGE: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:16:18.522379] [INFO ] [LOCAL     ] Saved forecast: APGE	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/APGE.txt
[2025-12-08T20:16:18.522513] [INFO ] [sig       ] [214/3624] Completed APGE in 0.3s | 2.89 sym/s | Total: 1.2m | ETA: 19.7m
[2025-12-08T20:16:18.522552] [INFO ] [sig       ] [215/3624] Forecasting APH...
[2025-12-08T20:16:18.522600] [INFO ] [sig       ] Generating forecast for: APH
[2025-12-08T20:16:18.522631] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APH' from 'https://tdm.silogroup.org/data/derivative_storage/APH.csv'.
[2025-12-08T20:16:18.535929] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APH'.
[2025-12-08T20:16:18.536366] [INFO ] [FORECASTER] Starting predict_future for APH
[2025-12-08T20:16:18.537270] [DEBUG] [LOCAL     ] No optimal features file found for APH: ./output/feature-sets/APH.txt
[2025-12-08T20:16:18.537324] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:18.537358] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:18.537386] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:18.537466] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:18.598817] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:18.599794] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:18.599883] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:18.599935] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:18.729206] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:18.729362] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:18.729405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:18.729435] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:18.733049] [DEBUG] [FORECASTER] APH: Forecast T+1@11:T+2@11: UP (p=76.43%)
[2025-12-08T20:16:18.733376] [INFO ] [FORECASTER] Completed predict_future for APH
[2025-12-08T20:16:18.733517] [INFO ] [sig       ] APH: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:16:18.882300] [INFO ] [LOCAL     ] Saved forecast: APH	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/APH.txt
[2025-12-08T20:16:18.882460] [INFO ] [sig       ] [215/3624] Completed APH in 0.4s | 2.89 sym/s | Total: 1.2m | ETA: 19.7m
[2025-12-08T20:16:18.882500] [INFO ] [sig       ] [216/3624] Forecasting API...
[2025-12-08T20:16:18.882531] [INFO ] [sig       ] Generating forecast for: API
[2025-12-08T20:16:18.882560] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'API' from 'https://tdm.silogroup.org/data/derivative_storage/API.csv'.
[2025-12-08T20:16:18.896283] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'API'.
[2025-12-08T20:16:18.896930] [INFO ] [FORECASTER] Starting predict_future for API
[2025-12-08T20:16:18.897835] [DEBUG] [LOCAL     ] No optimal features file found for API: ./output/feature-sets/API.txt
[2025-12-08T20:16:18.897888] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:18.897928] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:18.897968] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:18.898033] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:18.957040] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:18.957971] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:18.958058] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:18.958092] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:19.076487] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:19.076660] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:19.076701] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:19.076730] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:19.080169] [DEBUG] [FORECASTER] API: Forecast T+1@11:T+2@11: UP (p=91.70%)
[2025-12-08T20:16:19.080455] [INFO ] [FORECASTER] Completed predict_future for API
[2025-12-08T20:16:19.080606] [INFO ] [sig       ] API: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:16:19.225432] [INFO ] [LOCAL     ] Saved forecast: API	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/API.txt
[2025-12-08T20:16:19.225609] [INFO ] [sig       ] [216/3624] Completed API in 0.3s | 2.89 sym/s | Total: 1.2m | ETA: 19.7m
[2025-12-08T20:16:19.225653] [INFO ] [sig       ] [217/3624] Forecasting APLD...
[2025-12-08T20:16:19.225683] [INFO ] [sig       ] Generating forecast for: APLD
[2025-12-08T20:16:19.225714] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APLD' from 'https://tdm.silogroup.org/data/derivative_storage/APLD.csv'.
[2025-12-08T20:16:19.240014] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APLD'.
[2025-12-08T20:16:19.240494] [INFO ] [FORECASTER] Starting predict_future for APLD
[2025-12-08T20:16:19.241433] [DEBUG] [LOCAL     ] No optimal features file found for APLD: ./output/feature-sets/APLD.txt
[2025-12-08T20:16:19.241490] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:19.241523] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:19.241563] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:19.241644] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:19.302347] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:19.303267] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:19.303377] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:19.303411] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:19.427703] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:19.427860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:19.427898] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:19.427967] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:19.431401] [DEBUG] [FORECASTER] APLD: Forecast T+1@11:T+2@11: DOWN (p=46.92%)
[2025-12-08T20:16:19.431732] [INFO ] [FORECASTER] Completed predict_future for APLD
[2025-12-08T20:16:19.431872] [INFO ] [sig       ] APLD: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:16:19.576720] [INFO ] [LOCAL     ] Saved forecast: APLD	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/APLD.txt
[2025-12-08T20:16:19.576884] [INFO ] [sig       ] [217/3624] Completed APLD in 0.4s | 2.89 sym/s | Total: 1.3m | ETA: 19.6m
[2025-12-08T20:16:19.576927] [INFO ] [sig       ] [218/3624] Forecasting APLE...
[2025-12-08T20:16:19.576957] [INFO ] [sig       ] Generating forecast for: APLE
[2025-12-08T20:16:19.576988] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APLE' from 'https://tdm.silogroup.org/data/derivative_storage/APLE.csv'.
[2025-12-08T20:16:19.590884] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APLE'.
[2025-12-08T20:16:19.591272] [INFO ] [FORECASTER] Starting predict_future for APLE
[2025-12-08T20:16:19.592118] [DEBUG] [LOCAL     ] No optimal features file found for APLE: ./output/feature-sets/APLE.txt
[2025-12-08T20:16:19.592170] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:19.592202] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:19.592229] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:19.592286] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:19.649855] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:19.650745] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:19.650832] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:19.650866] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:19.773387] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:19.773540] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:19.773602] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:19.773634] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:19.777059] [DEBUG] [FORECASTER] APLE: Forecast T+1@11:T+2@11: DOWN (p=6.69%)
[2025-12-08T20:16:19.777357] [INFO ] [FORECASTER] Completed predict_future for APLE
[2025-12-08T20:16:19.777530] [INFO ] [sig       ] APLE: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:16:19.941367] [INFO ] [LOCAL     ] Saved forecast: APLE	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/APLE.txt
[2025-12-08T20:16:19.941531] [INFO ] [sig       ] [218/3624] Completed APLE in 0.4s | 2.89 sym/s | Total: 1.3m | ETA: 19.6m
[2025-12-08T20:16:19.941590] [INFO ] [sig       ] [219/3624] Forecasting APLS...
[2025-12-08T20:16:19.941622] [INFO ] [sig       ] Generating forecast for: APLS
[2025-12-08T20:16:19.941652] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APLS' from 'https://tdm.silogroup.org/data/derivative_storage/APLS.csv'.
[2025-12-08T20:16:19.957673] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APLS'.
[2025-12-08T20:16:19.958078] [INFO ] [FORECASTER] Starting predict_future for APLS
[2025-12-08T20:16:19.959050] [DEBUG] [LOCAL     ] No optimal features file found for APLS: ./output/feature-sets/APLS.txt
[2025-12-08T20:16:19.959104] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:19.959137] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:19.959163] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:19.959224] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:20.019139] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:20.020062] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:20.020145] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:20.020179] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:20.145227] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:20.145382] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:20.145420] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:20.145448] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:20.148851] [DEBUG] [FORECASTER] APLS: Forecast T+1@11:T+2@11: DOWN (p=25.43%)
[2025-12-08T20:16:20.149146] [INFO ] [FORECASTER] Completed predict_future for APLS
[2025-12-08T20:16:20.149281] [INFO ] [sig       ] APLS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:16:20.293817] [INFO ] [LOCAL     ] Saved forecast: APLS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/APLS.txt
[2025-12-08T20:16:20.293974] [INFO ] [sig       ] [219/3624] Completed APLS in 0.4s | 2.89 sym/s | Total: 1.3m | ETA: 19.6m
[2025-12-08T20:16:20.294015] [INFO ] [sig       ] [220/3624] Forecasting APM...
[2025-12-08T20:16:20.294045] [INFO ] [sig       ] Generating forecast for: APM
[2025-12-08T20:16:20.294077] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APM' from 'https://tdm.silogroup.org/data/derivative_storage/APM.csv'.
[2025-12-08T20:16:20.306532] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APM'.
[2025-12-08T20:16:20.306926] [INFO ] [FORECASTER] Starting predict_future for APM
[2025-12-08T20:16:20.307752] [DEBUG] [LOCAL     ] No optimal features file found for APM: ./output/feature-sets/APM.txt
[2025-12-08T20:16:20.307803] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:20.307834] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:20.307861] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:20.307916] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:20.364626] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:20.365476] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:20.365560] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:20.365618] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:20.484330] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:20.484481] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:20.484520] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:20.484548] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:20.487957] [DEBUG] [FORECASTER] APM: Forecast T+1@11:T+2@11: UP (p=83.40%)
[2025-12-08T20:16:20.488248] [INFO ] [FORECASTER] Completed predict_future for APM
[2025-12-08T20:16:20.488378] [INFO ] [sig       ] APM: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:16:20.637363] [INFO ] [LOCAL     ] Saved forecast: APM	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/APM.txt
[2025-12-08T20:16:20.637547] [INFO ] [sig       ] [220/3624] Completed APM in 0.3s | 2.89 sym/s | Total: 1.3m | ETA: 19.6m
[2025-12-08T20:16:20.637606] [INFO ] [sig       ] [221/3624] Forecasting APO...
[2025-12-08T20:16:20.637636] [INFO ] [sig       ] Generating forecast for: APO
[2025-12-08T20:16:20.637671] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APO' from 'https://tdm.silogroup.org/data/derivative_storage/APO.csv'.
[2025-12-08T20:16:20.650408] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APO'.
[2025-12-08T20:16:20.650812] [INFO ] [FORECASTER] Starting predict_future for APO
[2025-12-08T20:16:20.651622] [DEBUG] [LOCAL     ] No optimal features file found for APO: ./output/feature-sets/APO.txt
[2025-12-08T20:16:20.651675] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:20.651707] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:20.651733] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:20.651789] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:20.711646] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:20.712514] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:20.712622] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:20.712657] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:20.841788] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:20.841958] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:20.841998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:20.842025] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:20.845561] [DEBUG] [FORECASTER] APO: Forecast T+1@11:T+2@11: UP (p=51.51%)
[2025-12-08T20:16:20.845871] [INFO ] [FORECASTER] Completed predict_future for APO
[2025-12-08T20:16:20.846011] [INFO ] [sig       ] APO: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:16:20.995449] [INFO ] [LOCAL     ] Saved forecast: APO	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/APO.txt
[2025-12-08T20:16:20.995625] [INFO ] [sig       ] [221/3624] Completed APO in 0.4s | 2.89 sym/s | Total: 1.3m | ETA: 19.6m
[2025-12-08T20:16:20.995667] [INFO ] [sig       ] [222/3624] Forecasting APOG...
[2025-12-08T20:16:20.995697] [INFO ] [sig       ] Generating forecast for: APOG
[2025-12-08T20:16:20.995728] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APOG' from 'https://tdm.silogroup.org/data/derivative_storage/APOG.csv'.
[2025-12-08T20:16:21.009165] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APOG'.
[2025-12-08T20:16:21.009552] [INFO ] [FORECASTER] Starting predict_future for APOG
[2025-12-08T20:16:21.010396] [DEBUG] [LOCAL     ] No optimal features file found for APOG: ./output/feature-sets/APOG.txt
[2025-12-08T20:16:21.010455] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:21.010489] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:21.010517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:21.010592] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:21.070712] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:21.071611] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:21.071719] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:21.071753] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:21.199139] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:21.199292] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:21.199330] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:21.199358] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:21.203199] [DEBUG] [FORECASTER] APOG: Forecast T+1@11:T+2@11: UP (p=82.08%)
[2025-12-08T20:16:21.203532] [INFO ] [FORECASTER] Completed predict_future for APOG
[2025-12-08T20:16:21.203691] [INFO ] [sig       ] APOG: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:16:21.349304] [INFO ] [LOCAL     ] Saved forecast: APOG	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/APOG.txt
[2025-12-08T20:16:21.349461] [INFO ] [sig       ] [222/3624] Completed APOG in 0.4s | 2.89 sym/s | Total: 1.3m | ETA: 19.6m
[2025-12-08T20:16:21.349501] [INFO ] [sig       ] [223/3624] Forecasting APOS...
[2025-12-08T20:16:21.349530] [INFO ] [sig       ] Generating forecast for: APOS
[2025-12-08T20:16:21.349560] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APOS' from 'https://tdm.silogroup.org/data/derivative_storage/APOS.csv'.
[2025-12-08T20:16:21.361662] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APOS'.
[2025-12-08T20:16:21.362043] [INFO ] [FORECASTER] Starting predict_future for APOS
[2025-12-08T20:16:21.362843] [DEBUG] [LOCAL     ] No optimal features file found for APOS: ./output/feature-sets/APOS.txt
[2025-12-08T20:16:21.362894] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:21.362924] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:21.362950] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:21.363005] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:21.420670] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:21.421530] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:21.421633] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:21.421667] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:21.545732] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:21.545890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:21.545929] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:21.545956] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:21.549851] [DEBUG] [FORECASTER] APOS: Forecast T+1@11:T+2@11: DOWN (p=24.52%)
[2025-12-08T20:16:21.550292] [INFO ] [FORECASTER] Completed predict_future for APOS
[2025-12-08T20:16:21.550451] [INFO ] [sig       ] APOS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:16:21.695212] [INFO ] [LOCAL     ] Saved forecast: APOS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/APOS.txt
[2025-12-08T20:16:21.695365] [INFO ] [sig       ] [223/3624] Completed APOS in 0.3s | 2.89 sym/s | Total: 1.3m | ETA: 19.6m
[2025-12-08T20:16:21.695407] [INFO ] [sig       ] [224/3624] Forecasting APP...
[2025-12-08T20:16:21.695436] [INFO ] [sig       ] Generating forecast for: APP
[2025-12-08T20:16:21.695465] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APP' from 'https://tdm.silogroup.org/data/derivative_storage/APP.csv'.
[2025-12-08T20:16:21.710973] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APP'.
[2025-12-08T20:16:21.711439] [INFO ] [FORECASTER] Starting predict_future for APP
[2025-12-08T20:16:21.712524] [DEBUG] [LOCAL     ] No optimal features file found for APP: ./output/feature-sets/APP.txt
[2025-12-08T20:16:21.712605] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:21.712654] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:21.712696] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:21.712783] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:21.779373] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:21.780451] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:21.780609] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:21.780661] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:21.902545] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:21.902719] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:21.902759] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:21.902788] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:21.906166] [DEBUG] [FORECASTER] APP: Forecast T+1@11:T+2@11: UP (p=75.94%)
[2025-12-08T20:16:21.906449] [INFO ] [FORECASTER] Completed predict_future for APP
[2025-12-08T20:16:21.906596] [INFO ] [sig       ] APP: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:16:22.058134] [INFO ] [LOCAL     ] Saved forecast: APP	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/APP.txt
[2025-12-08T20:16:22.058280] [INFO ] [sig       ] [224/3624] Completed APP in 0.4s | 2.89 sym/s | Total: 1.3m | ETA: 19.6m
[2025-12-08T20:16:22.058322] [INFO ] [sig       ] [225/3624] Forecasting APPF...
[2025-12-08T20:16:22.058353] [INFO ] [sig       ] Generating forecast for: APPF
[2025-12-08T20:16:22.058384] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APPF' from 'https://tdm.silogroup.org/data/derivative_storage/APPF.csv'.
[2025-12-08T20:16:22.071176] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APPF'.
[2025-12-08T20:16:22.071516] [INFO ] [FORECASTER] Starting predict_future for APPF
[2025-12-08T20:16:22.072355] [DEBUG] [LOCAL     ] No optimal features file found for APPF: ./output/feature-sets/APPF.txt
[2025-12-08T20:16:22.072407] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:22.072440] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:22.072468] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:22.072526] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:22.134130] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:22.134943] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:22.135026] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:22.135060] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:22.271926] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:22.272086] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:22.272137] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:22.272174] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:22.276734] [DEBUG] [FORECASTER] APPF: Forecast T+1@11:T+2@11: UP (p=69.05%)
[2025-12-08T20:16:22.277023] [INFO ] [FORECASTER] Completed predict_future for APPF
[2025-12-08T20:16:22.277156] [INFO ] [sig       ] APPF: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:16:22.446355] [INFO ] [LOCAL     ] Saved forecast: APPF	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/APPF.txt
[2025-12-08T20:16:22.446526] [INFO ] [sig       ] [225/3624] Completed APPF in 0.4s | 2.89 sym/s | Total: 1.3m | ETA: 19.6m
[2025-12-08T20:16:22.446583] [INFO ] [sig       ] [226/3624] Forecasting APPN...
[2025-12-08T20:16:22.446619] [INFO ] [sig       ] Generating forecast for: APPN
[2025-12-08T20:16:22.446651] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APPN' from 'https://tdm.silogroup.org/data/derivative_storage/APPN.csv'.
[2025-12-08T20:16:22.460989] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APPN'.
[2025-12-08T20:16:22.461477] [INFO ] [FORECASTER] Starting predict_future for APPN
[2025-12-08T20:16:22.462705] [DEBUG] [LOCAL     ] No optimal features file found for APPN: ./output/feature-sets/APPN.txt
[2025-12-08T20:16:22.462771] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:22.462817] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:22.462859] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:22.462941] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:22.529628] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:22.530513] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:22.530615] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:22.530652] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:22.653374] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:22.653546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:22.653603] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:22.653634] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:22.657017] [DEBUG] [FORECASTER] APPN: Forecast T+1@11:T+2@11: DOWN (p=7.20%)
[2025-12-08T20:16:22.657298] [INFO ] [FORECASTER] Completed predict_future for APPN
[2025-12-08T20:16:22.657443] [INFO ] [sig       ] APPN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:16:22.797415] [INFO ] [LOCAL     ] Saved forecast: APPN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/APPN.txt
[2025-12-08T20:16:22.797593] [INFO ] [sig       ] [226/3624] Completed APPN in 0.4s | 2.89 sym/s | Total: 1.3m | ETA: 19.6m
[2025-12-08T20:16:22.797636] [INFO ] [sig       ] [227/3624] Forecasting APPS...
[2025-12-08T20:16:22.797665] [INFO ] [sig       ] Generating forecast for: APPS
[2025-12-08T20:16:22.797694] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APPS' from 'https://tdm.silogroup.org/data/derivative_storage/APPS.csv'.
[2025-12-08T20:16:22.809770] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APPS'.
[2025-12-08T20:16:22.810148] [INFO ] [FORECASTER] Starting predict_future for APPS
[2025-12-08T20:16:22.810953] [DEBUG] [LOCAL     ] No optimal features file found for APPS: ./output/feature-sets/APPS.txt
[2025-12-08T20:16:22.811004] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:22.811036] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:22.811062] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:22.811118] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:22.867914] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:22.868805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:22.868886] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:22.868918] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:22.994107] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:22.994268] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:22.994308] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:22.994338] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:22.997880] [DEBUG] [FORECASTER] APPS: Forecast T+1@11:T+2@11: DOWN (p=9.65%)
[2025-12-08T20:16:22.998180] [INFO ] [FORECASTER] Completed predict_future for APPS
[2025-12-08T20:16:22.998317] [INFO ] [sig       ] APPS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:16:23.150340] [INFO ] [LOCAL     ] Saved forecast: APPS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/APPS.txt
[2025-12-08T20:16:23.150524] [INFO ] [sig       ] [227/3624] Completed APPS in 0.4s | 2.89 sym/s | Total: 1.3m | ETA: 19.6m
[2025-12-08T20:16:23.150591] [INFO ] [sig       ] [228/3624] Forecasting APRE...
[2025-12-08T20:16:23.150626] [INFO ] [sig       ] Generating forecast for: APRE
[2025-12-08T20:16:23.150658] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APRE' from 'https://tdm.silogroup.org/data/derivative_storage/APRE.csv'.
[2025-12-08T20:16:23.162935] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APRE'.
[2025-12-08T20:16:23.163335] [INFO ] [FORECASTER] Starting predict_future for APRE
[2025-12-08T20:16:23.164189] [DEBUG] [LOCAL     ] No optimal features file found for APRE: ./output/feature-sets/APRE.txt
[2025-12-08T20:16:23.164242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:23.164275] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:23.164306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:23.164364] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:23.223041] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:23.224054] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:23.224158] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:23.224205] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:23.335430] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:23.335600] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:23.335645] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:23.335674] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:23.339087] [DEBUG] [FORECASTER] APRE: Forecast T+1@11:T+2@11: UP (p=59.31%)
[2025-12-08T20:16:23.339361] [INFO ] [FORECASTER] Completed predict_future for APRE
[2025-12-08T20:16:23.339491] [INFO ] [sig       ] APRE: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:16:23.486371] [INFO ] [LOCAL     ] Saved forecast: APRE	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/APRE.txt
[2025-12-08T20:16:23.486525] [INFO ] [sig       ] [228/3624] Completed APRE in 0.3s | 2.89 sym/s | Total: 1.3m | ETA: 19.6m
[2025-12-08T20:16:23.486563] [INFO ] [sig       ] [229/3624] Forecasting APVO...
[2025-12-08T20:16:23.486617] [INFO ] [sig       ] Generating forecast for: APVO
[2025-12-08T20:16:23.486648] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APVO' from 'https://tdm.silogroup.org/data/derivative_storage/APVO.csv'.
[2025-12-08T20:16:23.499018] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APVO'.
[2025-12-08T20:16:23.499433] [INFO ] [FORECASTER] Starting predict_future for APVO
[2025-12-08T20:16:23.500268] [DEBUG] [LOCAL     ] No optimal features file found for APVO: ./output/feature-sets/APVO.txt
[2025-12-08T20:16:23.500320] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:23.500353] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:23.500381] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:23.500437] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:23.560084] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:23.561141] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:23.561239] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:23.561286] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:23.680048] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:23.680205] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:23.680245] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:23.680274] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:23.684241] [DEBUG] [FORECASTER] APVO: Forecast T+1@11:T+2@11: UP (p=77.25%)
[2025-12-08T20:16:23.684545] [INFO ] [FORECASTER] Completed predict_future for APVO
[2025-12-08T20:16:23.684702] [INFO ] [sig       ] APVO: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:16:23.841071] [INFO ] [LOCAL     ] Saved forecast: APVO	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/APVO.txt
[2025-12-08T20:16:23.841241] [INFO ] [sig       ] [229/3624] Completed APVO in 0.4s | 2.89 sym/s | Total: 1.3m | ETA: 19.6m
[2025-12-08T20:16:23.841288] [INFO ] [sig       ] [230/3624] Forecasting APYX...
[2025-12-08T20:16:23.841320] [INFO ] [sig       ] Generating forecast for: APYX
[2025-12-08T20:16:23.841348] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APYX' from 'https://tdm.silogroup.org/data/derivative_storage/APYX.csv'.
[2025-12-08T20:16:23.855740] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APYX'.
[2025-12-08T20:16:23.856116] [INFO ] [FORECASTER] Starting predict_future for APYX
[2025-12-08T20:16:23.856940] [DEBUG] [LOCAL     ] No optimal features file found for APYX: ./output/feature-sets/APYX.txt
[2025-12-08T20:16:23.857001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:23.857034] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:23.857061] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:23.857116] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:23.915071] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:23.915945] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:23.916028] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:23.916059] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:24.031602] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:24.031753] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:24.031791] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:24.031819] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:24.035154] [DEBUG] [FORECASTER] APYX: Forecast T+1@11:T+2@11: UP (p=55.45%)
[2025-12-08T20:16:24.035424] [INFO ] [FORECASTER] Completed predict_future for APYX
[2025-12-08T20:16:24.035547] [INFO ] [sig       ] APYX: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:16:24.176137] [INFO ] [LOCAL     ] Saved forecast: APYX	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/APYX.txt
[2025-12-08T20:16:24.176266] [INFO ] [sig       ] [230/3624] Completed APYX in 0.3s | 2.89 sym/s | Total: 1.3m | ETA: 19.6m
[2025-12-08T20:16:24.176305] [INFO ] [sig       ] [231/3624] Forecasting AQMS...
[2025-12-08T20:16:24.176334] [INFO ] [sig       ] Generating forecast for: AQMS
[2025-12-08T20:16:24.176363] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AQMS' from 'https://tdm.silogroup.org/data/derivative_storage/AQMS.csv'.
[2025-12-08T20:16:24.190861] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AQMS'.
[2025-12-08T20:16:24.191274] [INFO ] [FORECASTER] Starting predict_future for AQMS
[2025-12-08T20:16:24.192328] [DEBUG] [LOCAL     ] No optimal features file found for AQMS: ./output/feature-sets/AQMS.txt
[2025-12-08T20:16:24.192385] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:24.192445] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:24.192473] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:24.192534] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:24.252010] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:24.252901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:24.252986] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:24.253018] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:24.365308] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:24.365474] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:24.365514] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:24.365541] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:24.369017] [DEBUG] [FORECASTER] AQMS: Forecast T+1@11:T+2@11: DOWN (p=24.92%)
[2025-12-08T20:16:24.369293] [INFO ] [FORECASTER] Completed predict_future for AQMS
[2025-12-08T20:16:24.369420] [INFO ] [sig       ] AQMS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:16:24.524493] [INFO ] [LOCAL     ] Saved forecast: AQMS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/AQMS.txt
[2025-12-08T20:16:24.524667] [INFO ] [sig       ] [231/3624] Completed AQMS in 0.3s | 2.89 sym/s | Total: 1.3m | ETA: 19.6m
[2025-12-08T20:16:24.524711] [INFO ] [sig       ] [232/3624] Forecasting AQN...
[2025-12-08T20:16:24.524742] [INFO ] [sig       ] Generating forecast for: AQN
[2025-12-08T20:16:24.524773] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AQN' from 'https://tdm.silogroup.org/data/derivative_storage/AQN.csv'.
[2025-12-08T20:16:24.537664] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AQN'.
[2025-12-08T20:16:24.538080] [INFO ] [FORECASTER] Starting predict_future for AQN
[2025-12-08T20:16:24.538918] [DEBUG] [LOCAL     ] No optimal features file found for AQN: ./output/feature-sets/AQN.txt
[2025-12-08T20:16:24.538970] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:24.539006] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:24.539039] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:24.539096] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:24.596473] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:24.597359] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:24.597473] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:24.597506] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:24.726195] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:24.726358] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:24.726407] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:24.726442] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:24.729953] [DEBUG] [FORECASTER] AQN: Forecast T+1@11:T+2@11: DOWN (p=31.29%)
[2025-12-08T20:16:24.730288] [INFO ] [FORECASTER] Completed predict_future for AQN
[2025-12-08T20:16:24.730428] [INFO ] [sig       ] AQN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:16:24.875876] [INFO ] [LOCAL     ] Saved forecast: AQN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/AQN.txt
[2025-12-08T20:16:24.876038] [INFO ] [sig       ] [232/3624] Completed AQN in 0.4s | 2.89 sym/s | Total: 1.3m | ETA: 19.6m
[2025-12-08T20:16:24.876081] [INFO ] [sig       ] [233/3624] Forecasting AQNB...
[2025-12-08T20:16:24.876111] [INFO ] [sig       ] Generating forecast for: AQNB
[2025-12-08T20:16:24.876140] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AQNB' from 'https://tdm.silogroup.org/data/derivative_storage/AQNB.csv'.
[2025-12-08T20:16:24.891522] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AQNB'.
[2025-12-08T20:16:24.891991] [INFO ] [FORECASTER] Starting predict_future for AQNB
[2025-12-08T20:16:24.892934] [DEBUG] [LOCAL     ] No optimal features file found for AQNB: ./output/feature-sets/AQNB.txt
[2025-12-08T20:16:24.892992] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:24.893026] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:24.893053] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:24.893109] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:24.954173] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:24.955148] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:24.955236] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:24.955270] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:25.067322] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:25.067497] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:25.067536] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:25.067563] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:25.070945] [DEBUG] [FORECASTER] AQNB: Forecast T+1@11:T+2@11: DOWN (p=5.08%)
[2025-12-08T20:16:25.071215] [INFO ] [FORECASTER] Completed predict_future for AQNB
[2025-12-08T20:16:25.071345] [INFO ] [sig       ] AQNB: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:16:25.218390] [INFO ] [LOCAL     ] Saved forecast: AQNB	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/AQNB.txt
[2025-12-08T20:16:25.218545] [INFO ] [sig       ] [233/3624] Completed AQNB in 0.3s | 2.89 sym/s | Total: 1.3m | ETA: 19.6m
[2025-12-08T20:16:25.218626] [INFO ] [sig       ] [234/3624] Forecasting ARBB...
[2025-12-08T20:16:25.218659] [INFO ] [sig       ] Generating forecast for: ARBB
[2025-12-08T20:16:25.218690] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARBB' from 'https://tdm.silogroup.org/data/derivative_storage/ARBB.csv'.
[2025-12-08T20:16:25.230863] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARBB'.
[2025-12-08T20:16:25.231242] [INFO ] [FORECASTER] Starting predict_future for ARBB
[2025-12-08T20:16:25.232101] [DEBUG] [LOCAL     ] No optimal features file found for ARBB: ./output/feature-sets/ARBB.txt
[2025-12-08T20:16:25.232159] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:25.232192] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:25.232229] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:25.232295] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:25.292251] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:25.293112] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:25.293199] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:25.293232] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:25.413114] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:25.413270] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:25.413311] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:25.413386] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:25.416949] [DEBUG] [FORECASTER] ARBB: Forecast T+1@11:T+2@11: DOWN (p=12.25%)
[2025-12-08T20:16:25.417252] [INFO ] [FORECASTER] Completed predict_future for ARBB
[2025-12-08T20:16:25.417421] [INFO ] [sig       ] ARBB: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:16:25.570224] [INFO ] [LOCAL     ] Saved forecast: ARBB	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ARBB.txt
[2025-12-08T20:16:25.570365] [INFO ] [sig       ] [234/3624] Completed ARBB in 0.4s | 2.89 sym/s | Total: 1.4m | ETA: 19.6m
[2025-12-08T20:16:25.570405] [INFO ] [sig       ] [235/3624] Forecasting ARBE...
[2025-12-08T20:16:25.570436] [INFO ] [sig       ] Generating forecast for: ARBE
[2025-12-08T20:16:25.570466] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARBE' from 'https://tdm.silogroup.org/data/derivative_storage/ARBE.csv'.
[2025-12-08T20:16:25.583117] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARBE'.
[2025-12-08T20:16:25.583524] [INFO ] [FORECASTER] Starting predict_future for ARBE
[2025-12-08T20:16:25.584368] [DEBUG] [LOCAL     ] No optimal features file found for ARBE: ./output/feature-sets/ARBE.txt
[2025-12-08T20:16:25.584420] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:25.584452] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:25.584479] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:25.584536] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:25.646978] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:25.647917] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:25.648018] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:25.648068] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:25.780482] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:25.780654] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:25.780697] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:25.780725] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:25.784210] [DEBUG] [FORECASTER] ARBE: Forecast T+1@11:T+2@11: DOWN (p=5.52%)
[2025-12-08T20:16:25.784508] [INFO ] [FORECASTER] Completed predict_future for ARBE
[2025-12-08T20:16:25.784659] [INFO ] [sig       ] ARBE: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:16:25.936381] [INFO ] [LOCAL     ] Saved forecast: ARBE	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ARBE.txt
[2025-12-08T20:16:25.936526] [INFO ] [sig       ] [235/3624] Completed ARBE in 0.4s | 2.89 sym/s | Total: 1.4m | ETA: 19.6m
[2025-12-08T20:16:25.936566] [INFO ] [sig       ] [236/3624] Forecasting ARCB...
[2025-12-08T20:16:25.936616] [INFO ] [sig       ] Generating forecast for: ARCB
[2025-12-08T20:16:25.936646] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARCB' from 'https://tdm.silogroup.org/data/derivative_storage/ARCB.csv'.
[2025-12-08T20:16:25.949744] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARCB'.
[2025-12-08T20:16:25.950124] [INFO ] [FORECASTER] Starting predict_future for ARCB
[2025-12-08T20:16:25.950929] [DEBUG] [LOCAL     ] No optimal features file found for ARCB: ./output/feature-sets/ARCB.txt
[2025-12-08T20:16:25.950978] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:25.951010] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:25.951036] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:25.951092] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:26.012173] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:26.013040] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:26.013128] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:26.013162] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:26.143329] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:26.143480] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:26.143520] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:26.143549] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:26.147122] [DEBUG] [FORECASTER] ARCB: Forecast T+1@11:T+2@11: UP (p=97.28%)
[2025-12-08T20:16:26.147434] [INFO ] [FORECASTER] Completed predict_future for ARCB
[2025-12-08T20:16:26.147595] [INFO ] [sig       ] ARCB: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:16:26.302038] [INFO ] [LOCAL     ] Saved forecast: ARCB	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ARCB.txt
[2025-12-08T20:16:26.302188] [INFO ] [sig       ] [236/3624] Completed ARCB in 0.4s | 2.88 sym/s | Total: 1.4m | ETA: 19.6m
[2025-12-08T20:16:26.302228] [INFO ] [sig       ] [237/3624] Forecasting ARCC...
[2025-12-08T20:16:26.302256] [INFO ] [sig       ] Generating forecast for: ARCC
[2025-12-08T20:16:26.302296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARCC' from 'https://tdm.silogroup.org/data/derivative_storage/ARCC.csv'.
[2025-12-08T20:16:26.315421] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARCC'.
[2025-12-08T20:16:26.315833] [INFO ] [FORECASTER] Starting predict_future for ARCC
[2025-12-08T20:16:26.316671] [DEBUG] [LOCAL     ] No optimal features file found for ARCC: ./output/feature-sets/ARCC.txt
[2025-12-08T20:16:26.316723] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:26.316754] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:26.316780] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:26.316835] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:26.377266] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:26.378126] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:26.378209] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:26.378244] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:26.499231] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:26.499381] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:26.499437] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:26.499467] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:26.503119] [DEBUG] [FORECASTER] ARCC: Forecast T+1@11:T+2@11: UP (p=53.87%)
[2025-12-08T20:16:26.503401] [INFO ] [FORECASTER] Completed predict_future for ARCC
[2025-12-08T20:16:26.503533] [INFO ] [sig       ] ARCC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:16:26.654868] [INFO ] [LOCAL     ] Saved forecast: ARCC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ARCC.txt
[2025-12-08T20:16:26.655055] [INFO ] [sig       ] [237/3624] Completed ARCC in 0.4s | 2.88 sym/s | Total: 1.4m | ETA: 19.6m
[2025-12-08T20:16:26.655106] [INFO ] [sig       ] [238/3624] Forecasting ARCO...
[2025-12-08T20:16:26.655149] [INFO ] [sig       ] Generating forecast for: ARCO
[2025-12-08T20:16:26.655198] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARCO' from 'https://tdm.silogroup.org/data/derivative_storage/ARCO.csv'.
[2025-12-08T20:16:26.668677] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARCO'.
[2025-12-08T20:16:26.669098] [INFO ] [FORECASTER] Starting predict_future for ARCO
[2025-12-08T20:16:26.670018] [DEBUG] [LOCAL     ] No optimal features file found for ARCO: ./output/feature-sets/ARCO.txt
[2025-12-08T20:16:26.670071] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:26.670104] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:26.670132] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:26.670189] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:26.727124] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:26.727801] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:26.727876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:26.727909] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:26.841327] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:26.841472] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:26.841511] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:26.841539] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:26.844859] [DEBUG] [FORECASTER] ARCO: Forecast T+1@11:T+2@11: DOWN (p=2.36%)
[2025-12-08T20:16:26.845127] [INFO ] [FORECASTER] Completed predict_future for ARCO
[2025-12-08T20:16:26.845252] [INFO ] [sig       ] ARCO: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:16:26.981412] [INFO ] [LOCAL     ] Saved forecast: ARCO	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ARCO.txt
[2025-12-08T20:16:26.981534] [INFO ] [sig       ] [238/3624] Completed ARCO in 0.3s | 2.89 sym/s | Total: 1.4m | ETA: 19.6m
[2025-12-08T20:16:26.981589] [INFO ] [sig       ] [239/3624] Forecasting ARDC...
[2025-12-08T20:16:26.981620] [INFO ] [sig       ] Generating forecast for: ARDC
[2025-12-08T20:16:26.981648] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARDC' from 'https://tdm.silogroup.org/data/derivative_storage/ARDC.csv'.
[2025-12-08T20:16:26.994223] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARDC'.
[2025-12-08T20:16:26.994595] [INFO ] [FORECASTER] Starting predict_future for ARDC
[2025-12-08T20:16:26.995367] [DEBUG] [LOCAL     ] No optimal features file found for ARDC: ./output/feature-sets/ARDC.txt
[2025-12-08T20:16:26.995418] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:26.995449] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:26.995476] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:26.995530] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:27.053965] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:27.054710] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:27.054791] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:27.054824] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:27.170770] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:27.170930] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:27.170970] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:27.170998] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:27.174501] [DEBUG] [FORECASTER] ARDC: Forecast T+1@11:T+2@11: UP (p=94.79%)
[2025-12-08T20:16:27.174801] [INFO ] [FORECASTER] Completed predict_future for ARDC
[2025-12-08T20:16:27.174932] [INFO ] [sig       ] ARDC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:16:27.315005] [INFO ] [LOCAL     ] Saved forecast: ARDC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ARDC.txt
[2025-12-08T20:16:27.315159] [INFO ] [sig       ] [239/3624] Completed ARDC in 0.3s | 2.89 sym/s | Total: 1.4m | ETA: 19.5m
[2025-12-08T20:16:27.315199] [INFO ] [sig       ] [240/3624] Forecasting ARDX...
[2025-12-08T20:16:27.315230] [INFO ] [sig       ] Generating forecast for: ARDX
[2025-12-08T20:16:27.315260] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARDX' from 'https://tdm.silogroup.org/data/derivative_storage/ARDX.csv'.
[2025-12-08T20:16:27.327820] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARDX'.
[2025-12-08T20:16:27.328198] [INFO ] [FORECASTER] Starting predict_future for ARDX
[2025-12-08T20:16:27.328994] [DEBUG] [LOCAL     ] No optimal features file found for ARDX: ./output/feature-sets/ARDX.txt
[2025-12-08T20:16:27.329044] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:27.329075] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:27.329101] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:27.329156] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:27.386353] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:27.387186] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:27.387267] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:27.387299] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:27.506754] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:27.506906] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:27.506943] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:27.506971] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:27.510313] [DEBUG] [FORECASTER] ARDX: Forecast T+1@11:T+2@11: DOWN (p=19.08%)
[2025-12-08T20:16:27.510610] [INFO ] [FORECASTER] Completed predict_future for ARDX
[2025-12-08T20:16:27.510737] [INFO ] [sig       ] ARDX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:16:27.654033] [INFO ] [LOCAL     ] Saved forecast: ARDX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ARDX.txt
[2025-12-08T20:16:27.654187] [INFO ] [sig       ] [240/3624] Completed ARDX in 0.3s | 2.89 sym/s | Total: 1.4m | ETA: 19.5m
[2025-12-08T20:16:27.654226] [INFO ] [sig       ] [241/3624] Forecasting ARE...
[2025-12-08T20:16:27.654254] [INFO ] [sig       ] Generating forecast for: ARE
[2025-12-08T20:16:27.654285] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARE' from 'https://tdm.silogroup.org/data/derivative_storage/ARE.csv'.
[2025-12-08T20:16:27.666506] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARE'.
[2025-12-08T20:16:27.666906] [INFO ] [FORECASTER] Starting predict_future for ARE
[2025-12-08T20:16:27.667724] [DEBUG] [LOCAL     ] No optimal features file found for ARE: ./output/feature-sets/ARE.txt
[2025-12-08T20:16:27.667773] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:27.667816] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:27.667845] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:27.667901] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:27.728334] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:27.729311] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:27.729437] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:27.729478] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:27.852242] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:27.852396] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:27.852434] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:27.852463] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:27.855979] [DEBUG] [FORECASTER] ARE: Forecast T+1@11:T+2@11: UP (p=77.30%)
[2025-12-08T20:16:27.856280] [INFO ] [FORECASTER] Completed predict_future for ARE
[2025-12-08T20:16:27.856423] [INFO ] [sig       ] ARE: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:16:27.994510] [INFO ] [LOCAL     ] Saved forecast: ARE	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ARE.txt
[2025-12-08T20:16:27.994651] [INFO ] [sig       ] [241/3624] Completed ARE in 0.3s | 2.89 sym/s | Total: 1.4m | ETA: 19.5m
[2025-12-08T20:16:27.994691] [INFO ] [sig       ] [242/3624] Forecasting AREC...
[2025-12-08T20:16:27.994721] [INFO ] [sig       ] Generating forecast for: AREC
[2025-12-08T20:16:27.994750] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AREC' from 'https://tdm.silogroup.org/data/derivative_storage/AREC.csv'.
[2025-12-08T20:16:28.006943] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AREC'.
[2025-12-08T20:16:28.007268] [INFO ] [FORECASTER] Starting predict_future for AREC
[2025-12-08T20:16:28.008073] [DEBUG] [LOCAL     ] No optimal features file found for AREC: ./output/feature-sets/AREC.txt
[2025-12-08T20:16:28.008123] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:28.008153] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:28.008179] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:28.008235] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:28.063921] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:28.064500] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:28.064591] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:28.064624] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:28.182980] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:28.183104] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:28.183140] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:28.183168] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:28.186399] [DEBUG] [FORECASTER] AREC: Forecast T+1@11:T+2@11: UP (p=89.12%)
[2025-12-08T20:16:28.186679] [INFO ] [FORECASTER] Completed predict_future for AREC
[2025-12-08T20:16:28.186801] [INFO ] [sig       ] AREC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:16:28.325960] [INFO ] [LOCAL     ] Saved forecast: AREC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/AREC.txt
[2025-12-08T20:16:28.326066] [INFO ] [sig       ] [242/3624] Completed AREC in 0.3s | 2.89 sym/s | Total: 1.4m | ETA: 19.5m
[2025-12-08T20:16:28.326104] [INFO ] [sig       ] [243/3624] Forecasting ARES...
[2025-12-08T20:16:28.326133] [INFO ] [sig       ] Generating forecast for: ARES
[2025-12-08T20:16:28.326163] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARES' from 'https://tdm.silogroup.org/data/derivative_storage/ARES.csv'.
[2025-12-08T20:16:28.339708] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARES'.
[2025-12-08T20:16:28.340057] [INFO ] [FORECASTER] Starting predict_future for ARES
[2025-12-08T20:16:28.340854] [DEBUG] [LOCAL     ] No optimal features file found for ARES: ./output/feature-sets/ARES.txt
[2025-12-08T20:16:28.340904] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:28.340936] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:28.340962] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:28.341017] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:28.397543] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:28.398177] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:28.398253] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:28.398284] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:28.522800] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:28.522950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:28.522989] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:28.523016] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:28.526420] [DEBUG] [FORECASTER] ARES: Forecast T+1@11:T+2@11: UP (p=89.80%)
[2025-12-08T20:16:28.526717] [INFO ] [FORECASTER] Completed predict_future for ARES
[2025-12-08T20:16:28.526842] [INFO ] [sig       ] ARES: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:16:28.664199] [INFO ] [LOCAL     ] Saved forecast: ARES	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ARES.txt
[2025-12-08T20:16:28.664322] [INFO ] [sig       ] [243/3624] Completed ARES in 0.3s | 2.89 sym/s | Total: 1.4m | ETA: 19.5m
[2025-12-08T20:16:28.664360] [INFO ] [sig       ] [244/3624] Forecasting ARGX...
[2025-12-08T20:16:28.664389] [INFO ] [sig       ] Generating forecast for: ARGX
[2025-12-08T20:16:28.664417] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARGX' from 'https://tdm.silogroup.org/data/derivative_storage/ARGX.csv'.
[2025-12-08T20:16:28.677731] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARGX'.
[2025-12-08T20:16:28.678107] [INFO ] [FORECASTER] Starting predict_future for ARGX
[2025-12-08T20:16:28.678983] [DEBUG] [LOCAL     ] No optimal features file found for ARGX: ./output/feature-sets/ARGX.txt
[2025-12-08T20:16:28.679035] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:28.679070] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:28.679099] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:28.679157] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:28.736363] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:28.737028] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:28.737105] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:28.737137] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:28.857025] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:28.857174] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:28.857212] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:28.857241] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:28.860552] [DEBUG] [FORECASTER] ARGX: Forecast T+1@11:T+2@11: DOWN (p=3.62%)
[2025-12-08T20:16:28.860841] [INFO ] [FORECASTER] Completed predict_future for ARGX
[2025-12-08T20:16:28.860963] [INFO ] [sig       ] ARGX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:16:28.998180] [INFO ] [LOCAL     ] Saved forecast: ARGX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ARGX.txt
[2025-12-08T20:16:28.998331] [INFO ] [sig       ] [244/3624] Completed ARGX in 0.3s | 2.89 sym/s | Total: 1.4m | ETA: 19.5m
[2025-12-08T20:16:28.998371] [INFO ] [sig       ] [245/3624] Forecasting ARHS...
[2025-12-08T20:16:28.998406] [INFO ] [sig       ] Generating forecast for: ARHS
[2025-12-08T20:16:28.998437] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARHS' from 'https://tdm.silogroup.org/data/derivative_storage/ARHS.csv'.
[2025-12-08T20:16:29.010730] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARHS'.
[2025-12-08T20:16:29.011100] [INFO ] [FORECASTER] Starting predict_future for ARHS
[2025-12-08T20:16:29.011898] [DEBUG] [LOCAL     ] No optimal features file found for ARHS: ./output/feature-sets/ARHS.txt
[2025-12-08T20:16:29.011947] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:29.011979] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:29.012006] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:29.012062] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:29.068840] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:29.069548] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:29.069647] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:29.069681] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:29.193958] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:29.194115] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:29.194162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:29.194193] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:29.197756] [DEBUG] [FORECASTER] ARHS: Forecast T+1@11:T+2@11: UP (p=76.15%)
[2025-12-08T20:16:29.198025] [INFO ] [FORECASTER] Completed predict_future for ARHS
[2025-12-08T20:16:29.198151] [INFO ] [sig       ] ARHS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:16:29.335279] [INFO ] [LOCAL     ] Saved forecast: ARHS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ARHS.txt
[2025-12-08T20:16:29.335412] [INFO ] [sig       ] [245/3624] Completed ARHS in 0.3s | 2.89 sym/s | Total: 1.4m | ETA: 19.5m
[2025-12-08T20:16:29.335452] [INFO ] [sig       ] [246/3624] Forecasting ARI...
[2025-12-08T20:16:29.335482] [INFO ] [sig       ] Generating forecast for: ARI
[2025-12-08T20:16:29.335511] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARI' from 'https://tdm.silogroup.org/data/derivative_storage/ARI.csv'.
[2025-12-08T20:16:29.347231] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARI'.
[2025-12-08T20:16:29.347648] [INFO ] [FORECASTER] Starting predict_future for ARI
[2025-12-08T20:16:29.348428] [DEBUG] [LOCAL     ] No optimal features file found for ARI: ./output/feature-sets/ARI.txt
[2025-12-08T20:16:29.348478] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:29.348510] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:29.348537] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:29.348614] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:29.403801] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:29.404488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:29.404564] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:29.404614] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:29.524522] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:29.524689] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:29.524726] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:29.524754] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:29.528095] [DEBUG] [FORECASTER] ARI: Forecast T+1@11:T+2@11: UP (p=57.05%)
[2025-12-08T20:16:29.528364] [INFO ] [FORECASTER] Completed predict_future for ARI
[2025-12-08T20:16:29.528488] [INFO ] [sig       ] ARI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:16:29.667696] [INFO ] [LOCAL     ] Saved forecast: ARI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ARI.txt
[2025-12-08T20:16:29.667825] [INFO ] [sig       ] [246/3624] Completed ARI in 0.3s | 2.89 sym/s | Total: 1.4m | ETA: 19.5m
[2025-12-08T20:16:29.667863] [INFO ] [sig       ] [247/3624] Forecasting ARKO...
[2025-12-08T20:16:29.667892] [INFO ] [sig       ] Generating forecast for: ARKO
[2025-12-08T20:16:29.667921] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARKO' from 'https://tdm.silogroup.org/data/derivative_storage/ARKO.csv'.
[2025-12-08T20:16:29.680907] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARKO'.
[2025-12-08T20:16:29.681337] [INFO ] [FORECASTER] Starting predict_future for ARKO
[2025-12-08T20:16:29.682205] [DEBUG] [LOCAL     ] No optimal features file found for ARKO: ./output/feature-sets/ARKO.txt
[2025-12-08T20:16:29.682256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:29.682289] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:29.682316] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:29.682372] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:29.740499] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:29.741436] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:29.741521] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:29.741554] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:29.867244] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:29.867449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:29.867493] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:29.867525] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:29.871131] [DEBUG] [FORECASTER] ARKO: Forecast T+1@11:T+2@11: DOWN (p=24.95%)
[2025-12-08T20:16:29.871437] [INFO ] [FORECASTER] Completed predict_future for ARKO
[2025-12-08T20:16:29.871595] [INFO ] [sig       ] ARKO: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:16:30.014720] [INFO ] [LOCAL     ] Saved forecast: ARKO	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ARKO.txt
[2025-12-08T20:16:30.014900] [INFO ] [sig       ] [247/3624] Completed ARKO in 0.3s | 2.89 sym/s | Total: 1.4m | ETA: 19.5m
[2025-12-08T20:16:30.014945] [INFO ] [sig       ] [248/3624] Forecasting ARLO...
[2025-12-08T20:16:30.014975] [INFO ] [sig       ] Generating forecast for: ARLO
[2025-12-08T20:16:30.015004] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARLO' from 'https://tdm.silogroup.org/data/derivative_storage/ARLO.csv'.
[2025-12-08T20:16:30.027311] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARLO'.
[2025-12-08T20:16:30.027736] [INFO ] [FORECASTER] Starting predict_future for ARLO
[2025-12-08T20:16:30.028519] [DEBUG] [LOCAL     ] No optimal features file found for ARLO: ./output/feature-sets/ARLO.txt
[2025-12-08T20:16:30.028587] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:30.028647] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:30.028675] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:30.028732] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:30.084607] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:30.085298] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:30.085380] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:30.085413] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:30.206957] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:30.207078] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:30.207114] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:30.207172] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:30.210961] [DEBUG] [FORECASTER] ARLO: Forecast T+1@11:T+2@11: DOWN (p=29.63%)
[2025-12-08T20:16:30.211227] [INFO ] [FORECASTER] Completed predict_future for ARLO
[2025-12-08T20:16:30.211353] [INFO ] [sig       ] ARLO: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:16:30.361366] [INFO ] [LOCAL     ] Saved forecast: ARLO	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ARLO.txt
[2025-12-08T20:16:30.361525] [INFO ] [sig       ] [248/3624] Completed ARLO in 0.3s | 2.89 sym/s | Total: 1.4m | ETA: 19.5m
[2025-12-08T20:16:30.361587] [INFO ] [sig       ] [249/3624] Forecasting ARLP...
[2025-12-08T20:16:30.361622] [INFO ] [sig       ] Generating forecast for: ARLP
[2025-12-08T20:16:30.361654] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARLP' from 'https://tdm.silogroup.org/data/derivative_storage/ARLP.csv'.
[2025-12-08T20:16:30.373809] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARLP'.
[2025-12-08T20:16:30.374186] [INFO ] [FORECASTER] Starting predict_future for ARLP
[2025-12-08T20:16:30.375056] [DEBUG] [LOCAL     ] No optimal features file found for ARLP: ./output/feature-sets/ARLP.txt
[2025-12-08T20:16:30.375117] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:30.375158] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:30.375194] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:30.375273] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:30.434179] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:30.435062] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:30.435147] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:30.435180] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:30.556424] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:30.556600] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:30.556642] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:30.556671] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:30.560042] [DEBUG] [FORECASTER] ARLP: Forecast T+1@11:T+2@11: UP (p=90.36%)
[2025-12-08T20:16:30.560311] [INFO ] [FORECASTER] Completed predict_future for ARLP
[2025-12-08T20:16:30.560435] [INFO ] [sig       ] ARLP: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:16:30.698634] [INFO ] [LOCAL     ] Saved forecast: ARLP	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ARLP.txt
[2025-12-08T20:16:30.698759] [INFO ] [sig       ] [249/3624] Completed ARLP in 0.3s | 2.89 sym/s | Total: 1.4m | ETA: 19.5m
[2025-12-08T20:16:30.698798] [INFO ] [sig       ] [250/3624] Forecasting ARM...
[2025-12-08T20:16:30.698827] [INFO ] [sig       ] Generating forecast for: ARM
[2025-12-08T20:16:30.698856] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARM' from 'https://tdm.silogroup.org/data/derivative_storage/ARM.csv'.
[2025-12-08T20:16:30.710914] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARM'.
[2025-12-08T20:16:30.711277] [INFO ] [FORECASTER] Starting predict_future for ARM
[2025-12-08T20:16:30.712128] [DEBUG] [LOCAL     ] No optimal features file found for ARM: ./output/feature-sets/ARM.txt
[2025-12-08T20:16:30.712180] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:30.712214] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:30.712242] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:30.712299] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:30.769950] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:30.770605] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:30.770679] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:30.770722] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:30.889906] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:30.890046] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:30.890082] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:30.890109] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:30.893386] [DEBUG] [FORECASTER] ARM: Forecast T+1@11:T+2@11: DOWN (p=12.23%)
[2025-12-08T20:16:30.893676] [INFO ] [FORECASTER] Completed predict_future for ARM
[2025-12-08T20:16:30.893800] [INFO ] [sig       ] ARM: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:16:31.035564] [INFO ] [LOCAL     ] Saved forecast: ARM	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ARM.txt
[2025-12-08T20:16:31.035753] [INFO ] [sig       ] [250/3624] Completed ARM in 0.3s | 2.89 sym/s | Total: 1.4m | ETA: 19.5m
[2025-12-08T20:16:31.035793] [INFO ] [sig       ] [251/3624] Forecasting ARMK...
[2025-12-08T20:16:31.035822] [INFO ] [sig       ] Generating forecast for: ARMK
[2025-12-08T20:16:31.035852] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARMK' from 'https://tdm.silogroup.org/data/derivative_storage/ARMK.csv'.
[2025-12-08T20:16:31.048100] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARMK'.
[2025-12-08T20:16:31.048496] [INFO ] [FORECASTER] Starting predict_future for ARMK
[2025-12-08T20:16:31.049316] [DEBUG] [LOCAL     ] No optimal features file found for ARMK: ./output/feature-sets/ARMK.txt
[2025-12-08T20:16:31.049366] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:31.049396] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:31.049421] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:31.049476] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:31.105390] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:31.106262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:31.106341] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:31.106373] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:31.229272] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:31.229424] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:31.229462] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:31.229521] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:31.232891] [DEBUG] [FORECASTER] ARMK: Forecast T+1@11:T+2@11: UP (p=95.26%)
[2025-12-08T20:16:31.233167] [INFO ] [FORECASTER] Completed predict_future for ARMK
[2025-12-08T20:16:31.233295] [INFO ] [sig       ] ARMK: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:16:31.371968] [INFO ] [LOCAL     ] Saved forecast: ARMK	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ARMK.txt
[2025-12-08T20:16:31.372098] [INFO ] [sig       ] [251/3624] Completed ARMK in 0.3s | 2.89 sym/s | Total: 1.4m | ETA: 19.5m
[2025-12-08T20:16:31.372137] [INFO ] [sig       ] [252/3624] Forecasting AROC...
[2025-12-08T20:16:31.372165] [INFO ] [sig       ] Generating forecast for: AROC
[2025-12-08T20:16:31.372195] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AROC' from 'https://tdm.silogroup.org/data/derivative_storage/AROC.csv'.
[2025-12-08T20:16:31.387360] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AROC'.
[2025-12-08T20:16:31.387751] [INFO ] [FORECASTER] Starting predict_future for AROC
[2025-12-08T20:16:31.388539] [DEBUG] [LOCAL     ] No optimal features file found for AROC: ./output/feature-sets/AROC.txt
[2025-12-08T20:16:31.388607] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:31.388639] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:31.388676] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:31.388732] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:31.444980] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:31.445736] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:31.445812] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:31.445844] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:31.561199] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:31.561349] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:31.561387] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:31.561415] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:31.564757] [DEBUG] [FORECASTER] AROC: Forecast T+1@11:T+2@11: UP (p=82.77%)
[2025-12-08T20:16:31.565029] [INFO ] [FORECASTER] Completed predict_future for AROC
[2025-12-08T20:16:31.565161] [INFO ] [sig       ] AROC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:16:31.707884] [INFO ] [LOCAL     ] Saved forecast: AROC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/AROC.txt
[2025-12-08T20:16:31.708048] [INFO ] [sig       ] [252/3624] Completed AROC in 0.3s | 2.89 sym/s | Total: 1.5m | ETA: 19.4m
[2025-12-08T20:16:31.708088] [INFO ] [sig       ] [253/3624] Forecasting ARQ...
[2025-12-08T20:16:31.708118] [INFO ] [sig       ] Generating forecast for: ARQ
[2025-12-08T20:16:31.708148] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARQ' from 'https://tdm.silogroup.org/data/derivative_storage/ARQ.csv'.
[2025-12-08T20:16:31.720362] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARQ'.
[2025-12-08T20:16:31.720764] [INFO ] [FORECASTER] Starting predict_future for ARQ
[2025-12-08T20:16:31.721562] [DEBUG] [LOCAL     ] No optimal features file found for ARQ: ./output/feature-sets/ARQ.txt
[2025-12-08T20:16:31.721630] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:31.721662] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:31.721688] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:31.721744] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:31.779131] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:31.780038] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:31.780127] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:31.780160] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:31.900302] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:31.900454] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:31.900491] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:31.900521] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:31.903871] [DEBUG] [FORECASTER] ARQ: Forecast T+1@11:T+2@11: UP (p=66.35%)
[2025-12-08T20:16:31.904152] [INFO ] [FORECASTER] Completed predict_future for ARQ
[2025-12-08T20:16:31.904280] [INFO ] [sig       ] ARQ: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:16:32.043326] [INFO ] [LOCAL     ] Saved forecast: ARQ	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ARQ.txt
[2025-12-08T20:16:32.043476] [INFO ] [sig       ] [253/3624] Completed ARQ in 0.3s | 2.89 sym/s | Total: 1.5m | ETA: 19.4m
[2025-12-08T20:16:32.043517] [INFO ] [sig       ] [254/3624] Forecasting ARQQ...
[2025-12-08T20:16:32.043545] [INFO ] [sig       ] Generating forecast for: ARQQ
[2025-12-08T20:16:32.043600] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARQQ' from 'https://tdm.silogroup.org/data/derivative_storage/ARQQ.csv'.
[2025-12-08T20:16:32.055900] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARQQ'.
[2025-12-08T20:16:32.056285] [INFO ] [FORECASTER] Starting predict_future for ARQQ
[2025-12-08T20:16:32.057102] [DEBUG] [LOCAL     ] No optimal features file found for ARQQ: ./output/feature-sets/ARQQ.txt
[2025-12-08T20:16:32.057152] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:32.057183] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:32.057210] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:32.057266] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:32.113645] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:32.114463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:32.114547] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:32.114598] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:32.231876] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:32.232028] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:32.232067] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:32.232094] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:32.235441] [DEBUG] [FORECASTER] ARQQ: Forecast T+1@11:T+2@11: UP (p=73.15%)
[2025-12-08T20:16:32.235731] [INFO ] [FORECASTER] Completed predict_future for ARQQ
[2025-12-08T20:16:32.235862] [INFO ] [sig       ] ARQQ: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:16:32.375862] [INFO ] [LOCAL     ] Saved forecast: ARQQ	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ARQQ.txt
[2025-12-08T20:16:32.376012] [INFO ] [sig       ] [254/3624] Completed ARQQ in 0.3s | 2.89 sym/s | Total: 1.5m | ETA: 19.4m
[2025-12-08T20:16:32.376052] [INFO ] [sig       ] [255/3624] Forecasting ARRY...
[2025-12-08T20:16:32.376082] [INFO ] [sig       ] Generating forecast for: ARRY
[2025-12-08T20:16:32.376112] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARRY' from 'https://tdm.silogroup.org/data/derivative_storage/ARRY.csv'.
[2025-12-08T20:16:32.388108] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARRY'.
[2025-12-08T20:16:32.388477] [INFO ] [FORECASTER] Starting predict_future for ARRY
[2025-12-08T20:16:32.389312] [DEBUG] [LOCAL     ] No optimal features file found for ARRY: ./output/feature-sets/ARRY.txt
[2025-12-08T20:16:32.389363] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:32.389394] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:32.389421] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:32.389477] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:32.449387] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:32.450232] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:32.450311] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:32.450342] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:32.570295] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:32.570445] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:32.570482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:32.570509] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:32.573850] [DEBUG] [FORECASTER] ARRY: Forecast T+1@11:T+2@11: DOWN (p=40.34%)
[2025-12-08T20:16:32.574122] [INFO ] [FORECASTER] Completed predict_future for ARRY
[2025-12-08T20:16:32.574248] [INFO ] [sig       ] ARRY: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:16:32.714444] [INFO ] [LOCAL     ] Saved forecast: ARRY	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ARRY.txt
[2025-12-08T20:16:32.714617] [INFO ] [sig       ] [255/3624] Completed ARRY in 0.3s | 2.89 sym/s | Total: 1.5m | ETA: 19.4m
[2025-12-08T20:16:32.714659] [INFO ] [sig       ] [256/3624] Forecasting ARTL...
[2025-12-08T20:16:32.714690] [INFO ] [sig       ] Generating forecast for: ARTL
[2025-12-08T20:16:32.714726] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARTL' from 'https://tdm.silogroup.org/data/derivative_storage/ARTL.csv'.
[2025-12-08T20:16:32.726228] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARTL'.
[2025-12-08T20:16:32.726648] [INFO ] [FORECASTER] Starting predict_future for ARTL
[2025-12-08T20:16:32.727521] [DEBUG] [LOCAL     ] No optimal features file found for ARTL: ./output/feature-sets/ARTL.txt
[2025-12-08T20:16:32.727594] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:32.727629] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:32.727657] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:32.727713] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:32.784503] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:32.785249] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:32.785329] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:32.785363] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:32.900477] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:32.900640] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:32.900680] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:32.900708] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:32.904008] [DEBUG] [FORECASTER] ARTL: Forecast T+1@11:T+2@11: DOWN (p=47.95%)
[2025-12-08T20:16:32.904269] [INFO ] [FORECASTER] Completed predict_future for ARTL
[2025-12-08T20:16:32.904392] [INFO ] [sig       ] ARTL: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:16:33.040252] [INFO ] [LOCAL     ] Saved forecast: ARTL	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ARTL.txt
[2025-12-08T20:16:33.040370] [INFO ] [sig       ] [256/3624] Completed ARTL in 0.3s | 2.89 sym/s | Total: 1.5m | ETA: 19.4m
[2025-12-08T20:16:33.040408] [INFO ] [sig       ] [257/3624] Forecasting ARTNA...
[2025-12-08T20:16:33.040437] [INFO ] [sig       ] Generating forecast for: ARTNA
[2025-12-08T20:16:33.040466] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARTNA' from 'https://tdm.silogroup.org/data/derivative_storage/ARTNA.csv'.
[2025-12-08T20:16:33.052011] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARTNA'.
[2025-12-08T20:16:33.052383] [INFO ] [FORECASTER] Starting predict_future for ARTNA
[2025-12-08T20:16:33.053223] [DEBUG] [LOCAL     ] No optimal features file found for ARTNA: ./output/feature-sets/ARTNA.txt
[2025-12-08T20:16:33.053275] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:33.053308] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:33.053336] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:33.053395] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:33.110415] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:33.111072] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:33.111148] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:33.111180] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:33.229555] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:33.229727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:33.229772] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:33.229801] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:33.233146] [DEBUG] [FORECASTER] ARTNA: Forecast T+1@11:T+2@11: UP (p=70.01%)
[2025-12-08T20:16:33.233418] [INFO ] [FORECASTER] Completed predict_future for ARTNA
[2025-12-08T20:16:33.233542] [INFO ] [sig       ] ARTNA: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:16:33.370084] [INFO ] [LOCAL     ] Saved forecast: ARTNA	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ARTNA.txt
[2025-12-08T20:16:33.370213] [INFO ] [sig       ] [257/3624] Completed ARTNA in 0.3s | 2.89 sym/s | Total: 1.5m | ETA: 19.4m
[2025-12-08T20:16:33.370262] [INFO ] [sig       ] [258/3624] Forecasting ARVN...
[2025-12-08T20:16:33.370291] [INFO ] [sig       ] Generating forecast for: ARVN
[2025-12-08T20:16:33.370320] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARVN' from 'https://tdm.silogroup.org/data/derivative_storage/ARVN.csv'.
[2025-12-08T20:16:33.382176] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARVN'.
[2025-12-08T20:16:33.382518] [INFO ] [FORECASTER] Starting predict_future for ARVN
[2025-12-08T20:16:33.383303] [DEBUG] [LOCAL     ] No optimal features file found for ARVN: ./output/feature-sets/ARVN.txt
[2025-12-08T20:16:33.383354] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:33.383385] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:33.383413] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:33.383469] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:33.439220] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:33.439906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:33.440005] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:33.440037] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:33.558212] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:33.558351] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:33.558389] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:33.558417] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:33.561703] [DEBUG] [FORECASTER] ARVN: Forecast T+1@11:T+2@11: UP (p=89.19%)
[2025-12-08T20:16:33.561965] [INFO ] [FORECASTER] Completed predict_future for ARVN
[2025-12-08T20:16:33.562086] [INFO ] [sig       ] ARVN: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:16:33.701172] [INFO ] [LOCAL     ] Saved forecast: ARVN	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ARVN.txt
[2025-12-08T20:16:33.701280] [INFO ] [sig       ] [258/3624] Completed ARVN in 0.3s | 2.89 sym/s | Total: 1.5m | ETA: 19.4m
[2025-12-08T20:16:33.701317] [INFO ] [sig       ] [259/3624] Forecasting ASA...
[2025-12-08T20:16:33.701345] [INFO ] [sig       ] Generating forecast for: ASA
[2025-12-08T20:16:33.701375] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASA' from 'https://tdm.silogroup.org/data/derivative_storage/ASA.csv'.
[2025-12-08T20:16:33.713285] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASA'.
[2025-12-08T20:16:33.713659] [INFO ] [FORECASTER] Starting predict_future for ASA
[2025-12-08T20:16:33.714425] [DEBUG] [LOCAL     ] No optimal features file found for ASA: ./output/feature-sets/ASA.txt
[2025-12-08T20:16:33.714476] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:33.714506] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:33.714532] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:33.714604] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:33.770984] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:33.771619] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:33.771704] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:33.771735] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:33.891373] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:33.891511] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:33.891549] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:33.891594] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:33.894872] [DEBUG] [FORECASTER] ASA: Forecast T+1@11:T+2@11: UP (p=99.68%)
[2025-12-08T20:16:33.895134] [INFO ] [FORECASTER] Completed predict_future for ASA
[2025-12-08T20:16:33.895253] [INFO ] [sig       ] ASA: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:16:34.034260] [INFO ] [LOCAL     ] Saved forecast: ASA	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ASA.txt
[2025-12-08T20:16:34.034365] [INFO ] [sig       ] [259/3624] Completed ASA in 0.3s | 2.89 sym/s | Total: 1.5m | ETA: 19.4m
[2025-12-08T20:16:34.034403] [INFO ] [sig       ] [260/3624] Forecasting ASB...
[2025-12-08T20:16:34.034431] [INFO ] [sig       ] Generating forecast for: ASB
[2025-12-08T20:16:34.034459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASB' from 'https://tdm.silogroup.org/data/derivative_storage/ASB.csv'.
[2025-12-08T20:16:34.046273] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASB'.
[2025-12-08T20:16:34.046641] [INFO ] [FORECASTER] Starting predict_future for ASB
[2025-12-08T20:16:34.047432] [DEBUG] [LOCAL     ] No optimal features file found for ASB: ./output/feature-sets/ASB.txt
[2025-12-08T20:16:34.047483] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:34.047514] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:34.047541] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:34.047611] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:34.105028] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:34.105652] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:34.105732] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:34.105765] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:34.225255] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:34.225388] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:34.225426] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:34.225453] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:34.228729] [DEBUG] [FORECASTER] ASB: Forecast T+1@11:T+2@11: DOWN (p=10.28%)
[2025-12-08T20:16:34.228991] [INFO ] [FORECASTER] Completed predict_future for ASB
[2025-12-08T20:16:34.229112] [INFO ] [sig       ] ASB: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:16:34.372215] [INFO ] [LOCAL     ] Saved forecast: ASB	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ASB.txt
[2025-12-08T20:16:34.372333] [INFO ] [sig       ] [260/3624] Completed ASB in 0.3s | 2.89 sym/s | Total: 1.5m | ETA: 19.4m
[2025-12-08T20:16:34.372370] [INFO ] [sig       ] [261/3624] Forecasting ASBA...
[2025-12-08T20:16:34.372398] [INFO ] [sig       ] Generating forecast for: ASBA
[2025-12-08T20:16:34.372427] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASBA' from 'https://tdm.silogroup.org/data/derivative_storage/ASBA.csv'.
[2025-12-08T20:16:34.399895] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASBA'.
[2025-12-08T20:16:34.400259] [INFO ] [FORECASTER] Starting predict_future for ASBA
[2025-12-08T20:16:34.401050] [DEBUG] [LOCAL     ] No optimal features file found for ASBA: ./output/feature-sets/ASBA.txt
[2025-12-08T20:16:34.401100] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:34.401132] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:34.401159] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:34.401214] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:34.458567] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:34.459198] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:34.459275] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:34.459309] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:34.569191] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:34.569319] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:34.569357] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:34.569384] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:34.572601] [DEBUG] [FORECASTER] ASBA: Forecast T+1@11:T+2@11: UP (p=63.61%)
[2025-12-08T20:16:34.572864] [INFO ] [FORECASTER] Completed predict_future for ASBA
[2025-12-08T20:16:34.572983] [INFO ] [sig       ] ASBA: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:16:34.752991] [INFO ] [LOCAL     ] Saved forecast: ASBA	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ASBA.txt
[2025-12-08T20:16:34.753147] [INFO ] [sig       ] [261/3624] Completed ASBA in 0.4s | 2.89 sym/s | Total: 1.5m | ETA: 19.4m
[2025-12-08T20:16:34.753186] [INFO ] [sig       ] [262/3624] Forecasting ASC...
[2025-12-08T20:16:34.753215] [INFO ] [sig       ] Generating forecast for: ASC
[2025-12-08T20:16:34.753245] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASC' from 'https://tdm.silogroup.org/data/derivative_storage/ASC.csv'.
[2025-12-08T20:16:34.765765] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASC'.
[2025-12-08T20:16:34.766098] [INFO ] [FORECASTER] Starting predict_future for ASC
[2025-12-08T20:16:34.766886] [DEBUG] [LOCAL     ] No optimal features file found for ASC: ./output/feature-sets/ASC.txt
[2025-12-08T20:16:34.766936] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:34.766967] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:34.766993] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:34.767049] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:34.822485] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:34.823099] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:34.823174] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:34.823206] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:34.936277] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:34.936386] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:34.936423] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:34.936451] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:34.939652] [DEBUG] [FORECASTER] ASC: Forecast T+1@11:T+2@11: UP (p=64.80%)
[2025-12-08T20:16:34.939915] [INFO ] [FORECASTER] Completed predict_future for ASC
[2025-12-08T20:16:34.940036] [INFO ] [sig       ] ASC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:16:35.077607] [INFO ] [LOCAL     ] Saved forecast: ASC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ASC.txt
[2025-12-08T20:16:35.077739] [INFO ] [sig       ] [262/3624] Completed ASC in 0.3s | 2.89 sym/s | Total: 1.5m | ETA: 19.4m
[2025-12-08T20:16:35.077777] [INFO ] [sig       ] [263/3624] Forecasting ASG...
[2025-12-08T20:16:35.077806] [INFO ] [sig       ] Generating forecast for: ASG
[2025-12-08T20:16:35.077835] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASG' from 'https://tdm.silogroup.org/data/derivative_storage/ASG.csv'.
[2025-12-08T20:16:35.089338] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASG'.
[2025-12-08T20:16:35.089696] [INFO ] [FORECASTER] Starting predict_future for ASG
[2025-12-08T20:16:35.090462] [DEBUG] [LOCAL     ] No optimal features file found for ASG: ./output/feature-sets/ASG.txt
[2025-12-08T20:16:35.090512] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:35.090542] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:35.090586] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:35.090646] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:35.145368] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:35.146052] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:35.146126] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:35.146158] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:35.269052] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:35.269199] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:35.269237] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:35.269265] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:35.272533] [DEBUG] [FORECASTER] ASG: Forecast T+1@11:T+2@11: UP (p=85.45%)
[2025-12-08T20:16:35.272826] [INFO ] [FORECASTER] Completed predict_future for ASG
[2025-12-08T20:16:35.272948] [INFO ] [sig       ] ASG: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:16:35.411026] [INFO ] [LOCAL     ] Saved forecast: ASG	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ASG.txt
[2025-12-08T20:16:35.411165] [INFO ] [sig       ] [263/3624] Completed ASG in 0.3s | 2.89 sym/s | Total: 1.5m | ETA: 19.4m
[2025-12-08T20:16:35.411204] [INFO ] [sig       ] [264/3624] Forecasting ASGI...
[2025-12-08T20:16:35.411233] [INFO ] [sig       ] Generating forecast for: ASGI
[2025-12-08T20:16:35.411262] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASGI' from 'https://tdm.silogroup.org/data/derivative_storage/ASGI.csv'.
[2025-12-08T20:16:35.538567] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASGI'.
[2025-12-08T20:16:35.538950] [INFO ] [FORECASTER] Starting predict_future for ASGI
[2025-12-08T20:16:35.539746] [DEBUG] [LOCAL     ] No optimal features file found for ASGI: ./output/feature-sets/ASGI.txt
[2025-12-08T20:16:35.539796] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:35.539829] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:35.539856] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:35.539913] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:35.594920] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:35.595540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:35.595634] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:35.595673] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:35.717118] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:35.717261] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:35.717300] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:35.717330] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:35.720748] [DEBUG] [FORECASTER] ASGI: Forecast T+1@11:T+2@11: UP (p=59.35%)
[2025-12-08T20:16:35.721015] [INFO ] [FORECASTER] Completed predict_future for ASGI
[2025-12-08T20:16:35.721138] [INFO ] [sig       ] ASGI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:16:35.857841] [INFO ] [LOCAL     ] Saved forecast: ASGI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ASGI.txt
[2025-12-08T20:16:35.857984] [INFO ] [sig       ] [264/3624] Completed ASGI in 0.4s | 2.89 sym/s | Total: 1.5m | ETA: 19.4m
[2025-12-08T20:16:35.858025] [INFO ] [sig       ] [265/3624] Forecasting ASGN...
[2025-12-08T20:16:35.858054] [INFO ] [sig       ] Generating forecast for: ASGN
[2025-12-08T20:16:35.858084] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASGN' from 'https://tdm.silogroup.org/data/derivative_storage/ASGN.csv'.
[2025-12-08T20:16:35.870717] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASGN'.
[2025-12-08T20:16:35.871096] [INFO ] [FORECASTER] Starting predict_future for ASGN
[2025-12-08T20:16:35.871907] [DEBUG] [LOCAL     ] No optimal features file found for ASGN: ./output/feature-sets/ASGN.txt
[2025-12-08T20:16:35.871969] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:35.872025] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:35.872052] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:35.872109] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:35.927169] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:35.928003] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:35.928100] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:35.928132] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:36.046420] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:36.046586] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:36.046626] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:36.046656] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:36.049972] [DEBUG] [FORECASTER] ASGN: Forecast T+1@11:T+2@11: DOWN (p=34.81%)
[2025-12-08T20:16:36.050242] [INFO ] [FORECASTER] Completed predict_future for ASGN
[2025-12-08T20:16:36.050368] [INFO ] [sig       ] ASGN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:16:36.186984] [INFO ] [LOCAL     ] Saved forecast: ASGN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ASGN.txt
[2025-12-08T20:16:36.187117] [INFO ] [sig       ] [265/3624] Completed ASGN in 0.3s | 2.89 sym/s | Total: 1.5m | ETA: 19.4m
[2025-12-08T20:16:36.187158] [INFO ] [sig       ] [266/3624] Forecasting ASH...
[2025-12-08T20:16:36.187186] [INFO ] [sig       ] Generating forecast for: ASH
[2025-12-08T20:16:36.187217] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASH' from 'https://tdm.silogroup.org/data/derivative_storage/ASH.csv'.
[2025-12-08T20:16:36.198916] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASH'.
[2025-12-08T20:16:36.199256] [INFO ] [FORECASTER] Starting predict_future for ASH
[2025-12-08T20:16:36.200075] [DEBUG] [LOCAL     ] No optimal features file found for ASH: ./output/feature-sets/ASH.txt
[2025-12-08T20:16:36.200125] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:36.200156] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:36.200182] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:36.200237] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:36.255936] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:36.256688] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:36.256766] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:36.256799] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:36.376961] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:36.377106] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:36.377144] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:36.377171] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:36.380499] [DEBUG] [FORECASTER] ASH: Forecast T+1@11:T+2@11: UP (p=70.93%)
[2025-12-08T20:16:36.380781] [INFO ] [FORECASTER] Completed predict_future for ASH
[2025-12-08T20:16:36.380904] [INFO ] [sig       ] ASH: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:16:36.519256] [INFO ] [LOCAL     ] Saved forecast: ASH	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ASH.txt
[2025-12-08T20:16:36.519389] [INFO ] [sig       ] [266/3624] Completed ASH in 0.3s | 2.89 sym/s | Total: 1.5m | ETA: 19.4m
[2025-12-08T20:16:36.519428] [INFO ] [sig       ] [267/3624] Forecasting ASIX...
[2025-12-08T20:16:36.519457] [INFO ] [sig       ] Generating forecast for: ASIX
[2025-12-08T20:16:36.519486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASIX' from 'https://tdm.silogroup.org/data/derivative_storage/ASIX.csv'.
[2025-12-08T20:16:36.531480] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASIX'.
[2025-12-08T20:16:36.531856] [INFO ] [FORECASTER] Starting predict_future for ASIX
[2025-12-08T20:16:36.532643] [DEBUG] [LOCAL     ] No optimal features file found for ASIX: ./output/feature-sets/ASIX.txt
[2025-12-08T20:16:36.532693] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:36.532725] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:36.532751] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:36.532806] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:36.591537] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:36.592310] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:36.592392] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:36.592425] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:36.708212] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:36.708358] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:36.708395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:36.708423] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:36.711742] [DEBUG] [FORECASTER] ASIX: Forecast T+1@11:T+2@11: UP (p=83.35%)
[2025-12-08T20:16:36.712006] [INFO ] [FORECASTER] Completed predict_future for ASIX
[2025-12-08T20:16:36.712127] [INFO ] [sig       ] ASIX: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:16:36.849847] [INFO ] [LOCAL     ] Saved forecast: ASIX	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ASIX.txt
[2025-12-08T20:16:36.849986] [INFO ] [sig       ] [267/3624] Completed ASIX in 0.3s | 2.89 sym/s | Total: 1.5m | ETA: 19.4m
[2025-12-08T20:16:36.850025] [INFO ] [sig       ] [268/3624] Forecasting ASLE...
[2025-12-08T20:16:36.850055] [INFO ] [sig       ] Generating forecast for: ASLE
[2025-12-08T20:16:36.850085] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASLE' from 'https://tdm.silogroup.org/data/derivative_storage/ASLE.csv'.
[2025-12-08T20:16:36.862639] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASLE'.
[2025-12-08T20:16:36.862998] [INFO ] [FORECASTER] Starting predict_future for ASLE
[2025-12-08T20:16:36.863870] [DEBUG] [LOCAL     ] No optimal features file found for ASLE: ./output/feature-sets/ASLE.txt
[2025-12-08T20:16:36.863922] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:36.863953] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:36.863979] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:36.864035] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:36.920285] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:36.920976] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:36.921054] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:36.921086] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:37.040285] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:37.040443] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:37.040481] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:37.040542] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:37.044027] [DEBUG] [FORECASTER] ASLE: Forecast T+1@11:T+2@11: UP (p=90.68%)
[2025-12-08T20:16:37.044307] [INFO ] [FORECASTER] Completed predict_future for ASLE
[2025-12-08T20:16:37.044439] [INFO ] [sig       ] ASLE: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:16:37.183275] [INFO ] [LOCAL     ] Saved forecast: ASLE	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ASLE.txt
[2025-12-08T20:16:37.183429] [INFO ] [sig       ] [268/3624] Completed ASLE in 0.3s | 2.89 sym/s | Total: 1.5m | ETA: 19.3m
[2025-12-08T20:16:37.183477] [INFO ] [sig       ] [269/3624] Forecasting ASMB...
[2025-12-08T20:16:37.183508] [INFO ] [sig       ] Generating forecast for: ASMB
[2025-12-08T20:16:37.183538] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASMB' from 'https://tdm.silogroup.org/data/derivative_storage/ASMB.csv'.
[2025-12-08T20:16:37.196025] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASMB'.
[2025-12-08T20:16:37.196438] [INFO ] [FORECASTER] Starting predict_future for ASMB
[2025-12-08T20:16:37.197334] [DEBUG] [LOCAL     ] No optimal features file found for ASMB: ./output/feature-sets/ASMB.txt
[2025-12-08T20:16:37.197385] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:37.197440] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:37.197467] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:37.197522] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:37.254254] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:37.255183] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:37.255274] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:37.255305] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:37.385154] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:37.385307] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:37.385346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:37.385374] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:37.388743] [DEBUG] [FORECASTER] ASMB: Forecast T+1@11:T+2@11: UP (p=82.55%)
[2025-12-08T20:16:37.389011] [INFO ] [FORECASTER] Completed predict_future for ASMB
[2025-12-08T20:16:37.389135] [INFO ] [sig       ] ASMB: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:16:37.527537] [INFO ] [LOCAL     ] Saved forecast: ASMB	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ASMB.txt
[2025-12-08T20:16:37.527714] [INFO ] [sig       ] [269/3624] Completed ASMB in 0.3s | 2.89 sym/s | Total: 1.6m | ETA: 19.3m
[2025-12-08T20:16:37.527756] [INFO ] [sig       ] [270/3624] Forecasting ASML...
[2025-12-08T20:16:37.527785] [INFO ] [sig       ] Generating forecast for: ASML
[2025-12-08T20:16:37.527814] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASML' from 'https://tdm.silogroup.org/data/derivative_storage/ASML.csv'.
[2025-12-08T20:16:37.540706] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASML'.
[2025-12-08T20:16:37.541090] [INFO ] [FORECASTER] Starting predict_future for ASML
[2025-12-08T20:16:37.541882] [DEBUG] [LOCAL     ] No optimal features file found for ASML: ./output/feature-sets/ASML.txt
[2025-12-08T20:16:37.541934] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:37.541965] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:37.541992] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:37.542049] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:37.597449] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:37.598260] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:37.598339] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:37.598370] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:37.723407] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:37.723566] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:37.723627] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:37.723657] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:37.727071] [DEBUG] [FORECASTER] ASML: Forecast T+1@11:T+2@11: DOWN (p=43.68%)
[2025-12-08T20:16:37.727354] [INFO ] [FORECASTER] Completed predict_future for ASML
[2025-12-08T20:16:37.727529] [INFO ] [sig       ] ASML: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:16:37.869846] [INFO ] [LOCAL     ] Saved forecast: ASML	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ASML.txt
[2025-12-08T20:16:37.870076] [INFO ] [sig       ] [270/3624] Completed ASML in 0.3s | 2.89 sym/s | Total: 1.6m | ETA: 19.3m
[2025-12-08T20:16:37.870136] [INFO ] [sig       ] [271/3624] Forecasting ASND...
[2025-12-08T20:16:37.870177] [INFO ] [sig       ] Generating forecast for: ASND
[2025-12-08T20:16:37.870221] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASND' from 'https://tdm.silogroup.org/data/derivative_storage/ASND.csv'.
[2025-12-08T20:16:37.884341] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASND'.
[2025-12-08T20:16:37.884805] [INFO ] [FORECASTER] Starting predict_future for ASND
[2025-12-08T20:16:37.885833] [DEBUG] [LOCAL     ] No optimal features file found for ASND: ./output/feature-sets/ASND.txt
[2025-12-08T20:16:37.885888] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:37.885920] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:37.885945] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:37.886003] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:37.946896] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:37.947807] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:37.947896] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:37.947930] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:38.075293] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:38.075456] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:38.075496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:38.075525] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:38.079008] [DEBUG] [FORECASTER] ASND: Forecast T+1@11:T+2@11: UP (p=66.47%)
[2025-12-08T20:16:38.079307] [INFO ] [FORECASTER] Completed predict_future for ASND
[2025-12-08T20:16:38.079438] [INFO ] [sig       ] ASND: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:16:38.229969] [INFO ] [LOCAL     ] Saved forecast: ASND	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ASND.txt
[2025-12-08T20:16:38.230126] [INFO ] [sig       ] [271/3624] Completed ASND in 0.4s | 2.89 sym/s | Total: 1.6m | ETA: 19.3m
[2025-12-08T20:16:38.230165] [INFO ] [sig       ] [272/3624] Forecasting ASNS...
[2025-12-08T20:16:38.230195] [INFO ] [sig       ] Generating forecast for: ASNS
[2025-12-08T20:16:38.230225] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASNS' from 'https://tdm.silogroup.org/data/derivative_storage/ASNS.csv'.
[2025-12-08T20:16:38.249992] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASNS'.
[2025-12-08T20:16:38.250741] [INFO ] [FORECASTER] Starting predict_future for ASNS
[2025-12-08T20:16:38.252061] [DEBUG] [LOCAL     ] No optimal features file found for ASNS: ./output/feature-sets/ASNS.txt
[2025-12-08T20:16:38.252140] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:38.252187] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:38.252229] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:38.252317] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:38.319737] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:38.321101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:38.321243] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:38.321280] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:38.460943] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:38.461199] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:38.461271] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:38.461301] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:38.466130] [DEBUG] [FORECASTER] ASNS: Forecast T+1@11:T+2@11: UP (p=94.76%)
[2025-12-08T20:16:38.466670] [INFO ] [FORECASTER] Completed predict_future for ASNS
[2025-12-08T20:16:38.466864] [INFO ] [sig       ] ASNS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:16:38.619521] [INFO ] [LOCAL     ] Saved forecast: ASNS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ASNS.txt
[2025-12-08T20:16:38.619750] [INFO ] [sig       ] [272/3624] Completed ASNS in 0.4s | 2.89 sym/s | Total: 1.6m | ETA: 19.3m
[2025-12-08T20:16:38.619793] [INFO ] [sig       ] [273/3624] Forecasting ASO...
[2025-12-08T20:16:38.619826] [INFO ] [sig       ] Generating forecast for: ASO
[2025-12-08T20:16:38.619857] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASO' from 'https://tdm.silogroup.org/data/derivative_storage/ASO.csv'.
[2025-12-08T20:16:38.636024] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASO'.
[2025-12-08T20:16:38.636510] [INFO ] [FORECASTER] Starting predict_future for ASO
[2025-12-08T20:16:38.637410] [DEBUG] [LOCAL     ] No optimal features file found for ASO: ./output/feature-sets/ASO.txt
[2025-12-08T20:16:38.637473] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:38.637508] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:38.637535] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:38.637610] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:38.708272] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:38.709367] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:38.709467] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:38.709509] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:38.834755] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:38.834916] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:38.834956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:38.834984] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:38.838774] [DEBUG] [FORECASTER] ASO: Forecast T+1@11:T+2@11: UP (p=96.10%)
[2025-12-08T20:16:38.839125] [INFO ] [FORECASTER] Completed predict_future for ASO
[2025-12-08T20:16:38.839273] [INFO ] [sig       ] ASO: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:16:38.987913] [INFO ] [LOCAL     ] Saved forecast: ASO	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ASO.txt
[2025-12-08T20:16:38.988078] [INFO ] [sig       ] [273/3624] Completed ASO in 0.4s | 2.89 sym/s | Total: 1.6m | ETA: 19.3m
[2025-12-08T20:16:38.988117] [INFO ] [sig       ] [274/3624] Forecasting ASPI...
[2025-12-08T20:16:38.988148] [INFO ] [sig       ] Generating forecast for: ASPI
[2025-12-08T20:16:38.988177] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASPI' from 'https://tdm.silogroup.org/data/derivative_storage/ASPI.csv'.
[2025-12-08T20:16:39.005086] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASPI'.
[2025-12-08T20:16:39.005741] [INFO ] [FORECASTER] Starting predict_future for ASPI
[2025-12-08T20:16:39.006873] [DEBUG] [LOCAL     ] No optimal features file found for ASPI: ./output/feature-sets/ASPI.txt
[2025-12-08T20:16:39.007122] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:39.007155] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:39.007182] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:39.007252] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:39.067419] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:39.068661] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:39.068794] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:39.068828] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:39.192228] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:39.192449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:39.192492] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:39.192523] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:39.196529] [DEBUG] [FORECASTER] ASPI: Forecast T+1@11:T+2@11: DOWN (p=4.17%)
[2025-12-08T20:16:39.196895] [INFO ] [FORECASTER] Completed predict_future for ASPI
[2025-12-08T20:16:39.197090] [INFO ] [sig       ] ASPI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:16:39.346414] [INFO ] [LOCAL     ] Saved forecast: ASPI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ASPI.txt
[2025-12-08T20:16:39.346663] [INFO ] [sig       ] [274/3624] Completed ASPI in 0.4s | 2.89 sym/s | Total: 1.6m | ETA: 19.3m
[2025-12-08T20:16:39.346722] [INFO ] [sig       ] [275/3624] Forecasting ASPN...
[2025-12-08T20:16:39.346762] [INFO ] [sig       ] Generating forecast for: ASPN
[2025-12-08T20:16:39.346798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASPN' from 'https://tdm.silogroup.org/data/derivative_storage/ASPN.csv'.
[2025-12-08T20:16:39.360909] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASPN'.
[2025-12-08T20:16:39.361442] [INFO ] [FORECASTER] Starting predict_future for ASPN
[2025-12-08T20:16:39.362346] [DEBUG] [LOCAL     ] No optimal features file found for ASPN: ./output/feature-sets/ASPN.txt
[2025-12-08T20:16:39.362399] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:39.362432] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:39.362459] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:39.362516] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:39.420273] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:39.421469] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:39.421673] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:39.421713] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:39.559981] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:39.560213] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:39.560259] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:39.560288] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:39.564252] [DEBUG] [FORECASTER] ASPN: Forecast T+1@11:T+2@11: UP (p=91.32%)
[2025-12-08T20:16:39.564565] [INFO ] [FORECASTER] Completed predict_future for ASPN
[2025-12-08T20:16:39.564730] [INFO ] [sig       ] ASPN: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:16:39.715777] [INFO ] [LOCAL     ] Saved forecast: ASPN	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ASPN.txt
[2025-12-08T20:16:39.715983] [INFO ] [sig       ] [275/3624] Completed ASPN in 0.4s | 2.89 sym/s | Total: 1.6m | ETA: 19.3m
[2025-12-08T20:16:39.716026] [INFO ] [sig       ] [276/3624] Forecasting ASPS...
[2025-12-08T20:16:39.716058] [INFO ] [sig       ] Generating forecast for: ASPS
[2025-12-08T20:16:39.716092] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASPS' from 'https://tdm.silogroup.org/data/derivative_storage/ASPS.csv'.
[2025-12-08T20:16:39.731534] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASPS'.
[2025-12-08T20:16:39.732176] [INFO ] [FORECASTER] Starting predict_future for ASPS
[2025-12-08T20:16:39.733441] [DEBUG] [LOCAL     ] No optimal features file found for ASPS: ./output/feature-sets/ASPS.txt
[2025-12-08T20:16:39.733501] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:39.733558] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:39.733624] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:39.733687] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:39.795260] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:39.796382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:39.796490] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:39.796524] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:39.916602] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:39.916843] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:39.916888] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:39.916916] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:39.921061] [DEBUG] [FORECASTER] ASPS: Forecast T+1@11:T+2@11: UP (p=56.12%)
[2025-12-08T20:16:39.921362] [INFO ] [FORECASTER] Completed predict_future for ASPS
[2025-12-08T20:16:39.921499] [INFO ] [sig       ] ASPS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:16:40.072296] [INFO ] [LOCAL     ] Saved forecast: ASPS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ASPS.txt
[2025-12-08T20:16:40.072499] [INFO ] [sig       ] [276/3624] Completed ASPS in 0.4s | 2.89 sym/s | Total: 1.6m | ETA: 19.3m
[2025-12-08T20:16:40.072544] [INFO ] [sig       ] [277/3624] Forecasting ASTE...
[2025-12-08T20:16:40.072601] [INFO ] [sig       ] Generating forecast for: ASTE
[2025-12-08T20:16:40.072644] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTE' from 'https://tdm.silogroup.org/data/derivative_storage/ASTE.csv'.
[2025-12-08T20:16:40.087119] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTE'.
[2025-12-08T20:16:40.087795] [INFO ] [FORECASTER] Starting predict_future for ASTE
[2025-12-08T20:16:40.088781] [DEBUG] [LOCAL     ] No optimal features file found for ASTE: ./output/feature-sets/ASTE.txt
[2025-12-08T20:16:40.088833] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:40.088867] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:40.088893] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:40.088952] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:40.148171] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:40.149470] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:40.149604] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:40.149642] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:40.279215] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:40.279464] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:40.279509] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:40.279537] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:40.283679] [DEBUG] [FORECASTER] ASTE: Forecast T+1@11:T+2@11: DOWN (p=5.86%)
[2025-12-08T20:16:40.284029] [INFO ] [FORECASTER] Completed predict_future for ASTE
[2025-12-08T20:16:40.284209] [INFO ] [sig       ] ASTE: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:16:40.429116] [INFO ] [LOCAL     ] Saved forecast: ASTE	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ASTE.txt
[2025-12-08T20:16:40.429639] [INFO ] [sig       ] [277/3624] Completed ASTE in 0.4s | 2.89 sym/s | Total: 1.6m | ETA: 19.3m
[2025-12-08T20:16:40.429692] [INFO ] [sig       ] [278/3624] Forecasting ASTH...
[2025-12-08T20:16:40.429724] [INFO ] [sig       ] Generating forecast for: ASTH
[2025-12-08T20:16:40.429757] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTH' from 'https://tdm.silogroup.org/data/derivative_storage/ASTH.csv'.
[2025-12-08T20:16:40.444788] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTH'.
[2025-12-08T20:16:40.445377] [INFO ] [FORECASTER] Starting predict_future for ASTH
[2025-12-08T20:16:40.446365] [DEBUG] [LOCAL     ] No optimal features file found for ASTH: ./output/feature-sets/ASTH.txt
[2025-12-08T20:16:40.446418] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:40.446452] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:40.446480] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:40.446539] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:40.503821] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:40.505081] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:40.505187] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:40.505221] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:40.627809] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:40.628047] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:40.628093] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:40.628124] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:40.632027] [DEBUG] [FORECASTER] ASTH: Forecast T+1@11:T+2@11: UP (p=91.38%)
[2025-12-08T20:16:40.632351] [INFO ] [FORECASTER] Completed predict_future for ASTH
[2025-12-08T20:16:40.632502] [INFO ] [sig       ] ASTH: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:16:40.782169] [INFO ] [LOCAL     ] Saved forecast: ASTH	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ASTH.txt
[2025-12-08T20:16:40.782423] [INFO ] [sig       ] [278/3624] Completed ASTH in 0.4s | 2.89 sym/s | Total: 1.6m | ETA: 19.3m
[2025-12-08T20:16:40.782467] [INFO ] [sig       ] [279/3624] Forecasting ASTI...
[2025-12-08T20:16:40.782499] [INFO ] [sig       ] Generating forecast for: ASTI
[2025-12-08T20:16:40.782530] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTI' from 'https://tdm.silogroup.org/data/derivative_storage/ASTI.csv'.
[2025-12-08T20:16:40.797521] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTI'.
[2025-12-08T20:16:40.798284] [INFO ] [FORECASTER] Starting predict_future for ASTI
[2025-12-08T20:16:40.799419] [DEBUG] [LOCAL     ] No optimal features file found for ASTI: ./output/feature-sets/ASTI.txt
[2025-12-08T20:16:40.799473] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:40.799508] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:40.799569] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:40.799671] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:40.856128] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:40.857382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:40.857508] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:40.857542] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:40.994454] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:40.994723] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:40.994766] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:40.994795] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:40.998986] [DEBUG] [FORECASTER] ASTI: Forecast T+1@11:T+2@11: UP (p=53.80%)
[2025-12-08T20:16:40.999267] [INFO ] [FORECASTER] Completed predict_future for ASTI
[2025-12-08T20:16:40.999399] [INFO ] [sig       ] ASTI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:16:41.148853] [INFO ] [LOCAL     ] Saved forecast: ASTI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ASTI.txt
[2025-12-08T20:16:41.149028] [INFO ] [sig       ] [279/3624] Completed ASTI in 0.4s | 2.89 sym/s | Total: 1.6m | ETA: 19.3m
[2025-12-08T20:16:41.149070] [INFO ] [sig       ] [280/3624] Forecasting ASTL...
[2025-12-08T20:16:41.149107] [INFO ] [sig       ] Generating forecast for: ASTL
[2025-12-08T20:16:41.149140] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTL' from 'https://tdm.silogroup.org/data/derivative_storage/ASTL.csv'.
[2025-12-08T20:16:41.162308] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTL'.
[2025-12-08T20:16:41.162772] [INFO ] [FORECASTER] Starting predict_future for ASTL
[2025-12-08T20:16:41.163694] [DEBUG] [LOCAL     ] No optimal features file found for ASTL: ./output/feature-sets/ASTL.txt
[2025-12-08T20:16:41.163749] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:41.163782] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:41.163808] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:41.163864] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:41.224302] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:41.225238] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:41.225325] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:41.225358] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:41.383709] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:41.383894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:41.383945] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:41.383981] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:41.388806] [DEBUG] [FORECASTER] ASTL: Forecast T+1@11:T+2@11: UP (p=71.77%)
[2025-12-08T20:16:41.389266] [INFO ] [FORECASTER] Completed predict_future for ASTL
[2025-12-08T20:16:41.389448] [INFO ] [sig       ] ASTL: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:16:41.583359] [INFO ] [LOCAL     ] Saved forecast: ASTL	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ASTL.txt
[2025-12-08T20:16:41.583617] [INFO ] [sig       ] [280/3624] Completed ASTL in 0.4s | 2.88 sym/s | Total: 1.6m | ETA: 19.3m
[2025-12-08T20:16:41.583683] [INFO ] [sig       ] [281/3624] Forecasting ASTS...
[2025-12-08T20:16:41.583728] [INFO ] [sig       ] Generating forecast for: ASTS
[2025-12-08T20:16:41.583771] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTS' from 'https://tdm.silogroup.org/data/derivative_storage/ASTS.csv'.
[2025-12-08T20:16:41.604031] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTS'.
[2025-12-08T20:16:41.604899] [INFO ] [FORECASTER] Starting predict_future for ASTS
[2025-12-08T20:16:41.606187] [DEBUG] [LOCAL     ] No optimal features file found for ASTS: ./output/feature-sets/ASTS.txt
[2025-12-08T20:16:41.606265] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:41.606307] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:41.606341] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:41.606418] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:41.686364] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:41.687602] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:41.687732] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:41.687778] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:41.862949] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:41.863136] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:41.863191] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:41.863233] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:41.868749] [DEBUG] [FORECASTER] ASTS: Forecast T+1@11:T+2@11: DOWN (p=15.13%)
[2025-12-08T20:16:41.869309] [INFO ] [FORECASTER] Completed predict_future for ASTS
[2025-12-08T20:16:41.869534] [INFO ] [sig       ] ASTS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:16:42.076276] [INFO ] [LOCAL     ] Saved forecast: ASTS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ASTS.txt
[2025-12-08T20:16:42.076449] [INFO ] [sig       ] [281/3624] Completed ASTS in 0.5s | 2.88 sym/s | Total: 1.6m | ETA: 19.3m
[2025-12-08T20:16:42.076494] [INFO ] [sig       ] [282/3624] Forecasting ASX...
[2025-12-08T20:16:42.076526] [INFO ] [sig       ] Generating forecast for: ASX
[2025-12-08T20:16:42.076557] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASX' from 'https://tdm.silogroup.org/data/derivative_storage/ASX.csv'.
[2025-12-08T20:16:42.094224] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASX'.
[2025-12-08T20:16:42.094706] [INFO ] [FORECASTER] Starting predict_future for ASX
[2025-12-08T20:16:42.095645] [DEBUG] [LOCAL     ] No optimal features file found for ASX: ./output/feature-sets/ASX.txt
[2025-12-08T20:16:42.095699] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:42.095764] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:42.095799] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:42.095867] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:42.158185] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:42.159232] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:42.159348] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:42.159394] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:42.299822] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:42.299984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:42.300028] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:42.300057] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:42.303769] [DEBUG] [FORECASTER] ASX: Forecast T+1@11:T+2@11: DOWN (p=47.21%)
[2025-12-08T20:16:42.304104] [INFO ] [FORECASTER] Completed predict_future for ASX
[2025-12-08T20:16:42.304247] [INFO ] [sig       ] ASX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:16:42.463632] [INFO ] [LOCAL     ] Saved forecast: ASX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ASX.txt
[2025-12-08T20:16:42.463797] [INFO ] [sig       ] [282/3624] Completed ASX in 0.4s | 2.88 sym/s | Total: 1.6m | ETA: 19.4m
[2025-12-08T20:16:42.463836] [INFO ] [sig       ] [283/3624] Forecasting ASYS...
[2025-12-08T20:16:42.463869] [INFO ] [sig       ] Generating forecast for: ASYS
[2025-12-08T20:16:42.463898] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASYS' from 'https://tdm.silogroup.org/data/derivative_storage/ASYS.csv'.
[2025-12-08T20:16:42.475799] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASYS'.
[2025-12-08T20:16:42.476195] [INFO ] [FORECASTER] Starting predict_future for ASYS
[2025-12-08T20:16:42.477024] [DEBUG] [LOCAL     ] No optimal features file found for ASYS: ./output/feature-sets/ASYS.txt
[2025-12-08T20:16:42.477077] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:42.477108] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:42.477134] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:42.477189] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:42.536523] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:42.537478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:42.537595] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:42.537630] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:42.663485] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:42.663661] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:42.663714] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:42.663771] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:42.667479] [DEBUG] [FORECASTER] ASYS: Forecast T+1@11:T+2@11: DOWN (p=6.05%)
[2025-12-08T20:16:42.667869] [INFO ] [FORECASTER] Completed predict_future for ASYS
[2025-12-08T20:16:42.668041] [INFO ] [sig       ] ASYS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:16:42.823532] [INFO ] [LOCAL     ] Saved forecast: ASYS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ASYS.txt
[2025-12-08T20:16:42.823718] [INFO ] [sig       ] [283/3624] Completed ASYS in 0.4s | 2.88 sym/s | Total: 1.6m | ETA: 19.3m
[2025-12-08T20:16:42.823765] [INFO ] [sig       ] [284/3624] Forecasting ATAI...
[2025-12-08T20:16:42.823796] [INFO ] [sig       ] Generating forecast for: ATAI
[2025-12-08T20:16:42.823827] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATAI' from 'https://tdm.silogroup.org/data/derivative_storage/ATAI.csv'.
[2025-12-08T20:16:42.836493] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATAI'.
[2025-12-08T20:16:42.836900] [INFO ] [FORECASTER] Starting predict_future for ATAI
[2025-12-08T20:16:42.837801] [DEBUG] [LOCAL     ] No optimal features file found for ATAI: ./output/feature-sets/ATAI.txt
[2025-12-08T20:16:42.837854] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:42.837887] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:42.837914] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:42.837971] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:42.896943] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:42.897862] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:42.897949] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:42.897982] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:43.019762] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:43.019926] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:43.019966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:43.019994] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:43.023620] [DEBUG] [FORECASTER] ATAI: Forecast T+1@11:T+2@11: UP (p=66.35%)
[2025-12-08T20:16:43.023932] [INFO ] [FORECASTER] Completed predict_future for ATAI
[2025-12-08T20:16:43.024071] [INFO ] [sig       ] ATAI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:16:43.168359] [INFO ] [LOCAL     ] Saved forecast: ATAI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ATAI.txt
[2025-12-08T20:16:43.168515] [INFO ] [sig       ] [284/3624] Completed ATAI in 0.3s | 2.88 sym/s | Total: 1.6m | ETA: 19.3m
[2025-12-08T20:16:43.168555] [INFO ] [sig       ] [285/3624] Forecasting ATEC...
[2025-12-08T20:16:43.168607] [INFO ] [sig       ] Generating forecast for: ATEC
[2025-12-08T20:16:43.168639] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATEC' from 'https://tdm.silogroup.org/data/derivative_storage/ATEC.csv'.
[2025-12-08T20:16:43.180565] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATEC'.
[2025-12-08T20:16:43.180979] [INFO ] [FORECASTER] Starting predict_future for ATEC
[2025-12-08T20:16:43.181864] [DEBUG] [LOCAL     ] No optimal features file found for ATEC: ./output/feature-sets/ATEC.txt
[2025-12-08T20:16:43.181917] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:43.181950] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:43.181977] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:43.182034] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:43.239676] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:43.240474] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:43.240557] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:43.240625] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:43.361102] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:43.361249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:43.361288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:43.361347] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:43.365812] [DEBUG] [FORECASTER] ATEC: Forecast T+1@11:T+2@11: DOWN (p=3.83%)
[2025-12-08T20:16:43.366093] [INFO ] [FORECASTER] Completed predict_future for ATEC
[2025-12-08T20:16:43.366221] [INFO ] [sig       ] ATEC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:16:43.502823] [INFO ] [LOCAL     ] Saved forecast: ATEC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ATEC.txt
[2025-12-08T20:16:43.502959] [INFO ] [sig       ] [285/3624] Completed ATEC in 0.3s | 2.88 sym/s | Total: 1.7m | ETA: 19.3m
[2025-12-08T20:16:43.502999] [INFO ] [sig       ] [286/3624] Forecasting ATEN...
[2025-12-08T20:16:43.503028] [INFO ] [sig       ] Generating forecast for: ATEN
[2025-12-08T20:16:43.503059] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATEN' from 'https://tdm.silogroup.org/data/derivative_storage/ATEN.csv'.
[2025-12-08T20:16:43.515557] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATEN'.
[2025-12-08T20:16:43.515936] [INFO ] [FORECASTER] Starting predict_future for ATEN
[2025-12-08T20:16:43.516822] [DEBUG] [LOCAL     ] No optimal features file found for ATEN: ./output/feature-sets/ATEN.txt
[2025-12-08T20:16:43.516875] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:43.516908] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:43.516937] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:43.516995] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:43.574100] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:43.574797] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:43.574876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:43.574909] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:43.695967] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:43.696119] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:43.696159] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:43.696185] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:43.699587] [DEBUG] [FORECASTER] ATEN: Forecast T+1@11:T+2@11: DOWN (p=1.03%)
[2025-12-08T20:16:43.699889] [INFO ] [FORECASTER] Completed predict_future for ATEN
[2025-12-08T20:16:43.700029] [INFO ] [sig       ] ATEN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:16:43.841884] [INFO ] [LOCAL     ] Saved forecast: ATEN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ATEN.txt
[2025-12-08T20:16:43.842035] [INFO ] [sig       ] [286/3624] Completed ATEN in 0.3s | 2.88 sym/s | Total: 1.7m | ETA: 19.3m
[2025-12-08T20:16:43.842076] [INFO ] [sig       ] [287/3624] Forecasting ATEX...
[2025-12-08T20:16:43.842105] [INFO ] [sig       ] Generating forecast for: ATEX
[2025-12-08T20:16:43.842136] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATEX' from 'https://tdm.silogroup.org/data/derivative_storage/ATEX.csv'.
[2025-12-08T20:16:43.854306] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATEX'.
[2025-12-08T20:16:43.854708] [INFO ] [FORECASTER] Starting predict_future for ATEX
[2025-12-08T20:16:43.855511] [DEBUG] [LOCAL     ] No optimal features file found for ATEX: ./output/feature-sets/ATEX.txt
[2025-12-08T20:16:43.855563] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:43.855616] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:43.855655] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:43.855713] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:43.913314] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:43.914177] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:43.914260] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:43.914294] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:44.031107] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:44.031260] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:44.031300] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:44.031329] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:44.034799] [DEBUG] [FORECASTER] ATEX: Forecast T+1@11:T+2@11: DOWN (p=15.28%)
[2025-12-08T20:16:44.035081] [INFO ] [FORECASTER] Completed predict_future for ATEX
[2025-12-08T20:16:44.035218] [INFO ] [sig       ] ATEX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:16:44.176695] [INFO ] [LOCAL     ] Saved forecast: ATEX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ATEX.txt
[2025-12-08T20:16:44.176848] [INFO ] [sig       ] [287/3624] Completed ATEX in 0.3s | 2.88 sym/s | Total: 1.7m | ETA: 19.3m
[2025-12-08T20:16:44.176889] [INFO ] [sig       ] [288/3624] Forecasting ATGE...
[2025-12-08T20:16:44.176920] [INFO ] [sig       ] Generating forecast for: ATGE
[2025-12-08T20:16:44.176951] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATGE' from 'https://tdm.silogroup.org/data/derivative_storage/ATGE.csv'.
[2025-12-08T20:16:44.190645] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATGE'.
[2025-12-08T20:16:44.191042] [INFO ] [FORECASTER] Starting predict_future for ATGE
[2025-12-08T20:16:44.191857] [DEBUG] [LOCAL     ] No optimal features file found for ATGE: ./output/feature-sets/ATGE.txt
[2025-12-08T20:16:44.191909] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:44.191940] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:44.191966] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:44.192022] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:44.252099] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:44.252973] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:44.253055] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:44.253088] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:44.375499] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:44.375687] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:44.375726] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:44.375754] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:44.379126] [DEBUG] [FORECASTER] ATGE: Forecast T+1@11:T+2@11: DOWN (p=21.86%)
[2025-12-08T20:16:44.379403] [INFO ] [FORECASTER] Completed predict_future for ATGE
[2025-12-08T20:16:44.379536] [INFO ] [sig       ] ATGE: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:16:44.520890] [INFO ] [LOCAL     ] Saved forecast: ATGE	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ATGE.txt
[2025-12-08T20:16:44.521044] [INFO ] [sig       ] [288/3624] Completed ATGE in 0.3s | 2.88 sym/s | Total: 1.7m | ETA: 19.3m
[2025-12-08T20:16:44.521085] [INFO ] [sig       ] [289/3624] Forecasting ATHA...
[2025-12-08T20:16:44.521115] [INFO ] [sig       ] Generating forecast for: ATHA
[2025-12-08T20:16:44.521145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATHA' from 'https://tdm.silogroup.org/data/derivative_storage/ATHA.csv'.
[2025-12-08T20:16:44.532763] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATHA'.
[2025-12-08T20:16:44.533171] [INFO ] [FORECASTER] Starting predict_future for ATHA
[2025-12-08T20:16:44.534051] [DEBUG] [LOCAL     ] No optimal features file found for ATHA: ./output/feature-sets/ATHA.txt
[2025-12-08T20:16:44.534104] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:44.534137] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:44.534164] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:44.534222] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:44.592440] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:44.593351] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:44.593436] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:44.593469] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:44.717605] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:44.717763] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:44.717803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:44.717833] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:44.721346] [DEBUG] [FORECASTER] ATHA: Forecast T+1@11:T+2@11: UP (p=91.45%)
[2025-12-08T20:16:44.721685] [INFO ] [FORECASTER] Completed predict_future for ATHA
[2025-12-08T20:16:44.721824] [INFO ] [sig       ] ATHA: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:16:44.879505] [INFO ] [LOCAL     ] Saved forecast: ATHA	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ATHA.txt
[2025-12-08T20:16:44.879683] [INFO ] [sig       ] [289/3624] Completed ATHA in 0.4s | 2.88 sym/s | Total: 1.7m | ETA: 19.3m
[2025-12-08T20:16:44.879724] [INFO ] [sig       ] [290/3624] Forecasting ATHM...
[2025-12-08T20:16:44.879755] [INFO ] [sig       ] Generating forecast for: ATHM
[2025-12-08T20:16:44.879785] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATHM' from 'https://tdm.silogroup.org/data/derivative_storage/ATHM.csv'.
[2025-12-08T20:16:44.892217] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATHM'.
[2025-12-08T20:16:44.892650] [INFO ] [FORECASTER] Starting predict_future for ATHM
[2025-12-08T20:16:44.893505] [DEBUG] [LOCAL     ] No optimal features file found for ATHM: ./output/feature-sets/ATHM.txt
[2025-12-08T20:16:44.893559] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:44.893632] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:44.893671] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:44.893730] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:44.952358] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:44.953221] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:44.953306] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:44.953339] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:45.077887] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:45.078045] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:45.078085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:45.078115] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:45.081672] [DEBUG] [FORECASTER] ATHM: Forecast T+1@11:T+2@11: DOWN (p=27.39%)
[2025-12-08T20:16:45.081955] [INFO ] [FORECASTER] Completed predict_future for ATHM
[2025-12-08T20:16:45.082091] [INFO ] [sig       ] ATHM: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:16:45.227423] [INFO ] [LOCAL     ] Saved forecast: ATHM	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ATHM.txt
[2025-12-08T20:16:45.227600] [INFO ] [sig       ] [290/3624] Completed ATHM in 0.3s | 2.88 sym/s | Total: 1.7m | ETA: 19.3m
[2025-12-08T20:16:45.227642] [INFO ] [sig       ] [291/3624] Forecasting ATI...
[2025-12-08T20:16:45.227671] [INFO ] [sig       ] Generating forecast for: ATI
[2025-12-08T20:16:45.227706] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATI' from 'https://tdm.silogroup.org/data/derivative_storage/ATI.csv'.
[2025-12-08T20:16:45.242128] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATI'.
[2025-12-08T20:16:45.242604] [INFO ] [FORECASTER] Starting predict_future for ATI
[2025-12-08T20:16:45.243610] [DEBUG] [LOCAL     ] No optimal features file found for ATI: ./output/feature-sets/ATI.txt
[2025-12-08T20:16:45.243671] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:45.243711] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:45.243747] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:45.243831] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:45.303955] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:45.304817] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:45.304898] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:45.304932] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:45.432107] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:45.432257] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:45.432295] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:45.432322] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:45.435691] [DEBUG] [FORECASTER] ATI: Forecast T+1@11:T+2@11: DOWN (p=20.55%)
[2025-12-08T20:16:45.435981] [INFO ] [FORECASTER] Completed predict_future for ATI
[2025-12-08T20:16:45.436109] [INFO ] [sig       ] ATI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:16:45.579975] [INFO ] [LOCAL     ] Saved forecast: ATI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ATI.txt
[2025-12-08T20:16:45.580132] [INFO ] [sig       ] [291/3624] Completed ATI in 0.4s | 2.88 sym/s | Total: 1.7m | ETA: 19.3m
[2025-12-08T20:16:45.580174] [INFO ] [sig       ] [292/3624] Forecasting ATLC...
[2025-12-08T20:16:45.580205] [INFO ] [sig       ] Generating forecast for: ATLC
[2025-12-08T20:16:45.580237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATLC' from 'https://tdm.silogroup.org/data/derivative_storage/ATLC.csv'.
[2025-12-08T20:16:45.593005] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATLC'.
[2025-12-08T20:16:45.593399] [INFO ] [FORECASTER] Starting predict_future for ATLC
[2025-12-08T20:16:45.594466] [DEBUG] [LOCAL     ] No optimal features file found for ATLC: ./output/feature-sets/ATLC.txt
[2025-12-08T20:16:45.594527] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:45.594560] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:45.594611] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:45.594670] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:45.652776] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:45.653658] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:45.653772] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:45.653807] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:45.775732] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:45.775890] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-08T20:16:45.775929] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:45.776150] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:45.779592] [DEBUG] [FORECASTER] ATLC: Forecast T+1@11:T+2@11: UP (p=64.94%)
[2025-12-08T20:16:45.779915] [INFO ] [FORECASTER] Completed predict_future for ATLC
[2025-12-08T20:16:45.780056] [INFO ] [sig       ] ATLC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:16:45.924420] [INFO ] [LOCAL     ] Saved forecast: ATLC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ATLC.txt
[2025-12-08T20:16:45.924615] [INFO ] [sig       ] [292/3624] Completed ATLC in 0.3s | 2.88 sym/s | Total: 1.7m | ETA: 19.3m
[2025-12-08T20:16:45.924662] [INFO ] [sig       ] [293/3624] Forecasting ATLCZ...
[2025-12-08T20:16:45.924693] [INFO ] [sig       ] Generating forecast for: ATLCZ
[2025-12-08T20:16:45.924724] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATLCZ' from 'https://tdm.silogroup.org/data/derivative_storage/ATLCZ.csv'.
[2025-12-08T20:16:45.936737] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATLCZ'.
[2025-12-08T20:16:45.937114] [INFO ] [FORECASTER] Starting predict_future for ATLCZ
[2025-12-08T20:16:45.937991] [DEBUG] [LOCAL     ] No optimal features file found for ATLCZ: ./output/feature-sets/ATLCZ.txt
[2025-12-08T20:16:45.938044] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:45.938078] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:45.938106] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:45.938164] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:45.996782] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:45.997658] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:45.997740] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:45.997773] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:46.115532] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:46.115705] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:46.115745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:46.115775] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:46.119318] [DEBUG] [FORECASTER] ATLCZ: Forecast T+1@11:T+2@11: UP (p=98.00%)
[2025-12-08T20:16:46.119623] [INFO ] [FORECASTER] Completed predict_future for ATLCZ
[2025-12-08T20:16:46.119755] [INFO ] [sig       ] ATLCZ: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:16:46.261126] [INFO ] [LOCAL     ] Saved forecast: ATLCZ	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ATLCZ.txt
[2025-12-08T20:16:46.261277] [INFO ] [sig       ] [293/3624] Completed ATLCZ in 0.3s | 2.88 sym/s | Total: 1.7m | ETA: 19.3m
[2025-12-08T20:16:46.261318] [INFO ] [sig       ] [294/3624] Forecasting ATLO...
[2025-12-08T20:16:46.261348] [INFO ] [sig       ] Generating forecast for: ATLO
[2025-12-08T20:16:46.261377] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATLO' from 'https://tdm.silogroup.org/data/derivative_storage/ATLO.csv'.
[2025-12-08T20:16:46.273662] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATLO'.
[2025-12-08T20:16:46.274022] [INFO ] [FORECASTER] Starting predict_future for ATLO
[2025-12-08T20:16:46.274937] [DEBUG] [LOCAL     ] No optimal features file found for ATLO: ./output/feature-sets/ATLO.txt
[2025-12-08T20:16:46.274987] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:46.275018] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:46.275044] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:46.275099] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:46.330201] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:46.330939] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:46.331016] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:46.331048] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:46.437037] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:46.437191] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-08T20:16:46.437229] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:46.437257] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:46.440773] [DEBUG] [FORECASTER] ATLO: Forecast T+1@11:T+2@11: UP (p=94.45%)
[2025-12-08T20:16:46.441104] [INFO ] [FORECASTER] Completed predict_future for ATLO
[2025-12-08T20:16:46.441244] [INFO ] [sig       ] ATLO: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:16:46.579088] [INFO ] [LOCAL     ] Saved forecast: ATLO	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ATLO.txt
[2025-12-08T20:16:46.579213] [INFO ] [sig       ] [294/3624] Completed ATLO in 0.3s | 2.88 sym/s | Total: 1.7m | ETA: 19.3m
[2025-12-08T20:16:46.579252] [INFO ] [sig       ] [295/3624] Forecasting ATNI...
[2025-12-08T20:16:46.579281] [INFO ] [sig       ] Generating forecast for: ATNI
[2025-12-08T20:16:46.579310] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATNI' from 'https://tdm.silogroup.org/data/derivative_storage/ATNI.csv'.
[2025-12-08T20:16:46.592452] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATNI'.
[2025-12-08T20:16:46.592820] [INFO ] [FORECASTER] Starting predict_future for ATNI
[2025-12-08T20:16:46.593596] [DEBUG] [LOCAL     ] No optimal features file found for ATNI: ./output/feature-sets/ATNI.txt
[2025-12-08T20:16:46.593646] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:46.593678] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:46.593705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:46.593760] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:46.648742] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:46.649382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:46.649458] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:46.649490] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:46.769082] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:46.769231] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:46.769268] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:46.769297] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:46.772533] [DEBUG] [FORECASTER] ATNI: Forecast T+1@11:T+2@11: DOWN (p=9.45%)
[2025-12-08T20:16:46.772810] [INFO ] [FORECASTER] Completed predict_future for ATNI
[2025-12-08T20:16:46.772935] [INFO ] [sig       ] ATNI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:16:46.916913] [INFO ] [LOCAL     ] Saved forecast: ATNI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ATNI.txt
[2025-12-08T20:16:46.917068] [INFO ] [sig       ] [295/3624] Completed ATNI in 0.3s | 2.88 sym/s | Total: 1.7m | ETA: 19.3m
[2025-12-08T20:16:46.917107] [INFO ] [sig       ] [296/3624] Forecasting ATO...
[2025-12-08T20:16:46.917136] [INFO ] [sig       ] Generating forecast for: ATO
[2025-12-08T20:16:46.917165] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATO' from 'https://tdm.silogroup.org/data/derivative_storage/ATO.csv'.
[2025-12-08T20:16:46.929065] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATO'.
[2025-12-08T20:16:46.929401] [INFO ] [FORECASTER] Starting predict_future for ATO
[2025-12-08T20:16:46.930194] [DEBUG] [LOCAL     ] No optimal features file found for ATO: ./output/feature-sets/ATO.txt
[2025-12-08T20:16:46.930244] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:46.930275] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:46.930300] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:46.930354] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:46.986266] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:46.986956] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:46.987222] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:46.987253] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:47.111513] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:47.111685] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:47.111724] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:47.111751] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:47.115080] [DEBUG] [FORECASTER] ATO: Forecast T+1@11:T+2@11: UP (p=95.79%)
[2025-12-08T20:16:47.115366] [INFO ] [FORECASTER] Completed predict_future for ATO
[2025-12-08T20:16:47.115500] [INFO ] [sig       ] ATO: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:16:47.253221] [INFO ] [LOCAL     ] Saved forecast: ATO	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ATO.txt
[2025-12-08T20:16:47.253373] [INFO ] [sig       ] [296/3624] Completed ATO in 0.3s | 2.88 sym/s | Total: 1.7m | ETA: 19.3m
[2025-12-08T20:16:47.253414] [INFO ] [sig       ] [297/3624] Forecasting ATOM...
[2025-12-08T20:16:47.253443] [INFO ] [sig       ] Generating forecast for: ATOM
[2025-12-08T20:16:47.253474] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATOM' from 'https://tdm.silogroup.org/data/derivative_storage/ATOM.csv'.
[2025-12-08T20:16:47.265704] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATOM'.
[2025-12-08T20:16:47.266077] [INFO ] [FORECASTER] Starting predict_future for ATOM
[2025-12-08T20:16:47.266863] [DEBUG] [LOCAL     ] No optimal features file found for ATOM: ./output/feature-sets/ATOM.txt
[2025-12-08T20:16:47.266916] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:47.266947] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:47.266973] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:47.267028] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:47.321964] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:47.322784] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:47.322868] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:47.322899] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:47.444974] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:47.445135] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:47.445174] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:47.445201] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:47.448800] [DEBUG] [FORECASTER] ATOM: Forecast T+1@11:T+2@11: UP (p=50.74%)
[2025-12-08T20:16:47.449144] [INFO ] [FORECASTER] Completed predict_future for ATOM
[2025-12-08T20:16:47.449281] [INFO ] [sig       ] ATOM: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:16:47.589148] [INFO ] [LOCAL     ] Saved forecast: ATOM	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ATOM.txt
[2025-12-08T20:16:47.589299] [INFO ] [sig       ] [297/3624] Completed ATOM in 0.3s | 2.88 sym/s | Total: 1.7m | ETA: 19.2m
[2025-12-08T20:16:47.589340] [INFO ] [sig       ] [298/3624] Forecasting ATRA...
[2025-12-08T20:16:47.589369] [INFO ] [sig       ] Generating forecast for: ATRA
[2025-12-08T20:16:47.589399] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATRA' from 'https://tdm.silogroup.org/data/derivative_storage/ATRA.csv'.
[2025-12-08T20:16:47.601679] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATRA'.
[2025-12-08T20:16:47.602051] [INFO ] [FORECASTER] Starting predict_future for ATRA
[2025-12-08T20:16:47.602866] [DEBUG] [LOCAL     ] No optimal features file found for ATRA: ./output/feature-sets/ATRA.txt
[2025-12-08T20:16:47.602922] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:47.602954] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:47.602981] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:47.603046] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:47.658885] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:47.659724] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:47.659803] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:47.659835] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:47.780301] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:47.780456] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:47.780495] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:47.780523] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:47.783843] [DEBUG] [FORECASTER] ATRA: Forecast T+1@11:T+2@11: UP (p=61.18%)
[2025-12-08T20:16:47.784110] [INFO ] [FORECASTER] Completed predict_future for ATRA
[2025-12-08T20:16:47.784234] [INFO ] [sig       ] ATRA: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:16:47.925421] [INFO ] [LOCAL     ] Saved forecast: ATRA	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ATRA.txt
[2025-12-08T20:16:47.925599] [INFO ] [sig       ] [298/3624] Completed ATRA in 0.3s | 2.88 sym/s | Total: 1.7m | ETA: 19.2m
[2025-12-08T20:16:47.925643] [INFO ] [sig       ] [299/3624] Forecasting ATRC...
[2025-12-08T20:16:47.925672] [INFO ] [sig       ] Generating forecast for: ATRC
[2025-12-08T20:16:47.925702] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATRC' from 'https://tdm.silogroup.org/data/derivative_storage/ATRC.csv'.
[2025-12-08T20:16:47.939709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATRC'.
[2025-12-08T20:16:47.940088] [INFO ] [FORECASTER] Starting predict_future for ATRC
[2025-12-08T20:16:47.940883] [DEBUG] [LOCAL     ] No optimal features file found for ATRC: ./output/feature-sets/ATRC.txt
[2025-12-08T20:16:47.940933] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:47.940988] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:47.941016] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:47.941071] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:48.000186] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:48.001041] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:48.001124] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:48.001155] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:48.121786] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:48.121941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:48.121980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:48.122007] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:48.125285] [DEBUG] [FORECASTER] ATRC: Forecast T+1@11:T+2@11: UP (p=56.22%)
[2025-12-08T20:16:48.125556] [INFO ] [FORECASTER] Completed predict_future for ATRC
[2025-12-08T20:16:48.125704] [INFO ] [sig       ] ATRC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:16:48.271319] [INFO ] [LOCAL     ] Saved forecast: ATRC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ATRC.txt
[2025-12-08T20:16:48.271474] [INFO ] [sig       ] [299/3624] Completed ATRC in 0.3s | 2.88 sym/s | Total: 1.7m | ETA: 19.2m
[2025-12-08T20:16:48.271515] [INFO ] [sig       ] [300/3624] Forecasting ATRO...
[2025-12-08T20:16:48.271544] [INFO ] [sig       ] Generating forecast for: ATRO
[2025-12-08T20:16:48.271592] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATRO' from 'https://tdm.silogroup.org/data/derivative_storage/ATRO.csv'.
[2025-12-08T20:16:48.284104] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATRO'.
[2025-12-08T20:16:48.284486] [INFO ] [FORECASTER] Starting predict_future for ATRO
[2025-12-08T20:16:48.285264] [DEBUG] [LOCAL     ] No optimal features file found for ATRO: ./output/feature-sets/ATRO.txt
[2025-12-08T20:16:48.285326] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:48.285358] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:48.285384] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:48.285439] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:48.342404] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:48.343253] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:48.343335] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:48.343367] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:48.467085] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:48.467240] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:48.467278] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:48.467306] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:48.470818] [DEBUG] [FORECASTER] ATRO: Forecast T+1@11:T+2@11: DOWN (p=16.54%)
[2025-12-08T20:16:48.471126] [INFO ] [FORECASTER] Completed predict_future for ATRO
[2025-12-08T20:16:48.471257] [INFO ] [sig       ] ATRO: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:16:48.611623] [INFO ] [LOCAL     ] Saved forecast: ATRO	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ATRO.txt
[2025-12-08T20:16:48.611775] [INFO ] [sig       ] [300/3624] Completed ATRO in 0.3s | 2.88 sym/s | Total: 1.7m | ETA: 19.2m
[2025-12-08T20:16:48.611814] [INFO ] [sig       ] [301/3624] Forecasting ATXS...
[2025-12-08T20:16:48.611844] [INFO ] [sig       ] Generating forecast for: ATXS
[2025-12-08T20:16:48.611872] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATXS' from 'https://tdm.silogroup.org/data/derivative_storage/ATXS.csv'.
[2025-12-08T20:16:48.625997] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATXS'.
[2025-12-08T20:16:48.626631] [INFO ] [FORECASTER] Starting predict_future for ATXS
[2025-12-08T20:16:48.627680] [DEBUG] [LOCAL     ] No optimal features file found for ATXS: ./output/feature-sets/ATXS.txt
[2025-12-08T20:16:48.627731] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:48.627762] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:48.627788] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:48.627842] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:48.684728] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:48.685592] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:48.685675] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:48.685705] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:48.830253] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:48.830419] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:48.830460] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:48.830488] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:48.834520] [DEBUG] [FORECASTER] ATXS: Forecast T+1@11:T+2@11: UP (p=77.34%)
[2025-12-08T20:16:48.834879] [INFO ] [FORECASTER] Completed predict_future for ATXS
[2025-12-08T20:16:48.835028] [INFO ] [sig       ] ATXS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:16:48.992303] [INFO ] [LOCAL     ] Saved forecast: ATXS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ATXS.txt
[2025-12-08T20:16:48.992465] [INFO ] [sig       ] [301/3624] Completed ATXS in 0.4s | 2.88 sym/s | Total: 1.7m | ETA: 19.2m
[2025-12-08T20:16:48.992505] [INFO ] [sig       ] [302/3624] Forecasting AUB...
[2025-12-08T20:16:48.992535] [INFO ] [sig       ] Generating forecast for: AUB
[2025-12-08T20:16:48.992566] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUB' from 'https://tdm.silogroup.org/data/derivative_storage/AUB.csv'.
[2025-12-08T20:16:49.007022] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AUB'.
[2025-12-08T20:16:49.007491] [INFO ] [FORECASTER] Starting predict_future for AUB
[2025-12-08T20:16:49.008723] [DEBUG] [LOCAL     ] No optimal features file found for AUB: ./output/feature-sets/AUB.txt
[2025-12-08T20:16:49.008783] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:49.008823] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:49.008857] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:49.008937] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:49.079426] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:49.080352] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:49.080446] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:49.080487] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:49.214286] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:49.214445] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:49.214484] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:49.214548] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:49.218071] [DEBUG] [FORECASTER] AUB: Forecast T+1@11:T+2@11: UP (p=91.45%)
[2025-12-08T20:16:49.218353] [INFO ] [FORECASTER] Completed predict_future for AUB
[2025-12-08T20:16:49.218484] [INFO ] [sig       ] AUB: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:16:49.359591] [INFO ] [LOCAL     ] Saved forecast: AUB	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/AUB.txt
[2025-12-08T20:16:49.359750] [INFO ] [sig       ] [302/3624] Completed AUB in 0.4s | 2.88 sym/s | Total: 1.7m | ETA: 19.2m
[2025-12-08T20:16:49.359791] [INFO ] [sig       ] [303/3624] Forecasting AUDC...
[2025-12-08T20:16:49.359821] [INFO ] [sig       ] Generating forecast for: AUDC
[2025-12-08T20:16:49.359850] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUDC' from 'https://tdm.silogroup.org/data/derivative_storage/AUDC.csv'.
[2025-12-08T20:16:49.371871] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AUDC'.
[2025-12-08T20:16:49.372258] [INFO ] [FORECASTER] Starting predict_future for AUDC
[2025-12-08T20:16:49.373050] [DEBUG] [LOCAL     ] No optimal features file found for AUDC: ./output/feature-sets/AUDC.txt
[2025-12-08T20:16:49.373100] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:49.373132] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:49.373158] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:49.373214] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:49.429603] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:49.430435] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:49.430514] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:49.430546] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:49.547487] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:49.547654] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:49.547695] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:49.547722] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:49.550979] [DEBUG] [FORECASTER] AUDC: Forecast T+1@11:T+2@11: UP (p=67.77%)
[2025-12-08T20:16:49.551239] [INFO ] [FORECASTER] Completed predict_future for AUDC
[2025-12-08T20:16:49.551361] [INFO ] [sig       ] AUDC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:16:49.691312] [INFO ] [LOCAL     ] Saved forecast: AUDC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/AUDC.txt
[2025-12-08T20:16:49.691463] [INFO ] [sig       ] [303/3624] Completed AUDC in 0.3s | 2.88 sym/s | Total: 1.8m | ETA: 19.2m
[2025-12-08T20:16:49.691508] [INFO ] [sig       ] [304/3624] Forecasting AUID...
[2025-12-08T20:16:49.691539] [INFO ] [sig       ] Generating forecast for: AUID
[2025-12-08T20:16:49.691589] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUID' from 'https://tdm.silogroup.org/data/derivative_storage/AUID.csv'.
[2025-12-08T20:16:49.703420] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AUID'.
[2025-12-08T20:16:49.703818] [INFO ] [FORECASTER] Starting predict_future for AUID
[2025-12-08T20:16:49.704600] [DEBUG] [LOCAL     ] No optimal features file found for AUID: ./output/feature-sets/AUID.txt
[2025-12-08T20:16:49.704651] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:49.704682] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:49.704708] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:49.704764] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:49.761440] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:49.762313] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:49.762399] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:49.762431] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:49.883833] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:49.883985] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:49.884024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:49.884053] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:49.887351] [DEBUG] [FORECASTER] AUID: Forecast T+1@11:T+2@11: DOWN (p=36.00%)
[2025-12-08T20:16:49.887661] [INFO ] [FORECASTER] Completed predict_future for AUID
[2025-12-08T20:16:49.887791] [INFO ] [sig       ] AUID: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:16:50.029783] [INFO ] [LOCAL     ] Saved forecast: AUID	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/AUID.txt
[2025-12-08T20:16:50.029938] [INFO ] [sig       ] [304/3624] Completed AUID in 0.3s | 2.88 sym/s | Total: 1.8m | ETA: 19.2m
[2025-12-08T20:16:50.029979] [INFO ] [sig       ] [305/3624] Forecasting AUPH...
[2025-12-08T20:16:50.030008] [INFO ] [sig       ] Generating forecast for: AUPH
[2025-12-08T20:16:50.030038] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUPH' from 'https://tdm.silogroup.org/data/derivative_storage/AUPH.csv'.
[2025-12-08T20:16:50.042590] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AUPH'.
[2025-12-08T20:16:50.042982] [INFO ] [FORECASTER] Starting predict_future for AUPH
[2025-12-08T20:16:50.043833] [DEBUG] [LOCAL     ] No optimal features file found for AUPH: ./output/feature-sets/AUPH.txt
[2025-12-08T20:16:50.043898] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:50.043946] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:50.043976] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:50.044033] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:50.104328] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:50.105203] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:50.105290] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:50.105322] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:50.222652] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:50.222806] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:50.222844] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:50.222872] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:50.226300] [DEBUG] [FORECASTER] AUPH: Forecast T+1@11:T+2@11: DOWN (p=44.24%)
[2025-12-08T20:16:50.226643] [INFO ] [FORECASTER] Completed predict_future for AUPH
[2025-12-08T20:16:50.226779] [INFO ] [sig       ] AUPH: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:16:50.368002] [INFO ] [LOCAL     ] Saved forecast: AUPH	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/AUPH.txt
[2025-12-08T20:16:50.368166] [INFO ] [sig       ] [305/3624] Completed AUPH in 0.3s | 2.88 sym/s | Total: 1.8m | ETA: 19.2m
[2025-12-08T20:16:50.368206] [INFO ] [sig       ] [306/3624] Forecasting AURA...
[2025-12-08T20:16:50.368238] [INFO ] [sig       ] Generating forecast for: AURA
[2025-12-08T20:16:50.368269] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AURA' from 'https://tdm.silogroup.org/data/derivative_storage/AURA.csv'.
[2025-12-08T20:16:50.381001] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AURA'.
[2025-12-08T20:16:50.381417] [INFO ] [FORECASTER] Starting predict_future for AURA
[2025-12-08T20:16:50.382241] [DEBUG] [LOCAL     ] No optimal features file found for AURA: ./output/feature-sets/AURA.txt
[2025-12-08T20:16:50.382293] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:50.382327] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:50.382355] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:50.382412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:50.440663] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:50.441511] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:50.441611] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:50.441647] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:50.562397] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:50.562550] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:50.562608] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:50.562637] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:50.566032] [DEBUG] [FORECASTER] AURA: Forecast T+1@11:T+2@11: UP (p=83.90%)
[2025-12-08T20:16:50.566301] [INFO ] [FORECASTER] Completed predict_future for AURA
[2025-12-08T20:16:50.566424] [INFO ] [sig       ] AURA: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:16:50.706975] [INFO ] [LOCAL     ] Saved forecast: AURA	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/AURA.txt
[2025-12-08T20:16:50.707113] [INFO ] [sig       ] [306/3624] Completed AURA in 0.3s | 2.88 sym/s | Total: 1.8m | ETA: 19.2m
[2025-12-08T20:16:50.707154] [INFO ] [sig       ] [307/3624] Forecasting AUTL...
[2025-12-08T20:16:50.707183] [INFO ] [sig       ] Generating forecast for: AUTL
[2025-12-08T20:16:50.707213] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUTL' from 'https://tdm.silogroup.org/data/derivative_storage/AUTL.csv'.
[2025-12-08T20:16:50.719269] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AUTL'.
[2025-12-08T20:16:50.719628] [INFO ] [FORECASTER] Starting predict_future for AUTL
[2025-12-08T20:16:50.720410] [DEBUG] [LOCAL     ] No optimal features file found for AUTL: ./output/feature-sets/AUTL.txt
[2025-12-08T20:16:50.720461] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:50.720492] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:50.720517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:50.720596] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:50.778817] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:50.779475] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:50.779554] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:50.779606] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:50.901341] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:50.901493] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:50.901550] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:50.901596] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:50.904932] [DEBUG] [FORECASTER] AUTL: Forecast T+1@11:T+2@11: UP (p=72.58%)
[2025-12-08T20:16:50.905199] [INFO ] [FORECASTER] Completed predict_future for AUTL
[2025-12-08T20:16:50.905320] [INFO ] [sig       ] AUTL: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:16:51.049126] [INFO ] [LOCAL     ] Saved forecast: AUTL	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/AUTL.txt
[2025-12-08T20:16:51.049266] [INFO ] [sig       ] [307/3624] Completed AUTL in 0.3s | 2.88 sym/s | Total: 1.8m | ETA: 19.2m
[2025-12-08T20:16:51.049305] [INFO ] [sig       ] [308/3624] Forecasting AVA...
[2025-12-08T20:16:51.049333] [INFO ] [sig       ] Generating forecast for: AVA
[2025-12-08T20:16:51.049363] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVA' from 'https://tdm.silogroup.org/data/derivative_storage/AVA.csv'.
[2025-12-08T20:16:51.062626] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVA'.
[2025-12-08T20:16:51.062977] [INFO ] [FORECASTER] Starting predict_future for AVA
[2025-12-08T20:16:51.063756] [DEBUG] [LOCAL     ] No optimal features file found for AVA: ./output/feature-sets/AVA.txt
[2025-12-08T20:16:51.063805] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:51.063836] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:51.063862] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:51.063917] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:51.122390] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:51.123173] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:51.123253] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:51.123293] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:51.237182] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:51.237332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:51.237373] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:51.237424] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:51.240889] [DEBUG] [FORECASTER] AVA: Forecast T+1@11:T+2@11: DOWN (p=49.99%)
[2025-12-08T20:16:51.241167] [INFO ] [FORECASTER] Completed predict_future for AVA
[2025-12-08T20:16:51.241312] [INFO ] [sig       ] AVA: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:16:51.406699] [INFO ] [LOCAL     ] Saved forecast: AVA	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/AVA.txt
[2025-12-08T20:16:51.406853] [INFO ] [sig       ] [308/3624] Completed AVA in 0.4s | 2.88 sym/s | Total: 1.8m | ETA: 19.2m
[2025-12-08T20:16:51.406892] [INFO ] [sig       ] [309/3624] Forecasting AVAH...
[2025-12-08T20:16:51.406922] [INFO ] [sig       ] Generating forecast for: AVAH
[2025-12-08T20:16:51.406954] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVAH' from 'https://tdm.silogroup.org/data/derivative_storage/AVAH.csv'.
[2025-12-08T20:16:51.419018] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVAH'.
[2025-12-08T20:16:51.419373] [INFO ] [FORECASTER] Starting predict_future for AVAH
[2025-12-08T20:16:51.420160] [DEBUG] [LOCAL     ] No optimal features file found for AVAH: ./output/feature-sets/AVAH.txt
[2025-12-08T20:16:51.420209] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:51.420240] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:51.420267] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:51.420322] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:51.477494] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:51.478365] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:51.478473] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:51.478507] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:51.596333] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:51.596472] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:51.596511] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:51.596540] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:51.599811] [DEBUG] [FORECASTER] AVAH: Forecast T+1@11:T+2@11: UP (p=53.76%)
[2025-12-08T20:16:51.600073] [INFO ] [FORECASTER] Completed predict_future for AVAH
[2025-12-08T20:16:51.600192] [INFO ] [sig       ] AVAH: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:16:51.753199] [INFO ] [LOCAL     ] Saved forecast: AVAH	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/AVAH.txt
[2025-12-08T20:16:51.753350] [INFO ] [sig       ] [309/3624] Completed AVAH in 0.3s | 2.88 sym/s | Total: 1.8m | ETA: 19.2m
[2025-12-08T20:16:51.753389] [INFO ] [sig       ] [310/3624] Forecasting AVAL...
[2025-12-08T20:16:51.753420] [INFO ] [sig       ] Generating forecast for: AVAL
[2025-12-08T20:16:51.753449] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVAL' from 'https://tdm.silogroup.org/data/derivative_storage/AVAL.csv'.
[2025-12-08T20:16:51.765769] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVAL'.
[2025-12-08T20:16:51.766144] [INFO ] [FORECASTER] Starting predict_future for AVAL
[2025-12-08T20:16:51.766950] [DEBUG] [LOCAL     ] No optimal features file found for AVAL: ./output/feature-sets/AVAL.txt
[2025-12-08T20:16:51.767002] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:51.767034] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:51.767062] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:51.767120] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:51.822743] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:51.823516] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:51.823610] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:51.823645] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:51.940109] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:51.940236] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:51.940274] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:51.940301] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:51.943498] [DEBUG] [FORECASTER] AVAL: Forecast T+1@11:T+2@11: DOWN (p=9.48%)
[2025-12-08T20:16:51.943793] [INFO ] [FORECASTER] Completed predict_future for AVAL
[2025-12-08T20:16:51.943932] [INFO ] [sig       ] AVAL: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:16:52.088444] [INFO ] [LOCAL     ] Saved forecast: AVAL	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/AVAL.txt
[2025-12-08T20:16:52.088641] [INFO ] [sig       ] [310/3624] Completed AVAL in 0.3s | 2.88 sym/s | Total: 1.8m | ETA: 19.2m
[2025-12-08T20:16:52.088694] [INFO ] [sig       ] [311/3624] Forecasting AVB...
[2025-12-08T20:16:52.088736] [INFO ] [sig       ] Generating forecast for: AVB
[2025-12-08T20:16:52.088773] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVB' from 'https://tdm.silogroup.org/data/derivative_storage/AVB.csv'.
[2025-12-08T20:16:52.101989] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVB'.
[2025-12-08T20:16:52.102332] [INFO ] [FORECASTER] Starting predict_future for AVB
[2025-12-08T20:16:52.103206] [DEBUG] [LOCAL     ] No optimal features file found for AVB: ./output/feature-sets/AVB.txt
[2025-12-08T20:16:52.103266] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:52.103320] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:52.103354] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:52.103433] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:52.162702] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:52.163483] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:52.163564] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:52.163615] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:52.282783] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:52.282910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:52.282948] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:52.282975] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:52.286191] [DEBUG] [FORECASTER] AVB: Forecast T+1@11:T+2@11: UP (p=76.22%)
[2025-12-08T20:16:52.286448] [INFO ] [FORECASTER] Completed predict_future for AVB
[2025-12-08T20:16:52.286568] [INFO ] [sig       ] AVB: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:16:52.425529] [INFO ] [LOCAL     ] Saved forecast: AVB	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/AVB.txt
[2025-12-08T20:16:52.425658] [INFO ] [sig       ] [311/3624] Completed AVB in 0.3s | 2.88 sym/s | Total: 1.8m | ETA: 19.2m
[2025-12-08T20:16:52.425699] [INFO ] [sig       ] [312/3624] Forecasting AVBP...
[2025-12-08T20:16:52.425727] [INFO ] [sig       ] Generating forecast for: AVBP
[2025-12-08T20:16:52.425756] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVBP' from 'https://tdm.silogroup.org/data/derivative_storage/AVBP.csv'.
[2025-12-08T20:16:52.438015] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVBP'.
[2025-12-08T20:16:52.438346] [INFO ] [FORECASTER] Starting predict_future for AVBP
[2025-12-08T20:16:52.439151] [DEBUG] [LOCAL     ] No optimal features file found for AVBP: ./output/feature-sets/AVBP.txt
[2025-12-08T20:16:52.439200] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:52.439232] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:52.439257] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:52.439312] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:52.504466] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:52.505336] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:52.505419] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:52.505452] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:52.625951] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:52.626101] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:52.626140] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:52.626168] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:52.629481] [DEBUG] [FORECASTER] AVBP: Forecast T+1@11:T+2@11: DOWN (p=3.45%)
[2025-12-08T20:16:52.629759] [INFO ] [FORECASTER] Completed predict_future for AVBP
[2025-12-08T20:16:52.629882] [INFO ] [sig       ] AVBP: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:16:52.780275] [INFO ] [LOCAL     ] Saved forecast: AVBP	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/AVBP.txt
[2025-12-08T20:16:52.780463] [INFO ] [sig       ] [312/3624] Completed AVBP in 0.4s | 2.88 sym/s | Total: 1.8m | ETA: 19.2m
[2025-12-08T20:16:52.780505] [INFO ] [sig       ] [313/3624] Forecasting AVD...
[2025-12-08T20:16:52.780536] [INFO ] [sig       ] Generating forecast for: AVD
[2025-12-08T20:16:52.780566] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVD' from 'https://tdm.silogroup.org/data/derivative_storage/AVD.csv'.
[2025-12-08T20:16:52.793461] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVD'.
[2025-12-08T20:16:52.793882] [INFO ] [FORECASTER] Starting predict_future for AVD
[2025-12-08T20:16:52.794723] [DEBUG] [LOCAL     ] No optimal features file found for AVD: ./output/feature-sets/AVD.txt
[2025-12-08T20:16:52.794776] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:52.794808] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:52.794835] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:52.794907] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:52.853639] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:52.854451] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:52.854545] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:52.854604] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:52.979951] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:52.980101] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:52.980139] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:52.980167] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:52.983428] [DEBUG] [FORECASTER] AVD: Forecast T+1@11:T+2@11: UP (p=84.38%)
[2025-12-08T20:16:52.983723] [INFO ] [FORECASTER] Completed predict_future for AVD
[2025-12-08T20:16:52.983862] [INFO ] [sig       ] AVD: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:16:53.123953] [INFO ] [LOCAL     ] Saved forecast: AVD	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/AVD.txt
[2025-12-08T20:16:53.124139] [INFO ] [sig       ] [313/3624] Completed AVD in 0.3s | 2.88 sym/s | Total: 1.8m | ETA: 19.2m
[2025-12-08T20:16:53.124195] [INFO ] [sig       ] [314/3624] Forecasting AVDL...
[2025-12-08T20:16:53.124237] [INFO ] [sig       ] Generating forecast for: AVDL
[2025-12-08T20:16:53.124281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVDL' from 'https://tdm.silogroup.org/data/derivative_storage/AVDL.csv'.
[2025-12-08T20:16:53.138334] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVDL'.
[2025-12-08T20:16:53.138757] [INFO ] [FORECASTER] Starting predict_future for AVDL
[2025-12-08T20:16:53.139735] [DEBUG] [LOCAL     ] No optimal features file found for AVDL: ./output/feature-sets/AVDL.txt
[2025-12-08T20:16:53.139794] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:53.139837] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:53.139873] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:53.139948] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:53.199740] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:53.200536] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:53.200637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:53.200670] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:53.325130] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:53.325258] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:53.325295] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:53.325322] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:53.328511] [DEBUG] [FORECASTER] AVDL: Forecast T+1@11:T+2@11: DOWN (p=38.67%)
[2025-12-08T20:16:53.328783] [INFO ] [FORECASTER] Completed predict_future for AVDL
[2025-12-08T20:16:53.328903] [INFO ] [sig       ] AVDL: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:16:53.467752] [INFO ] [LOCAL     ] Saved forecast: AVDL	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/AVDL.txt
[2025-12-08T20:16:53.467863] [INFO ] [sig       ] [314/3624] Completed AVDL in 0.3s | 2.88 sym/s | Total: 1.8m | ETA: 19.1m
[2025-12-08T20:16:53.467901] [INFO ] [sig       ] [315/3624] Forecasting AVGO...
[2025-12-08T20:16:53.467935] [INFO ] [sig       ] Generating forecast for: AVGO
[2025-12-08T20:16:53.467965] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVGO' from 'https://tdm.silogroup.org/data/derivative_storage/AVGO.csv'.
[2025-12-08T20:16:53.480505] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVGO'.
[2025-12-08T20:16:53.480857] [INFO ] [FORECASTER] Starting predict_future for AVGO
[2025-12-08T20:16:53.481636] [DEBUG] [LOCAL     ] No optimal features file found for AVGO: ./output/feature-sets/AVGO.txt
[2025-12-08T20:16:53.481685] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:53.481717] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:53.481744] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:53.481800] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:53.536964] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:53.537594] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:53.537668] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:53.537699] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:53.657428] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:53.657544] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:53.657594] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:53.657624] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:53.660696] [DEBUG] [FORECASTER] AVGO: Forecast T+1@11:T+2@11: DOWN (p=19.51%)
[2025-12-08T20:16:53.660951] [INFO ] [FORECASTER] Completed predict_future for AVGO
[2025-12-08T20:16:53.661071] [INFO ] [sig       ] AVGO: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:16:53.799445] [INFO ] [LOCAL     ] Saved forecast: AVGO	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/AVGO.txt
[2025-12-08T20:16:53.799595] [INFO ] [sig       ] [315/3624] Completed AVGO in 0.3s | 2.88 sym/s | Total: 1.8m | ETA: 19.1m
[2025-12-08T20:16:53.799647] [INFO ] [sig       ] [316/3624] Forecasting AVGX...
[2025-12-08T20:16:53.799680] [INFO ] [sig       ] Generating forecast for: AVGX
[2025-12-08T20:16:53.799710] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVGX' from 'https://tdm.silogroup.org/data/derivative_storage/AVGX.csv'.
[2025-12-08T20:16:53.812356] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVGX'.
[2025-12-08T20:16:53.812706] [INFO ] [FORECASTER] Starting predict_future for AVGX
[2025-12-08T20:16:53.813460] [DEBUG] [LOCAL     ] No optimal features file found for AVGX: ./output/feature-sets/AVGX.txt
[2025-12-08T20:16:53.813509] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:53.813564] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:53.813613] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:53.813669] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:53.877373] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:53.878211] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:53.878292] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:53.878325] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:54.026104] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:54.026259] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:54.026305] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:54.026334] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:54.030209] [DEBUG] [FORECASTER] AVGX: Forecast T+1@11:T+2@11: DOWN (p=30.99%)
[2025-12-08T20:16:54.030481] [INFO ] [FORECASTER] Completed predict_future for AVGX
[2025-12-08T20:16:54.030631] [INFO ] [sig       ] AVGX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:16:54.198723] [INFO ] [LOCAL     ] Saved forecast: AVGX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/AVGX.txt
[2025-12-08T20:16:54.198889] [INFO ] [sig       ] [316/3624] Completed AVGX in 0.4s | 2.88 sym/s | Total: 1.8m | ETA: 19.1m
[2025-12-08T20:16:54.198932] [INFO ] [sig       ] [317/3624] Forecasting AVK...
[2025-12-08T20:16:54.198961] [INFO ] [sig       ] Generating forecast for: AVK
[2025-12-08T20:16:54.198991] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVK' from 'https://tdm.silogroup.org/data/derivative_storage/AVK.csv'.
[2025-12-08T20:16:54.214307] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVK'.
[2025-12-08T20:16:54.214713] [INFO ] [FORECASTER] Starting predict_future for AVK
[2025-12-08T20:16:54.215634] [DEBUG] [LOCAL     ] No optimal features file found for AVK: ./output/feature-sets/AVK.txt
[2025-12-08T20:16:54.215691] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:54.215727] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:54.215758] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:54.215828] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:54.277526] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:54.278363] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:54.278440] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:54.278471] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:54.395603] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:54.395756] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:54.395795] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:54.395824] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:54.399153] [DEBUG] [FORECASTER] AVK: Forecast T+1@11:T+2@11: UP (p=95.39%)
[2025-12-08T20:16:54.399419] [INFO ] [FORECASTER] Completed predict_future for AVK
[2025-12-08T20:16:54.399543] [INFO ] [sig       ] AVK: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:16:54.535330] [INFO ] [LOCAL     ] Saved forecast: AVK	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/AVK.txt
[2025-12-08T20:16:54.535463] [INFO ] [sig       ] [317/3624] Completed AVK in 0.3s | 2.88 sym/s | Total: 1.8m | ETA: 19.1m
[2025-12-08T20:16:54.535500] [INFO ] [sig       ] [318/3624] Forecasting AVNS...
[2025-12-08T20:16:54.535530] [INFO ] [sig       ] Generating forecast for: AVNS
[2025-12-08T20:16:54.535560] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVNS' from 'https://tdm.silogroup.org/data/derivative_storage/AVNS.csv'.
[2025-12-08T20:16:54.548676] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVNS'.
[2025-12-08T20:16:54.549030] [INFO ] [FORECASTER] Starting predict_future for AVNS
[2025-12-08T20:16:54.549806] [DEBUG] [LOCAL     ] No optimal features file found for AVNS: ./output/feature-sets/AVNS.txt
[2025-12-08T20:16:54.549857] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:54.549888] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:54.549914] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:54.549967] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:54.604993] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:54.605696] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:54.605776] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:54.605808] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:54.724735] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:54.724891] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:54.724929] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:54.724973] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:54.728281] [DEBUG] [FORECASTER] AVNS: Forecast T+1@11:T+2@11: UP (p=51.81%)
[2025-12-08T20:16:54.728543] [INFO ] [FORECASTER] Completed predict_future for AVNS
[2025-12-08T20:16:54.728680] [INFO ] [sig       ] AVNS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:16:54.867152] [INFO ] [LOCAL     ] Saved forecast: AVNS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/AVNS.txt
[2025-12-08T20:16:54.867503] [INFO ] [sig       ] [318/3624] Completed AVNS in 0.3s | 2.88 sym/s | Total: 1.8m | ETA: 19.1m
[2025-12-08T20:16:54.867541] [INFO ] [sig       ] [319/3624] Forecasting AVO...
[2025-12-08T20:16:54.867583] [INFO ] [sig       ] Generating forecast for: AVO
[2025-12-08T20:16:54.867617] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVO' from 'https://tdm.silogroup.org/data/derivative_storage/AVO.csv'.
[2025-12-08T20:16:54.880079] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVO'.
[2025-12-08T20:16:54.880409] [INFO ] [FORECASTER] Starting predict_future for AVO
[2025-12-08T20:16:54.881186] [DEBUG] [LOCAL     ] No optimal features file found for AVO: ./output/feature-sets/AVO.txt
[2025-12-08T20:16:54.881236] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:54.881267] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:54.881293] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:54.881348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:54.937376] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:54.937975] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:54.938049] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:54.938080] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:55.053382] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:55.053503] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:55.053541] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:55.053613] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:55.056803] [DEBUG] [FORECASTER] AVO: Forecast T+1@11:T+2@11: DOWN (p=29.27%)
[2025-12-08T20:16:55.057068] [INFO ] [FORECASTER] Completed predict_future for AVO
[2025-12-08T20:16:55.057188] [INFO ] [sig       ] AVO: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:16:55.197273] [INFO ] [LOCAL     ] Saved forecast: AVO	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/AVO.txt
[2025-12-08T20:16:55.197451] [INFO ] [sig       ] [319/3624] Completed AVO in 0.3s | 2.88 sym/s | Total: 1.8m | ETA: 19.1m
[2025-12-08T20:16:55.197504] [INFO ] [sig       ] [320/3624] Forecasting AVTX...
[2025-12-08T20:16:55.197544] [INFO ] [sig       ] Generating forecast for: AVTX
[2025-12-08T20:16:55.197605] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVTX' from 'https://tdm.silogroup.org/data/derivative_storage/AVTX.csv'.
[2025-12-08T20:16:55.210489] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVTX'.
[2025-12-08T20:16:55.210897] [INFO ] [FORECASTER] Starting predict_future for AVTX
[2025-12-08T20:16:55.211725] [DEBUG] [LOCAL     ] No optimal features file found for AVTX: ./output/feature-sets/AVTX.txt
[2025-12-08T20:16:55.211775] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:55.211806] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:55.211832] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:55.211886] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:55.267797] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:55.268643] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:55.268721] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:55.268768] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:55.389352] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:55.389504] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:55.389542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:55.389586] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:55.392868] [DEBUG] [FORECASTER] AVTX: Forecast T+1@11:T+2@11: UP (p=95.98%)
[2025-12-08T20:16:55.393145] [INFO ] [FORECASTER] Completed predict_future for AVTX
[2025-12-08T20:16:55.393265] [INFO ] [sig       ] AVTX: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:16:55.532802] [INFO ] [LOCAL     ] Saved forecast: AVTX	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/AVTX.txt
[2025-12-08T20:16:55.532952] [INFO ] [sig       ] [320/3624] Completed AVTX in 0.3s | 2.88 sym/s | Total: 1.9m | ETA: 19.1m
[2025-12-08T20:16:55.532992] [INFO ] [sig       ] [321/3624] Forecasting AVXL...
[2025-12-08T20:16:55.533020] [INFO ] [sig       ] Generating forecast for: AVXL
[2025-12-08T20:16:55.533050] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVXL' from 'https://tdm.silogroup.org/data/derivative_storage/AVXL.csv'.
[2025-12-08T20:16:55.545176] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVXL'.
[2025-12-08T20:16:55.545541] [INFO ] [FORECASTER] Starting predict_future for AVXL
[2025-12-08T20:16:55.546346] [DEBUG] [LOCAL     ] No optimal features file found for AVXL: ./output/feature-sets/AVXL.txt
[2025-12-08T20:16:55.546397] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:55.546427] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:55.546452] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:55.546506] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:55.602770] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:55.603611] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:55.603693] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:55.603724] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:55.725039] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:55.725195] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:55.725233] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:55.725262] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:55.728605] [DEBUG] [FORECASTER] AVXL: Forecast T+1@11:T+2@11: DOWN (p=8.28%)
[2025-12-08T20:16:55.728887] [INFO ] [FORECASTER] Completed predict_future for AVXL
[2025-12-08T20:16:55.729012] [INFO ] [sig       ] AVXL: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:16:55.868591] [INFO ] [LOCAL     ] Saved forecast: AVXL	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/AVXL.txt
[2025-12-08T20:16:55.868769] [INFO ] [sig       ] [321/3624] Completed AVXL in 0.3s | 2.88 sym/s | Total: 1.9m | ETA: 19.1m
[2025-12-08T20:16:55.868812] [INFO ] [sig       ] [322/3624] Forecasting AVY...
[2025-12-08T20:16:55.868840] [INFO ] [sig       ] Generating forecast for: AVY
[2025-12-08T20:16:55.868869] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVY' from 'https://tdm.silogroup.org/data/derivative_storage/AVY.csv'.
[2025-12-08T20:16:55.881071] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVY'.
[2025-12-08T20:16:55.881468] [INFO ] [FORECASTER] Starting predict_future for AVY
[2025-12-08T20:16:55.882264] [DEBUG] [LOCAL     ] No optimal features file found for AVY: ./output/feature-sets/AVY.txt
[2025-12-08T20:16:55.882314] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:55.882344] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:55.882380] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:55.882437] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:55.940242] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:55.941095] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:55.941181] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:55.941215] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:56.059542] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:56.059710] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:56.059749] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:56.059775] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:56.063058] [DEBUG] [FORECASTER] AVY: Forecast T+1@11:T+2@11: UP (p=54.87%)
[2025-12-08T20:16:56.063320] [INFO ] [FORECASTER] Completed predict_future for AVY
[2025-12-08T20:16:56.063439] [INFO ] [sig       ] AVY: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:16:56.204198] [INFO ] [LOCAL     ] Saved forecast: AVY	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/AVY.txt
[2025-12-08T20:16:56.204350] [INFO ] [sig       ] [322/3624] Completed AVY in 0.3s | 2.88 sym/s | Total: 1.9m | ETA: 19.1m
[2025-12-08T20:16:56.204388] [INFO ] [sig       ] [323/3624] Forecasting AWF...
[2025-12-08T20:16:56.204419] [INFO ] [sig       ] Generating forecast for: AWF
[2025-12-08T20:16:56.204449] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWF' from 'https://tdm.silogroup.org/data/derivative_storage/AWF.csv'.
[2025-12-08T20:16:56.216779] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWF'.
[2025-12-08T20:16:56.217155] [INFO ] [FORECASTER] Starting predict_future for AWF
[2025-12-08T20:16:56.218095] [DEBUG] [LOCAL     ] No optimal features file found for AWF: ./output/feature-sets/AWF.txt
[2025-12-08T20:16:56.218149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:56.218181] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:56.218209] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:56.218266] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:56.276368] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:56.277236] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:56.277317] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:56.277351] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:56.397352] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:56.397550] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:56.397608] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:56.397637] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:56.400946] [DEBUG] [FORECASTER] AWF: Forecast T+1@11:T+2@11: UP (p=91.03%)
[2025-12-08T20:16:56.401219] [INFO ] [FORECASTER] Completed predict_future for AWF
[2025-12-08T20:16:56.401341] [INFO ] [sig       ] AWF: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:16:56.542017] [INFO ] [LOCAL     ] Saved forecast: AWF	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/AWF.txt
[2025-12-08T20:16:56.542171] [INFO ] [sig       ] [323/3624] Completed AWF in 0.3s | 2.88 sym/s | Total: 1.9m | ETA: 19.1m
[2025-12-08T20:16:56.542210] [INFO ] [sig       ] [324/3624] Forecasting AWI...
[2025-12-08T20:16:56.542240] [INFO ] [sig       ] Generating forecast for: AWI
[2025-12-08T20:16:56.542270] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWI' from 'https://tdm.silogroup.org/data/derivative_storage/AWI.csv'.
[2025-12-08T20:16:56.555153] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWI'.
[2025-12-08T20:16:56.555540] [INFO ] [FORECASTER] Starting predict_future for AWI
[2025-12-08T20:16:56.556377] [DEBUG] [LOCAL     ] No optimal features file found for AWI: ./output/feature-sets/AWI.txt
[2025-12-08T20:16:56.556428] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:56.556458] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:56.556484] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:56.556538] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:56.614153] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:56.615002] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:56.615083] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:56.615116] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:56.734731] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:56.734883] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:56.734921] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:56.734948] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:56.738237] [DEBUG] [FORECASTER] AWI: Forecast T+1@11:T+2@11: UP (p=96.36%)
[2025-12-08T20:16:56.738508] [INFO ] [FORECASTER] Completed predict_future for AWI
[2025-12-08T20:16:56.738647] [INFO ] [sig       ] AWI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:16:56.878749] [INFO ] [LOCAL     ] Saved forecast: AWI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/AWI.txt
[2025-12-08T20:16:56.878906] [INFO ] [sig       ] [324/3624] Completed AWI in 0.3s | 2.88 sym/s | Total: 1.9m | ETA: 19.1m
[2025-12-08T20:16:56.878947] [INFO ] [sig       ] [325/3624] Forecasting AWK...
[2025-12-08T20:16:56.878975] [INFO ] [sig       ] Generating forecast for: AWK
[2025-12-08T20:16:56.879004] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWK' from 'https://tdm.silogroup.org/data/derivative_storage/AWK.csv'.
[2025-12-08T20:16:56.891781] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWK'.
[2025-12-08T20:16:56.892190] [INFO ] [FORECASTER] Starting predict_future for AWK
[2025-12-08T20:16:56.893067] [DEBUG] [LOCAL     ] No optimal features file found for AWK: ./output/feature-sets/AWK.txt
[2025-12-08T20:16:56.893127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:56.893160] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:56.893187] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:56.893246] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:56.951535] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:56.952383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:56.952466] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:56.952500] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:57.068404] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:57.068559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:57.068618] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:57.068646] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:57.071969] [DEBUG] [FORECASTER] AWK: Forecast T+1@11:T+2@11: UP (p=96.90%)
[2025-12-08T20:16:57.072258] [INFO ] [FORECASTER] Completed predict_future for AWK
[2025-12-08T20:16:57.072386] [INFO ] [sig       ] AWK: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:16:57.213839] [INFO ] [LOCAL     ] Saved forecast: AWK	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/AWK.txt
[2025-12-08T20:16:57.213992] [INFO ] [sig       ] [325/3624] Completed AWK in 0.3s | 2.88 sym/s | Total: 1.9m | ETA: 19.1m
[2025-12-08T20:16:57.214033] [INFO ] [sig       ] [326/3624] Forecasting AWP...
[2025-12-08T20:16:57.214062] [INFO ] [sig       ] Generating forecast for: AWP
[2025-12-08T20:16:57.214094] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWP' from 'https://tdm.silogroup.org/data/derivative_storage/AWP.csv'.
[2025-12-08T20:16:57.229472] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWP'.
[2025-12-08T20:16:57.229871] [INFO ] [FORECASTER] Starting predict_future for AWP
[2025-12-08T20:16:57.230665] [DEBUG] [LOCAL     ] No optimal features file found for AWP: ./output/feature-sets/AWP.txt
[2025-12-08T20:16:57.230715] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:57.230746] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:57.230772] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:57.230826] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:57.287185] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:57.288053] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:57.288135] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:57.288200] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:57.408830] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:57.408983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:57.409021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:57.409049] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:57.412430] [DEBUG] [FORECASTER] AWP: Forecast T+1@11:T+2@11: DOWN (p=16.45%)
[2025-12-08T20:16:57.412747] [INFO ] [FORECASTER] Completed predict_future for AWP
[2025-12-08T20:16:57.412874] [INFO ] [sig       ] AWP: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:16:57.553499] [INFO ] [LOCAL     ] Saved forecast: AWP	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/AWP.txt
[2025-12-08T20:16:57.553669] [INFO ] [sig       ] [326/3624] Completed AWP in 0.3s | 2.88 sym/s | Total: 1.9m | ETA: 19.1m
[2025-12-08T20:16:57.553711] [INFO ] [sig       ] [327/3624] Forecasting AWRE...
[2025-12-08T20:16:57.553740] [INFO ] [sig       ] Generating forecast for: AWRE
[2025-12-08T20:16:57.553770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWRE' from 'https://tdm.silogroup.org/data/derivative_storage/AWRE.csv'.
[2025-12-08T20:16:57.565931] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWRE'.
[2025-12-08T20:16:57.566321] [INFO ] [FORECASTER] Starting predict_future for AWRE
[2025-12-08T20:16:57.567107] [DEBUG] [LOCAL     ] No optimal features file found for AWRE: ./output/feature-sets/AWRE.txt
[2025-12-08T20:16:57.567162] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:57.567193] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:57.567220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:57.567275] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:57.626351] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:57.627179] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:57.627264] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:57.627296] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:57.733347] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:57.733506] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:57.733546] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:57.733598] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:57.736924] [DEBUG] [FORECASTER] AWRE: Forecast T+1@11:T+2@11: DOWN (p=49.78%)
[2025-12-08T20:16:57.737208] [INFO ] [FORECASTER] Completed predict_future for AWRE
[2025-12-08T20:16:57.737331] [INFO ] [sig       ] AWRE: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:16:57.876745] [INFO ] [LOCAL     ] Saved forecast: AWRE	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/AWRE.txt
[2025-12-08T20:16:57.876902] [INFO ] [sig       ] [327/3624] Completed AWRE in 0.3s | 2.88 sym/s | Total: 1.9m | ETA: 19.1m
[2025-12-08T20:16:57.876943] [INFO ] [sig       ] [328/3624] Forecasting AXGN...
[2025-12-08T20:16:57.876972] [INFO ] [sig       ] Generating forecast for: AXGN
[2025-12-08T20:16:57.877001] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXGN' from 'https://tdm.silogroup.org/data/derivative_storage/AXGN.csv'.
[2025-12-08T20:16:57.889240] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXGN'.
[2025-12-08T20:16:57.889643] [INFO ] [FORECASTER] Starting predict_future for AXGN
[2025-12-08T20:16:57.890407] [DEBUG] [LOCAL     ] No optimal features file found for AXGN: ./output/feature-sets/AXGN.txt
[2025-12-08T20:16:57.890458] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:57.890490] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:57.890516] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:57.890588] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:57.948481] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:57.949342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:57.949430] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:57.949463] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:58.073175] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:58.073328] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:58.073372] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:58.073399] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:58.076887] [DEBUG] [FORECASTER] AXGN: Forecast T+1@11:T+2@11: DOWN (p=1.90%)
[2025-12-08T20:16:58.077247] [INFO ] [FORECASTER] Completed predict_future for AXGN
[2025-12-08T20:16:58.077402] [INFO ] [sig       ] AXGN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:16:58.217263] [INFO ] [LOCAL     ] Saved forecast: AXGN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/AXGN.txt
[2025-12-08T20:16:58.217439] [INFO ] [sig       ] [328/3624] Completed AXGN in 0.3s | 2.88 sym/s | Total: 1.9m | ETA: 19.0m
[2025-12-08T20:16:58.217480] [INFO ] [sig       ] [329/3624] Forecasting AXL...
[2025-12-08T20:16:58.217508] [INFO ] [sig       ] Generating forecast for: AXL
[2025-12-08T20:16:58.217537] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXL' from 'https://tdm.silogroup.org/data/derivative_storage/AXL.csv'.
[2025-12-08T20:16:58.230606] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXL'.
[2025-12-08T20:16:58.230994] [INFO ] [FORECASTER] Starting predict_future for AXL
[2025-12-08T20:16:58.231843] [DEBUG] [LOCAL     ] No optimal features file found for AXL: ./output/feature-sets/AXL.txt
[2025-12-08T20:16:58.231897] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:58.231930] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:58.231959] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:58.232018] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:58.291506] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:58.292364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:58.292444] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:58.292477] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:58.419322] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:58.419498] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:58.419536] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:58.419564] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:58.422919] [DEBUG] [FORECASTER] AXL: Forecast T+1@11:T+2@11: DOWN (p=16.18%)
[2025-12-08T20:16:58.423238] [INFO ] [FORECASTER] Completed predict_future for AXL
[2025-12-08T20:16:58.423368] [INFO ] [sig       ] AXL: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:16:58.566102] [INFO ] [LOCAL     ] Saved forecast: AXL	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/AXL.txt
[2025-12-08T20:16:58.566300] [INFO ] [sig       ] [329/3624] Completed AXL in 0.3s | 2.88 sym/s | Total: 1.9m | ETA: 19.0m
[2025-12-08T20:16:58.566341] [INFO ] [sig       ] [330/3624] Forecasting AXON...
[2025-12-08T20:16:58.566371] [INFO ] [sig       ] Generating forecast for: AXON
[2025-12-08T20:16:58.566401] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXON' from 'https://tdm.silogroup.org/data/derivative_storage/AXON.csv'.
[2025-12-08T20:16:58.578654] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXON'.
[2025-12-08T20:16:58.579045] [INFO ] [FORECASTER] Starting predict_future for AXON
[2025-12-08T20:16:58.579876] [DEBUG] [LOCAL     ] No optimal features file found for AXON: ./output/feature-sets/AXON.txt
[2025-12-08T20:16:58.579929] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:58.579961] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:58.579989] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:58.580047] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:58.638265] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:58.639111] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:58.639208] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:58.639249] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:58.755996] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:58.756154] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:58.756195] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:58.756224] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:58.759545] [DEBUG] [FORECASTER] AXON: Forecast T+1@11:T+2@11: UP (p=68.53%)
[2025-12-08T20:16:58.759832] [INFO ] [FORECASTER] Completed predict_future for AXON
[2025-12-08T20:16:58.759952] [INFO ] [sig       ] AXON: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:16:58.901165] [INFO ] [LOCAL     ] Saved forecast: AXON	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/AXON.txt
[2025-12-08T20:16:58.901319] [INFO ] [sig       ] [330/3624] Completed AXON in 0.3s | 2.88 sym/s | Total: 1.9m | ETA: 19.0m
[2025-12-08T20:16:58.901360] [INFO ] [sig       ] [331/3624] Forecasting AXP...
[2025-12-08T20:16:58.901388] [INFO ] [sig       ] Generating forecast for: AXP
[2025-12-08T20:16:58.901420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXP' from 'https://tdm.silogroup.org/data/derivative_storage/AXP.csv'.
[2025-12-08T20:16:58.914495] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXP'.
[2025-12-08T20:16:58.914907] [INFO ] [FORECASTER] Starting predict_future for AXP
[2025-12-08T20:16:58.915693] [DEBUG] [LOCAL     ] No optimal features file found for AXP: ./output/feature-sets/AXP.txt
[2025-12-08T20:16:58.915743] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:58.915774] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:58.915800] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:58.915860] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:58.975004] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:58.975915] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:58.976009] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:58.976042] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:59.101272] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:59.101443] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:59.101482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:59.101510] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:59.104793] [DEBUG] [FORECASTER] AXP: Forecast T+1@11:T+2@11: DOWN (p=35.00%)
[2025-12-08T20:16:59.105061] [INFO ] [FORECASTER] Completed predict_future for AXP
[2025-12-08T20:16:59.105184] [INFO ] [sig       ] AXP: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:16:59.248696] [INFO ] [LOCAL     ] Saved forecast: AXP	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/AXP.txt
[2025-12-08T20:16:59.248848] [INFO ] [sig       ] [331/3624] Completed AXP in 0.3s | 2.88 sym/s | Total: 1.9m | ETA: 19.0m
[2025-12-08T20:16:59.248889] [INFO ] [sig       ] [332/3624] Forecasting AXS...
[2025-12-08T20:16:59.248919] [INFO ] [sig       ] Generating forecast for: AXS
[2025-12-08T20:16:59.248954] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXS' from 'https://tdm.silogroup.org/data/derivative_storage/AXS.csv'.
[2025-12-08T20:16:59.261253] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXS'.
[2025-12-08T20:16:59.261662] [INFO ] [FORECASTER] Starting predict_future for AXS
[2025-12-08T20:16:59.262479] [DEBUG] [LOCAL     ] No optimal features file found for AXS: ./output/feature-sets/AXS.txt
[2025-12-08T20:16:59.262531] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:59.262564] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:59.262630] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:59.262693] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:59.323199] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:59.324053] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:59.324135] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:59.324168] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:59.446154] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:59.446310] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:59.446348] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:59.446377] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:59.449665] [DEBUG] [FORECASTER] AXS: Forecast T+1@11:T+2@11: DOWN (p=27.49%)
[2025-12-08T20:16:59.449932] [INFO ] [FORECASTER] Completed predict_future for AXS
[2025-12-08T20:16:59.450052] [INFO ] [sig       ] AXS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:16:59.589662] [INFO ] [LOCAL     ] Saved forecast: AXS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/AXS.txt
[2025-12-08T20:16:59.589812] [INFO ] [sig       ] [332/3624] Completed AXS in 0.3s | 2.88 sym/s | Total: 1.9m | ETA: 19.0m
[2025-12-08T20:16:59.589851] [INFO ] [sig       ] [333/3624] Forecasting AXSM...
[2025-12-08T20:16:59.589881] [INFO ] [sig       ] Generating forecast for: AXSM
[2025-12-08T20:16:59.589909] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXSM' from 'https://tdm.silogroup.org/data/derivative_storage/AXSM.csv'.
[2025-12-08T20:16:59.602551] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXSM'.
[2025-12-08T20:16:59.602967] [INFO ] [FORECASTER] Starting predict_future for AXSM
[2025-12-08T20:16:59.603800] [DEBUG] [LOCAL     ] No optimal features file found for AXSM: ./output/feature-sets/AXSM.txt
[2025-12-08T20:16:59.603852] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:59.603916] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:59.603946] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:59.604004] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:16:59.664093] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:16:59.664974] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:16:59.665055] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:16:59.665089] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:16:59.784958] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:16:59.785113] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:16:59.785151] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:16:59.785179] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:16:59.788549] [DEBUG] [FORECASTER] AXSM: Forecast T+1@11:T+2@11: UP (p=77.55%)
[2025-12-08T20:16:59.788839] [INFO ] [FORECASTER] Completed predict_future for AXSM
[2025-12-08T20:16:59.788960] [INFO ] [sig       ] AXSM: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:16:59.932263] [INFO ] [LOCAL     ] Saved forecast: AXSM	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/AXSM.txt
[2025-12-08T20:16:59.932600] [INFO ] [sig       ] [333/3624] Completed AXSM in 0.3s | 2.88 sym/s | Total: 1.9m | ETA: 19.0m
[2025-12-08T20:16:59.932642] [INFO ] [sig       ] [334/3624] Forecasting AXTA...
[2025-12-08T20:16:59.932672] [INFO ] [sig       ] Generating forecast for: AXTA
[2025-12-08T20:16:59.932701] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXTA' from 'https://tdm.silogroup.org/data/derivative_storage/AXTA.csv'.
[2025-12-08T20:16:59.944641] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXTA'.
[2025-12-08T20:16:59.945022] [INFO ] [FORECASTER] Starting predict_future for AXTA
[2025-12-08T20:16:59.946062] [DEBUG] [LOCAL     ] No optimal features file found for AXTA: ./output/feature-sets/AXTA.txt
[2025-12-08T20:16:59.946114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:16:59.946146] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:16:59.946173] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:16:59.946234] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:00.004989] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:00.005870] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:00.005961] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:00.005994] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:00.129640] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:00.129793] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:00.129832] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:00.129861] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:00.133172] [DEBUG] [FORECASTER] AXTA: Forecast T+1@11:T+2@11: DOWN (p=46.62%)
[2025-12-08T20:17:00.133468] [INFO ] [FORECASTER] Completed predict_future for AXTA
[2025-12-08T20:17:00.133615] [INFO ] [sig       ] AXTA: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:17:00.291145] [INFO ] [LOCAL     ] Saved forecast: AXTA	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/AXTA.txt
[2025-12-08T20:17:00.291285] [INFO ] [sig       ] [334/3624] Completed AXTA in 0.4s | 2.88 sym/s | Total: 1.9m | ETA: 19.0m
[2025-12-08T20:17:00.291324] [INFO ] [sig       ] [335/3624] Forecasting AXTI...
[2025-12-08T20:17:00.291353] [INFO ] [sig       ] Generating forecast for: AXTI
[2025-12-08T20:17:00.291383] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXTI' from 'https://tdm.silogroup.org/data/derivative_storage/AXTI.csv'.
[2025-12-08T20:17:00.302960] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXTI'.
[2025-12-08T20:17:00.303310] [INFO ] [FORECASTER] Starting predict_future for AXTI
[2025-12-08T20:17:00.304115] [DEBUG] [LOCAL     ] No optimal features file found for AXTI: ./output/feature-sets/AXTI.txt
[2025-12-08T20:17:00.304170] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:00.304212] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:00.304240] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:00.304296] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:00.359626] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:00.360395] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:00.360478] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:00.360511] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:00.482513] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:00.482662] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:00.482706] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:00.482738] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:00.486714] [DEBUG] [FORECASTER] AXTI: Forecast T+1@11:T+2@11: DOWN (p=13.01%)
[2025-12-08T20:17:00.487033] [INFO ] [FORECASTER] Completed predict_future for AXTI
[2025-12-08T20:17:00.487176] [INFO ] [sig       ] AXTI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:17:00.640688] [INFO ] [LOCAL     ] Saved forecast: AXTI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/AXTI.txt
[2025-12-08T20:17:00.640846] [INFO ] [sig       ] [335/3624] Completed AXTI in 0.3s | 2.88 sym/s | Total: 1.9m | ETA: 19.0m
[2025-12-08T20:17:00.640889] [INFO ] [sig       ] [336/3624] Forecasting AYI...
[2025-12-08T20:17:00.640919] [INFO ] [sig       ] Generating forecast for: AYI
[2025-12-08T20:17:00.640950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AYI' from 'https://tdm.silogroup.org/data/derivative_storage/AYI.csv'.
[2025-12-08T20:17:00.652958] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AYI'.
[2025-12-08T20:17:00.653312] [INFO ] [FORECASTER] Starting predict_future for AYI
[2025-12-08T20:17:00.654112] [DEBUG] [LOCAL     ] No optimal features file found for AYI: ./output/feature-sets/AYI.txt
[2025-12-08T20:17:00.654163] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:00.654195] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:00.654221] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:00.654277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:00.710210] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:00.711016] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:00.711096] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:00.711130] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:00.833489] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:00.833612] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:00.833651] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:00.833709] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:00.836958] [DEBUG] [FORECASTER] AYI: Forecast T+1@11:T+2@11: DOWN (p=8.99%)
[2025-12-08T20:17:00.837236] [INFO ] [FORECASTER] Completed predict_future for AYI
[2025-12-08T20:17:00.837364] [INFO ] [sig       ] AYI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:17:00.980102] [INFO ] [LOCAL     ] Saved forecast: AYI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/AYI.txt
[2025-12-08T20:17:00.980228] [INFO ] [sig       ] [336/3624] Completed AYI in 0.3s | 2.88 sym/s | Total: 1.9m | ETA: 19.0m
[2025-12-08T20:17:00.980270] [INFO ] [sig       ] [337/3624] Forecasting AZ...
[2025-12-08T20:17:00.980301] [INFO ] [sig       ] Generating forecast for: AZ
[2025-12-08T20:17:00.980331] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZ' from 'https://tdm.silogroup.org/data/derivative_storage/AZ.csv'.
[2025-12-08T20:17:00.991932] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZ'.
[2025-12-08T20:17:00.992258] [INFO ] [FORECASTER] Starting predict_future for AZ
[2025-12-08T20:17:00.993082] [DEBUG] [LOCAL     ] No optimal features file found for AZ: ./output/feature-sets/AZ.txt
[2025-12-08T20:17:00.993133] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:00.993164] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:00.993191] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:00.993247] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:01.052226] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:01.053279] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:01.053396] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:01.053443] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:01.180140] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:01.180266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:01.180304] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:01.180332] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:01.183625] [DEBUG] [FORECASTER] AZ: Forecast T+1@11:T+2@11: DOWN (p=40.14%)
[2025-12-08T20:17:01.183890] [INFO ] [FORECASTER] Completed predict_future for AZ
[2025-12-08T20:17:01.184012] [INFO ] [sig       ] AZ: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:17:01.321807] [INFO ] [LOCAL     ] Saved forecast: AZ	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/AZ.txt
[2025-12-08T20:17:01.321923] [INFO ] [sig       ] [337/3624] Completed AZ in 0.3s | 2.88 sym/s | Total: 1.9m | ETA: 19.0m
[2025-12-08T20:17:01.321962] [INFO ] [sig       ] [338/3624] Forecasting AZN...
[2025-12-08T20:17:01.321991] [INFO ] [sig       ] Generating forecast for: AZN
[2025-12-08T20:17:01.322021] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZN' from 'https://tdm.silogroup.org/data/derivative_storage/AZN.csv'.
[2025-12-08T20:17:01.333194] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZN'.
[2025-12-08T20:17:01.333511] [INFO ] [FORECASTER] Starting predict_future for AZN
[2025-12-08T20:17:01.334291] [DEBUG] [LOCAL     ] No optimal features file found for AZN: ./output/feature-sets/AZN.txt
[2025-12-08T20:17:01.334341] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:01.334372] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:01.334398] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:01.334455] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:01.393393] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:01.394048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:01.394125] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:01.394159] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:01.519832] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:01.519999] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:01.520048] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:01.520089] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:01.524050] [DEBUG] [FORECASTER] AZN: Forecast T+1@11:T+2@11: DOWN (p=20.57%)
[2025-12-08T20:17:01.524460] [INFO ] [FORECASTER] Completed predict_future for AZN
[2025-12-08T20:17:01.524666] [INFO ] [sig       ] AZN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:17:01.663264] [INFO ] [LOCAL     ] Saved forecast: AZN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/AZN.txt
[2025-12-08T20:17:01.663410] [INFO ] [sig       ] [338/3624] Completed AZN in 0.3s | 2.88 sym/s | Total: 2.0m | ETA: 19.0m
[2025-12-08T20:17:01.663456] [INFO ] [sig       ] [339/3624] Forecasting AZO...
[2025-12-08T20:17:01.663485] [INFO ] [sig       ] Generating forecast for: AZO
[2025-12-08T20:17:01.663515] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZO' from 'https://tdm.silogroup.org/data/derivative_storage/AZO.csv'.
[2025-12-08T20:17:01.675848] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZO'.
[2025-12-08T20:17:01.676190] [INFO ] [FORECASTER] Starting predict_future for AZO
[2025-12-08T20:17:01.677125] [DEBUG] [LOCAL     ] No optimal features file found for AZO: ./output/feature-sets/AZO.txt
[2025-12-08T20:17:01.677175] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:01.677205] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:01.677231] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:01.677285] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:01.734378] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:01.735099] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:01.735175] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:01.735206] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:01.856586] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:01.856730] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:01.856769] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:01.856796] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:01.860185] [DEBUG] [FORECASTER] AZO: Forecast T+1@11:T+2@11: UP (p=75.85%)
[2025-12-08T20:17:01.860449] [INFO ] [FORECASTER] Completed predict_future for AZO
[2025-12-08T20:17:01.860584] [INFO ] [sig       ] AZO: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:17:01.998117] [INFO ] [LOCAL     ] Saved forecast: AZO	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/AZO.txt
[2025-12-08T20:17:01.998294] [INFO ] [sig       ] [339/3624] Completed AZO in 0.3s | 2.89 sym/s | Total: 2.0m | ETA: 19.0m
[2025-12-08T20:17:01.998342] [INFO ] [sig       ] [340/3624] Forecasting AZTA...
[2025-12-08T20:17:01.998373] [INFO ] [sig       ] Generating forecast for: AZTA
[2025-12-08T20:17:01.998404] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZTA' from 'https://tdm.silogroup.org/data/derivative_storage/AZTA.csv'.
[2025-12-08T20:17:02.011942] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZTA'.
[2025-12-08T20:17:02.012343] [INFO ] [FORECASTER] Starting predict_future for AZTA
[2025-12-08T20:17:02.013582] [DEBUG] [LOCAL     ] No optimal features file found for AZTA: ./output/feature-sets/AZTA.txt
[2025-12-08T20:17:02.013635] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:02.013668] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:02.013696] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:02.013752] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:02.071718] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:02.072464] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:02.072545] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:02.072598] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:02.208123] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:02.208289] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:02.208329] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:02.208356] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:02.211717] [DEBUG] [FORECASTER] AZTA: Forecast T+1@11:T+2@11: UP (p=91.34%)
[2025-12-08T20:17:02.211980] [INFO ] [FORECASTER] Completed predict_future for AZTA
[2025-12-08T20:17:02.212099] [INFO ] [sig       ] AZTA: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:17:02.353710] [INFO ] [LOCAL     ] Saved forecast: AZTA	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/AZTA.txt
[2025-12-08T20:17:02.353864] [INFO ] [sig       ] [340/3624] Completed AZTA in 0.4s | 2.88 sym/s | Total: 2.0m | ETA: 19.0m
[2025-12-08T20:17:02.353904] [INFO ] [sig       ] [341/3624] Forecasting AZZ...
[2025-12-08T20:17:02.353933] [INFO ] [sig       ] Generating forecast for: AZZ
[2025-12-08T20:17:02.353972] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZZ' from 'https://tdm.silogroup.org/data/derivative_storage/AZZ.csv'.
[2025-12-08T20:17:02.366822] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZZ'.
[2025-12-08T20:17:02.367196] [INFO ] [FORECASTER] Starting predict_future for AZZ
[2025-12-08T20:17:02.368042] [DEBUG] [LOCAL     ] No optimal features file found for AZZ: ./output/feature-sets/AZZ.txt
[2025-12-08T20:17:02.368093] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:02.368124] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:02.368150] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:02.368205] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:02.425667] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:02.426483] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:02.426563] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:02.426614] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:02.546935] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:02.547088] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:02.547126] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:02.547155] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:02.550487] [DEBUG] [FORECASTER] AZZ: Forecast T+1@11:T+2@11: DOWN (p=50.00%)
[2025-12-08T20:17:02.550778] [INFO ] [FORECASTER] Completed predict_future for AZZ
[2025-12-08T20:17:02.550903] [INFO ] [sig       ] AZZ: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:17:02.691862] [INFO ] [LOCAL     ] Saved forecast: AZZ	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/AZZ.txt
[2025-12-08T20:17:02.692014] [INFO ] [sig       ] [341/3624] Completed AZZ in 0.3s | 2.89 sym/s | Total: 2.0m | ETA: 19.0m
[2025-12-08T20:17:02.692053] [INFO ] [sig       ] [342/3624] Forecasting BA...
[2025-12-08T20:17:02.692083] [INFO ] [sig       ] Generating forecast for: BA
[2025-12-08T20:17:02.692112] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BA' from 'https://tdm.silogroup.org/data/derivative_storage/BA.csv'.
[2025-12-08T20:17:02.704154] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BA'.
[2025-12-08T20:17:02.704535] [INFO ] [FORECASTER] Starting predict_future for BA
[2025-12-08T20:17:02.705322] [DEBUG] [LOCAL     ] No optimal features file found for BA: ./output/feature-sets/BA.txt
[2025-12-08T20:17:02.705372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:02.705403] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:02.705429] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:02.705484] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:02.761929] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:02.762808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:02.762891] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:02.762923] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:02.884382] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:02.884537] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:02.884593] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:02.884640] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:02.887964] [DEBUG] [FORECASTER] BA: Forecast T+1@11:T+2@11: DOWN (p=18.01%)
[2025-12-08T20:17:02.888256] [INFO ] [FORECASTER] Completed predict_future for BA
[2025-12-08T20:17:02.888393] [INFO ] [sig       ] BA: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:17:03.026763] [INFO ] [LOCAL     ] Saved forecast: BA	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BA.txt
[2025-12-08T20:17:03.026914] [INFO ] [sig       ] [342/3624] Completed BA in 0.3s | 2.89 sym/s | Total: 2.0m | ETA: 19.0m
[2025-12-08T20:17:03.026954] [INFO ] [sig       ] [343/3624] Forecasting BABA...
[2025-12-08T20:17:03.026983] [INFO ] [sig       ] Generating forecast for: BABA
[2025-12-08T20:17:03.027012] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BABA' from 'https://tdm.silogroup.org/data/derivative_storage/BABA.csv'.
[2025-12-08T20:17:03.039247] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BABA'.
[2025-12-08T20:17:03.039650] [INFO ] [FORECASTER] Starting predict_future for BABA
[2025-12-08T20:17:03.040430] [DEBUG] [LOCAL     ] No optimal features file found for BABA: ./output/feature-sets/BABA.txt
[2025-12-08T20:17:03.040479] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:03.040510] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:03.040536] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:03.040613] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:03.096189] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:03.097011] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:03.097115] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:03.097147] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:03.221962] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:03.222119] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:03.222158] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:03.222185] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:03.225440] [DEBUG] [FORECASTER] BABA: Forecast T+1@11:T+2@11: DOWN (p=3.15%)
[2025-12-08T20:17:03.225721] [INFO ] [FORECASTER] Completed predict_future for BABA
[2025-12-08T20:17:03.225840] [INFO ] [sig       ] BABA: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:17:03.362564] [INFO ] [LOCAL     ] Saved forecast: BABA	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BABA.txt
[2025-12-08T20:17:03.362704] [INFO ] [sig       ] [343/3624] Completed BABA in 0.3s | 2.89 sym/s | Total: 2.0m | ETA: 19.0m
[2025-12-08T20:17:03.362743] [INFO ] [sig       ] [344/3624] Forecasting BABX...
[2025-12-08T20:17:03.362772] [INFO ] [sig       ] Generating forecast for: BABX
[2025-12-08T20:17:03.362801] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BABX' from 'https://tdm.silogroup.org/data/derivative_storage/BABX.csv'.
[2025-12-08T20:17:03.374804] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BABX'.
[2025-12-08T20:17:03.375152] [INFO ] [FORECASTER] Starting predict_future for BABX
[2025-12-08T20:17:03.375969] [DEBUG] [LOCAL     ] No optimal features file found for BABX: ./output/feature-sets/BABX.txt
[2025-12-08T20:17:03.376020] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:03.376054] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:03.376082] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:03.376139] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:03.432793] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:03.433388] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:03.433463] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:03.433506] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:03.551482] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:03.551651] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:03.551690] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:03.551717] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:03.554951] [DEBUG] [FORECASTER] BABX: Forecast T+1@11:T+2@11: DOWN (p=2.23%)
[2025-12-08T20:17:03.555209] [INFO ] [FORECASTER] Completed predict_future for BABX
[2025-12-08T20:17:03.555325] [INFO ] [sig       ] BABX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:17:03.693125] [INFO ] [LOCAL     ] Saved forecast: BABX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BABX.txt
[2025-12-08T20:17:03.693247] [INFO ] [sig       ] [344/3624] Completed BABX in 0.3s | 2.89 sym/s | Total: 2.0m | ETA: 18.9m
[2025-12-08T20:17:03.693283] [INFO ] [sig       ] [345/3624] Forecasting BAC...
[2025-12-08T20:17:03.693312] [INFO ] [sig       ] Generating forecast for: BAC
[2025-12-08T20:17:03.693341] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAC' from 'https://tdm.silogroup.org/data/derivative_storage/BAC.csv'.
[2025-12-08T20:17:03.705033] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAC'.
[2025-12-08T20:17:03.705387] [INFO ] [FORECASTER] Starting predict_future for BAC
[2025-12-08T20:17:03.706167] [DEBUG] [LOCAL     ] No optimal features file found for BAC: ./output/feature-sets/BAC.txt
[2025-12-08T20:17:03.706217] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:03.706248] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:03.706274] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:03.706328] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:03.762684] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:03.763455] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:03.763533] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:03.763564] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:03.886669] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:03.886827] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:03.886865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:03.886892] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:03.890419] [DEBUG] [FORECASTER] BAC: Forecast T+1@11:T+2@11: DOWN (p=13.19%)
[2025-12-08T20:17:03.890741] [INFO ] [FORECASTER] Completed predict_future for BAC
[2025-12-08T20:17:03.890874] [INFO ] [sig       ] BAC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:17:04.030395] [INFO ] [LOCAL     ] Saved forecast: BAC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BAC.txt
[2025-12-08T20:17:04.030547] [INFO ] [sig       ] [345/3624] Completed BAC in 0.3s | 2.89 sym/s | Total: 2.0m | ETA: 18.9m
[2025-12-08T20:17:04.030608] [INFO ] [sig       ] [346/3624] Forecasting BAH...
[2025-12-08T20:17:04.030639] [INFO ] [sig       ] Generating forecast for: BAH
[2025-12-08T20:17:04.030669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAH' from 'https://tdm.silogroup.org/data/derivative_storage/BAH.csv'.
[2025-12-08T20:17:04.043288] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAH'.
[2025-12-08T20:17:04.043708] [INFO ] [FORECASTER] Starting predict_future for BAH
[2025-12-08T20:17:04.044476] [DEBUG] [LOCAL     ] No optimal features file found for BAH: ./output/feature-sets/BAH.txt
[2025-12-08T20:17:04.044525] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:04.044556] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:04.044604] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:04.044675] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:04.100601] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:04.101424] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:04.101503] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:04.101534] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:04.223063] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:04.223215] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:04.223251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:04.223279] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:04.226536] [DEBUG] [FORECASTER] BAH: Forecast T+1@11:T+2@11: DOWN (p=16.39%)
[2025-12-08T20:17:04.226818] [INFO ] [FORECASTER] Completed predict_future for BAH
[2025-12-08T20:17:04.226938] [INFO ] [sig       ] BAH: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:17:04.368653] [INFO ] [LOCAL     ] Saved forecast: BAH	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BAH.txt
[2025-12-08T20:17:04.368800] [INFO ] [sig       ] [346/3624] Completed BAH in 0.3s | 2.89 sym/s | Total: 2.0m | ETA: 18.9m
[2025-12-08T20:17:04.368839] [INFO ] [sig       ] [347/3624] Forecasting BAK...
[2025-12-08T20:17:04.368867] [INFO ] [sig       ] Generating forecast for: BAK
[2025-12-08T20:17:04.368897] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAK' from 'https://tdm.silogroup.org/data/derivative_storage/BAK.csv'.
[2025-12-08T20:17:04.381092] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAK'.
[2025-12-08T20:17:04.381453] [INFO ] [FORECASTER] Starting predict_future for BAK
[2025-12-08T20:17:04.382288] [DEBUG] [LOCAL     ] No optimal features file found for BAK: ./output/feature-sets/BAK.txt
[2025-12-08T20:17:04.382340] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:04.382372] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:04.382398] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:04.382453] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:04.437779] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:04.438399] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:04.438473] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:04.438505] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:04.558075] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:04.558227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:04.558265] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:04.558292] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:04.561512] [DEBUG] [FORECASTER] BAK: Forecast T+1@11:T+2@11: UP (p=95.89%)
[2025-12-08T20:17:04.561787] [INFO ] [FORECASTER] Completed predict_future for BAK
[2025-12-08T20:17:04.561904] [INFO ] [sig       ] BAK: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:17:04.698518] [INFO ] [LOCAL     ] Saved forecast: BAK	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/BAK.txt
[2025-12-08T20:17:04.698689] [INFO ] [sig       ] [347/3624] Completed BAK in 0.3s | 2.89 sym/s | Total: 2.0m | ETA: 18.9m
[2025-12-08T20:17:04.698730] [INFO ] [sig       ] [348/3624] Forecasting BALL...
[2025-12-08T20:17:04.698760] [INFO ] [sig       ] Generating forecast for: BALL
[2025-12-08T20:17:04.698790] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BALL' from 'https://tdm.silogroup.org/data/derivative_storage/BALL.csv'.
[2025-12-08T20:17:04.710782] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BALL'.
[2025-12-08T20:17:04.711160] [INFO ] [FORECASTER] Starting predict_future for BALL
[2025-12-08T20:17:04.711945] [DEBUG] [LOCAL     ] No optimal features file found for BALL: ./output/feature-sets/BALL.txt
[2025-12-08T20:17:04.712005] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:04.712036] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:04.712062] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:04.712118] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:04.767813] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:04.768657] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:04.768735] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:04.768767] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:04.890320] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:04.890481] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:04.890520] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:04.890548] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:04.894026] [DEBUG] [FORECASTER] BALL: Forecast T+1@11:T+2@11: UP (p=87.79%)
[2025-12-08T20:17:04.894315] [INFO ] [FORECASTER] Completed predict_future for BALL
[2025-12-08T20:17:04.894469] [INFO ] [sig       ] BALL: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:17:05.035671] [INFO ] [LOCAL     ] Saved forecast: BALL	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/BALL.txt
[2025-12-08T20:17:05.035829] [INFO ] [sig       ] [348/3624] Completed BALL in 0.3s | 2.89 sym/s | Total: 2.0m | ETA: 18.9m
[2025-12-08T20:17:05.035890] [INFO ] [sig       ] [349/3624] Forecasting BAM...
[2025-12-08T20:17:05.035940] [INFO ] [sig       ] Generating forecast for: BAM
[2025-12-08T20:17:05.035981] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAM' from 'https://tdm.silogroup.org/data/derivative_storage/BAM.csv'.
[2025-12-08T20:17:05.047728] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAM'.
[2025-12-08T20:17:05.048088] [INFO ] [FORECASTER] Starting predict_future for BAM
[2025-12-08T20:17:05.048871] [DEBUG] [LOCAL     ] No optimal features file found for BAM: ./output/feature-sets/BAM.txt
[2025-12-08T20:17:05.048921] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:05.048953] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:05.048979] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:05.049034] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:05.104082] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:05.104682] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:05.104754] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:05.104785] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:05.222962] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:05.223112] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:05.223149] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:05.223177] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:05.226462] [DEBUG] [FORECASTER] BAM: Forecast T+1@11:T+2@11: UP (p=71.24%)
[2025-12-08T20:17:05.226738] [INFO ] [FORECASTER] Completed predict_future for BAM
[2025-12-08T20:17:05.226857] [INFO ] [sig       ] BAM: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:17:05.369051] [INFO ] [LOCAL     ] Saved forecast: BAM	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/BAM.txt
[2025-12-08T20:17:05.369174] [INFO ] [sig       ] [349/3624] Completed BAM in 0.3s | 2.89 sym/s | Total: 2.0m | ETA: 18.9m
[2025-12-08T20:17:05.369212] [INFO ] [sig       ] [350/3624] Forecasting BANC...
[2025-12-08T20:17:05.369243] [INFO ] [sig       ] Generating forecast for: BANC
[2025-12-08T20:17:05.369278] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BANC' from 'https://tdm.silogroup.org/data/derivative_storage/BANC.csv'.
[2025-12-08T20:17:05.381676] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BANC'.
[2025-12-08T20:17:05.382012] [INFO ] [FORECASTER] Starting predict_future for BANC
[2025-12-08T20:17:05.382812] [DEBUG] [LOCAL     ] No optimal features file found for BANC: ./output/feature-sets/BANC.txt
[2025-12-08T20:17:05.382862] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:05.382917] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:05.382946] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:05.383003] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:05.439775] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:05.440561] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:05.440658] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:05.440690] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:05.559388] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:05.559541] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:05.559599] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:05.559630] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:05.562870] [DEBUG] [FORECASTER] BANC: Forecast T+1@11:T+2@11: DOWN (p=37.75%)
[2025-12-08T20:17:05.563132] [INFO ] [FORECASTER] Completed predict_future for BANC
[2025-12-08T20:17:05.563250] [INFO ] [sig       ] BANC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:17:05.704477] [INFO ] [LOCAL     ] Saved forecast: BANC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BANC.txt
[2025-12-08T20:17:05.704650] [INFO ] [sig       ] [350/3624] Completed BANC in 0.3s | 2.89 sym/s | Total: 2.0m | ETA: 18.9m
[2025-12-08T20:17:05.704692] [INFO ] [sig       ] [351/3624] Forecasting BAND...
[2025-12-08T20:17:05.704722] [INFO ] [sig       ] Generating forecast for: BAND
[2025-12-08T20:17:05.704751] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAND' from 'https://tdm.silogroup.org/data/derivative_storage/BAND.csv'.
[2025-12-08T20:17:05.718941] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAND'.
[2025-12-08T20:17:05.719328] [INFO ] [FORECASTER] Starting predict_future for BAND
[2025-12-08T20:17:05.720121] [DEBUG] [LOCAL     ] No optimal features file found for BAND: ./output/feature-sets/BAND.txt
[2025-12-08T20:17:05.720170] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:05.720201] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:05.720228] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:05.720283] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:05.777428] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:05.778287] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:05.778367] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:05.778400] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:05.903042] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:05.903197] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:05.903235] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:05.903264] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:05.906630] [DEBUG] [FORECASTER] BAND: Forecast T+1@11:T+2@11: DOWN (p=47.22%)
[2025-12-08T20:17:05.906904] [INFO ] [FORECASTER] Completed predict_future for BAND
[2025-12-08T20:17:05.907028] [INFO ] [sig       ] BAND: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:17:06.045268] [INFO ] [LOCAL     ] Saved forecast: BAND	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BAND.txt
[2025-12-08T20:17:06.045401] [INFO ] [sig       ] [351/3624] Completed BAND in 0.3s | 2.89 sym/s | Total: 2.0m | ETA: 18.9m
[2025-12-08T20:17:06.045440] [INFO ] [sig       ] [352/3624] Forecasting BANF...
[2025-12-08T20:17:06.045470] [INFO ] [sig       ] Generating forecast for: BANF
[2025-12-08T20:17:06.045499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BANF' from 'https://tdm.silogroup.org/data/derivative_storage/BANF.csv'.
[2025-12-08T20:17:06.057741] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BANF'.
[2025-12-08T20:17:06.058080] [INFO ] [FORECASTER] Starting predict_future for BANF
[2025-12-08T20:17:06.058872] [DEBUG] [LOCAL     ] No optimal features file found for BANF: ./output/feature-sets/BANF.txt
[2025-12-08T20:17:06.058924] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:06.058957] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:06.058984] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:06.059040] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:06.115815] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:06.116603] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:06.116683] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:06.116716] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:06.235136] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:06.235302] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:06.235349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:06.235384] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:06.238707] [DEBUG] [FORECASTER] BANF: Forecast T+1@11:T+2@11: UP (p=96.07%)
[2025-12-08T20:17:06.238970] [INFO ] [FORECASTER] Completed predict_future for BANF
[2025-12-08T20:17:06.239091] [INFO ] [sig       ] BANF: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:17:06.379280] [INFO ] [LOCAL     ] Saved forecast: BANF	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/BANF.txt
[2025-12-08T20:17:06.379394] [INFO ] [sig       ] [352/3624] Completed BANF in 0.3s | 2.89 sym/s | Total: 2.0m | ETA: 18.9m
[2025-12-08T20:17:06.379432] [INFO ] [sig       ] [353/3624] Forecasting BANX...
[2025-12-08T20:17:06.379462] [INFO ] [sig       ] Generating forecast for: BANX
[2025-12-08T20:17:06.379493] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BANX' from 'https://tdm.silogroup.org/data/derivative_storage/BANX.csv'.
[2025-12-08T20:17:06.391525] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BANX'.
[2025-12-08T20:17:06.391872] [INFO ] [FORECASTER] Starting predict_future for BANX
[2025-12-08T20:17:06.392684] [DEBUG] [LOCAL     ] No optimal features file found for BANX: ./output/feature-sets/BANX.txt
[2025-12-08T20:17:06.392736] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:06.392769] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:06.392796] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:06.392852] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:06.449492] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:06.450076] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:06.450151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:06.450183] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:06.560745] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:06.560890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:06.560928] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:06.560986] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:06.564301] [DEBUG] [FORECASTER] BANX: Forecast T+1@11:T+2@11: DOWN (p=49.36%)
[2025-12-08T20:17:06.564596] [INFO ] [FORECASTER] Completed predict_future for BANX
[2025-12-08T20:17:06.564715] [INFO ] [sig       ] BANX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:17:06.704590] [INFO ] [LOCAL     ] Saved forecast: BANX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BANX.txt
[2025-12-08T20:17:06.704717] [INFO ] [sig       ] [353/3624] Completed BANX in 0.3s | 2.89 sym/s | Total: 2.0m | ETA: 18.9m
[2025-12-08T20:17:06.704755] [INFO ] [sig       ] [354/3624] Forecasting BAP...
[2025-12-08T20:17:06.704784] [INFO ] [sig       ] Generating forecast for: BAP
[2025-12-08T20:17:06.704814] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAP' from 'https://tdm.silogroup.org/data/derivative_storage/BAP.csv'.
[2025-12-08T20:17:06.716803] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAP'.
[2025-12-08T20:17:06.717131] [INFO ] [FORECASTER] Starting predict_future for BAP
[2025-12-08T20:17:06.717931] [DEBUG] [LOCAL     ] No optimal features file found for BAP: ./output/feature-sets/BAP.txt
[2025-12-08T20:17:06.717981] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:06.718012] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:06.718037] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:06.718091] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:06.774184] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:06.775006] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:06.775088] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:06.775120] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:06.891238] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:06.891391] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:06.891430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:06.891458] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:06.894727] [DEBUG] [FORECASTER] BAP: Forecast T+1@11:T+2@11: UP (p=71.88%)
[2025-12-08T20:17:06.895002] [INFO ] [FORECASTER] Completed predict_future for BAP
[2025-12-08T20:17:06.895126] [INFO ] [sig       ] BAP: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:17:07.034330] [INFO ] [LOCAL     ] Saved forecast: BAP	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/BAP.txt
[2025-12-08T20:17:07.034463] [INFO ] [sig       ] [354/3624] Completed BAP in 0.3s | 2.89 sym/s | Total: 2.0m | ETA: 18.9m
[2025-12-08T20:17:07.034502] [INFO ] [sig       ] [355/3624] Forecasting BATRA...
[2025-12-08T20:17:07.034531] [INFO ] [sig       ] Generating forecast for: BATRA
[2025-12-08T20:17:07.034560] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BATRA' from 'https://tdm.silogroup.org/data/derivative_storage/BATRA.csv'.
[2025-12-08T20:17:07.046511] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BATRA'.
[2025-12-08T20:17:07.046854] [INFO ] [FORECASTER] Starting predict_future for BATRA
[2025-12-08T20:17:07.047664] [DEBUG] [LOCAL     ] No optimal features file found for BATRA: ./output/feature-sets/BATRA.txt
[2025-12-08T20:17:07.047713] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:07.047743] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:07.047769] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:07.047829] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:07.104488] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:07.105153] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:07.105228] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:07.105259] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:07.223800] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:07.223970] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:07.224010] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:07.224040] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:07.227475] [DEBUG] [FORECASTER] BATRA: Forecast T+1@11:T+2@11: DOWN (p=6.31%)
[2025-12-08T20:17:07.227761] [INFO ] [FORECASTER] Completed predict_future for BATRA
[2025-12-08T20:17:07.227883] [INFO ] [sig       ] BATRA: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:17:07.371977] [INFO ] [LOCAL     ] Saved forecast: BATRA	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BATRA.txt
[2025-12-08T20:17:07.372111] [INFO ] [sig       ] [355/3624] Completed BATRA in 0.3s | 2.89 sym/s | Total: 2.0m | ETA: 18.9m
[2025-12-08T20:17:07.372149] [INFO ] [sig       ] [356/3624] Forecasting BATRK...
[2025-12-08T20:17:07.372180] [INFO ] [sig       ] Generating forecast for: BATRK
[2025-12-08T20:17:07.372209] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BATRK' from 'https://tdm.silogroup.org/data/derivative_storage/BATRK.csv'.
[2025-12-08T20:17:07.384131] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BATRK'.
[2025-12-08T20:17:07.384470] [INFO ] [FORECASTER] Starting predict_future for BATRK
[2025-12-08T20:17:07.385276] [DEBUG] [LOCAL     ] No optimal features file found for BATRK: ./output/feature-sets/BATRK.txt
[2025-12-08T20:17:07.385326] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:07.385357] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:07.385382] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:07.385436] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:07.441340] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:07.442032] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:07.442109] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:07.442141] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:07.561818] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:07.561966] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:07.562004] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:07.562032] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:07.565308] [DEBUG] [FORECASTER] BATRK: Forecast T+1@11:T+2@11: UP (p=70.63%)
[2025-12-08T20:17:07.565594] [INFO ] [FORECASTER] Completed predict_future for BATRK
[2025-12-08T20:17:07.565716] [INFO ] [sig       ] BATRK: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:17:07.710858] [INFO ] [LOCAL     ] Saved forecast: BATRK	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/BATRK.txt
[2025-12-08T20:17:07.711009] [INFO ] [sig       ] [356/3624] Completed BATRK in 0.3s | 2.89 sym/s | Total: 2.1m | ETA: 18.9m
[2025-12-08T20:17:07.711046] [INFO ] [sig       ] [357/3624] Forecasting BAX...
[2025-12-08T20:17:07.711077] [INFO ] [sig       ] Generating forecast for: BAX
[2025-12-08T20:17:07.711106] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAX' from 'https://tdm.silogroup.org/data/derivative_storage/BAX.csv'.
[2025-12-08T20:17:07.723950] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAX'.
[2025-12-08T20:17:07.724339] [INFO ] [FORECASTER] Starting predict_future for BAX
[2025-12-08T20:17:07.725153] [DEBUG] [LOCAL     ] No optimal features file found for BAX: ./output/feature-sets/BAX.txt
[2025-12-08T20:17:07.725205] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:07.725238] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:07.725264] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:07.725321] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:07.783665] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:07.784699] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:07.784799] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:07.784837] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:07.907058] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:07.907214] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:07.907254] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:07.907283] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:07.911245] [DEBUG] [FORECASTER] BAX: Forecast T+1@11:T+2@11: UP (p=53.71%)
[2025-12-08T20:17:07.911620] [INFO ] [FORECASTER] Completed predict_future for BAX
[2025-12-08T20:17:07.911780] [INFO ] [sig       ] BAX: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:17:08.058660] [INFO ] [LOCAL     ] Saved forecast: BAX	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/BAX.txt
[2025-12-08T20:17:08.058800] [INFO ] [sig       ] [357/3624] Completed BAX in 0.3s | 2.89 sym/s | Total: 2.1m | ETA: 18.8m
[2025-12-08T20:17:08.058840] [INFO ] [sig       ] [358/3624] Forecasting BB...
[2025-12-08T20:17:08.058872] [INFO ] [sig       ] Generating forecast for: BB
[2025-12-08T20:17:08.058902] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BB' from 'https://tdm.silogroup.org/data/derivative_storage/BB.csv'.
[2025-12-08T20:17:08.071386] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BB'.
[2025-12-08T20:17:08.071747] [INFO ] [FORECASTER] Starting predict_future for BB
[2025-12-08T20:17:08.072521] [DEBUG] [LOCAL     ] No optimal features file found for BB: ./output/feature-sets/BB.txt
[2025-12-08T20:17:08.072592] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:08.072627] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:08.072655] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:08.072712] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:08.129723] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:08.130348] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:08.130424] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:08.130455] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:08.256264] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:08.256420] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:08.256460] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:08.256489] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:08.259943] [DEBUG] [FORECASTER] BB: Forecast T+1@11:T+2@11: UP (p=85.84%)
[2025-12-08T20:17:08.260210] [INFO ] [FORECASTER] Completed predict_future for BB
[2025-12-08T20:17:08.260333] [INFO ] [sig       ] BB: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:17:08.399375] [INFO ] [LOCAL     ] Saved forecast: BB	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/BB.txt
[2025-12-08T20:17:08.399501] [INFO ] [sig       ] [358/3624] Completed BB in 0.3s | 2.89 sym/s | Total: 2.1m | ETA: 18.8m
[2025-12-08T20:17:08.399539] [INFO ] [sig       ] [359/3624] Forecasting BBAI...
[2025-12-08T20:17:08.399608] [INFO ] [sig       ] Generating forecast for: BBAI
[2025-12-08T20:17:08.399643] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBAI' from 'https://tdm.silogroup.org/data/derivative_storage/BBAI.csv'.
[2025-12-08T20:17:08.411666] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBAI'.
[2025-12-08T20:17:08.412006] [INFO ] [FORECASTER] Starting predict_future for BBAI
[2025-12-08T20:17:08.412824] [DEBUG] [LOCAL     ] No optimal features file found for BBAI: ./output/feature-sets/BBAI.txt
[2025-12-08T20:17:08.412876] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:08.412918] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:08.412946] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:08.413008] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:08.470259] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:08.471080] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:08.471157] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:08.471188] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:08.590287] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:08.590444] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:08.590482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:08.590511] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:08.593868] [DEBUG] [FORECASTER] BBAI: Forecast T+1@11:T+2@11: UP (p=81.67%)
[2025-12-08T20:17:08.594152] [INFO ] [FORECASTER] Completed predict_future for BBAI
[2025-12-08T20:17:08.594278] [INFO ] [sig       ] BBAI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:17:08.732524] [INFO ] [LOCAL     ] Saved forecast: BBAI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/BBAI.txt
[2025-12-08T20:17:08.732675] [INFO ] [sig       ] [359/3624] Completed BBAI in 0.3s | 2.89 sym/s | Total: 2.1m | ETA: 18.8m
[2025-12-08T20:17:08.732715] [INFO ] [sig       ] [360/3624] Forecasting BBCP...
[2025-12-08T20:17:08.732744] [INFO ] [sig       ] Generating forecast for: BBCP
[2025-12-08T20:17:08.732773] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBCP' from 'https://tdm.silogroup.org/data/derivative_storage/BBCP.csv'.
[2025-12-08T20:17:08.745772] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBCP'.
[2025-12-08T20:17:08.746094] [INFO ] [FORECASTER] Starting predict_future for BBCP
[2025-12-08T20:17:08.746874] [DEBUG] [LOCAL     ] No optimal features file found for BBCP: ./output/feature-sets/BBCP.txt
[2025-12-08T20:17:08.746925] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:08.746956] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:08.746983] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:08.747037] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:08.802980] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:08.803662] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:08.803738] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:08.803794] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:08.924676] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:08.924826] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:08.924863] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:08.924893] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:08.928211] [DEBUG] [FORECASTER] BBCP: Forecast T+1@11:T+2@11: UP (p=93.56%)
[2025-12-08T20:17:08.928472] [INFO ] [FORECASTER] Completed predict_future for BBCP
[2025-12-08T20:17:08.928611] [INFO ] [sig       ] BBCP: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:17:09.067098] [INFO ] [LOCAL     ] Saved forecast: BBCP	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/BBCP.txt
[2025-12-08T20:17:09.067210] [INFO ] [sig       ] [360/3624] Completed BBCP in 0.3s | 2.89 sym/s | Total: 2.1m | ETA: 18.8m
[2025-12-08T20:17:09.067249] [INFO ] [sig       ] [361/3624] Forecasting BBD...
[2025-12-08T20:17:09.067279] [INFO ] [sig       ] Generating forecast for: BBD
[2025-12-08T20:17:09.067308] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBD' from 'https://tdm.silogroup.org/data/derivative_storage/BBD.csv'.
[2025-12-08T20:17:09.079386] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBD'.
[2025-12-08T20:17:09.079753] [INFO ] [FORECASTER] Starting predict_future for BBD
[2025-12-08T20:17:09.080511] [DEBUG] [LOCAL     ] No optimal features file found for BBD: ./output/feature-sets/BBD.txt
[2025-12-08T20:17:09.080560] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:09.080610] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:09.080642] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:09.080700] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:09.136645] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:09.137473] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:09.137564] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:09.137615] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:09.260634] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:09.260788] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:09.260827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:09.260855] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:09.264124] [DEBUG] [FORECASTER] BBD: Forecast T+1@11:T+2@11: UP (p=93.71%)
[2025-12-08T20:17:09.264386] [INFO ] [FORECASTER] Completed predict_future for BBD
[2025-12-08T20:17:09.264511] [INFO ] [sig       ] BBD: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:17:09.410546] [INFO ] [LOCAL     ] Saved forecast: BBD	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/BBD.txt
[2025-12-08T20:17:09.410722] [INFO ] [sig       ] [361/3624] Completed BBD in 0.3s | 2.89 sym/s | Total: 2.1m | ETA: 18.8m
[2025-12-08T20:17:09.410764] [INFO ] [sig       ] [362/3624] Forecasting BBDO...
[2025-12-08T20:17:09.410793] [INFO ] [sig       ] Generating forecast for: BBDO
[2025-12-08T20:17:09.410824] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBDO' from 'https://tdm.silogroup.org/data/derivative_storage/BBDO.csv'.
[2025-12-08T20:17:09.422848] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBDO'.
[2025-12-08T20:17:09.423244] [INFO ] [FORECASTER] Starting predict_future for BBDO
[2025-12-08T20:17:09.424062] [DEBUG] [LOCAL     ] No optimal features file found for BBDO: ./output/feature-sets/BBDO.txt
[2025-12-08T20:17:09.424115] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:09.424159] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:09.424198] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:09.424257] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:09.482173] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:09.483006] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:09.483085] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:09.483119] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:09.602753] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:09.602908] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:09.602946] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:09.602975] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:09.606235] [DEBUG] [FORECASTER] BBDO: Forecast T+1@11:T+2@11: UP (p=52.88%)
[2025-12-08T20:17:09.606493] [INFO ] [FORECASTER] Completed predict_future for BBDO
[2025-12-08T20:17:09.606630] [INFO ] [sig       ] BBDO: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:17:09.744482] [INFO ] [LOCAL     ] Saved forecast: BBDO	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/BBDO.txt
[2025-12-08T20:17:09.744617] [INFO ] [sig       ] [362/3624] Completed BBDO in 0.3s | 2.89 sym/s | Total: 2.1m | ETA: 18.8m
[2025-12-08T20:17:09.744663] [INFO ] [sig       ] [363/3624] Forecasting BBH...
[2025-12-08T20:17:09.744693] [INFO ] [sig       ] Generating forecast for: BBH
[2025-12-08T20:17:09.744722] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBH' from 'https://tdm.silogroup.org/data/derivative_storage/BBH.csv'.
[2025-12-08T20:17:09.757608] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBH'.
[2025-12-08T20:17:09.757994] [INFO ] [FORECASTER] Starting predict_future for BBH
[2025-12-08T20:17:09.758832] [DEBUG] [LOCAL     ] No optimal features file found for BBH: ./output/feature-sets/BBH.txt
[2025-12-08T20:17:09.758884] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:09.758916] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:09.758944] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:09.759000] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:09.816639] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:09.817270] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:09.817351] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:09.817415] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:09.925678] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:09.925829] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:09.925866] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:09.925894] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:09.929211] [DEBUG] [FORECASTER] BBH: Forecast T+1@11:T+2@11: DOWN (p=25.58%)
[2025-12-08T20:17:09.929481] [INFO ] [FORECASTER] Completed predict_future for BBH
[2025-12-08T20:17:09.929619] [INFO ] [sig       ] BBH: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:17:10.074800] [INFO ] [LOCAL     ] Saved forecast: BBH	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BBH.txt
[2025-12-08T20:17:10.074998] [INFO ] [sig       ] [363/3624] Completed BBH in 0.3s | 2.89 sym/s | Total: 2.1m | ETA: 18.8m
[2025-12-08T20:17:10.075053] [INFO ] [sig       ] [364/3624] Forecasting BBIO...
[2025-12-08T20:17:10.075086] [INFO ] [sig       ] Generating forecast for: BBIO
[2025-12-08T20:17:10.075117] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBIO' from 'https://tdm.silogroup.org/data/derivative_storage/BBIO.csv'.
[2025-12-08T20:17:10.087289] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBIO'.
[2025-12-08T20:17:10.087727] [INFO ] [FORECASTER] Starting predict_future for BBIO
[2025-12-08T20:17:10.088544] [DEBUG] [LOCAL     ] No optimal features file found for BBIO: ./output/feature-sets/BBIO.txt
[2025-12-08T20:17:10.088617] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:10.088651] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:10.088679] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:10.088734] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:10.147601] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:10.148463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:10.148549] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:10.148601] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:10.276470] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:10.276647] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:10.276688] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:10.276716] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:10.280016] [DEBUG] [FORECASTER] BBIO: Forecast T+1@11:T+2@11: UP (p=90.61%)
[2025-12-08T20:17:10.280297] [INFO ] [FORECASTER] Completed predict_future for BBIO
[2025-12-08T20:17:10.280442] [INFO ] [sig       ] BBIO: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:17:10.428622] [INFO ] [LOCAL     ] Saved forecast: BBIO	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/BBIO.txt
[2025-12-08T20:17:10.428774] [INFO ] [sig       ] [364/3624] Completed BBIO in 0.4s | 2.89 sym/s | Total: 2.1m | ETA: 18.8m
[2025-12-08T20:17:10.428822] [INFO ] [sig       ] [365/3624] Forecasting BBLG...
[2025-12-08T20:17:10.428854] [INFO ] [sig       ] Generating forecast for: BBLG
[2025-12-08T20:17:10.428884] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBLG' from 'https://tdm.silogroup.org/data/derivative_storage/BBLG.csv'.
[2025-12-08T20:17:10.440380] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBLG'.
[2025-12-08T20:17:10.440760] [INFO ] [FORECASTER] Starting predict_future for BBLG
[2025-12-08T20:17:10.441546] [DEBUG] [LOCAL     ] No optimal features file found for BBLG: ./output/feature-sets/BBLG.txt
[2025-12-08T20:17:10.441618] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:10.441650] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:10.441676] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:10.441732] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:10.497757] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:10.498643] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:10.498729] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:10.498763] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:10.616556] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:10.616740] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:10.616780] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:10.616810] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:10.620298] [DEBUG] [FORECASTER] BBLG: Forecast T+1@11:T+2@11: UP (p=85.80%)
[2025-12-08T20:17:10.620564] [INFO ] [FORECASTER] Completed predict_future for BBLG
[2025-12-08T20:17:10.620703] [INFO ] [sig       ] BBLG: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:17:10.765969] [INFO ] [LOCAL     ] Saved forecast: BBLG	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/BBLG.txt
[2025-12-08T20:17:10.766147] [INFO ] [sig       ] [365/3624] Completed BBLG in 0.3s | 2.89 sym/s | Total: 2.1m | ETA: 18.8m
[2025-12-08T20:17:10.766200] [INFO ] [sig       ] [366/3624] Forecasting BBN...
[2025-12-08T20:17:10.766241] [INFO ] [sig       ] Generating forecast for: BBN
[2025-12-08T20:17:10.766281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBN' from 'https://tdm.silogroup.org/data/derivative_storage/BBN.csv'.
[2025-12-08T20:17:10.779551] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBN'.
[2025-12-08T20:17:10.779973] [INFO ] [FORECASTER] Starting predict_future for BBN
[2025-12-08T20:17:10.780796] [DEBUG] [LOCAL     ] No optimal features file found for BBN: ./output/feature-sets/BBN.txt
[2025-12-08T20:17:10.780850] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:10.780884] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:10.780912] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:10.780970] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:10.840728] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:10.841533] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:10.841634] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:10.841668] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:10.960755] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:10.960908] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:10.960947] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:10.960992] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:10.964265] [DEBUG] [FORECASTER] BBN: Forecast T+1@11:T+2@11: UP (p=85.16%)
[2025-12-08T20:17:10.964538] [INFO ] [FORECASTER] Completed predict_future for BBN
[2025-12-08T20:17:10.964699] [INFO ] [sig       ] BBN: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:17:11.106922] [INFO ] [LOCAL     ] Saved forecast: BBN	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/BBN.txt
[2025-12-08T20:17:11.107070] [INFO ] [sig       ] [366/3624] Completed BBN in 0.3s | 2.89 sym/s | Total: 2.1m | ETA: 18.8m
[2025-12-08T20:17:11.107110] [INFO ] [sig       ] [367/3624] Forecasting BBSI...
[2025-12-08T20:17:11.107138] [INFO ] [sig       ] Generating forecast for: BBSI
[2025-12-08T20:17:11.107167] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBSI' from 'https://tdm.silogroup.org/data/derivative_storage/BBSI.csv'.
[2025-12-08T20:17:11.118929] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBSI'.
[2025-12-08T20:17:11.119304] [INFO ] [FORECASTER] Starting predict_future for BBSI
[2025-12-08T20:17:11.120090] [DEBUG] [LOCAL     ] No optimal features file found for BBSI: ./output/feature-sets/BBSI.txt
[2025-12-08T20:17:11.120140] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:11.120197] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:11.120224] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:11.120284] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:11.178189] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:11.179051] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:11.179134] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:11.179167] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:11.299900] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:11.300053] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:11.300091] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:11.300119] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:11.303361] [DEBUG] [FORECASTER] BBSI: Forecast T+1@11:T+2@11: UP (p=92.20%)
[2025-12-08T20:17:11.303641] [INFO ] [FORECASTER] Completed predict_future for BBSI
[2025-12-08T20:17:11.303758] [INFO ] [sig       ] BBSI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:17:11.447961] [INFO ] [LOCAL     ] Saved forecast: BBSI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/BBSI.txt
[2025-12-08T20:17:11.448107] [INFO ] [sig       ] [367/3624] Completed BBSI in 0.3s | 2.89 sym/s | Total: 2.1m | ETA: 18.8m
[2025-12-08T20:17:11.448147] [INFO ] [sig       ] [368/3624] Forecasting BBUC...
[2025-12-08T20:17:11.448180] [INFO ] [sig       ] Generating forecast for: BBUC
[2025-12-08T20:17:11.448211] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBUC' from 'https://tdm.silogroup.org/data/derivative_storage/BBUC.csv'.
[2025-12-08T20:17:11.460662] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBUC'.
[2025-12-08T20:17:11.461049] [INFO ] [FORECASTER] Starting predict_future for BBUC
[2025-12-08T20:17:11.461882] [DEBUG] [LOCAL     ] No optimal features file found for BBUC: ./output/feature-sets/BBUC.txt
[2025-12-08T20:17:11.461933] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:11.461965] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:11.461992] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:11.462048] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:11.517553] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:11.518336] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:11.518435] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:11.518467] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:11.636986] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:11.637138] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:11.637176] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:11.637205] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:11.640452] [DEBUG] [FORECASTER] BBUC: Forecast T+1@11:T+2@11: DOWN (p=18.01%)
[2025-12-08T20:17:11.640727] [INFO ] [FORECASTER] Completed predict_future for BBUC
[2025-12-08T20:17:11.640845] [INFO ] [sig       ] BBUC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:17:11.778696] [INFO ] [LOCAL     ] Saved forecast: BBUC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BBUC.txt
[2025-12-08T20:17:11.778846] [INFO ] [sig       ] [368/3624] Completed BBUC in 0.3s | 2.89 sym/s | Total: 2.1m | ETA: 18.8m
[2025-12-08T20:17:11.778885] [INFO ] [sig       ] [369/3624] Forecasting BBVA...
[2025-12-08T20:17:11.778915] [INFO ] [sig       ] Generating forecast for: BBVA
[2025-12-08T20:17:11.778944] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBVA' from 'https://tdm.silogroup.org/data/derivative_storage/BBVA.csv'.
[2025-12-08T20:17:11.793131] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBVA'.
[2025-12-08T20:17:11.793533] [INFO ] [FORECASTER] Starting predict_future for BBVA
[2025-12-08T20:17:11.794378] [DEBUG] [LOCAL     ] No optimal features file found for BBVA: ./output/feature-sets/BBVA.txt
[2025-12-08T20:17:11.794431] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:11.794464] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:11.794491] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:11.794549] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:11.853201] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:11.854145] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:11.854230] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:11.854264] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:11.978414] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:11.978588] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:11.978629] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:11.978657] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:11.982003] [DEBUG] [FORECASTER] BBVA: Forecast T+1@11:T+2@11: UP (p=60.83%)
[2025-12-08T20:17:11.982281] [INFO ] [FORECASTER] Completed predict_future for BBVA
[2025-12-08T20:17:11.982405] [INFO ] [sig       ] BBVA: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:17:12.121828] [INFO ] [LOCAL     ] Saved forecast: BBVA	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/BBVA.txt
[2025-12-08T20:17:12.121976] [INFO ] [sig       ] [369/3624] Completed BBVA in 0.3s | 2.89 sym/s | Total: 2.1m | ETA: 18.8m
[2025-12-08T20:17:12.122014] [INFO ] [sig       ] [370/3624] Forecasting BBWI...
[2025-12-08T20:17:12.122043] [INFO ] [sig       ] Generating forecast for: BBWI
[2025-12-08T20:17:12.122074] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBWI' from 'https://tdm.silogroup.org/data/derivative_storage/BBWI.csv'.
[2025-12-08T20:17:12.133629] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBWI'.
[2025-12-08T20:17:12.133981] [INFO ] [FORECASTER] Starting predict_future for BBWI
[2025-12-08T20:17:12.134766] [DEBUG] [LOCAL     ] No optimal features file found for BBWI: ./output/feature-sets/BBWI.txt
[2025-12-08T20:17:12.134815] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:12.134855] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:12.134882] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:12.134936] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:12.191776] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:12.192617] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:12.192700] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:12.192736] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:12.311855] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:12.312012] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:12.312052] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:12.312115] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:12.315653] [DEBUG] [FORECASTER] BBWI: Forecast T+1@11:T+2@11: DOWN (p=37.56%)
[2025-12-08T20:17:12.315987] [INFO ] [FORECASTER] Completed predict_future for BBWI
[2025-12-08T20:17:12.316136] [INFO ] [sig       ] BBWI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:17:12.452645] [INFO ] [LOCAL     ] Saved forecast: BBWI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BBWI.txt
[2025-12-08T20:17:12.452769] [INFO ] [sig       ] [370/3624] Completed BBWI in 0.3s | 2.89 sym/s | Total: 2.1m | ETA: 18.8m
[2025-12-08T20:17:12.452807] [INFO ] [sig       ] [371/3624] Forecasting BBY...
[2025-12-08T20:17:12.452837] [INFO ] [sig       ] Generating forecast for: BBY
[2025-12-08T20:17:12.452866] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBY' from 'https://tdm.silogroup.org/data/derivative_storage/BBY.csv'.
[2025-12-08T20:17:12.464132] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBY'.
[2025-12-08T20:17:12.464467] [INFO ] [FORECASTER] Starting predict_future for BBY
[2025-12-08T20:17:12.465242] [DEBUG] [LOCAL     ] No optimal features file found for BBY: ./output/feature-sets/BBY.txt
[2025-12-08T20:17:12.465292] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:12.465323] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:12.465349] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:12.465404] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:12.521588] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:12.522275] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:12.522356] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:12.522389] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:12.643179] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:12.643326] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:12.643365] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:12.643393] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:12.646724] [DEBUG] [FORECASTER] BBY: Forecast T+1@11:T+2@11: UP (p=73.67%)
[2025-12-08T20:17:12.646985] [INFO ] [FORECASTER] Completed predict_future for BBY
[2025-12-08T20:17:12.647104] [INFO ] [sig       ] BBY: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:17:12.785316] [INFO ] [LOCAL     ] Saved forecast: BBY	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/BBY.txt
[2025-12-08T20:17:12.785443] [INFO ] [sig       ] [371/3624] Completed BBY in 0.3s | 2.89 sym/s | Total: 2.1m | ETA: 18.7m
[2025-12-08T20:17:12.785485] [INFO ] [sig       ] [372/3624] Forecasting BC...
[2025-12-08T20:17:12.785513] [INFO ] [sig       ] Generating forecast for: BC
[2025-12-08T20:17:12.785542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BC' from 'https://tdm.silogroup.org/data/derivative_storage/BC.csv'.
[2025-12-08T20:17:12.797751] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BC'.
[2025-12-08T20:17:12.798109] [INFO ] [FORECASTER] Starting predict_future for BC
[2025-12-08T20:17:12.798938] [DEBUG] [LOCAL     ] No optimal features file found for BC: ./output/feature-sets/BC.txt
[2025-12-08T20:17:12.798993] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:12.799026] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:12.799055] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:12.799113] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:12.857244] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:12.858043] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:12.858125] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:12.858158] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:12.977749] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:12.977900] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:12.977938] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:12.977968] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:12.981213] [DEBUG] [FORECASTER] BC: Forecast T+1@11:T+2@11: DOWN (p=40.08%)
[2025-12-08T20:17:12.981471] [INFO ] [FORECASTER] Completed predict_future for BC
[2025-12-08T20:17:12.981610] [INFO ] [sig       ] BC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:17:13.118605] [INFO ] [LOCAL     ] Saved forecast: BC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BC.txt
[2025-12-08T20:17:13.118740] [INFO ] [sig       ] [372/3624] Completed BC in 0.3s | 2.89 sym/s | Total: 2.1m | ETA: 18.7m
[2025-12-08T20:17:13.118779] [INFO ] [sig       ] [373/3624] Forecasting BCAL...
[2025-12-08T20:17:13.118810] [INFO ] [sig       ] Generating forecast for: BCAL
[2025-12-08T20:17:13.118841] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCAL' from 'https://tdm.silogroup.org/data/derivative_storage/BCAL.csv'.
[2025-12-08T20:17:13.130705] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCAL'.
[2025-12-08T20:17:13.131050] [INFO ] [FORECASTER] Starting predict_future for BCAL
[2025-12-08T20:17:13.131861] [DEBUG] [LOCAL     ] No optimal features file found for BCAL: ./output/feature-sets/BCAL.txt
[2025-12-08T20:17:13.131913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:13.131955] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:13.131988] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:13.132045] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:13.189687] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:13.190493] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:13.190593] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:13.190630] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:13.305342] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:13.305493] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:13.305530] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:13.305557] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:13.308839] [DEBUG] [FORECASTER] BCAL: Forecast T+1@11:T+2@11: UP (p=86.45%)
[2025-12-08T20:17:13.309097] [INFO ] [FORECASTER] Completed predict_future for BCAL
[2025-12-08T20:17:13.309218] [INFO ] [sig       ] BCAL: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:17:13.451513] [INFO ] [LOCAL     ] Saved forecast: BCAL	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/BCAL.txt
[2025-12-08T20:17:13.451671] [INFO ] [sig       ] [373/3624] Completed BCAL in 0.3s | 2.89 sym/s | Total: 2.1m | ETA: 18.7m
[2025-12-08T20:17:13.451712] [INFO ] [sig       ] [374/3624] Forecasting BCAX...
[2025-12-08T20:17:13.451742] [INFO ] [sig       ] Generating forecast for: BCAX
[2025-12-08T20:17:13.451777] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCAX' from 'https://tdm.silogroup.org/data/derivative_storage/BCAX.csv'.
[2025-12-08T20:17:13.464251] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCAX'.
[2025-12-08T20:17:13.464630] [INFO ] [FORECASTER] Starting predict_future for BCAX
[2025-12-08T20:17:13.465418] [DEBUG] [LOCAL     ] No optimal features file found for BCAX: ./output/feature-sets/BCAX.txt
[2025-12-08T20:17:13.465470] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:13.465504] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:13.465532] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:13.465606] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:13.524409] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:13.525276] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:13.525361] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:13.525395] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:13.645842] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:13.646002] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:13.646044] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:13.646075] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:13.649469] [DEBUG] [FORECASTER] BCAX: Forecast T+1@11:T+2@11: DOWN (p=1.07%)
[2025-12-08T20:17:13.649762] [INFO ] [FORECASTER] Completed predict_future for BCAX
[2025-12-08T20:17:13.649888] [INFO ] [sig       ] BCAX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:17:13.794452] [INFO ] [LOCAL     ] Saved forecast: BCAX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BCAX.txt
[2025-12-08T20:17:13.794625] [INFO ] [sig       ] [374/3624] Completed BCAX in 0.3s | 2.89 sym/s | Total: 2.2m | ETA: 18.7m
[2025-12-08T20:17:13.794666] [INFO ] [sig       ] [375/3624] Forecasting BCBP...
[2025-12-08T20:17:13.794695] [INFO ] [sig       ] Generating forecast for: BCBP
[2025-12-08T20:17:13.794726] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCBP' from 'https://tdm.silogroup.org/data/derivative_storage/BCBP.csv'.
[2025-12-08T20:17:13.806747] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCBP'.
[2025-12-08T20:17:13.807104] [INFO ] [FORECASTER] Starting predict_future for BCBP
[2025-12-08T20:17:13.807985] [DEBUG] [LOCAL     ] No optimal features file found for BCBP: ./output/feature-sets/BCBP.txt
[2025-12-08T20:17:13.808037] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:13.808069] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:13.808095] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:13.808151] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:13.865547] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:13.866377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:13.866459] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:13.866493] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:13.983502] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:13.983672] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:13.983711] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:13.983739] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:13.987038] [DEBUG] [FORECASTER] BCBP: Forecast T+1@11:T+2@11: UP (p=71.31%)
[2025-12-08T20:17:13.987299] [INFO ] [FORECASTER] Completed predict_future for BCBP
[2025-12-08T20:17:13.987446] [INFO ] [sig       ] BCBP: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:17:14.124694] [INFO ] [LOCAL     ] Saved forecast: BCBP	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/BCBP.txt
[2025-12-08T20:17:14.124845] [INFO ] [sig       ] [375/3624] Completed BCBP in 0.3s | 2.89 sym/s | Total: 2.2m | ETA: 18.7m
[2025-12-08T20:17:14.124885] [INFO ] [sig       ] [376/3624] Forecasting BCC...
[2025-12-08T20:17:14.124915] [INFO ] [sig       ] Generating forecast for: BCC
[2025-12-08T20:17:14.124945] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCC' from 'https://tdm.silogroup.org/data/derivative_storage/BCC.csv'.
[2025-12-08T20:17:14.137178] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCC'.
[2025-12-08T20:17:14.137592] [INFO ] [FORECASTER] Starting predict_future for BCC
[2025-12-08T20:17:14.138418] [DEBUG] [LOCAL     ] No optimal features file found for BCC: ./output/feature-sets/BCC.txt
[2025-12-08T20:17:14.138470] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:14.138502] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:14.138529] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:14.138609] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:14.194774] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:14.195401] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:14.195476] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:14.195507] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:14.312997] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:14.313145] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:14.313185] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:14.313215] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:14.316618] [DEBUG] [FORECASTER] BCC: Forecast T+1@11:T+2@11: UP (p=96.78%)
[2025-12-08T20:17:14.316889] [INFO ] [FORECASTER] Completed predict_future for BCC
[2025-12-08T20:17:14.317013] [INFO ] [sig       ] BCC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:17:14.452620] [INFO ] [LOCAL     ] Saved forecast: BCC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/BCC.txt
[2025-12-08T20:17:14.452759] [INFO ] [sig       ] [376/3624] Completed BCC in 0.3s | 2.89 sym/s | Total: 2.2m | ETA: 18.7m
[2025-12-08T20:17:14.452801] [INFO ] [sig       ] [377/3624] Forecasting BCDA...
[2025-12-08T20:17:14.452833] [INFO ] [sig       ] Generating forecast for: BCDA
[2025-12-08T20:17:14.452865] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCDA' from 'https://tdm.silogroup.org/data/derivative_storage/BCDA.csv'.
[2025-12-08T20:17:14.464171] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCDA'.
[2025-12-08T20:17:14.464521] [INFO ] [FORECASTER] Starting predict_future for BCDA
[2025-12-08T20:17:14.465358] [DEBUG] [LOCAL     ] No optimal features file found for BCDA: ./output/feature-sets/BCDA.txt
[2025-12-08T20:17:14.465409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:14.465442] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:14.465470] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:14.465533] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:14.525712] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:14.526603] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:14.526731] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:14.526767] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:14.639748] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:14.639914] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:14.639953] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:14.639989] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:14.643248] [DEBUG] [FORECASTER] BCDA: Forecast T+1@11:T+2@11: DOWN (p=23.40%)
[2025-12-08T20:17:14.643509] [INFO ] [FORECASTER] Completed predict_future for BCDA
[2025-12-08T20:17:14.643643] [INFO ] [sig       ] BCDA: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:17:14.779422] [INFO ] [LOCAL     ] Saved forecast: BCDA	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BCDA.txt
[2025-12-08T20:17:14.779545] [INFO ] [sig       ] [377/3624] Completed BCDA in 0.3s | 2.89 sym/s | Total: 2.2m | ETA: 18.7m
[2025-12-08T20:17:14.779602] [INFO ] [sig       ] [378/3624] Forecasting BCE...
[2025-12-08T20:17:14.779635] [INFO ] [sig       ] Generating forecast for: BCE
[2025-12-08T20:17:14.779664] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCE' from 'https://tdm.silogroup.org/data/derivative_storage/BCE.csv'.
[2025-12-08T20:17:14.793167] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCE'.
[2025-12-08T20:17:14.793509] [INFO ] [FORECASTER] Starting predict_future for BCE
[2025-12-08T20:17:14.794297] [DEBUG] [LOCAL     ] No optimal features file found for BCE: ./output/feature-sets/BCE.txt
[2025-12-08T20:17:14.794348] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:14.794379] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:14.794405] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:14.794460] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:14.849536] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:14.850248] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:14.850325] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:14.850356] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:14.968607] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:14.968757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:14.968794] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:14.968822] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:14.972054] [DEBUG] [FORECASTER] BCE: Forecast T+1@11:T+2@11: DOWN (p=13.93%)
[2025-12-08T20:17:14.972317] [INFO ] [FORECASTER] Completed predict_future for BCE
[2025-12-08T20:17:14.972433] [INFO ] [sig       ] BCE: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:17:15.108705] [INFO ] [LOCAL     ] Saved forecast: BCE	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BCE.txt
[2025-12-08T20:17:15.108829] [INFO ] [sig       ] [378/3624] Completed BCE in 0.3s | 2.89 sym/s | Total: 2.2m | ETA: 18.7m
[2025-12-08T20:17:15.108866] [INFO ] [sig       ] [379/3624] Forecasting BCH...
[2025-12-08T20:17:15.108895] [INFO ] [sig       ] Generating forecast for: BCH
[2025-12-08T20:17:15.108924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCH' from 'https://tdm.silogroup.org/data/derivative_storage/BCH.csv'.
[2025-12-08T20:17:15.120904] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCH'.
[2025-12-08T20:17:15.121265] [INFO ] [FORECASTER] Starting predict_future for BCH
[2025-12-08T20:17:15.122117] [DEBUG] [LOCAL     ] No optimal features file found for BCH: ./output/feature-sets/BCH.txt
[2025-12-08T20:17:15.122169] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:15.122202] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:15.122230] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:15.122288] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:15.179933] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:15.180620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:15.180698] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:15.180732] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:15.299215] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:15.299361] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:15.299399] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:15.299426] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:15.302687] [DEBUG] [FORECASTER] BCH: Forecast T+1@11:T+2@11: UP (p=96.22%)
[2025-12-08T20:17:15.302947] [INFO ] [FORECASTER] Completed predict_future for BCH
[2025-12-08T20:17:15.303063] [INFO ] [sig       ] BCH: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:17:15.439882] [INFO ] [LOCAL     ] Saved forecast: BCH	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/BCH.txt
[2025-12-08T20:17:15.440025] [INFO ] [sig       ] [379/3624] Completed BCH in 0.3s | 2.89 sym/s | Total: 2.2m | ETA: 18.7m
[2025-12-08T20:17:15.440065] [INFO ] [sig       ] [380/3624] Forecasting BCML...
[2025-12-08T20:17:15.440093] [INFO ] [sig       ] Generating forecast for: BCML
[2025-12-08T20:17:15.440123] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCML' from 'https://tdm.silogroup.org/data/derivative_storage/BCML.csv'.
[2025-12-08T20:17:15.452089] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCML'.
[2025-12-08T20:17:15.452447] [INFO ] [FORECASTER] Starting predict_future for BCML
[2025-12-08T20:17:15.453407] [DEBUG] [LOCAL     ] No optimal features file found for BCML: ./output/feature-sets/BCML.txt
[2025-12-08T20:17:15.453461] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:15.453495] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:15.453525] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:15.453617] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:15.510467] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:15.511159] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:15.511239] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:15.511271] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:15.620557] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:15.620753] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-08T20:17:15.620800] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:15.620832] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:15.624283] [DEBUG] [FORECASTER] BCML: Forecast T+1@11:T+2@11: DOWN (p=49.17%)
[2025-12-08T20:17:15.624560] [INFO ] [FORECASTER] Completed predict_future for BCML
[2025-12-08T20:17:15.624709] [INFO ] [sig       ] BCML: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:17:15.762775] [INFO ] [LOCAL     ] Saved forecast: BCML	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BCML.txt
[2025-12-08T20:17:15.762934] [INFO ] [sig       ] [380/3624] Completed BCML in 0.3s | 2.89 sym/s | Total: 2.2m | ETA: 18.7m
[2025-12-08T20:17:15.762998] [INFO ] [sig       ] [381/3624] Forecasting BCO...
[2025-12-08T20:17:15.763042] [INFO ] [sig       ] Generating forecast for: BCO
[2025-12-08T20:17:15.763082] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCO' from 'https://tdm.silogroup.org/data/derivative_storage/BCO.csv'.
[2025-12-08T20:17:15.775368] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCO'.
[2025-12-08T20:17:15.775769] [INFO ] [FORECASTER] Starting predict_future for BCO
[2025-12-08T20:17:15.776592] [DEBUG] [LOCAL     ] No optimal features file found for BCO: ./output/feature-sets/BCO.txt
[2025-12-08T20:17:15.776648] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:15.776682] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:15.776710] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:15.776768] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:15.834606] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:15.835284] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:15.835363] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:15.835397] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:15.956349] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:15.956502] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:15.956543] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:15.956591] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:15.960056] [DEBUG] [FORECASTER] BCO: Forecast T+1@11:T+2@11: DOWN (p=37.62%)
[2025-12-08T20:17:15.960331] [INFO ] [FORECASTER] Completed predict_future for BCO
[2025-12-08T20:17:15.960455] [INFO ] [sig       ] BCO: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:17:16.105306] [INFO ] [LOCAL     ] Saved forecast: BCO	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BCO.txt
[2025-12-08T20:17:16.105453] [INFO ] [sig       ] [381/3624] Completed BCO in 0.3s | 2.89 sym/s | Total: 2.2m | ETA: 18.7m
[2025-12-08T20:17:16.105492] [INFO ] [sig       ] [382/3624] Forecasting BCPC...
[2025-12-08T20:17:16.105520] [INFO ] [sig       ] Generating forecast for: BCPC
[2025-12-08T20:17:16.105550] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCPC' from 'https://tdm.silogroup.org/data/derivative_storage/BCPC.csv'.
[2025-12-08T20:17:16.118325] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCPC'.
[2025-12-08T20:17:16.118738] [INFO ] [FORECASTER] Starting predict_future for BCPC
[2025-12-08T20:17:16.119540] [DEBUG] [LOCAL     ] No optimal features file found for BCPC: ./output/feature-sets/BCPC.txt
[2025-12-08T20:17:16.119615] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:16.119653] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:16.119681] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:16.119738] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:16.177724] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:16.178607] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:16.178691] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:16.178725] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:16.304106] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:16.304273] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:16.304314] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:16.304343] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:16.307930] [DEBUG] [FORECASTER] BCPC: Forecast T+1@11:T+2@11: DOWN (p=20.38%)
[2025-12-08T20:17:16.308208] [INFO ] [FORECASTER] Completed predict_future for BCPC
[2025-12-08T20:17:16.308335] [INFO ] [sig       ] BCPC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:17:16.466347] [INFO ] [LOCAL     ] Saved forecast: BCPC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BCPC.txt
[2025-12-08T20:17:16.466500] [INFO ] [sig       ] [382/3624] Completed BCPC in 0.4s | 2.89 sym/s | Total: 2.2m | ETA: 18.7m
[2025-12-08T20:17:16.466540] [INFO ] [sig       ] [383/3624] Forecasting BCRX...
[2025-12-08T20:17:16.466588] [INFO ] [sig       ] Generating forecast for: BCRX
[2025-12-08T20:17:16.466621] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCRX' from 'https://tdm.silogroup.org/data/derivative_storage/BCRX.csv'.
[2025-12-08T20:17:16.477883] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCRX'.
[2025-12-08T20:17:16.478248] [INFO ] [FORECASTER] Starting predict_future for BCRX
[2025-12-08T20:17:16.479031] [DEBUG] [LOCAL     ] No optimal features file found for BCRX: ./output/feature-sets/BCRX.txt
[2025-12-08T20:17:16.479092] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:16.479125] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:16.479151] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:16.479207] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:16.535035] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:16.535876] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:16.535958] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:16.535990] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:16.653556] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:16.653738] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:16.653776] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:16.653805] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:16.657056] [DEBUG] [FORECASTER] BCRX: Forecast T+1@11:T+2@11: DOWN (p=2.36%)
[2025-12-08T20:17:16.657322] [INFO ] [FORECASTER] Completed predict_future for BCRX
[2025-12-08T20:17:16.657462] [INFO ] [sig       ] BCRX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:17:16.794162] [INFO ] [LOCAL     ] Saved forecast: BCRX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BCRX.txt
[2025-12-08T20:17:16.794300] [INFO ] [sig       ] [383/3624] Completed BCRX in 0.3s | 2.89 sym/s | Total: 2.2m | ETA: 18.7m
[2025-12-08T20:17:16.794340] [INFO ] [sig       ] [384/3624] Forecasting BCS...
[2025-12-08T20:17:16.794369] [INFO ] [sig       ] Generating forecast for: BCS
[2025-12-08T20:17:16.794398] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCS' from 'https://tdm.silogroup.org/data/derivative_storage/BCS.csv'.
[2025-12-08T20:17:16.806640] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCS'.
[2025-12-08T20:17:16.807023] [INFO ] [FORECASTER] Starting predict_future for BCS
[2025-12-08T20:17:16.808051] [DEBUG] [LOCAL     ] No optimal features file found for BCS: ./output/feature-sets/BCS.txt
[2025-12-08T20:17:16.808101] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:16.808160] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:16.808187] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:16.808242] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:16.866624] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:16.867486] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:16.867570] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:16.867623] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:16.988802] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:16.988959] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:16.988998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:16.989025] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:16.992334] [DEBUG] [FORECASTER] BCS: Forecast T+1@11:T+2@11: DOWN (p=39.06%)
[2025-12-08T20:17:16.992632] [INFO ] [FORECASTER] Completed predict_future for BCS
[2025-12-08T20:17:16.992757] [INFO ] [sig       ] BCS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:17:17.138830] [INFO ] [LOCAL     ] Saved forecast: BCS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BCS.txt
[2025-12-08T20:17:17.139386] [INFO ] [sig       ] [384/3624] Completed BCS in 0.3s | 2.89 sym/s | Total: 2.2m | ETA: 18.7m
[2025-12-08T20:17:17.139427] [INFO ] [sig       ] [385/3624] Forecasting BCSF...
[2025-12-08T20:17:17.139465] [INFO ] [sig       ] Generating forecast for: BCSF
[2025-12-08T20:17:17.139500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCSF' from 'https://tdm.silogroup.org/data/derivative_storage/BCSF.csv'.
[2025-12-08T20:17:17.152201] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCSF'.
[2025-12-08T20:17:17.152628] [INFO ] [FORECASTER] Starting predict_future for BCSF
[2025-12-08T20:17:17.153469] [DEBUG] [LOCAL     ] No optimal features file found for BCSF: ./output/feature-sets/BCSF.txt
[2025-12-08T20:17:17.153522] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:17.153555] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:17.153609] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:17.153684] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:17.211992] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:17.212857] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:17.212938] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:17.212972] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:17.334529] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:17.334706] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:17.334748] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:17.334776] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:17.338086] [DEBUG] [FORECASTER] BCSF: Forecast T+1@11:T+2@11: DOWN (p=26.51%)
[2025-12-08T20:17:17.338374] [INFO ] [FORECASTER] Completed predict_future for BCSF
[2025-12-08T20:17:17.338499] [INFO ] [sig       ] BCSF: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:17:17.479422] [INFO ] [LOCAL     ] Saved forecast: BCSF	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BCSF.txt
[2025-12-08T20:17:17.479602] [INFO ] [sig       ] [385/3624] Completed BCSF in 0.3s | 2.90 sym/s | Total: 2.2m | ETA: 18.6m
[2025-12-08T20:17:17.479646] [INFO ] [sig       ] [386/3624] Forecasting BCTX...
[2025-12-08T20:17:17.479674] [INFO ] [sig       ] Generating forecast for: BCTX
[2025-12-08T20:17:17.479702] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCTX' from 'https://tdm.silogroup.org/data/derivative_storage/BCTX.csv'.
[2025-12-08T20:17:17.492856] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCTX'.
[2025-12-08T20:17:17.493225] [INFO ] [FORECASTER] Starting predict_future for BCTX
[2025-12-08T20:17:17.494038] [DEBUG] [LOCAL     ] No optimal features file found for BCTX: ./output/feature-sets/BCTX.txt
[2025-12-08T20:17:17.494087] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:17.494118] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:17.494144] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:17.494198] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:17.552741] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:17.553613] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:17.553697] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:17.553729] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:17.677798] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:17.677959] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:17.678001] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:17.678030] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:17.681830] [DEBUG] [FORECASTER] BCTX: Forecast T+1@11:T+2@11: UP (p=98.86%)
[2025-12-08T20:17:17.682129] [INFO ] [FORECASTER] Completed predict_future for BCTX
[2025-12-08T20:17:17.682261] [INFO ] [sig       ] BCTX: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:17:17.830633] [INFO ] [LOCAL     ] Saved forecast: BCTX	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/BCTX.txt
[2025-12-08T20:17:17.830832] [INFO ] [sig       ] [386/3624] Completed BCTX in 0.4s | 2.89 sym/s | Total: 2.2m | ETA: 18.6m
[2025-12-08T20:17:17.830879] [INFO ] [sig       ] [387/3624] Forecasting BCX...
[2025-12-08T20:17:17.830910] [INFO ] [sig       ] Generating forecast for: BCX
[2025-12-08T20:17:17.830941] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCX' from 'https://tdm.silogroup.org/data/derivative_storage/BCX.csv'.
[2025-12-08T20:17:17.849868] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCX'.
[2025-12-08T20:17:17.850269] [INFO ] [FORECASTER] Starting predict_future for BCX
[2025-12-08T20:17:17.851136] [DEBUG] [LOCAL     ] No optimal features file found for BCX: ./output/feature-sets/BCX.txt
[2025-12-08T20:17:17.851188] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:17.851220] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:17.851246] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:17.851301] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:17.908541] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:17.909426] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:17.909511] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:17.909544] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:18.031808] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:18.031973] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:18.032012] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:18.032081] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:18.035539] [DEBUG] [FORECASTER] BCX: Forecast T+1@11:T+2@11: DOWN (p=7.84%)
[2025-12-08T20:17:18.035906] [INFO ] [FORECASTER] Completed predict_future for BCX
[2025-12-08T20:17:18.036053] [INFO ] [sig       ] BCX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:17:18.178111] [INFO ] [LOCAL     ] Saved forecast: BCX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BCX.txt
[2025-12-08T20:17:18.178243] [INFO ] [sig       ] [387/3624] Completed BCX in 0.3s | 2.89 sym/s | Total: 2.2m | ETA: 18.6m
[2025-12-08T20:17:18.178282] [INFO ] [sig       ] [388/3624] Forecasting BCYC...
[2025-12-08T20:17:18.178312] [INFO ] [sig       ] Generating forecast for: BCYC
[2025-12-08T20:17:18.178341] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCYC' from 'https://tdm.silogroup.org/data/derivative_storage/BCYC.csv'.
[2025-12-08T20:17:18.190445] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCYC'.
[2025-12-08T20:17:18.191015] [INFO ] [FORECASTER] Starting predict_future for BCYC
[2025-12-08T20:17:18.191802] [DEBUG] [LOCAL     ] No optimal features file found for BCYC: ./output/feature-sets/BCYC.txt
[2025-12-08T20:17:18.191852] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:18.191882] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:18.191908] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:18.191963] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:18.248921] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:18.249702] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:18.249787] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:18.249827] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:18.371726] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:18.371879] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:18.371917] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:18.371945] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:18.375228] [DEBUG] [FORECASTER] BCYC: Forecast T+1@11:T+2@11: UP (p=63.98%)
[2025-12-08T20:17:18.375516] [INFO ] [FORECASTER] Completed predict_future for BCYC
[2025-12-08T20:17:18.375658] [INFO ] [sig       ] BCYC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:17:18.513366] [INFO ] [LOCAL     ] Saved forecast: BCYC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/BCYC.txt
[2025-12-08T20:17:18.513519] [INFO ] [sig       ] [388/3624] Completed BCYC in 0.3s | 2.90 sym/s | Total: 2.2m | ETA: 18.6m
[2025-12-08T20:17:18.513557] [INFO ] [sig       ] [389/3624] Forecasting BDC...
[2025-12-08T20:17:18.513606] [INFO ] [sig       ] Generating forecast for: BDC
[2025-12-08T20:17:18.513637] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDC' from 'https://tdm.silogroup.org/data/derivative_storage/BDC.csv'.
[2025-12-08T20:17:18.526038] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDC'.
[2025-12-08T20:17:18.526407] [INFO ] [FORECASTER] Starting predict_future for BDC
[2025-12-08T20:17:18.527197] [DEBUG] [LOCAL     ] No optimal features file found for BDC: ./output/feature-sets/BDC.txt
[2025-12-08T20:17:18.527247] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:18.527279] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:18.527305] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:18.527360] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:18.589817] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:18.590704] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:18.590795] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:18.590835] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:18.709947] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:18.710101] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:18.710139] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:18.710167] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:18.713443] [DEBUG] [FORECASTER] BDC: Forecast T+1@11:T+2@11: DOWN (p=4.62%)
[2025-12-08T20:17:18.713746] [INFO ] [FORECASTER] Completed predict_future for BDC
[2025-12-08T20:17:18.713872] [INFO ] [sig       ] BDC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:17:18.854257] [INFO ] [LOCAL     ] Saved forecast: BDC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BDC.txt
[2025-12-08T20:17:18.854409] [INFO ] [sig       ] [389/3624] Completed BDC in 0.3s | 2.90 sym/s | Total: 2.2m | ETA: 18.6m
[2025-12-08T20:17:18.854447] [INFO ] [sig       ] [390/3624] Forecasting BDJ...
[2025-12-08T20:17:18.854476] [INFO ] [sig       ] Generating forecast for: BDJ
[2025-12-08T20:17:18.854505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDJ' from 'https://tdm.silogroup.org/data/derivative_storage/BDJ.csv'.
[2025-12-08T20:17:18.866429] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDJ'.
[2025-12-08T20:17:18.866837] [INFO ] [FORECASTER] Starting predict_future for BDJ
[2025-12-08T20:17:18.870783] [DEBUG] [LOCAL     ] No optimal features file found for BDJ: ./output/feature-sets/BDJ.txt
[2025-12-08T20:17:18.870899] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:18.870931] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:18.870957] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:18.871020] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:18.927195] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:18.928104] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:18.928188] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:18.928220] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:19.049009] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:19.049163] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:19.049218] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:19.049249] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:19.052769] [DEBUG] [FORECASTER] BDJ: Forecast T+1@11:T+2@11: UP (p=95.65%)
[2025-12-08T20:17:19.053044] [INFO ] [FORECASTER] Completed predict_future for BDJ
[2025-12-08T20:17:19.053169] [INFO ] [sig       ] BDJ: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:17:19.193670] [INFO ] [LOCAL     ] Saved forecast: BDJ	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/BDJ.txt
[2025-12-08T20:17:19.193833] [INFO ] [sig       ] [390/3624] Completed BDJ in 0.3s | 2.90 sym/s | Total: 2.2m | ETA: 18.6m
[2025-12-08T20:17:19.193874] [INFO ] [sig       ] [391/3624] Forecasting BDN...
[2025-12-08T20:17:19.193905] [INFO ] [sig       ] Generating forecast for: BDN
[2025-12-08T20:17:19.193937] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDN' from 'https://tdm.silogroup.org/data/derivative_storage/BDN.csv'.
[2025-12-08T20:17:19.205863] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDN'.
[2025-12-08T20:17:19.206249] [INFO ] [FORECASTER] Starting predict_future for BDN
[2025-12-08T20:17:19.207070] [DEBUG] [LOCAL     ] No optimal features file found for BDN: ./output/feature-sets/BDN.txt
[2025-12-08T20:17:19.207122] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:19.207153] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:19.207180] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:19.207237] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:19.263800] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:19.264655] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:19.264738] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:19.264771] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:19.388062] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:19.388216] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:19.388256] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:19.388285] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:19.391660] [DEBUG] [FORECASTER] BDN: Forecast T+1@11:T+2@11: DOWN (p=5.45%)
[2025-12-08T20:17:19.391927] [INFO ] [FORECASTER] Completed predict_future for BDN
[2025-12-08T20:17:19.392050] [INFO ] [sig       ] BDN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:17:19.530026] [INFO ] [LOCAL     ] Saved forecast: BDN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BDN.txt
[2025-12-08T20:17:19.530172] [INFO ] [sig       ] [391/3624] Completed BDN in 0.3s | 2.90 sym/s | Total: 2.3m | ETA: 18.6m
[2025-12-08T20:17:19.530211] [INFO ] [sig       ] [392/3624] Forecasting BDRX...
[2025-12-08T20:17:19.530242] [INFO ] [sig       ] Generating forecast for: BDRX
[2025-12-08T20:17:19.530270] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDRX' from 'https://tdm.silogroup.org/data/derivative_storage/BDRX.csv'.
[2025-12-08T20:17:19.542193] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDRX'.
[2025-12-08T20:17:19.542602] [INFO ] [FORECASTER] Starting predict_future for BDRX
[2025-12-08T20:17:19.543398] [DEBUG] [LOCAL     ] No optimal features file found for BDRX: ./output/feature-sets/BDRX.txt
[2025-12-08T20:17:19.543448] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:19.543480] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:19.543505] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:19.543561] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:19.600533] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:19.601306] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:19.601400] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:19.601434] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:19.725610] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:19.725770] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:19.725997] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:19.726025] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:19.729601] [DEBUG] [FORECASTER] BDRX: Forecast T+1@11:T+2@11: DOWN (p=47.96%)
[2025-12-08T20:17:19.729867] [INFO ] [FORECASTER] Completed predict_future for BDRX
[2025-12-08T20:17:19.729996] [INFO ] [sig       ] BDRX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:17:19.916372] [INFO ] [LOCAL     ] Saved forecast: BDRX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BDRX.txt
[2025-12-08T20:17:19.916504] [INFO ] [sig       ] [392/3624] Completed BDRX in 0.4s | 2.89 sym/s | Total: 2.3m | ETA: 18.6m
[2025-12-08T20:17:19.916543] [INFO ] [sig       ] [393/3624] Forecasting BDSX...
[2025-12-08T20:17:19.916589] [INFO ] [sig       ] Generating forecast for: BDSX
[2025-12-08T20:17:19.916622] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDSX' from 'https://tdm.silogroup.org/data/derivative_storage/BDSX.csv'.
[2025-12-08T20:17:19.928714] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDSX'.
[2025-12-08T20:17:19.929075] [INFO ] [FORECASTER] Starting predict_future for BDSX
[2025-12-08T20:17:19.929931] [DEBUG] [LOCAL     ] No optimal features file found for BDSX: ./output/feature-sets/BDSX.txt
[2025-12-08T20:17:19.929983] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:19.930015] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:19.930041] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:19.930097] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:19.986679] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:19.987487] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:19.987571] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:19.987623] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:20.101792] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:20.101946] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:20.101984] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:20.102013] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:20.105405] [DEBUG] [FORECASTER] BDSX: Forecast T+1@11:T+2@11: UP (p=73.19%)
[2025-12-08T20:17:20.105691] [INFO ] [FORECASTER] Completed predict_future for BDSX
[2025-12-08T20:17:20.105813] [INFO ] [sig       ] BDSX: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:17:20.243503] [INFO ] [LOCAL     ] Saved forecast: BDSX	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/BDSX.txt
[2025-12-08T20:17:20.243667] [INFO ] [sig       ] [393/3624] Completed BDSX in 0.3s | 2.90 sym/s | Total: 2.3m | ETA: 18.6m
[2025-12-08T20:17:20.243708] [INFO ] [sig       ] [394/3624] Forecasting BDTX...
[2025-12-08T20:17:20.243738] [INFO ] [sig       ] Generating forecast for: BDTX
[2025-12-08T20:17:20.243767] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDTX' from 'https://tdm.silogroup.org/data/derivative_storage/BDTX.csv'.
[2025-12-08T20:17:20.256098] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDTX'.
[2025-12-08T20:17:20.256489] [INFO ] [FORECASTER] Starting predict_future for BDTX
[2025-12-08T20:17:20.257287] [DEBUG] [LOCAL     ] No optimal features file found for BDTX: ./output/feature-sets/BDTX.txt
[2025-12-08T20:17:20.257337] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:20.257378] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:20.257434] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:20.257489] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:20.312674] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:20.313567] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:20.313707] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:20.313740] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:20.433896] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:20.434076] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:20.434120] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:20.434149] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:20.437507] [DEBUG] [FORECASTER] BDTX: Forecast T+1@11:T+2@11: DOWN (p=16.47%)
[2025-12-08T20:17:20.437798] [INFO ] [FORECASTER] Completed predict_future for BDTX
[2025-12-08T20:17:20.437925] [INFO ] [sig       ] BDTX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:17:20.576667] [INFO ] [LOCAL     ] Saved forecast: BDTX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BDTX.txt
[2025-12-08T20:17:20.576827] [INFO ] [sig       ] [394/3624] Completed BDTX in 0.3s | 2.90 sym/s | Total: 2.3m | ETA: 18.6m
[2025-12-08T20:17:20.576866] [INFO ] [sig       ] [395/3624] Forecasting BDX...
[2025-12-08T20:17:20.576894] [INFO ] [sig       ] Generating forecast for: BDX
[2025-12-08T20:17:20.576924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDX' from 'https://tdm.silogroup.org/data/derivative_storage/BDX.csv'.
[2025-12-08T20:17:20.589886] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDX'.
[2025-12-08T20:17:20.590273] [INFO ] [FORECASTER] Starting predict_future for BDX
[2025-12-08T20:17:20.591106] [DEBUG] [LOCAL     ] No optimal features file found for BDX: ./output/feature-sets/BDX.txt
[2025-12-08T20:17:20.591159] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:20.591191] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:20.591217] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:20.591273] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:20.647935] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:20.648836] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:20.648918] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:20.648951] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:20.771422] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:20.771599] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:20.771643] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:20.771672] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:20.775216] [DEBUG] [FORECASTER] BDX: Forecast T+1@11:T+2@11: UP (p=93.04%)
[2025-12-08T20:17:20.775497] [INFO ] [FORECASTER] Completed predict_future for BDX
[2025-12-08T20:17:20.775645] [INFO ] [sig       ] BDX: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:17:20.922613] [INFO ] [LOCAL     ] Saved forecast: BDX	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/BDX.txt
[2025-12-08T20:17:20.922776] [INFO ] [sig       ] [395/3624] Completed BDX in 0.3s | 2.90 sym/s | Total: 2.3m | ETA: 18.6m
[2025-12-08T20:17:20.922817] [INFO ] [sig       ] [396/3624] Forecasting BE...
[2025-12-08T20:17:20.922845] [INFO ] [sig       ] Generating forecast for: BE
[2025-12-08T20:17:20.923069] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BE' from 'https://tdm.silogroup.org/data/derivative_storage/BE.csv'.
[2025-12-08T20:17:20.936133] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BE'.
[2025-12-08T20:17:20.936513] [INFO ] [FORECASTER] Starting predict_future for BE
[2025-12-08T20:17:20.937533] [DEBUG] [LOCAL     ] No optimal features file found for BE: ./output/feature-sets/BE.txt
[2025-12-08T20:17:20.937605] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:20.937645] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:20.937676] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:20.937743] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:20.995724] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:20.996569] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:20.996670] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:20.996701] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:21.119245] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:21.119429] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:21.119468] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:21.119497] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:21.123365] [DEBUG] [FORECASTER] BE: Forecast T+1@11:T+2@11: UP (p=83.13%)
[2025-12-08T20:17:21.123679] [INFO ] [FORECASTER] Completed predict_future for BE
[2025-12-08T20:17:21.123806] [INFO ] [sig       ] BE: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:17:21.262963] [INFO ] [LOCAL     ] Saved forecast: BE	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/BE.txt
[2025-12-08T20:17:21.263091] [INFO ] [sig       ] [396/3624] Completed BE in 0.3s | 2.90 sym/s | Total: 2.3m | ETA: 18.6m
[2025-12-08T20:17:21.263129] [INFO ] [sig       ] [397/3624] Forecasting BEAM...
[2025-12-08T20:17:21.263158] [INFO ] [sig       ] Generating forecast for: BEAM
[2025-12-08T20:17:21.263187] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEAM' from 'https://tdm.silogroup.org/data/derivative_storage/BEAM.csv'.
[2025-12-08T20:17:21.275456] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEAM'.
[2025-12-08T20:17:21.275819] [INFO ] [FORECASTER] Starting predict_future for BEAM
[2025-12-08T20:17:21.276600] [DEBUG] [LOCAL     ] No optimal features file found for BEAM: ./output/feature-sets/BEAM.txt
[2025-12-08T20:17:21.276650] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:21.276682] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:21.276709] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:21.276768] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:21.331855] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:21.332488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:21.332563] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:21.332613] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:21.448456] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:21.448629] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:21.448668] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:21.448697] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:21.451968] [DEBUG] [FORECASTER] BEAM: Forecast T+1@11:T+2@11: DOWN (p=27.48%)
[2025-12-08T20:17:21.452243] [INFO ] [FORECASTER] Completed predict_future for BEAM
[2025-12-08T20:17:21.452363] [INFO ] [sig       ] BEAM: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:17:21.591173] [INFO ] [LOCAL     ] Saved forecast: BEAM	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BEAM.txt
[2025-12-08T20:17:21.591337] [INFO ] [sig       ] [397/3624] Completed BEAM in 0.3s | 2.90 sym/s | Total: 2.3m | ETA: 18.6m
[2025-12-08T20:17:21.591378] [INFO ] [sig       ] [398/3624] Forecasting BEEM...
[2025-12-08T20:17:21.591413] [INFO ] [sig       ] Generating forecast for: BEEM
[2025-12-08T20:17:21.591444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEEM' from 'https://tdm.silogroup.org/data/derivative_storage/BEEM.csv'.
[2025-12-08T20:17:21.603507] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEEM'.
[2025-12-08T20:17:21.603869] [INFO ] [FORECASTER] Starting predict_future for BEEM
[2025-12-08T20:17:21.604652] [DEBUG] [LOCAL     ] No optimal features file found for BEEM: ./output/feature-sets/BEEM.txt
[2025-12-08T20:17:21.604705] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:21.604737] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:21.604763] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:21.604823] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:21.661043] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:21.661869] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:21.661949] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:21.661980] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:21.777091] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:21.777246] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:21.777284] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:21.777313] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:21.780627] [DEBUG] [FORECASTER] BEEM: Forecast T+1@11:T+2@11: DOWN (p=37.19%)
[2025-12-08T20:17:21.780894] [INFO ] [FORECASTER] Completed predict_future for BEEM
[2025-12-08T20:17:21.781013] [INFO ] [sig       ] BEEM: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:17:21.924288] [INFO ] [LOCAL     ] Saved forecast: BEEM	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BEEM.txt
[2025-12-08T20:17:21.924432] [INFO ] [sig       ] [398/3624] Completed BEEM in 0.3s | 2.90 sym/s | Total: 2.3m | ETA: 18.6m
[2025-12-08T20:17:21.924469] [INFO ] [sig       ] [399/3624] Forecasting BEEP...
[2025-12-08T20:17:21.924500] [INFO ] [sig       ] Generating forecast for: BEEP
[2025-12-08T20:17:21.924530] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEEP' from 'https://tdm.silogroup.org/data/derivative_storage/BEEP.csv'.
[2025-12-08T20:17:21.935971] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEEP'.
[2025-12-08T20:17:21.936309] [INFO ] [FORECASTER] Starting predict_future for BEEP
[2025-12-08T20:17:21.937104] [DEBUG] [LOCAL     ] No optimal features file found for BEEP: ./output/feature-sets/BEEP.txt
[2025-12-08T20:17:21.937155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:21.937186] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:21.937212] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:21.937267] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:21.995282] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:21.996182] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:21.996262] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:21.996295] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:22.108260] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:22.108377] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:22.108414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:22.108443] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:22.111807] [DEBUG] [FORECASTER] BEEP: Forecast T+1@11:T+2@11: DOWN (p=6.62%)
[2025-12-08T20:17:22.112265] [INFO ] [FORECASTER] Completed predict_future for BEEP
[2025-12-08T20:17:22.112387] [INFO ] [sig       ] BEEP: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:17:22.249412] [INFO ] [LOCAL     ] Saved forecast: BEEP	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BEEP.txt
[2025-12-08T20:17:22.249516] [INFO ] [sig       ] [399/3624] Completed BEEP in 0.3s | 2.90 sym/s | Total: 2.3m | ETA: 18.6m
[2025-12-08T20:17:22.249553] [INFO ] [sig       ] [400/3624] Forecasting BEKE...
[2025-12-08T20:17:22.249599] [INFO ] [sig       ] Generating forecast for: BEKE
[2025-12-08T20:17:22.249631] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEKE' from 'https://tdm.silogroup.org/data/derivative_storage/BEKE.csv'.
[2025-12-08T20:17:22.261992] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEKE'.
[2025-12-08T20:17:22.262324] [INFO ] [FORECASTER] Starting predict_future for BEKE
[2025-12-08T20:17:22.263104] [DEBUG] [LOCAL     ] No optimal features file found for BEKE: ./output/feature-sets/BEKE.txt
[2025-12-08T20:17:22.263155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:22.263187] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:22.263214] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:22.263269] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:22.318073] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:22.318681] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:22.318754] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:22.318789] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:22.432879] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:22.432994] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:22.433028] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:22.433056] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:22.436151] [DEBUG] [FORECASTER] BEKE: Forecast T+1@11:T+2@11: DOWN (p=2.56%)
[2025-12-08T20:17:22.436410] [INFO ] [FORECASTER] Completed predict_future for BEKE
[2025-12-08T20:17:22.436532] [INFO ] [sig       ] BEKE: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:17:22.573020] [INFO ] [LOCAL     ] Saved forecast: BEKE	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BEKE.txt
[2025-12-08T20:17:22.573126] [INFO ] [sig       ] [400/3624] Completed BEKE in 0.3s | 2.90 sym/s | Total: 2.3m | ETA: 18.5m
[2025-12-08T20:17:22.573164] [INFO ] [sig       ] [401/3624] Forecasting BELFA...
[2025-12-08T20:17:22.573192] [INFO ] [sig       ] Generating forecast for: BELFA
[2025-12-08T20:17:22.573221] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BELFA' from 'https://tdm.silogroup.org/data/derivative_storage/BELFA.csv'.
[2025-12-08T20:17:22.584557] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BELFA'.
[2025-12-08T20:17:22.584906] [INFO ] [FORECASTER] Starting predict_future for BELFA
[2025-12-08T20:17:22.585687] [DEBUG] [LOCAL     ] No optimal features file found for BELFA: ./output/feature-sets/BELFA.txt
[2025-12-08T20:17:22.585740] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:22.585795] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:22.585823] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:22.585880] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:22.644457] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:22.645148] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:22.645223] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:22.645254] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:22.743879] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:22.743959] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:22.743992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:22.744033] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:22.746976] [DEBUG] [FORECASTER] BELFA: Forecast T+1@11:T+2@11: DOWN (p=46.85%)
[2025-12-08T20:17:22.747226] [INFO ] [FORECASTER] Completed predict_future for BELFA
[2025-12-08T20:17:22.747338] [INFO ] [sig       ] BELFA: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:17:22.883601] [INFO ] [LOCAL     ] Saved forecast: BELFA	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BELFA.txt
[2025-12-08T20:17:22.883705] [INFO ] [sig       ] [401/3624] Completed BELFA in 0.3s | 2.90 sym/s | Total: 2.3m | ETA: 18.5m
[2025-12-08T20:17:22.883742] [INFO ] [sig       ] [402/3624] Forecasting BELFB...
[2025-12-08T20:17:22.883770] [INFO ] [sig       ] Generating forecast for: BELFB
[2025-12-08T20:17:22.883798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BELFB' from 'https://tdm.silogroup.org/data/derivative_storage/BELFB.csv'.
[2025-12-08T20:17:22.895658] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BELFB'.
[2025-12-08T20:17:22.895978] [INFO ] [FORECASTER] Starting predict_future for BELFB
[2025-12-08T20:17:22.896750] [DEBUG] [LOCAL     ] No optimal features file found for BELFB: ./output/feature-sets/BELFB.txt
[2025-12-08T20:17:22.896800] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:22.896831] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:22.896858] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:22.896913] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:22.951758] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:22.952327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:22.952400] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:22.952432] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:23.068589] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:23.068740] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:23.068779] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:23.068807] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:23.072061] [DEBUG] [FORECASTER] BELFB: Forecast T+1@11:T+2@11: UP (p=91.77%)
[2025-12-08T20:17:23.072323] [INFO ] [FORECASTER] Completed predict_future for BELFB
[2025-12-08T20:17:23.072439] [INFO ] [sig       ] BELFB: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:17:23.208717] [INFO ] [LOCAL     ] Saved forecast: BELFB	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/BELFB.txt
[2025-12-08T20:17:23.208835] [INFO ] [sig       ] [402/3624] Completed BELFB in 0.3s | 2.90 sym/s | Total: 2.3m | ETA: 18.5m
[2025-12-08T20:17:23.208873] [INFO ] [sig       ] [403/3624] Forecasting BEN...
[2025-12-08T20:17:23.208902] [INFO ] [sig       ] Generating forecast for: BEN
[2025-12-08T20:17:23.208932] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEN' from 'https://tdm.silogroup.org/data/derivative_storage/BEN.csv'.
[2025-12-08T20:17:23.225474] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEN'.
[2025-12-08T20:17:23.226002] [INFO ] [FORECASTER] Starting predict_future for BEN
[2025-12-08T20:17:23.227139] [DEBUG] [LOCAL     ] No optimal features file found for BEN: ./output/feature-sets/BEN.txt
[2025-12-08T20:17:23.227205] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:23.227253] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:23.227295] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:23.227380] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:23.288694] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:23.289648] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:23.289740] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:23.289790] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:23.410104] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:23.410279] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:23.410319] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:23.410347] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:23.413832] [DEBUG] [FORECASTER] BEN: Forecast T+1@11:T+2@11: DOWN (p=1.19%)
[2025-12-08T20:17:23.414141] [INFO ] [FORECASTER] Completed predict_future for BEN
[2025-12-08T20:17:23.414277] [INFO ] [sig       ] BEN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:17:23.565030] [INFO ] [LOCAL     ] Saved forecast: BEN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BEN.txt
[2025-12-08T20:17:23.565208] [INFO ] [sig       ] [403/3624] Completed BEN in 0.4s | 2.90 sym/s | Total: 2.3m | ETA: 18.5m
[2025-12-08T20:17:23.565251] [INFO ] [sig       ] [404/3624] Forecasting BEP...
[2025-12-08T20:17:23.565282] [INFO ] [sig       ] Generating forecast for: BEP
[2025-12-08T20:17:23.565313] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEP' from 'https://tdm.silogroup.org/data/derivative_storage/BEP.csv'.
[2025-12-08T20:17:23.579693] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEP'.
[2025-12-08T20:17:23.580124] [INFO ] [FORECASTER] Starting predict_future for BEP
[2025-12-08T20:17:23.581013] [DEBUG] [LOCAL     ] No optimal features file found for BEP: ./output/feature-sets/BEP.txt
[2025-12-08T20:17:23.581066] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:23.581097] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:23.581124] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:23.581180] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:23.639590] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:23.640444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:23.640527] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:23.640558] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:23.760838] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:23.760997] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:23.761035] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:23.761098] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:23.764503] [DEBUG] [FORECASTER] BEP: Forecast T+1@11:T+2@11: UP (p=53.71%)
[2025-12-08T20:17:23.764798] [INFO ] [FORECASTER] Completed predict_future for BEP
[2025-12-08T20:17:23.764922] [INFO ] [sig       ] BEP: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:17:23.909733] [INFO ] [LOCAL     ] Saved forecast: BEP	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/BEP.txt
[2025-12-08T20:17:23.909907] [INFO ] [sig       ] [404/3624] Completed BEP in 0.3s | 2.90 sym/s | Total: 2.3m | ETA: 18.5m
[2025-12-08T20:17:23.909952] [INFO ] [sig       ] [405/3624] Forecasting BEPH...
[2025-12-08T20:17:23.909983] [INFO ] [sig       ] Generating forecast for: BEPH
[2025-12-08T20:17:23.910200] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEPH' from 'https://tdm.silogroup.org/data/derivative_storage/BEPH.csv'.
[2025-12-08T20:17:23.923367] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEPH'.
[2025-12-08T20:17:23.923772] [INFO ] [FORECASTER] Starting predict_future for BEPH
[2025-12-08T20:17:23.924552] [DEBUG] [LOCAL     ] No optimal features file found for BEPH: ./output/feature-sets/BEPH.txt
[2025-12-08T20:17:23.924624] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:23.924656] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:23.924682] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:23.924752] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:23.982538] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:23.983405] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:23.983488] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:23.983520] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:24.106072] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:24.106238] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:24.106276] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:24.106304] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:24.109741] [DEBUG] [FORECASTER] BEPH: Forecast T+1@11:T+2@11: DOWN (p=1.43%)
[2025-12-08T20:17:24.110026] [INFO ] [FORECASTER] Completed predict_future for BEPH
[2025-12-08T20:17:24.110150] [INFO ] [sig       ] BEPH: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:17:24.251868] [INFO ] [LOCAL     ] Saved forecast: BEPH	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BEPH.txt
[2025-12-08T20:17:24.252027] [INFO ] [sig       ] [405/3624] Completed BEPH in 0.3s | 2.90 sym/s | Total: 2.3m | ETA: 18.5m
[2025-12-08T20:17:24.252074] [INFO ] [sig       ] [406/3624] Forecasting BEPI...
[2025-12-08T20:17:24.252104] [INFO ] [sig       ] Generating forecast for: BEPI
[2025-12-08T20:17:24.252134] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEPI' from 'https://tdm.silogroup.org/data/derivative_storage/BEPI.csv'.
[2025-12-08T20:17:24.267463] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEPI'.
[2025-12-08T20:17:24.267900] [INFO ] [FORECASTER] Starting predict_future for BEPI
[2025-12-08T20:17:24.268774] [DEBUG] [LOCAL     ] No optimal features file found for BEPI: ./output/feature-sets/BEPI.txt
[2025-12-08T20:17:24.268827] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:24.268861] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:24.268889] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:24.269138] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:24.343544] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:24.344720] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:24.344837] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:24.344881] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:24.474355] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:24.474514] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:24.474553] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:24.474603] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:24.478438] [DEBUG] [FORECASTER] BEPI: Forecast T+1@11:T+2@11: UP (p=95.17%)
[2025-12-08T20:17:24.478776] [INFO ] [FORECASTER] Completed predict_future for BEPI
[2025-12-08T20:17:24.478910] [INFO ] [sig       ] BEPI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:17:24.617470] [INFO ] [LOCAL     ] Saved forecast: BEPI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/BEPI.txt
[2025-12-08T20:17:24.617686] [INFO ] [sig       ] [406/3624] Completed BEPI in 0.4s | 2.90 sym/s | Total: 2.3m | ETA: 18.5m
[2025-12-08T20:17:24.617729] [INFO ] [sig       ] [407/3624] Forecasting BFAM...
[2025-12-08T20:17:24.617760] [INFO ] [sig       ] Generating forecast for: BFAM
[2025-12-08T20:17:24.617789] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFAM' from 'https://tdm.silogroup.org/data/derivative_storage/BFAM.csv'.
[2025-12-08T20:17:24.632048] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFAM'.
[2025-12-08T20:17:24.632463] [INFO ] [FORECASTER] Starting predict_future for BFAM
[2025-12-08T20:17:24.633365] [DEBUG] [LOCAL     ] No optimal features file found for BFAM: ./output/feature-sets/BFAM.txt
[2025-12-08T20:17:24.633419] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:24.633452] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:24.633478] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:24.633534] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:24.691270] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:24.692196] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:24.692292] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:24.692327] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:24.815053] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:24.815222] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:24.815264] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:24.815293] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:24.819001] [DEBUG] [FORECASTER] BFAM: Forecast T+1@11:T+2@11: DOWN (p=4.79%)
[2025-12-08T20:17:24.819372] [INFO ] [FORECASTER] Completed predict_future for BFAM
[2025-12-08T20:17:24.819516] [INFO ] [sig       ] BFAM: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:17:24.961393] [INFO ] [LOCAL     ] Saved forecast: BFAM	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BFAM.txt
[2025-12-08T20:17:24.961555] [INFO ] [sig       ] [407/3624] Completed BFAM in 0.3s | 2.90 sym/s | Total: 2.3m | ETA: 18.5m
[2025-12-08T20:17:24.961616] [INFO ] [sig       ] [408/3624] Forecasting BFC...
[2025-12-08T20:17:24.961649] [INFO ] [sig       ] Generating forecast for: BFC
[2025-12-08T20:17:24.961679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFC' from 'https://tdm.silogroup.org/data/derivative_storage/BFC.csv'.
[2025-12-08T20:17:24.974327] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFC'.
[2025-12-08T20:17:24.974765] [INFO ] [FORECASTER] Starting predict_future for BFC
[2025-12-08T20:17:24.975565] [DEBUG] [LOCAL     ] No optimal features file found for BFC: ./output/feature-sets/BFC.txt
[2025-12-08T20:17:24.975648] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:24.975681] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:24.975707] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:24.975762] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:25.036182] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:25.037086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:25.037170] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:25.037204] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:25.162857] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:25.163034] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:25.163088] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:25.163130] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:25.166871] [DEBUG] [FORECASTER] BFC: Forecast T+1@11:T+2@11: DOWN (p=2.50%)
[2025-12-08T20:17:25.167214] [INFO ] [FORECASTER] Completed predict_future for BFC
[2025-12-08T20:17:25.167415] [INFO ] [sig       ] BFC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:17:25.329970] [INFO ] [LOCAL     ] Saved forecast: BFC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BFC.txt
[2025-12-08T20:17:25.330125] [INFO ] [sig       ] [408/3624] Completed BFC in 0.4s | 2.90 sym/s | Total: 2.3m | ETA: 18.5m
[2025-12-08T20:17:25.330165] [INFO ] [sig       ] [409/3624] Forecasting BFH...
[2025-12-08T20:17:25.330195] [INFO ] [sig       ] Generating forecast for: BFH
[2025-12-08T20:17:25.330224] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFH' from 'https://tdm.silogroup.org/data/derivative_storage/BFH.csv'.
[2025-12-08T20:17:25.342927] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFH'.
[2025-12-08T20:17:25.343277] [INFO ] [FORECASTER] Starting predict_future for BFH
[2025-12-08T20:17:25.344099] [DEBUG] [LOCAL     ] No optimal features file found for BFH: ./output/feature-sets/BFH.txt
[2025-12-08T20:17:25.344151] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:25.344182] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:25.344209] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:25.344266] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:25.402558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:25.403619] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:25.403700] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:25.403735] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:25.524090] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:25.524248] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:25.524287] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:25.524315] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:25.527729] [DEBUG] [FORECASTER] BFH: Forecast T+1@11:T+2@11: DOWN (p=9.64%)
[2025-12-08T20:17:25.528039] [INFO ] [FORECASTER] Completed predict_future for BFH
[2025-12-08T20:17:25.528163] [INFO ] [sig       ] BFH: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:17:25.672446] [INFO ] [LOCAL     ] Saved forecast: BFH	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BFH.txt
[2025-12-08T20:17:25.672592] [INFO ] [sig       ] [409/3624] Completed BFH in 0.3s | 2.90 sym/s | Total: 2.4m | ETA: 18.5m
[2025-12-08T20:17:25.672633] [INFO ] [sig       ] [410/3624] Forecasting BFIN...
[2025-12-08T20:17:25.672662] [INFO ] [sig       ] Generating forecast for: BFIN
[2025-12-08T20:17:25.672691] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFIN' from 'https://tdm.silogroup.org/data/derivative_storage/BFIN.csv'.
[2025-12-08T20:17:25.685481] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFIN'.
[2025-12-08T20:17:25.685860] [INFO ] [FORECASTER] Starting predict_future for BFIN
[2025-12-08T20:17:25.686644] [DEBUG] [LOCAL     ] No optimal features file found for BFIN: ./output/feature-sets/BFIN.txt
[2025-12-08T20:17:25.686694] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:25.686725] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:25.686753] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:25.686810] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:25.743828] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:25.744529] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:25.744624] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:25.744659] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:25.858340] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:25.858491] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:25.858528] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:25.858557] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:25.861854] [DEBUG] [FORECASTER] BFIN: Forecast T+1@11:T+2@11: DOWN (p=0.25%)
[2025-12-08T20:17:25.862135] [INFO ] [FORECASTER] Completed predict_future for BFIN
[2025-12-08T20:17:25.862259] [INFO ] [sig       ] BFIN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:17:26.001225] [INFO ] [LOCAL     ] Saved forecast: BFIN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BFIN.txt
[2025-12-08T20:17:26.001378] [INFO ] [sig       ] [410/3624] Completed BFIN in 0.3s | 2.90 sym/s | Total: 2.4m | ETA: 18.5m
[2025-12-08T20:17:26.001418] [INFO ] [sig       ] [411/3624] Forecasting BFK...
[2025-12-08T20:17:26.001447] [INFO ] [sig       ] Generating forecast for: BFK
[2025-12-08T20:17:26.001476] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFK' from 'https://tdm.silogroup.org/data/derivative_storage/BFK.csv'.
[2025-12-08T20:17:26.013138] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFK'.
[2025-12-08T20:17:26.013529] [INFO ] [FORECASTER] Starting predict_future for BFK
[2025-12-08T20:17:26.014312] [DEBUG] [LOCAL     ] No optimal features file found for BFK: ./output/feature-sets/BFK.txt
[2025-12-08T20:17:26.014363] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:26.014394] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:26.014420] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:26.014476] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:26.074568] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:26.075459] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:26.075597] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:26.075635] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:26.194430] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:26.194603] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:26.194644] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:26.194674] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:26.198128] [DEBUG] [FORECASTER] BFK: Forecast T+1@11:T+2@11: UP (p=79.24%)
[2025-12-08T20:17:26.198420] [INFO ] [FORECASTER] Completed predict_future for BFK
[2025-12-08T20:17:26.198550] [INFO ] [sig       ] BFK: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:17:26.341403] [INFO ] [LOCAL     ] Saved forecast: BFK	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/BFK.txt
[2025-12-08T20:17:26.341538] [INFO ] [sig       ] [411/3624] Completed BFK in 0.3s | 2.90 sym/s | Total: 2.4m | ETA: 18.5m
[2025-12-08T20:17:26.341596] [INFO ] [sig       ] [412/3624] Forecasting BFLY...
[2025-12-08T20:17:26.341630] [INFO ] [sig       ] Generating forecast for: BFLY
[2025-12-08T20:17:26.341660] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFLY' from 'https://tdm.silogroup.org/data/derivative_storage/BFLY.csv'.
[2025-12-08T20:17:26.353766] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFLY'.
[2025-12-08T20:17:26.354128] [INFO ] [FORECASTER] Starting predict_future for BFLY
[2025-12-08T20:17:26.354955] [DEBUG] [LOCAL     ] No optimal features file found for BFLY: ./output/feature-sets/BFLY.txt
[2025-12-08T20:17:26.355006] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:26.355039] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:26.355066] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:26.355124] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:26.414233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:26.415096] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:26.415176] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:26.415210] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:26.537561] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:26.537734] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:26.537775] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:26.537803] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:26.541224] [DEBUG] [FORECASTER] BFLY: Forecast T+1@11:T+2@11: DOWN (p=32.91%)
[2025-12-08T20:17:26.541513] [INFO ] [FORECASTER] Completed predict_future for BFLY
[2025-12-08T20:17:26.541655] [INFO ] [sig       ] BFLY: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:17:26.688954] [INFO ] [LOCAL     ] Saved forecast: BFLY	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BFLY.txt
[2025-12-08T20:17:26.689117] [INFO ] [sig       ] [412/3624] Completed BFLY in 0.3s | 2.90 sym/s | Total: 2.4m | ETA: 18.5m
[2025-12-08T20:17:26.689157] [INFO ] [sig       ] [413/3624] Forecasting BFS...
[2025-12-08T20:17:26.689188] [INFO ] [sig       ] Generating forecast for: BFS
[2025-12-08T20:17:26.689217] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFS' from 'https://tdm.silogroup.org/data/derivative_storage/BFS.csv'.
[2025-12-08T20:17:26.702777] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFS'.
[2025-12-08T20:17:26.703358] [INFO ] [FORECASTER] Starting predict_future for BFS
[2025-12-08T20:17:26.704378] [DEBUG] [LOCAL     ] No optimal features file found for BFS: ./output/feature-sets/BFS.txt
[2025-12-08T20:17:26.704430] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:26.704461] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:26.704487] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:26.704542] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:26.764354] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:26.765058] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:26.765135] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:26.765168] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:26.880628] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:26.880784] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:26.880830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:26.880860] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:26.884407] [DEBUG] [FORECASTER] BFS: Forecast T+1@11:T+2@11: DOWN (p=4.11%)
[2025-12-08T20:17:26.884702] [INFO ] [FORECASTER] Completed predict_future for BFS
[2025-12-08T20:17:26.884838] [INFO ] [sig       ] BFS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:17:27.029831] [INFO ] [LOCAL     ] Saved forecast: BFS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BFS.txt
[2025-12-08T20:17:27.029986] [INFO ] [sig       ] [413/3624] Completed BFS in 0.3s | 2.90 sym/s | Total: 2.4m | ETA: 18.5m
[2025-12-08T20:17:27.030027] [INFO ] [sig       ] [414/3624] Forecasting BFZ...
[2025-12-08T20:17:27.030058] [INFO ] [sig       ] Generating forecast for: BFZ
[2025-12-08T20:17:27.030088] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFZ' from 'https://tdm.silogroup.org/data/derivative_storage/BFZ.csv'.
[2025-12-08T20:17:27.042283] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFZ'.
[2025-12-08T20:17:27.042638] [INFO ] [FORECASTER] Starting predict_future for BFZ
[2025-12-08T20:17:27.043434] [DEBUG] [LOCAL     ] No optimal features file found for BFZ: ./output/feature-sets/BFZ.txt
[2025-12-08T20:17:27.043484] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:27.043516] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:27.043543] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:27.043621] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:27.103531] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:27.104313] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:27.104390] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:27.104423] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:27.221149] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:27.221317] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:27.221357] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:27.221385] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:27.224664] [DEBUG] [FORECASTER] BFZ: Forecast T+1@11:T+2@11: DOWN (p=3.17%)
[2025-12-08T20:17:27.224927] [INFO ] [FORECASTER] Completed predict_future for BFZ
[2025-12-08T20:17:27.225042] [INFO ] [sig       ] BFZ: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:17:27.362743] [INFO ] [LOCAL     ] Saved forecast: BFZ	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BFZ.txt
[2025-12-08T20:17:27.362890] [INFO ] [sig       ] [414/3624] Completed BFZ in 0.3s | 2.90 sym/s | Total: 2.4m | ETA: 18.5m
[2025-12-08T20:17:27.362929] [INFO ] [sig       ] [415/3624] Forecasting BG...
[2025-12-08T20:17:27.362958] [INFO ] [sig       ] Generating forecast for: BG
[2025-12-08T20:17:27.362987] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BG' from 'https://tdm.silogroup.org/data/derivative_storage/BG.csv'.
[2025-12-08T20:17:27.375968] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BG'.
[2025-12-08T20:17:27.376312] [INFO ] [FORECASTER] Starting predict_future for BG
[2025-12-08T20:17:27.377087] [DEBUG] [LOCAL     ] No optimal features file found for BG: ./output/feature-sets/BG.txt
[2025-12-08T20:17:27.377138] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:27.377169] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:27.377196] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:27.377252] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:27.432707] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:27.433362] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:27.433436] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:27.433467] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:27.553276] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:27.553440] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:27.553479] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:27.553507] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:27.557488] [DEBUG] [FORECASTER] BG: Forecast T+1@11:T+2@11: DOWN (p=16.07%)
[2025-12-08T20:17:27.557784] [INFO ] [FORECASTER] Completed predict_future for BG
[2025-12-08T20:17:27.557912] [INFO ] [sig       ] BG: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:17:27.702513] [INFO ] [LOCAL     ] Saved forecast: BG	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BG.txt
[2025-12-08T20:17:27.702652] [INFO ] [sig       ] [415/3624] Completed BG in 0.3s | 2.90 sym/s | Total: 2.4m | ETA: 18.5m
[2025-12-08T20:17:27.702692] [INFO ] [sig       ] [416/3624] Forecasting BGB...
[2025-12-08T20:17:27.702721] [INFO ] [sig       ] Generating forecast for: BGB
[2025-12-08T20:17:27.702750] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGB' from 'https://tdm.silogroup.org/data/derivative_storage/BGB.csv'.
[2025-12-08T20:17:27.716323] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGB'.
[2025-12-08T20:17:27.716678] [INFO ] [FORECASTER] Starting predict_future for BGB
[2025-12-08T20:17:27.717454] [DEBUG] [LOCAL     ] No optimal features file found for BGB: ./output/feature-sets/BGB.txt
[2025-12-08T20:17:27.717505] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:27.717536] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:27.717561] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:27.717640] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:27.774449] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:27.775251] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:27.775331] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:27.775363] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:27.897373] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:27.897555] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:27.897611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:27.897643] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:27.901123] [DEBUG] [FORECASTER] BGB: Forecast T+1@11:T+2@11: UP (p=97.89%)
[2025-12-08T20:17:27.901396] [INFO ] [FORECASTER] Completed predict_future for BGB
[2025-12-08T20:17:27.901520] [INFO ] [sig       ] BGB: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:17:28.043890] [INFO ] [LOCAL     ] Saved forecast: BGB	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/BGB.txt
[2025-12-08T20:17:28.044029] [INFO ] [sig       ] [416/3624] Completed BGB in 0.3s | 2.90 sym/s | Total: 2.4m | ETA: 18.4m
[2025-12-08T20:17:28.044068] [INFO ] [sig       ] [417/3624] Forecasting BGC...
[2025-12-08T20:17:28.044096] [INFO ] [sig       ] Generating forecast for: BGC
[2025-12-08T20:17:28.044126] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGC' from 'https://tdm.silogroup.org/data/derivative_storage/BGC.csv'.
[2025-12-08T20:17:28.057540] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGC'.
[2025-12-08T20:17:28.057974] [INFO ] [FORECASTER] Starting predict_future for BGC
[2025-12-08T20:17:28.058857] [DEBUG] [LOCAL     ] No optimal features file found for BGC: ./output/feature-sets/BGC.txt
[2025-12-08T20:17:28.058909] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:28.058941] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:28.058967] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:28.059023] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:28.127481] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:28.128369] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:28.128455] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:28.128486] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:28.249622] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:28.249785] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:28.249824] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:28.249853] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:28.253361] [DEBUG] [FORECASTER] BGC: Forecast T+1@11:T+2@11: UP (p=94.31%)
[2025-12-08T20:17:28.253716] [INFO ] [FORECASTER] Completed predict_future for BGC
[2025-12-08T20:17:28.253854] [INFO ] [sig       ] BGC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:17:28.390872] [INFO ] [LOCAL     ] Saved forecast: BGC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/BGC.txt
[2025-12-08T20:17:28.391009] [INFO ] [sig       ] [417/3624] Completed BGC in 0.3s | 2.90 sym/s | Total: 2.4m | ETA: 18.4m
[2025-12-08T20:17:28.391049] [INFO ] [sig       ] [418/3624] Forecasting BGH...
[2025-12-08T20:17:28.391078] [INFO ] [sig       ] Generating forecast for: BGH
[2025-12-08T20:17:28.391108] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGH' from 'https://tdm.silogroup.org/data/derivative_storage/BGH.csv'.
[2025-12-08T20:17:28.403687] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGH'.
[2025-12-08T20:17:28.404034] [INFO ] [FORECASTER] Starting predict_future for BGH
[2025-12-08T20:17:28.404814] [DEBUG] [LOCAL     ] No optimal features file found for BGH: ./output/feature-sets/BGH.txt
[2025-12-08T20:17:28.404864] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:28.404932] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:28.404961] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:28.405017] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:28.459938] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:28.460754] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:28.460837] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:28.460872] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:28.576356] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:28.576518] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:28.576558] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:28.576605] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:28.579890] [DEBUG] [FORECASTER] BGH: Forecast T+1@11:T+2@11: UP (p=97.00%)
[2025-12-08T20:17:28.580156] [INFO ] [FORECASTER] Completed predict_future for BGH
[2025-12-08T20:17:28.580276] [INFO ] [sig       ] BGH: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:17:28.717399] [INFO ] [LOCAL     ] Saved forecast: BGH	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/BGH.txt
[2025-12-08T20:17:28.717543] [INFO ] [sig       ] [418/3624] Completed BGH in 0.3s | 2.90 sym/s | Total: 2.4m | ETA: 18.4m
[2025-12-08T20:17:28.717602] [INFO ] [sig       ] [419/3624] Forecasting BGLC...
[2025-12-08T20:17:28.717634] [INFO ] [sig       ] Generating forecast for: BGLC
[2025-12-08T20:17:28.717663] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGLC' from 'https://tdm.silogroup.org/data/derivative_storage/BGLC.csv'.
[2025-12-08T20:17:28.729456] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGLC'.
[2025-12-08T20:17:28.729841] [INFO ] [FORECASTER] Starting predict_future for BGLC
[2025-12-08T20:17:28.730618] [DEBUG] [LOCAL     ] No optimal features file found for BGLC: ./output/feature-sets/BGLC.txt
[2025-12-08T20:17:28.730668] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:28.730700] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:28.730726] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:28.730798] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:28.787786] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:28.788716] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:28.788815] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:28.788848] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:28.915561] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:28.915730] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:28.915769] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:28.915796] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:28.919043] [DEBUG] [FORECASTER] BGLC: Forecast T+1@11:T+2@11: DOWN (p=6.02%)
[2025-12-08T20:17:28.919306] [INFO ] [FORECASTER] Completed predict_future for BGLC
[2025-12-08T20:17:28.919423] [INFO ] [sig       ] BGLC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:17:29.059863] [INFO ] [LOCAL     ] Saved forecast: BGLC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BGLC.txt
[2025-12-08T20:17:29.060053] [INFO ] [sig       ] [419/3624] Completed BGLC in 0.3s | 2.90 sym/s | Total: 2.4m | ETA: 18.4m
[2025-12-08T20:17:29.060095] [INFO ] [sig       ] [420/3624] Forecasting BGRN...
[2025-12-08T20:17:29.060126] [INFO ] [sig       ] Generating forecast for: BGRN
[2025-12-08T20:17:29.060157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGRN' from 'https://tdm.silogroup.org/data/derivative_storage/BGRN.csv'.
[2025-12-08T20:17:29.072761] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGRN'.
[2025-12-08T20:17:29.073176] [INFO ] [FORECASTER] Starting predict_future for BGRN
[2025-12-08T20:17:29.074103] [DEBUG] [LOCAL     ] No optimal features file found for BGRN: ./output/feature-sets/BGRN.txt
[2025-12-08T20:17:29.074156] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:29.074189] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:29.074217] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:29.074275] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:29.137567] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:29.138457] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:29.138541] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:29.138595] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:29.283222] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:29.283374] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:29.283413] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:29.283441] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:29.286738] [DEBUG] [FORECASTER] BGRN: Forecast T+1@11:T+2@11: UP (p=99.10%)
[2025-12-08T20:17:29.287030] [INFO ] [FORECASTER] Completed predict_future for BGRN
[2025-12-08T20:17:29.287158] [INFO ] [sig       ] BGRN: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:17:29.425050] [INFO ] [LOCAL     ] Saved forecast: BGRN	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/BGRN.txt
[2025-12-08T20:17:29.425196] [INFO ] [sig       ] [420/3624] Completed BGRN in 0.4s | 2.90 sym/s | Total: 2.4m | ETA: 18.4m
[2025-12-08T20:17:29.425235] [INFO ] [sig       ] [421/3624] Forecasting BGS...
[2025-12-08T20:17:29.425263] [INFO ] [sig       ] Generating forecast for: BGS
[2025-12-08T20:17:29.425293] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGS' from 'https://tdm.silogroup.org/data/derivative_storage/BGS.csv'.
[2025-12-08T20:17:29.437320] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGS'.
[2025-12-08T20:17:29.437741] [INFO ] [FORECASTER] Starting predict_future for BGS
[2025-12-08T20:17:29.438502] [DEBUG] [LOCAL     ] No optimal features file found for BGS: ./output/feature-sets/BGS.txt
[2025-12-08T20:17:29.438552] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:29.438605] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:29.438634] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:29.438690] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:29.493401] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:29.494293] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:29.494387] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:29.494419] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:29.614372] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:29.614529] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:29.614589] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:29.614653] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:29.618147] [DEBUG] [FORECASTER] BGS: Forecast T+1@11:T+2@11: DOWN (p=21.24%)
[2025-12-08T20:17:29.618488] [INFO ] [FORECASTER] Completed predict_future for BGS
[2025-12-08T20:17:29.618647] [INFO ] [sig       ] BGS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:17:29.758653] [INFO ] [LOCAL     ] Saved forecast: BGS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BGS.txt
[2025-12-08T20:17:29.758800] [INFO ] [sig       ] [421/3624] Completed BGS in 0.3s | 2.90 sym/s | Total: 2.4m | ETA: 18.4m
[2025-12-08T20:17:29.758838] [INFO ] [sig       ] [422/3624] Forecasting BGSF...
[2025-12-08T20:17:29.758875] [INFO ] [sig       ] Generating forecast for: BGSF
[2025-12-08T20:17:29.758906] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGSF' from 'https://tdm.silogroup.org/data/derivative_storage/BGSF.csv'.
[2025-12-08T20:17:29.771325] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGSF'.
[2025-12-08T20:17:29.771760] [INFO ] [FORECASTER] Starting predict_future for BGSF
[2025-12-08T20:17:29.772566] [DEBUG] [LOCAL     ] No optimal features file found for BGSF: ./output/feature-sets/BGSF.txt
[2025-12-08T20:17:29.772636] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:29.772668] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:29.772696] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:29.772755] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:29.828618] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:29.829481] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:29.829561] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:29.829613] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:29.944628] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:29.944784] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:29.944821] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:29.944849] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:29.948122] [DEBUG] [FORECASTER] BGSF: Forecast T+1@11:T+2@11: DOWN (p=13.89%)
[2025-12-08T20:17:29.948388] [INFO ] [FORECASTER] Completed predict_future for BGSF
[2025-12-08T20:17:29.948510] [INFO ] [sig       ] BGSF: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:17:30.094678] [INFO ] [LOCAL     ] Saved forecast: BGSF	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BGSF.txt
[2025-12-08T20:17:30.094821] [INFO ] [sig       ] [422/3624] Completed BGSF in 0.3s | 2.90 sym/s | Total: 2.4m | ETA: 18.4m
[2025-12-08T20:17:30.094865] [INFO ] [sig       ] [423/3624] Forecasting BGX...
[2025-12-08T20:17:30.094896] [INFO ] [sig       ] Generating forecast for: BGX
[2025-12-08T20:17:30.094926] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGX' from 'https://tdm.silogroup.org/data/derivative_storage/BGX.csv'.
[2025-12-08T20:17:30.107061] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGX'.
[2025-12-08T20:17:30.107470] [INFO ] [FORECASTER] Starting predict_future for BGX
[2025-12-08T20:17:30.108274] [DEBUG] [LOCAL     ] No optimal features file found for BGX: ./output/feature-sets/BGX.txt
[2025-12-08T20:17:30.108323] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:30.108353] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:30.108378] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:30.108433] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:30.163607] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:30.164420] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:30.164500] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:30.164531] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:30.285996] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:30.286157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:30.286195] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:30.286226] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:30.289597] [DEBUG] [FORECASTER] BGX: Forecast T+1@11:T+2@11: DOWN (p=11.48%)
[2025-12-08T20:17:30.289867] [INFO ] [FORECASTER] Completed predict_future for BGX
[2025-12-08T20:17:30.289992] [INFO ] [sig       ] BGX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:17:30.431363] [INFO ] [LOCAL     ] Saved forecast: BGX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BGX.txt
[2025-12-08T20:17:30.431514] [INFO ] [sig       ] [423/3624] Completed BGX in 0.3s | 2.90 sym/s | Total: 2.4m | ETA: 18.4m
[2025-12-08T20:17:30.431553] [INFO ] [sig       ] [424/3624] Forecasting BGY...
[2025-12-08T20:17:30.431607] [INFO ] [sig       ] Generating forecast for: BGY
[2025-12-08T20:17:30.431639] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGY' from 'https://tdm.silogroup.org/data/derivative_storage/BGY.csv'.
[2025-12-08T20:17:30.443873] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGY'.
[2025-12-08T20:17:30.444243] [INFO ] [FORECASTER] Starting predict_future for BGY
[2025-12-08T20:17:30.445036] [DEBUG] [LOCAL     ] No optimal features file found for BGY: ./output/feature-sets/BGY.txt
[2025-12-08T20:17:30.445086] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:30.445116] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:30.445141] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:30.445196] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:30.502325] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:30.503199] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:30.503292] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:30.503324] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:30.630359] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:30.630516] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:30.630555] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:30.630604] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:30.633942] [DEBUG] [FORECASTER] BGY: Forecast T+1@11:T+2@11: DOWN (p=3.33%)
[2025-12-08T20:17:30.634236] [INFO ] [FORECASTER] Completed predict_future for BGY
[2025-12-08T20:17:30.634363] [INFO ] [sig       ] BGY: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:17:30.786279] [INFO ] [LOCAL     ] Saved forecast: BGY	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BGY.txt
[2025-12-08T20:17:30.786431] [INFO ] [sig       ] [424/3624] Completed BGY in 0.4s | 2.90 sym/s | Total: 2.4m | ETA: 18.4m
[2025-12-08T20:17:30.786471] [INFO ] [sig       ] [425/3624] Forecasting BHC...
[2025-12-08T20:17:30.786500] [INFO ] [sig       ] Generating forecast for: BHC
[2025-12-08T20:17:30.786529] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHC' from 'https://tdm.silogroup.org/data/derivative_storage/BHC.csv'.
[2025-12-08T20:17:30.798798] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHC'.
[2025-12-08T20:17:30.799171] [INFO ] [FORECASTER] Starting predict_future for BHC
[2025-12-08T20:17:30.799955] [DEBUG] [LOCAL     ] No optimal features file found for BHC: ./output/feature-sets/BHC.txt
[2025-12-08T20:17:30.800004] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:30.800036] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:30.800063] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:30.800118] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:30.855869] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:30.856757] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:30.856843] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:30.856875] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:30.975137] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:30.975301] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:30.975340] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:30.975386] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:30.978974] [DEBUG] [FORECASTER] BHC: Forecast T+1@11:T+2@11: DOWN (p=3.68%)
[2025-12-08T20:17:30.979338] [INFO ] [FORECASTER] Completed predict_future for BHC
[2025-12-08T20:17:30.979488] [INFO ] [sig       ] BHC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:17:31.132074] [INFO ] [LOCAL     ] Saved forecast: BHC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BHC.txt
[2025-12-08T20:17:31.132244] [INFO ] [sig       ] [425/3624] Completed BHC in 0.3s | 2.90 sym/s | Total: 2.4m | ETA: 18.4m
[2025-12-08T20:17:31.132286] [INFO ] [sig       ] [426/3624] Forecasting BHE...
[2025-12-08T20:17:31.132321] [INFO ] [sig       ] Generating forecast for: BHE
[2025-12-08T20:17:31.132352] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHE' from 'https://tdm.silogroup.org/data/derivative_storage/BHE.csv'.
[2025-12-08T20:17:31.145052] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHE'.
[2025-12-08T20:17:31.145408] [INFO ] [FORECASTER] Starting predict_future for BHE
[2025-12-08T20:17:31.146199] [DEBUG] [LOCAL     ] No optimal features file found for BHE: ./output/feature-sets/BHE.txt
[2025-12-08T20:17:31.146250] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:31.146280] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:31.146306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:31.146360] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:31.204539] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:31.205403] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:31.205487] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:31.205519] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:31.325173] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:31.325355] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:31.325395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:31.325425] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:31.328988] [DEBUG] [FORECASTER] BHE: Forecast T+1@11:T+2@11: DOWN (p=11.43%)
[2025-12-08T20:17:31.329291] [INFO ] [FORECASTER] Completed predict_future for BHE
[2025-12-08T20:17:31.329422] [INFO ] [sig       ] BHE: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:17:31.470399] [INFO ] [LOCAL     ] Saved forecast: BHE	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BHE.txt
[2025-12-08T20:17:31.470555] [INFO ] [sig       ] [426/3624] Completed BHE in 0.3s | 2.90 sym/s | Total: 2.4m | ETA: 18.4m
[2025-12-08T20:17:31.470614] [INFO ] [sig       ] [427/3624] Forecasting BHF...
[2025-12-08T20:17:31.470646] [INFO ] [sig       ] Generating forecast for: BHF
[2025-12-08T20:17:31.470675] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHF' from 'https://tdm.silogroup.org/data/derivative_storage/BHF.csv'.
[2025-12-08T20:17:31.484632] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHF'.
[2025-12-08T20:17:31.485083] [INFO ] [FORECASTER] Starting predict_future for BHF
[2025-12-08T20:17:31.486069] [DEBUG] [LOCAL     ] No optimal features file found for BHF: ./output/feature-sets/BHF.txt
[2025-12-08T20:17:31.486129] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:31.486169] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:31.486207] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:31.486283] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:31.543588] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:31.544413] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:31.544493] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:31.544542] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:31.667949] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:31.668108] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:31.668148] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:31.668176] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:31.671558] [DEBUG] [FORECASTER] BHF: Forecast T+1@11:T+2@11: UP (p=63.74%)
[2025-12-08T20:17:31.671910] [INFO ] [FORECASTER] Completed predict_future for BHF
[2025-12-08T20:17:31.672045] [INFO ] [sig       ] BHF: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:17:31.816864] [INFO ] [LOCAL     ] Saved forecast: BHF	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/BHF.txt
[2025-12-08T20:17:31.817034] [INFO ] [sig       ] [427/3624] Completed BHF in 0.3s | 2.90 sym/s | Total: 2.5m | ETA: 18.4m
[2025-12-08T20:17:31.817089] [INFO ] [sig       ] [428/3624] Forecasting BHFAL...
[2025-12-08T20:17:31.817121] [INFO ] [sig       ] Generating forecast for: BHFAL
[2025-12-08T20:17:31.817162] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAL' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAL.csv'.
[2025-12-08T20:17:31.831592] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAL'.
[2025-12-08T20:17:31.831980] [INFO ] [FORECASTER] Starting predict_future for BHFAL
[2025-12-08T20:17:31.832881] [DEBUG] [LOCAL     ] No optimal features file found for BHFAL: ./output/feature-sets/BHFAL.txt
[2025-12-08T20:17:31.832934] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:31.832966] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:31.832992] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:31.833048] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:31.890061] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:31.890922] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:31.891038] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:31.891073] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:32.009890] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:32.010071] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:32.010124] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:32.010170] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:32.013796] [DEBUG] [FORECASTER] BHFAL: Forecast T+1@11:T+2@11: DOWN (p=21.66%)
[2025-12-08T20:17:32.014090] [INFO ] [FORECASTER] Completed predict_future for BHFAL
[2025-12-08T20:17:32.014221] [INFO ] [sig       ] BHFAL: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:17:32.157681] [INFO ] [LOCAL     ] Saved forecast: BHFAL	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BHFAL.txt
[2025-12-08T20:17:32.157843] [INFO ] [sig       ] [428/3624] Completed BHFAL in 0.3s | 2.90 sym/s | Total: 2.5m | ETA: 18.4m
[2025-12-08T20:17:32.157884] [INFO ] [sig       ] [429/3624] Forecasting BHFAM...
[2025-12-08T20:17:32.157914] [INFO ] [sig       ] Generating forecast for: BHFAM
[2025-12-08T20:17:32.157943] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAM' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAM.csv'.
[2025-12-08T20:17:32.170724] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAM'.
[2025-12-08T20:17:32.171132] [INFO ] [FORECASTER] Starting predict_future for BHFAM
[2025-12-08T20:17:32.171964] [DEBUG] [LOCAL     ] No optimal features file found for BHFAM: ./output/feature-sets/BHFAM.txt
[2025-12-08T20:17:32.172015] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:32.172048] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:32.172087] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:32.172144] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:32.228537] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:32.229431] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:32.229516] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:32.229550] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:32.347531] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:32.347702] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:32.347742] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:32.347771] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:32.351223] [DEBUG] [FORECASTER] BHFAM: Forecast T+1@11:T+2@11: UP (p=95.35%)
[2025-12-08T20:17:32.351509] [INFO ] [FORECASTER] Completed predict_future for BHFAM
[2025-12-08T20:17:32.351663] [INFO ] [sig       ] BHFAM: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:17:32.490521] [INFO ] [LOCAL     ] Saved forecast: BHFAM	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/BHFAM.txt
[2025-12-08T20:17:32.490697] [INFO ] [sig       ] [429/3624] Completed BHFAM in 0.3s | 2.90 sym/s | Total: 2.5m | ETA: 18.4m
[2025-12-08T20:17:32.490739] [INFO ] [sig       ] [430/3624] Forecasting BHFAN...
[2025-12-08T20:17:32.490767] [INFO ] [sig       ] Generating forecast for: BHFAN
[2025-12-08T20:17:32.490795] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAN' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAN.csv'.
[2025-12-08T20:17:32.504901] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAN'.
[2025-12-08T20:17:32.505353] [INFO ] [FORECASTER] Starting predict_future for BHFAN
[2025-12-08T20:17:32.506386] [DEBUG] [LOCAL     ] No optimal features file found for BHFAN: ./output/feature-sets/BHFAN.txt
[2025-12-08T20:17:32.506449] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:32.506489] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:32.506529] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:32.506637] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:32.569430] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:32.570259] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:32.570340] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:32.570373] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:32.692276] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:32.692433] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:32.692474] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:32.692503] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:32.695914] [DEBUG] [FORECASTER] BHFAN: Forecast T+1@11:T+2@11: UP (p=88.45%)
[2025-12-08T20:17:32.696188] [INFO ] [FORECASTER] Completed predict_future for BHFAN
[2025-12-08T20:17:32.696311] [INFO ] [sig       ] BHFAN: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:17:32.839947] [INFO ] [LOCAL     ] Saved forecast: BHFAN	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/BHFAN.txt
[2025-12-08T20:17:32.840105] [INFO ] [sig       ] [430/3624] Completed BHFAN in 0.3s | 2.90 sym/s | Total: 2.5m | ETA: 18.4m
[2025-12-08T20:17:32.840146] [INFO ] [sig       ] [431/3624] Forecasting BHFAO...
[2025-12-08T20:17:32.840178] [INFO ] [sig       ] Generating forecast for: BHFAO
[2025-12-08T20:17:32.840222] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAO' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAO.csv'.
[2025-12-08T20:17:32.852406] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAO'.
[2025-12-08T20:17:32.852767] [INFO ] [FORECASTER] Starting predict_future for BHFAO
[2025-12-08T20:17:32.853560] [DEBUG] [LOCAL     ] No optimal features file found for BHFAO: ./output/feature-sets/BHFAO.txt
[2025-12-08T20:17:32.853628] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:32.853660] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:32.853686] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:32.853741] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:32.909998] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:32.910700] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:32.910792] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:32.910843] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:33.031997] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:33.032165] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:33.032227] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:33.032263] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:33.035711] [DEBUG] [FORECASTER] BHFAO: Forecast T+1@11:T+2@11: UP (p=57.64%)
[2025-12-08T20:17:33.035982] [INFO ] [FORECASTER] Completed predict_future for BHFAO
[2025-12-08T20:17:33.036107] [INFO ] [sig       ] BHFAO: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:17:33.177041] [INFO ] [LOCAL     ] Saved forecast: BHFAO	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/BHFAO.txt
[2025-12-08T20:17:33.177173] [INFO ] [sig       ] [431/3624] Completed BHFAO in 0.3s | 2.90 sym/s | Total: 2.5m | ETA: 18.4m
[2025-12-08T20:17:33.177213] [INFO ] [sig       ] [432/3624] Forecasting BHFAP...
[2025-12-08T20:17:33.177243] [INFO ] [sig       ] Generating forecast for: BHFAP
[2025-12-08T20:17:33.177272] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAP' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAP.csv'.
[2025-12-08T20:17:33.189200] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAP'.
[2025-12-08T20:17:33.189597] [INFO ] [FORECASTER] Starting predict_future for BHFAP
[2025-12-08T20:17:33.190392] [DEBUG] [LOCAL     ] No optimal features file found for BHFAP: ./output/feature-sets/BHFAP.txt
[2025-12-08T20:17:33.190443] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:33.190475] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:33.190503] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:33.190568] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:33.247130] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:33.247886] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:33.247962] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:33.247994] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:33.370869] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:33.371019] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:33.371056] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:33.371083] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:33.374330] [DEBUG] [FORECASTER] BHFAP: Forecast T+1@11:T+2@11: DOWN (p=15.03%)
[2025-12-08T20:17:33.374609] [INFO ] [FORECASTER] Completed predict_future for BHFAP
[2025-12-08T20:17:33.374731] [INFO ] [sig       ] BHFAP: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:17:33.513116] [INFO ] [LOCAL     ] Saved forecast: BHFAP	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BHFAP.txt
[2025-12-08T20:17:33.513249] [INFO ] [sig       ] [432/3624] Completed BHFAP in 0.3s | 2.90 sym/s | Total: 2.5m | ETA: 18.4m
[2025-12-08T20:17:33.513288] [INFO ] [sig       ] [433/3624] Forecasting BHK...
[2025-12-08T20:17:33.513318] [INFO ] [sig       ] Generating forecast for: BHK
[2025-12-08T20:17:33.513354] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHK' from 'https://tdm.silogroup.org/data/derivative_storage/BHK.csv'.
[2025-12-08T20:17:33.525490] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHK'.
[2025-12-08T20:17:33.525877] [INFO ] [FORECASTER] Starting predict_future for BHK
[2025-12-08T20:17:33.526658] [DEBUG] [LOCAL     ] No optimal features file found for BHK: ./output/feature-sets/BHK.txt
[2025-12-08T20:17:33.526707] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:33.526739] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:33.526764] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:33.526818] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:33.583727] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:33.584527] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:33.584628] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:33.584662] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:33.710072] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:33.710224] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:33.710264] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:33.710292] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:33.713637] [DEBUG] [FORECASTER] BHK: Forecast T+1@11:T+2@11: UP (p=90.20%)
[2025-12-08T20:17:33.713902] [INFO ] [FORECASTER] Completed predict_future for BHK
[2025-12-08T20:17:33.714024] [INFO ] [sig       ] BHK: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:17:33.851758] [INFO ] [LOCAL     ] Saved forecast: BHK	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/BHK.txt
[2025-12-08T20:17:33.851901] [INFO ] [sig       ] [433/3624] Completed BHK in 0.3s | 2.90 sym/s | Total: 2.5m | ETA: 18.3m
[2025-12-08T20:17:33.851940] [INFO ] [sig       ] [434/3624] Forecasting BHP...
[2025-12-08T20:17:33.851972] [INFO ] [sig       ] Generating forecast for: BHP
[2025-12-08T20:17:33.852001] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHP' from 'https://tdm.silogroup.org/data/derivative_storage/BHP.csv'.
[2025-12-08T20:17:33.864644] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHP'.
[2025-12-08T20:17:33.865015] [INFO ] [FORECASTER] Starting predict_future for BHP
[2025-12-08T20:17:33.865800] [DEBUG] [LOCAL     ] No optimal features file found for BHP: ./output/feature-sets/BHP.txt
[2025-12-08T20:17:33.865850] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:33.865882] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:33.865908] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:33.865964] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:33.923650] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:33.924404] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:33.924484] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:33.924516] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:34.049975] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:34.050127] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:34.050169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:34.050197] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:34.053591] [DEBUG] [FORECASTER] BHP: Forecast T+1@11:T+2@11: DOWN (p=44.66%)
[2025-12-08T20:17:34.053938] [INFO ] [FORECASTER] Completed predict_future for BHP
[2025-12-08T20:17:34.054091] [INFO ] [sig       ] BHP: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:17:34.192865] [INFO ] [LOCAL     ] Saved forecast: BHP	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BHP.txt
[2025-12-08T20:17:34.193024] [INFO ] [sig       ] [434/3624] Completed BHP in 0.3s | 2.90 sym/s | Total: 2.5m | ETA: 18.3m
[2025-12-08T20:17:34.193064] [INFO ] [sig       ] [435/3624] Forecasting BHRB...
[2025-12-08T20:17:34.193094] [INFO ] [sig       ] Generating forecast for: BHRB
[2025-12-08T20:17:34.193123] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHRB' from 'https://tdm.silogroup.org/data/derivative_storage/BHRB.csv'.
[2025-12-08T20:17:34.205335] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHRB'.
[2025-12-08T20:17:34.205714] [INFO ] [FORECASTER] Starting predict_future for BHRB
[2025-12-08T20:17:34.206504] [DEBUG] [LOCAL     ] No optimal features file found for BHRB: ./output/feature-sets/BHRB.txt
[2025-12-08T20:17:34.206596] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:34.206631] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:34.206660] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:34.206717] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:34.265391] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:34.266261] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:34.266345] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:34.266378] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:34.383833] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:34.383996] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:34.384036] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:34.384064] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:34.387437] [DEBUG] [FORECASTER] BHRB: Forecast T+1@11:T+2@11: DOWN (p=6.95%)
[2025-12-08T20:17:34.387740] [INFO ] [FORECASTER] Completed predict_future for BHRB
[2025-12-08T20:17:34.387867] [INFO ] [sig       ] BHRB: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:17:34.526359] [INFO ] [LOCAL     ] Saved forecast: BHRB	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BHRB.txt
[2025-12-08T20:17:34.526505] [INFO ] [sig       ] [435/3624] Completed BHRB in 0.3s | 2.90 sym/s | Total: 2.5m | ETA: 18.3m
[2025-12-08T20:17:34.526545] [INFO ] [sig       ] [436/3624] Forecasting BHVN...
[2025-12-08T20:17:34.526595] [INFO ] [sig       ] Generating forecast for: BHVN
[2025-12-08T20:17:34.526626] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHVN' from 'https://tdm.silogroup.org/data/derivative_storage/BHVN.csv'.
[2025-12-08T20:17:34.538732] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHVN'.
[2025-12-08T20:17:34.539119] [INFO ] [FORECASTER] Starting predict_future for BHVN
[2025-12-08T20:17:34.539933] [DEBUG] [LOCAL     ] No optimal features file found for BHVN: ./output/feature-sets/BHVN.txt
[2025-12-08T20:17:34.539983] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:34.540015] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:34.540041] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:34.540097] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:34.595093] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:34.596015] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:34.596107] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:34.596139] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:34.712646] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:34.712814] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:34.712851] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:34.712879] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:34.716241] [DEBUG] [FORECASTER] BHVN: Forecast T+1@11:T+2@11: UP (p=78.59%)
[2025-12-08T20:17:34.716532] [INFO ] [FORECASTER] Completed predict_future for BHVN
[2025-12-08T20:17:34.716679] [INFO ] [sig       ] BHVN: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:17:34.856042] [INFO ] [LOCAL     ] Saved forecast: BHVN	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/BHVN.txt
[2025-12-08T20:17:34.856199] [INFO ] [sig       ] [436/3624] Completed BHVN in 0.3s | 2.90 sym/s | Total: 2.5m | ETA: 18.3m
[2025-12-08T20:17:34.856238] [INFO ] [sig       ] [437/3624] Forecasting BIAF...
[2025-12-08T20:17:34.856266] [INFO ] [sig       ] Generating forecast for: BIAF
[2025-12-08T20:17:34.856295] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIAF' from 'https://tdm.silogroup.org/data/derivative_storage/BIAF.csv'.
[2025-12-08T20:17:34.868369] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIAF'.
[2025-12-08T20:17:34.868785] [INFO ] [FORECASTER] Starting predict_future for BIAF
[2025-12-08T20:17:34.869560] [DEBUG] [LOCAL     ] No optimal features file found for BIAF: ./output/feature-sets/BIAF.txt
[2025-12-08T20:17:34.869631] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:34.869663] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:34.869689] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:34.869745] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:34.924613] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:34.925485] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:34.925597] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:34.925632] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:35.034733] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:35.034895] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:35.034932] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:35.034960] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:35.038394] [DEBUG] [FORECASTER] BIAF: Forecast T+1@11:T+2@11: DOWN (p=2.15%)
[2025-12-08T20:17:35.038733] [INFO ] [FORECASTER] Completed predict_future for BIAF
[2025-12-08T20:17:35.038868] [INFO ] [sig       ] BIAF: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:17:35.175659] [INFO ] [LOCAL     ] Saved forecast: BIAF	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BIAF.txt
[2025-12-08T20:17:35.175823] [INFO ] [sig       ] [437/3624] Completed BIAF in 0.3s | 2.90 sym/s | Total: 2.5m | ETA: 18.3m
[2025-12-08T20:17:35.175862] [INFO ] [sig       ] [438/3624] Forecasting BIB...
[2025-12-08T20:17:35.175893] [INFO ] [sig       ] Generating forecast for: BIB
[2025-12-08T20:17:35.175922] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIB' from 'https://tdm.silogroup.org/data/derivative_storage/BIB.csv'.
[2025-12-08T20:17:35.188377] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIB'.
[2025-12-08T20:17:35.188800] [INFO ] [FORECASTER] Starting predict_future for BIB
[2025-12-08T20:17:35.189589] [DEBUG] [LOCAL     ] No optimal features file found for BIB: ./output/feature-sets/BIB.txt
[2025-12-08T20:17:35.189640] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:35.189671] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:35.189696] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:35.189751] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:35.244506] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:35.245374] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:35.245456] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:35.245488] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:35.352026] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:35.352192] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:35.352266] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:35.352294] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:35.355645] [DEBUG] [FORECASTER] BIB: Forecast T+1@11:T+2@11: DOWN (p=26.85%)
[2025-12-08T20:17:35.355944] [INFO ] [FORECASTER] Completed predict_future for BIB
[2025-12-08T20:17:35.356070] [INFO ] [sig       ] BIB: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:17:35.494483] [INFO ] [LOCAL     ] Saved forecast: BIB	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BIB.txt
[2025-12-08T20:17:35.494660] [INFO ] [sig       ] [438/3624] Completed BIB in 0.3s | 2.90 sym/s | Total: 2.5m | ETA: 18.3m
[2025-12-08T20:17:35.494700] [INFO ] [sig       ] [439/3624] Forecasting BIIB...
[2025-12-08T20:17:35.494730] [INFO ] [sig       ] Generating forecast for: BIIB
[2025-12-08T20:17:35.494759] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIIB' from 'https://tdm.silogroup.org/data/derivative_storage/BIIB.csv'.
[2025-12-08T20:17:35.510204] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIIB'.
[2025-12-08T20:17:35.510914] [INFO ] [FORECASTER] Starting predict_future for BIIB
[2025-12-08T20:17:35.511934] [DEBUG] [LOCAL     ] No optimal features file found for BIIB: ./output/feature-sets/BIIB.txt
[2025-12-08T20:17:35.511991] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:35.512026] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:35.512053] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:35.512114] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:35.570338] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:35.571614] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:35.571726] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:35.571761] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:35.703528] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:35.703810] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:35.703869] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:35.703904] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:35.708712] [DEBUG] [FORECASTER] BIIB: Forecast T+1@11:T+2@11: UP (p=50.64%)
[2025-12-08T20:17:35.709149] [INFO ] [FORECASTER] Completed predict_future for BIIB
[2025-12-08T20:17:35.709340] [INFO ] [sig       ] BIIB: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:17:35.860421] [INFO ] [LOCAL     ] Saved forecast: BIIB	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/BIIB.txt
[2025-12-08T20:17:35.860680] [INFO ] [sig       ] [439/3624] Completed BIIB in 0.4s | 2.90 sym/s | Total: 2.5m | ETA: 18.3m
[2025-12-08T20:17:35.860725] [INFO ] [sig       ] [440/3624] Forecasting BILI...
[2025-12-08T20:17:35.860758] [INFO ] [sig       ] Generating forecast for: BILI
[2025-12-08T20:17:35.860791] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BILI' from 'https://tdm.silogroup.org/data/derivative_storage/BILI.csv'.
[2025-12-08T20:17:35.877974] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BILI'.
[2025-12-08T20:17:35.878606] [INFO ] [FORECASTER] Starting predict_future for BILI
[2025-12-08T20:17:35.879759] [DEBUG] [LOCAL     ] No optimal features file found for BILI: ./output/feature-sets/BILI.txt
[2025-12-08T20:17:35.879818] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:35.879853] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:35.879885] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:35.879972] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:35.947378] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:35.948403] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:35.948489] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:35.948522] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:36.069355] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:36.069514] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:36.069555] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:36.069604] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:36.072919] [DEBUG] [FORECASTER] BILI: Forecast T+1@11:T+2@11: DOWN (p=23.43%)
[2025-12-08T20:17:36.073232] [INFO ] [FORECASTER] Completed predict_future for BILI
[2025-12-08T20:17:36.073365] [INFO ] [sig       ] BILI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:17:36.214115] [INFO ] [LOCAL     ] Saved forecast: BILI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BILI.txt
[2025-12-08T20:17:36.214268] [INFO ] [sig       ] [440/3624] Completed BILI in 0.4s | 2.90 sym/s | Total: 2.5m | ETA: 18.3m
[2025-12-08T20:17:36.214308] [INFO ] [sig       ] [441/3624] Forecasting BILL...
[2025-12-08T20:17:36.214337] [INFO ] [sig       ] Generating forecast for: BILL
[2025-12-08T20:17:36.214366] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BILL' from 'https://tdm.silogroup.org/data/derivative_storage/BILL.csv'.
[2025-12-08T20:17:36.227266] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BILL'.
[2025-12-08T20:17:36.227708] [INFO ] [FORECASTER] Starting predict_future for BILL
[2025-12-08T20:17:36.228492] [DEBUG] [LOCAL     ] No optimal features file found for BILL: ./output/feature-sets/BILL.txt
[2025-12-08T20:17:36.228543] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:36.228596] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:36.228626] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:36.228681] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:36.285194] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:36.286110] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:36.286203] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:36.286237] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:36.407824] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:36.407987] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:36.408028] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:36.408057] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:36.411502] [DEBUG] [FORECASTER] BILL: Forecast T+1@11:T+2@11: DOWN (p=35.55%)
[2025-12-08T20:17:36.411851] [INFO ] [FORECASTER] Completed predict_future for BILL
[2025-12-08T20:17:36.411983] [INFO ] [sig       ] BILL: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:17:36.567520] [INFO ] [LOCAL     ] Saved forecast: BILL	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BILL.txt
[2025-12-08T20:17:36.567702] [INFO ] [sig       ] [441/3624] Completed BILL in 0.4s | 2.90 sym/s | Total: 2.5m | ETA: 18.3m
[2025-12-08T20:17:36.567744] [INFO ] [sig       ] [442/3624] Forecasting BIO...
[2025-12-08T20:17:36.567805] [INFO ] [sig       ] Generating forecast for: BIO
[2025-12-08T20:17:36.567836] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIO' from 'https://tdm.silogroup.org/data/derivative_storage/BIO.csv'.
[2025-12-08T20:17:36.579898] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIO'.
[2025-12-08T20:17:36.580280] [INFO ] [FORECASTER] Starting predict_future for BIO
[2025-12-08T20:17:36.581072] [DEBUG] [LOCAL     ] No optimal features file found for BIO: ./output/feature-sets/BIO.txt
[2025-12-08T20:17:36.581132] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:36.581165] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:36.581191] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:36.581247] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:36.642894] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:36.643781] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:36.643878] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:36.643913] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:36.774522] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:36.774696] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:36.774736] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:36.774766] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:36.778510] [DEBUG] [FORECASTER] BIO: Forecast T+1@11:T+2@11: UP (p=55.16%)
[2025-12-08T20:17:36.778814] [INFO ] [FORECASTER] Completed predict_future for BIO
[2025-12-08T20:17:36.778941] [INFO ] [sig       ] BIO: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:17:36.930984] [INFO ] [LOCAL     ] Saved forecast: BIO	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/BIO.txt
[2025-12-08T20:17:36.931141] [INFO ] [sig       ] [442/3624] Completed BIO in 0.4s | 2.90 sym/s | Total: 2.5m | ETA: 18.3m
[2025-12-08T20:17:36.931183] [INFO ] [sig       ] [443/3624] Forecasting BIOX...
[2025-12-08T20:17:36.931215] [INFO ] [sig       ] Generating forecast for: BIOX
[2025-12-08T20:17:36.931246] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIOX' from 'https://tdm.silogroup.org/data/derivative_storage/BIOX.csv'.
[2025-12-08T20:17:36.944663] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIOX'.
[2025-12-08T20:17:36.945096] [INFO ] [FORECASTER] Starting predict_future for BIOX
[2025-12-08T20:17:36.946025] [DEBUG] [LOCAL     ] No optimal features file found for BIOX: ./output/feature-sets/BIOX.txt
[2025-12-08T20:17:36.946081] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:36.946116] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:36.946145] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:36.946203] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:37.007132] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:37.008110] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:37.008211] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:37.008257] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:37.149697] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:37.149878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:37.149934] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:37.149979] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:37.154678] [DEBUG] [FORECASTER] BIOX: Forecast T+1@11:T+2@11: DOWN (p=24.79%)
[2025-12-08T20:17:37.155066] [INFO ] [FORECASTER] Completed predict_future for BIOX
[2025-12-08T20:17:37.155237] [INFO ] [sig       ] BIOX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:17:37.316240] [INFO ] [LOCAL     ] Saved forecast: BIOX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BIOX.txt
[2025-12-08T20:17:37.316397] [INFO ] [sig       ] [443/3624] Completed BIOX in 0.4s | 2.90 sym/s | Total: 2.5m | ETA: 18.3m
[2025-12-08T20:17:37.316439] [INFO ] [sig       ] [444/3624] Forecasting BIP...
[2025-12-08T20:17:37.316474] [INFO ] [sig       ] Generating forecast for: BIP
[2025-12-08T20:17:37.316507] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIP' from 'https://tdm.silogroup.org/data/derivative_storage/BIP.csv'.
[2025-12-08T20:17:37.330900] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIP'.
[2025-12-08T20:17:37.331290] [INFO ] [FORECASTER] Starting predict_future for BIP
[2025-12-08T20:17:37.332148] [DEBUG] [LOCAL     ] No optimal features file found for BIP: ./output/feature-sets/BIP.txt
[2025-12-08T20:17:37.332199] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:37.332231] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:37.332259] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:37.332315] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:37.392620] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:37.393511] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:37.393610] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:37.393646] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:37.519886] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:37.520037] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:37.520076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:37.520104] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:37.523767] [DEBUG] [FORECASTER] BIP: Forecast T+1@11:T+2@11: UP (p=70.37%)
[2025-12-08T20:17:37.524048] [INFO ] [FORECASTER] Completed predict_future for BIP
[2025-12-08T20:17:37.524172] [INFO ] [sig       ] BIP: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:17:37.669910] [INFO ] [LOCAL     ] Saved forecast: BIP	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/BIP.txt
[2025-12-08T20:17:37.670033] [INFO ] [sig       ] [444/3624] Completed BIP in 0.4s | 2.90 sym/s | Total: 2.6m | ETA: 18.3m
[2025-12-08T20:17:37.670071] [INFO ] [sig       ] [445/3624] Forecasting BIPH...
[2025-12-08T20:17:37.670100] [INFO ] [sig       ] Generating forecast for: BIPH
[2025-12-08T20:17:37.670129] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIPH' from 'https://tdm.silogroup.org/data/derivative_storage/BIPH.csv'.
[2025-12-08T20:17:37.683471] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIPH'.
[2025-12-08T20:17:37.683858] [INFO ] [FORECASTER] Starting predict_future for BIPH
[2025-12-08T20:17:37.684869] [DEBUG] [LOCAL     ] No optimal features file found for BIPH: ./output/feature-sets/BIPH.txt
[2025-12-08T20:17:37.684922] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:37.684954] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:37.684982] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:37.685068] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:37.743741] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:37.744382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:37.744459] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:37.744491] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:37.854022] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:37.854187] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:37.854226] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:37.854254] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:37.857713] [DEBUG] [FORECASTER] BIPH: Forecast T+1@11:T+2@11: UP (p=96.66%)
[2025-12-08T20:17:37.857982] [INFO ] [FORECASTER] Completed predict_future for BIPH
[2025-12-08T20:17:37.858102] [INFO ] [sig       ] BIPH: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:17:37.999992] [INFO ] [LOCAL     ] Saved forecast: BIPH	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/BIPH.txt
[2025-12-08T20:17:38.000172] [INFO ] [sig       ] [445/3624] Completed BIPH in 0.3s | 2.90 sym/s | Total: 2.6m | ETA: 18.3m
[2025-12-08T20:17:38.000229] [INFO ] [sig       ] [446/3624] Forecasting BIPI...
[2025-12-08T20:17:38.000271] [INFO ] [sig       ] Generating forecast for: BIPI
[2025-12-08T20:17:38.000311] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIPI' from 'https://tdm.silogroup.org/data/derivative_storage/BIPI.csv'.
[2025-12-08T20:17:38.012868] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIPI'.
[2025-12-08T20:17:38.013227] [INFO ] [FORECASTER] Starting predict_future for BIPI
[2025-12-08T20:17:38.014047] [DEBUG] [LOCAL     ] No optimal features file found for BIPI: ./output/feature-sets/BIPI.txt
[2025-12-08T20:17:38.014103] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:38.014145] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:38.014175] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:38.014233] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:38.072427] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:38.073086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:38.073163] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:38.073196] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:38.182624] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:38.182775] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:38.182814] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:38.182843] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:38.186318] [DEBUG] [FORECASTER] BIPI: Forecast T+1@11:T+2@11: UP (p=91.53%)
[2025-12-08T20:17:38.186629] [INFO ] [FORECASTER] Completed predict_future for BIPI
[2025-12-08T20:17:38.186760] [INFO ] [sig       ] BIPI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:17:38.339949] [INFO ] [LOCAL     ] Saved forecast: BIPI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/BIPI.txt
[2025-12-08T20:17:38.340148] [INFO ] [sig       ] [446/3624] Completed BIPI in 0.3s | 2.90 sym/s | Total: 2.6m | ETA: 18.3m
[2025-12-08T20:17:38.340198] [INFO ] [sig       ] [447/3624] Forecasting BIRD...
[2025-12-08T20:17:38.340238] [INFO ] [sig       ] Generating forecast for: BIRD
[2025-12-08T20:17:38.340278] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIRD' from 'https://tdm.silogroup.org/data/derivative_storage/BIRD.csv'.
[2025-12-08T20:17:38.356202] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIRD'.
[2025-12-08T20:17:38.356708] [INFO ] [FORECASTER] Starting predict_future for BIRD
[2025-12-08T20:17:38.357926] [DEBUG] [LOCAL     ] No optimal features file found for BIRD: ./output/feature-sets/BIRD.txt
[2025-12-08T20:17:38.357995] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:38.358045] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:38.358084] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:38.358173] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:38.441681] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:38.442742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:38.442825] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:38.442858] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:38.565708] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:38.565855] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:38.565903] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:38.565936] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:38.569953] [DEBUG] [FORECASTER] BIRD: Forecast T+1@11:T+2@11: DOWN (p=26.78%)
[2025-12-08T20:17:38.570256] [INFO ] [FORECASTER] Completed predict_future for BIRD
[2025-12-08T20:17:38.570538] [INFO ] [sig       ] BIRD: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:17:38.710614] [INFO ] [LOCAL     ] Saved forecast: BIRD	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BIRD.txt
[2025-12-08T20:17:38.710767] [INFO ] [sig       ] [447/3624] Completed BIRD in 0.4s | 2.90 sym/s | Total: 2.6m | ETA: 18.3m
[2025-12-08T20:17:38.710809] [INFO ] [sig       ] [448/3624] Forecasting BIRK...
[2025-12-08T20:17:38.710838] [INFO ] [sig       ] Generating forecast for: BIRK
[2025-12-08T20:17:38.710871] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIRK' from 'https://tdm.silogroup.org/data/derivative_storage/BIRK.csv'.
[2025-12-08T20:17:38.723124] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIRK'.
[2025-12-08T20:17:38.723509] [INFO ] [FORECASTER] Starting predict_future for BIRK
[2025-12-08T20:17:38.724365] [DEBUG] [LOCAL     ] No optimal features file found for BIRK: ./output/feature-sets/BIRK.txt
[2025-12-08T20:17:38.724423] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:38.724459] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:38.724486] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:38.724543] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:38.785864] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:38.786761] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:38.786845] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:38.786886] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:38.916145] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:38.916300] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:38.916343] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:38.916373] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:38.920468] [DEBUG] [FORECASTER] BIRK: Forecast T+1@11:T+2@11: UP (p=86.35%)
[2025-12-08T20:17:38.920815] [INFO ] [FORECASTER] Completed predict_future for BIRK
[2025-12-08T20:17:38.920958] [INFO ] [sig       ] BIRK: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:17:39.065312] [INFO ] [LOCAL     ] Saved forecast: BIRK	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/BIRK.txt
[2025-12-08T20:17:39.065447] [INFO ] [sig       ] [448/3624] Completed BIRK in 0.4s | 2.90 sym/s | Total: 2.6m | ETA: 18.3m
[2025-12-08T20:17:39.065486] [INFO ] [sig       ] [449/3624] Forecasting BITF...
[2025-12-08T20:17:39.065515] [INFO ] [sig       ] Generating forecast for: BITF
[2025-12-08T20:17:39.065544] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BITF' from 'https://tdm.silogroup.org/data/derivative_storage/BITF.csv'.
[2025-12-08T20:17:39.077899] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BITF'.
[2025-12-08T20:17:39.078276] [INFO ] [FORECASTER] Starting predict_future for BITF
[2025-12-08T20:17:39.079090] [DEBUG] [LOCAL     ] No optimal features file found for BITF: ./output/feature-sets/BITF.txt
[2025-12-08T20:17:39.079142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:39.079175] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:39.079203] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:39.079263] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:39.136566] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:39.137268] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:39.137348] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:39.137398] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:39.256020] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:39.256172] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:39.256226] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:39.256255] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:39.259535] [DEBUG] [FORECASTER] BITF: Forecast T+1@11:T+2@11: UP (p=87.29%)
[2025-12-08T20:17:39.259818] [INFO ] [FORECASTER] Completed predict_future for BITF
[2025-12-08T20:17:39.259936] [INFO ] [sig       ] BITF: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:17:39.400011] [INFO ] [LOCAL     ] Saved forecast: BITF	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/BITF.txt
[2025-12-08T20:17:39.400154] [INFO ] [sig       ] [449/3624] Completed BITF in 0.3s | 2.90 sym/s | Total: 2.6m | ETA: 18.3m
[2025-12-08T20:17:39.400192] [INFO ] [sig       ] [450/3624] Forecasting BIVI...
[2025-12-08T20:17:39.400221] [INFO ] [sig       ] Generating forecast for: BIVI
[2025-12-08T20:17:39.400252] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIVI' from 'https://tdm.silogroup.org/data/derivative_storage/BIVI.csv'.
[2025-12-08T20:17:39.411793] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIVI'.
[2025-12-08T20:17:39.412141] [INFO ] [FORECASTER] Starting predict_future for BIVI
[2025-12-08T20:17:39.412929] [DEBUG] [LOCAL     ] No optimal features file found for BIVI: ./output/feature-sets/BIVI.txt
[2025-12-08T20:17:39.412978] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:39.413008] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:39.413033] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:39.413092] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:39.470386] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:39.471040] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:39.471118] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:39.471152] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:39.591560] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:39.591733] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:39.591772] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:39.591800] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:39.595035] [DEBUG] [FORECASTER] BIVI: Forecast T+1@11:T+2@11: UP (p=95.94%)
[2025-12-08T20:17:39.595292] [INFO ] [FORECASTER] Completed predict_future for BIVI
[2025-12-08T20:17:39.595408] [INFO ] [sig       ] BIVI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:17:39.736562] [INFO ] [LOCAL     ] Saved forecast: BIVI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/BIVI.txt
[2025-12-08T20:17:39.736713] [INFO ] [sig       ] [450/3624] Completed BIVI in 0.3s | 2.90 sym/s | Total: 2.6m | ETA: 18.2m
[2025-12-08T20:17:39.736754] [INFO ] [sig       ] [451/3624] Forecasting BJ...
[2025-12-08T20:17:39.736783] [INFO ] [sig       ] Generating forecast for: BJ
[2025-12-08T20:17:39.736812] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BJ' from 'https://tdm.silogroup.org/data/derivative_storage/BJ.csv'.
[2025-12-08T20:17:39.748886] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BJ'.
[2025-12-08T20:17:39.749247] [INFO ] [FORECASTER] Starting predict_future for BJ
[2025-12-08T20:17:39.750071] [DEBUG] [LOCAL     ] No optimal features file found for BJ: ./output/feature-sets/BJ.txt
[2025-12-08T20:17:39.750126] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:39.750160] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:39.750188] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:39.750246] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:39.808144] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:39.808869] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:39.808949] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:39.808983] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:39.931749] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:39.931905] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:39.931946] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:39.931976] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:39.935368] [DEBUG] [FORECASTER] BJ: Forecast T+1@11:T+2@11: UP (p=77.96%)
[2025-12-08T20:17:39.935655] [INFO ] [FORECASTER] Completed predict_future for BJ
[2025-12-08T20:17:39.935781] [INFO ] [sig       ] BJ: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:17:40.078551] [INFO ] [LOCAL     ] Saved forecast: BJ	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/BJ.txt
[2025-12-08T20:17:40.078721] [INFO ] [sig       ] [451/3624] Completed BJ in 0.3s | 2.90 sym/s | Total: 2.6m | ETA: 18.2m
[2025-12-08T20:17:40.078762] [INFO ] [sig       ] [452/3624] Forecasting BJDX...
[2025-12-08T20:17:40.078796] [INFO ] [sig       ] Generating forecast for: BJDX
[2025-12-08T20:17:40.078827] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BJDX' from 'https://tdm.silogroup.org/data/derivative_storage/BJDX.csv'.
[2025-12-08T20:17:40.090530] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BJDX'.
[2025-12-08T20:17:40.090914] [INFO ] [FORECASTER] Starting predict_future for BJDX
[2025-12-08T20:17:40.091704] [DEBUG] [LOCAL     ] No optimal features file found for BJDX: ./output/feature-sets/BJDX.txt
[2025-12-08T20:17:40.091755] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:40.091786] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:40.091813] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:40.091868] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:40.146880] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:40.147629] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:40.147706] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:40.147737] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:40.267656] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:40.267807] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:40.267846] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:40.267873] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:40.271198] [DEBUG] [FORECASTER] BJDX: Forecast T+1@11:T+2@11: UP (p=71.69%)
[2025-12-08T20:17:40.271480] [INFO ] [FORECASTER] Completed predict_future for BJDX
[2025-12-08T20:17:40.271648] [INFO ] [sig       ] BJDX: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:17:40.414374] [INFO ] [LOCAL     ] Saved forecast: BJDX	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/BJDX.txt
[2025-12-08T20:17:40.414526] [INFO ] [sig       ] [452/3624] Completed BJDX in 0.3s | 2.90 sym/s | Total: 2.6m | ETA: 18.2m
[2025-12-08T20:17:40.414567] [INFO ] [sig       ] [453/3624] Forecasting BJRI...
[2025-12-08T20:17:40.414619] [INFO ] [sig       ] Generating forecast for: BJRI
[2025-12-08T20:17:40.414649] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BJRI' from 'https://tdm.silogroup.org/data/derivative_storage/BJRI.csv'.
[2025-12-08T20:17:40.426793] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BJRI'.
[2025-12-08T20:17:40.427184] [INFO ] [FORECASTER] Starting predict_future for BJRI
[2025-12-08T20:17:40.428072] [DEBUG] [LOCAL     ] No optimal features file found for BJRI: ./output/feature-sets/BJRI.txt
[2025-12-08T20:17:40.428124] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:40.428170] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:40.428201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:40.428259] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:40.487693] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:40.488535] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:40.488638] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:40.488674] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:40.611403] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:40.611561] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:40.611622] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:40.611652] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:40.615102] [DEBUG] [FORECASTER] BJRI: Forecast T+1@11:T+2@11: DOWN (p=13.31%)
[2025-12-08T20:17:40.615423] [INFO ] [FORECASTER] Completed predict_future for BJRI
[2025-12-08T20:17:40.615556] [INFO ] [sig       ] BJRI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:17:40.757982] [INFO ] [LOCAL     ] Saved forecast: BJRI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BJRI.txt
[2025-12-08T20:17:40.758134] [INFO ] [sig       ] [453/3624] Completed BJRI in 0.3s | 2.90 sym/s | Total: 2.6m | ETA: 18.2m
[2025-12-08T20:17:40.758174] [INFO ] [sig       ] [454/3624] Forecasting BK...
[2025-12-08T20:17:40.758203] [INFO ] [sig       ] Generating forecast for: BK
[2025-12-08T20:17:40.758232] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BK' from 'https://tdm.silogroup.org/data/derivative_storage/BK.csv'.
[2025-12-08T20:17:40.770334] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BK'.
[2025-12-08T20:17:40.770740] [INFO ] [FORECASTER] Starting predict_future for BK
[2025-12-08T20:17:40.771601] [DEBUG] [LOCAL     ] No optimal features file found for BK: ./output/feature-sets/BK.txt
[2025-12-08T20:17:40.771654] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:40.771686] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:40.771713] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:40.771770] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:40.831619] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:40.832492] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:40.832597] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:40.832632] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:40.956287] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:40.956442] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:40.956483] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:40.956512] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:40.960148] [DEBUG] [FORECASTER] BK: Forecast T+1@11:T+2@11: UP (p=61.61%)
[2025-12-08T20:17:40.960451] [INFO ] [FORECASTER] Completed predict_future for BK
[2025-12-08T20:17:40.960601] [INFO ] [sig       ] BK: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:17:41.105150] [INFO ] [LOCAL     ] Saved forecast: BK	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/BK.txt
[2025-12-08T20:17:41.105296] [INFO ] [sig       ] [454/3624] Completed BK in 0.3s | 2.90 sym/s | Total: 2.6m | ETA: 18.2m
[2025-12-08T20:17:41.105336] [INFO ] [sig       ] [455/3624] Forecasting BKCH...
[2025-12-08T20:17:41.105366] [INFO ] [sig       ] Generating forecast for: BKCH
[2025-12-08T20:17:41.105395] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKCH' from 'https://tdm.silogroup.org/data/derivative_storage/BKCH.csv'.
[2025-12-08T20:17:41.117159] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKCH'.
[2025-12-08T20:17:41.117590] [INFO ] [FORECASTER] Starting predict_future for BKCH
[2025-12-08T20:17:41.118399] [DEBUG] [LOCAL     ] No optimal features file found for BKCH: ./output/feature-sets/BKCH.txt
[2025-12-08T20:17:41.118451] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:41.118482] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:41.118510] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:41.118568] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:41.176562] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:41.177513] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:41.177617] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:41.177656] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:41.295273] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:41.295444] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:41.295486] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:41.295514] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:41.299390] [DEBUG] [FORECASTER] BKCH: Forecast T+1@11:T+2@11: UP (p=95.48%)
[2025-12-08T20:17:41.299747] [INFO ] [FORECASTER] Completed predict_future for BKCH
[2025-12-08T20:17:41.299884] [INFO ] [sig       ] BKCH: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:17:41.442814] [INFO ] [LOCAL     ] Saved forecast: BKCH	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/BKCH.txt
[2025-12-08T20:17:41.442942] [INFO ] [sig       ] [455/3624] Completed BKCH in 0.3s | 2.90 sym/s | Total: 2.6m | ETA: 18.2m
[2025-12-08T20:17:41.442981] [INFO ] [sig       ] [456/3624] Forecasting BKD...
[2025-12-08T20:17:41.443009] [INFO ] [sig       ] Generating forecast for: BKD
[2025-12-08T20:17:41.443038] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKD' from 'https://tdm.silogroup.org/data/derivative_storage/BKD.csv'.
[2025-12-08T20:17:41.454860] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKD'.
[2025-12-08T20:17:41.455210] [INFO ] [FORECASTER] Starting predict_future for BKD
[2025-12-08T20:17:41.456015] [DEBUG] [LOCAL     ] No optimal features file found for BKD: ./output/feature-sets/BKD.txt
[2025-12-08T20:17:41.456065] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:41.456097] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:41.456124] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:41.456180] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:41.514705] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:41.515520] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:41.515621] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:41.515657] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:41.635407] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:41.635559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:41.635617] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:41.635649] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:41.639113] [DEBUG] [FORECASTER] BKD: Forecast T+1@11:T+2@11: DOWN (p=32.43%)
[2025-12-08T20:17:41.639392] [INFO ] [FORECASTER] Completed predict_future for BKD
[2025-12-08T20:17:41.639513] [INFO ] [sig       ] BKD: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:17:41.783609] [INFO ] [LOCAL     ] Saved forecast: BKD	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BKD.txt
[2025-12-08T20:17:41.783738] [INFO ] [sig       ] [456/3624] Completed BKD in 0.3s | 2.90 sym/s | Total: 2.6m | ETA: 18.2m
[2025-12-08T20:17:41.783778] [INFO ] [sig       ] [457/3624] Forecasting BKE...
[2025-12-08T20:17:41.783813] [INFO ] [sig       ] Generating forecast for: BKE
[2025-12-08T20:17:41.783844] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKE' from 'https://tdm.silogroup.org/data/derivative_storage/BKE.csv'.
[2025-12-08T20:17:41.795337] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKE'.
[2025-12-08T20:17:41.795708] [INFO ] [FORECASTER] Starting predict_future for BKE
[2025-12-08T20:17:41.796481] [DEBUG] [LOCAL     ] No optimal features file found for BKE: ./output/feature-sets/BKE.txt
[2025-12-08T20:17:41.796531] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:41.796562] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:41.796607] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:41.796663] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:41.853057] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:41.853729] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:41.853807] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:41.853840] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:41.973837] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:41.973987] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:41.974027] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:41.974056] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:41.977539] [DEBUG] [FORECASTER] BKE: Forecast T+1@11:T+2@11: DOWN (p=14.47%)
[2025-12-08T20:17:41.977836] [INFO ] [FORECASTER] Completed predict_future for BKE
[2025-12-08T20:17:41.977958] [INFO ] [sig       ] BKE: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:17:42.123421] [INFO ] [LOCAL     ] Saved forecast: BKE	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BKE.txt
[2025-12-08T20:17:42.123550] [INFO ] [sig       ] [457/3624] Completed BKE in 0.3s | 2.90 sym/s | Total: 2.6m | ETA: 18.2m
[2025-12-08T20:17:42.123613] [INFO ] [sig       ] [458/3624] Forecasting BKH...
[2025-12-08T20:17:42.123644] [INFO ] [sig       ] Generating forecast for: BKH
[2025-12-08T20:17:42.123674] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKH' from 'https://tdm.silogroup.org/data/derivative_storage/BKH.csv'.
[2025-12-08T20:17:42.135237] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKH'.
[2025-12-08T20:17:42.135607] [INFO ] [FORECASTER] Starting predict_future for BKH
[2025-12-08T20:17:42.136402] [DEBUG] [LOCAL     ] No optimal features file found for BKH: ./output/feature-sets/BKH.txt
[2025-12-08T20:17:42.136465] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:42.136505] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:42.136533] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:42.136615] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:42.195060] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:42.195760] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:42.195838] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:42.195871] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:42.315500] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:42.315690] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:42.315729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:42.315757] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:42.319124] [DEBUG] [FORECASTER] BKH: Forecast T+1@11:T+2@11: UP (p=56.56%)
[2025-12-08T20:17:42.319387] [INFO ] [FORECASTER] Completed predict_future for BKH
[2025-12-08T20:17:42.319503] [INFO ] [sig       ] BKH: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:17:42.464047] [INFO ] [LOCAL     ] Saved forecast: BKH	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/BKH.txt
[2025-12-08T20:17:42.464173] [INFO ] [sig       ] [458/3624] Completed BKH in 0.3s | 2.90 sym/s | Total: 2.6m | ETA: 18.2m
[2025-12-08T20:17:42.464237] [INFO ] [sig       ] [459/3624] Forecasting BKN...
[2025-12-08T20:17:42.464267] [INFO ] [sig       ] Generating forecast for: BKN
[2025-12-08T20:17:42.464296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKN' from 'https://tdm.silogroup.org/data/derivative_storage/BKN.csv'.
[2025-12-08T20:17:42.475954] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKN'.
[2025-12-08T20:17:42.476313] [INFO ] [FORECASTER] Starting predict_future for BKN
[2025-12-08T20:17:42.477142] [DEBUG] [LOCAL     ] No optimal features file found for BKN: ./output/feature-sets/BKN.txt
[2025-12-08T20:17:42.477194] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:42.477226] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:42.477254] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:42.477310] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:42.536310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:42.537211] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:42.537303] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:42.537348] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:42.655071] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:42.655225] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:42.655266] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:42.655296] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:42.658887] [DEBUG] [FORECASTER] BKN: Forecast T+1@11:T+2@11: UP (p=52.78%)
[2025-12-08T20:17:42.659180] [INFO ] [FORECASTER] Completed predict_future for BKN
[2025-12-08T20:17:42.659326] [INFO ] [sig       ] BKN: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:17:42.813819] [INFO ] [LOCAL     ] Saved forecast: BKN	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/BKN.txt
[2025-12-08T20:17:42.813946] [INFO ] [sig       ] [459/3624] Completed BKN in 0.3s | 2.90 sym/s | Total: 2.6m | ETA: 18.2m
[2025-12-08T20:17:42.813985] [INFO ] [sig       ] [460/3624] Forecasting BKNG...
[2025-12-08T20:17:42.814014] [INFO ] [sig       ] Generating forecast for: BKNG
[2025-12-08T20:17:42.814043] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKNG' from 'https://tdm.silogroup.org/data/derivative_storage/BKNG.csv'.
[2025-12-08T20:17:42.828144] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKNG'.
[2025-12-08T20:17:42.828504] [INFO ] [FORECASTER] Starting predict_future for BKNG
[2025-12-08T20:17:42.829293] [DEBUG] [LOCAL     ] No optimal features file found for BKNG: ./output/feature-sets/BKNG.txt
[2025-12-08T20:17:42.829343] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:42.829375] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:42.829401] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:42.829456] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:42.888510] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:42.889177] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:42.889251] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:42.889282] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:43.007332] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:43.007503] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:43.007541] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:43.007618] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:43.010886] [DEBUG] [FORECASTER] BKNG: Forecast T+1@11:T+2@11: DOWN (p=19.95%)
[2025-12-08T20:17:43.011152] [INFO ] [FORECASTER] Completed predict_future for BKNG
[2025-12-08T20:17:43.011270] [INFO ] [sig       ] BKNG: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:17:43.148167] [INFO ] [LOCAL     ] Saved forecast: BKNG	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BKNG.txt
[2025-12-08T20:17:43.148301] [INFO ] [sig       ] [460/3624] Completed BKNG in 0.3s | 2.90 sym/s | Total: 2.6m | ETA: 18.2m
[2025-12-08T20:17:43.148340] [INFO ] [sig       ] [461/3624] Forecasting BKSY...
[2025-12-08T20:17:43.148369] [INFO ] [sig       ] Generating forecast for: BKSY
[2025-12-08T20:17:43.148398] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKSY' from 'https://tdm.silogroup.org/data/derivative_storage/BKSY.csv'.
[2025-12-08T20:17:43.160235] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKSY'.
[2025-12-08T20:17:43.160609] [INFO ] [FORECASTER] Starting predict_future for BKSY
[2025-12-08T20:17:43.161373] [DEBUG] [LOCAL     ] No optimal features file found for BKSY: ./output/feature-sets/BKSY.txt
[2025-12-08T20:17:43.161422] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:43.161453] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:43.161480] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:43.161535] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:43.217041] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:43.217707] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:43.217780] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:43.217811] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:43.336472] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:43.336638] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:43.336677] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:43.336705] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:43.339963] [DEBUG] [FORECASTER] BKSY: Forecast T+1@11:T+2@11: UP (p=75.64%)
[2025-12-08T20:17:43.340232] [INFO ] [FORECASTER] Completed predict_future for BKSY
[2025-12-08T20:17:43.340350] [INFO ] [sig       ] BKSY: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:17:43.479985] [INFO ] [LOCAL     ] Saved forecast: BKSY	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/BKSY.txt
[2025-12-08T20:17:43.480152] [INFO ] [sig       ] [461/3624] Completed BKSY in 0.3s | 2.90 sym/s | Total: 2.6m | ETA: 18.2m
[2025-12-08T20:17:43.480194] [INFO ] [sig       ] [462/3624] Forecasting BL...
[2025-12-08T20:17:43.480229] [INFO ] [sig       ] Generating forecast for: BL
[2025-12-08T20:17:43.480259] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BL' from 'https://tdm.silogroup.org/data/derivative_storage/BL.csv'.
[2025-12-08T20:17:43.492996] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BL'.
[2025-12-08T20:17:43.493378] [INFO ] [FORECASTER] Starting predict_future for BL
[2025-12-08T20:17:43.494202] [DEBUG] [LOCAL     ] No optimal features file found for BL: ./output/feature-sets/BL.txt
[2025-12-08T20:17:43.494253] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:43.494285] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:43.494340] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:43.494408] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:43.553777] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:43.554592] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:43.554673] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:43.554706] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:43.676887] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:43.677034] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:43.677073] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:43.677102] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:43.680458] [DEBUG] [FORECASTER] BL: Forecast T+1@11:T+2@11: DOWN (p=27.90%)
[2025-12-08T20:17:43.680744] [INFO ] [FORECASTER] Completed predict_future for BL
[2025-12-08T20:17:43.680866] [INFO ] [sig       ] BL: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:17:43.819730] [INFO ] [LOCAL     ] Saved forecast: BL	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BL.txt
[2025-12-08T20:17:43.819863] [INFO ] [sig       ] [462/3624] Completed BL in 0.3s | 2.90 sym/s | Total: 2.7m | ETA: 18.2m
[2025-12-08T20:17:43.819903] [INFO ] [sig       ] [463/3624] Forecasting BLBD...
[2025-12-08T20:17:43.819933] [INFO ] [sig       ] Generating forecast for: BLBD
[2025-12-08T20:17:43.819963] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLBD' from 'https://tdm.silogroup.org/data/derivative_storage/BLBD.csv'.
[2025-12-08T20:17:43.831628] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLBD'.
[2025-12-08T20:17:43.831957] [INFO ] [FORECASTER] Starting predict_future for BLBD
[2025-12-08T20:17:43.832743] [DEBUG] [LOCAL     ] No optimal features file found for BLBD: ./output/feature-sets/BLBD.txt
[2025-12-08T20:17:43.832793] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:43.832824] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:43.832850] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:43.832909] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:43.889260] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:43.890007] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:43.890085] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:43.890117] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:44.010895] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:44.011047] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:44.011086] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:44.011116] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:44.014532] [DEBUG] [FORECASTER] BLBD: Forecast T+1@11:T+2@11: UP (p=98.94%)
[2025-12-08T20:17:44.014823] [INFO ] [FORECASTER] Completed predict_future for BLBD
[2025-12-08T20:17:44.014942] [INFO ] [sig       ] BLBD: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:17:44.153960] [INFO ] [LOCAL     ] Saved forecast: BLBD	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/BLBD.txt
[2025-12-08T20:17:44.154113] [INFO ] [sig       ] [463/3624] Completed BLBD in 0.3s | 2.90 sym/s | Total: 2.7m | ETA: 18.2m
[2025-12-08T20:17:44.154152] [INFO ] [sig       ] [464/3624] Forecasting BLCN...
[2025-12-08T20:17:44.154181] [INFO ] [sig       ] Generating forecast for: BLCN
[2025-12-08T20:17:44.154212] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLCN' from 'https://tdm.silogroup.org/data/derivative_storage/BLCN.csv'.
[2025-12-08T20:17:44.165666] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLCN'.
[2025-12-08T20:17:44.165986] [INFO ] [FORECASTER] Starting predict_future for BLCN
[2025-12-08T20:17:44.166925] [DEBUG] [LOCAL     ] No optimal features file found for BLCN: ./output/feature-sets/BLCN.txt
[2025-12-08T20:17:44.166975] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:44.167006] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:44.167032] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:44.167096] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:44.224259] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:44.225069] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:44.225148] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:44.225181] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:44.334317] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:44.334471] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:44.334517] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:44.334545] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:44.337907] [DEBUG] [FORECASTER] BLCN: Forecast T+1@11:T+2@11: UP (p=97.59%)
[2025-12-08T20:17:44.338188] [INFO ] [FORECASTER] Completed predict_future for BLCN
[2025-12-08T20:17:44.338313] [INFO ] [sig       ] BLCN: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:17:44.477820] [INFO ] [LOCAL     ] Saved forecast: BLCN	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/BLCN.txt
[2025-12-08T20:17:44.477948] [INFO ] [sig       ] [464/3624] Completed BLCN in 0.3s | 2.90 sym/s | Total: 2.7m | ETA: 18.2m
[2025-12-08T20:17:44.477986] [INFO ] [sig       ] [465/3624] Forecasting BLCO...
[2025-12-08T20:17:44.478015] [INFO ] [sig       ] Generating forecast for: BLCO
[2025-12-08T20:17:44.478044] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLCO' from 'https://tdm.silogroup.org/data/derivative_storage/BLCO.csv'.
[2025-12-08T20:17:44.489786] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLCO'.
[2025-12-08T20:17:44.490132] [INFO ] [FORECASTER] Starting predict_future for BLCO
[2025-12-08T20:17:44.490917] [DEBUG] [LOCAL     ] No optimal features file found for BLCO: ./output/feature-sets/BLCO.txt
[2025-12-08T20:17:44.490967] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:44.490997] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:44.491023] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:44.491082] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:44.547324] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:44.548106] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:44.548184] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:44.548222] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:44.673607] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:44.673766] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:44.673809] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:44.673838] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:44.678308] [DEBUG] [FORECASTER] BLCO: Forecast T+1@11:T+2@11: UP (p=85.64%)
[2025-12-08T20:17:44.678617] [INFO ] [FORECASTER] Completed predict_future for BLCO
[2025-12-08T20:17:44.678752] [INFO ] [sig       ] BLCO: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:17:44.818316] [INFO ] [LOCAL     ] Saved forecast: BLCO	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/BLCO.txt
[2025-12-08T20:17:44.818468] [INFO ] [sig       ] [465/3624] Completed BLCO in 0.3s | 2.90 sym/s | Total: 2.7m | ETA: 18.2m
[2025-12-08T20:17:44.818507] [INFO ] [sig       ] [466/3624] Forecasting BLD...
[2025-12-08T20:17:44.818537] [INFO ] [sig       ] Generating forecast for: BLD
[2025-12-08T20:17:44.818566] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLD' from 'https://tdm.silogroup.org/data/derivative_storage/BLD.csv'.
[2025-12-08T20:17:44.830814] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLD'.
[2025-12-08T20:17:44.831179] [INFO ] [FORECASTER] Starting predict_future for BLD
[2025-12-08T20:17:44.831999] [DEBUG] [LOCAL     ] No optimal features file found for BLD: ./output/feature-sets/BLD.txt
[2025-12-08T20:17:44.832062] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:44.832095] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:44.832122] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:44.832180] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:44.889816] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:44.890676] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:44.890771] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:44.890804] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:45.013397] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:45.013562] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:45.013619] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:45.013649] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:45.017091] [DEBUG] [FORECASTER] BLD: Forecast T+1@11:T+2@11: DOWN (p=1.51%)
[2025-12-08T20:17:45.017426] [INFO ] [FORECASTER] Completed predict_future for BLD
[2025-12-08T20:17:45.017553] [INFO ] [sig       ] BLD: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:17:45.158385] [INFO ] [LOCAL     ] Saved forecast: BLD	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BLD.txt
[2025-12-08T20:17:45.158539] [INFO ] [sig       ] [466/3624] Completed BLD in 0.3s | 2.90 sym/s | Total: 2.7m | ETA: 18.1m
[2025-12-08T20:17:45.158595] [INFO ] [sig       ] [467/3624] Forecasting BLDP...
[2025-12-08T20:17:45.158628] [INFO ] [sig       ] Generating forecast for: BLDP
[2025-12-08T20:17:45.158657] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLDP' from 'https://tdm.silogroup.org/data/derivative_storage/BLDP.csv'.
[2025-12-08T20:17:45.170932] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLDP'.
[2025-12-08T20:17:45.171317] [INFO ] [FORECASTER] Starting predict_future for BLDP
[2025-12-08T20:17:45.172228] [DEBUG] [LOCAL     ] No optimal features file found for BLDP: ./output/feature-sets/BLDP.txt
[2025-12-08T20:17:45.172281] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:45.172313] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:45.172340] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:45.172396] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:45.229653] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:45.230477] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:45.230555] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:45.230606] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:45.350013] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:45.350161] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:45.350198] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:45.350226] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:45.353485] [DEBUG] [FORECASTER] BLDP: Forecast T+1@11:T+2@11: UP (p=71.47%)
[2025-12-08T20:17:45.353769] [INFO ] [FORECASTER] Completed predict_future for BLDP
[2025-12-08T20:17:45.353886] [INFO ] [sig       ] BLDP: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:17:45.492384] [INFO ] [LOCAL     ] Saved forecast: BLDP	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/BLDP.txt
[2025-12-08T20:17:45.492507] [INFO ] [sig       ] [467/3624] Completed BLDP in 0.3s | 2.90 sym/s | Total: 2.7m | ETA: 18.1m
[2025-12-08T20:17:45.492544] [INFO ] [sig       ] [468/3624] Forecasting BLE...
[2025-12-08T20:17:45.492589] [INFO ] [sig       ] Generating forecast for: BLE
[2025-12-08T20:17:45.492621] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLE' from 'https://tdm.silogroup.org/data/derivative_storage/BLE.csv'.
[2025-12-08T20:17:45.504064] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLE'.
[2025-12-08T20:17:45.504433] [INFO ] [FORECASTER] Starting predict_future for BLE
[2025-12-08T20:17:45.505238] [DEBUG] [LOCAL     ] No optimal features file found for BLE: ./output/feature-sets/BLE.txt
[2025-12-08T20:17:45.505287] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:45.505318] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:45.505344] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:45.505399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:45.568762] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:45.569945] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:45.570046] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:45.570095] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:45.688541] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:45.688709] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:45.688747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:45.688774] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:45.692039] [DEBUG] [FORECASTER] BLE: Forecast T+1@11:T+2@11: DOWN (p=9.09%)
[2025-12-08T20:17:45.692312] [INFO ] [FORECASTER] Completed predict_future for BLE
[2025-12-08T20:17:45.692432] [INFO ] [sig       ] BLE: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:17:45.830674] [INFO ] [LOCAL     ] Saved forecast: BLE	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BLE.txt
[2025-12-08T20:17:45.830800] [INFO ] [sig       ] [468/3624] Completed BLE in 0.3s | 2.90 sym/s | Total: 2.7m | ETA: 18.1m
[2025-12-08T20:17:45.830840] [INFO ] [sig       ] [469/3624] Forecasting BLFS...
[2025-12-08T20:17:45.830869] [INFO ] [sig       ] Generating forecast for: BLFS
[2025-12-08T20:17:45.830898] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLFS' from 'https://tdm.silogroup.org/data/derivative_storage/BLFS.csv'.
[2025-12-08T20:17:45.842949] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLFS'.
[2025-12-08T20:17:45.843305] [INFO ] [FORECASTER] Starting predict_future for BLFS
[2025-12-08T20:17:45.844169] [DEBUG] [LOCAL     ] No optimal features file found for BLFS: ./output/feature-sets/BLFS.txt
[2025-12-08T20:17:45.844220] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:45.844252] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:45.844279] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:45.844335] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:45.900501] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:45.901273] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:45.901352] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:45.901385] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:46.018174] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:46.018324] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:46.018361] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:46.018389] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:46.021671] [DEBUG] [FORECASTER] BLFS: Forecast T+1@11:T+2@11: DOWN (p=9.72%)
[2025-12-08T20:17:46.021941] [INFO ] [FORECASTER] Completed predict_future for BLFS
[2025-12-08T20:17:46.022058] [INFO ] [sig       ] BLFS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:17:46.167122] [INFO ] [LOCAL     ] Saved forecast: BLFS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BLFS.txt
[2025-12-08T20:17:46.167260] [INFO ] [sig       ] [469/3624] Completed BLFS in 0.3s | 2.90 sym/s | Total: 2.7m | ETA: 18.1m
[2025-12-08T20:17:46.167299] [INFO ] [sig       ] [470/3624] Forecasting BLFY...
[2025-12-08T20:17:46.167329] [INFO ] [sig       ] Generating forecast for: BLFY
[2025-12-08T20:17:46.167357] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLFY' from 'https://tdm.silogroup.org/data/derivative_storage/BLFY.csv'.
[2025-12-08T20:17:46.179047] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLFY'.
[2025-12-08T20:17:46.179399] [INFO ] [FORECASTER] Starting predict_future for BLFY
[2025-12-08T20:17:46.180221] [DEBUG] [LOCAL     ] No optimal features file found for BLFY: ./output/feature-sets/BLFY.txt
[2025-12-08T20:17:46.180271] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:46.180303] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:46.180329] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:46.180383] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:46.236526] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:46.237251] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:46.237338] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:46.237371] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:46.357102] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:46.357251] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:46.357292] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:46.357322] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:46.360682] [DEBUG] [FORECASTER] BLFY: Forecast T+1@11:T+2@11: UP (p=75.30%)
[2025-12-08T20:17:46.360949] [INFO ] [FORECASTER] Completed predict_future for BLFY
[2025-12-08T20:17:46.361068] [INFO ] [sig       ] BLFY: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:17:46.507781] [INFO ] [LOCAL     ] Saved forecast: BLFY	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/BLFY.txt
[2025-12-08T20:17:46.507930] [INFO ] [sig       ] [470/3624] Completed BLFY in 0.3s | 2.90 sym/s | Total: 2.7m | ETA: 18.1m
[2025-12-08T20:17:46.507970] [INFO ] [sig       ] [471/3624] Forecasting BLK...
[2025-12-08T20:17:46.507999] [INFO ] [sig       ] Generating forecast for: BLK
[2025-12-08T20:17:46.508029] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLK' from 'https://tdm.silogroup.org/data/derivative_storage/BLK.csv'.
[2025-12-08T20:17:46.520106] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLK'.
[2025-12-08T20:17:46.520461] [INFO ] [FORECASTER] Starting predict_future for BLK
[2025-12-08T20:17:46.521295] [DEBUG] [LOCAL     ] No optimal features file found for BLK: ./output/feature-sets/BLK.txt
[2025-12-08T20:17:46.521347] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:46.521380] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:46.521407] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:46.521463] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:46.579938] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:46.580759] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:46.580838] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:46.580870] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:46.703244] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:46.703391] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:46.703432] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:46.703460] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:46.706872] [DEBUG] [FORECASTER] BLK: Forecast T+1@11:T+2@11: UP (p=69.36%)
[2025-12-08T20:17:46.707166] [INFO ] [FORECASTER] Completed predict_future for BLK
[2025-12-08T20:17:46.707287] [INFO ] [sig       ] BLK: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:17:46.851468] [INFO ] [LOCAL     ] Saved forecast: BLK	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/BLK.txt
[2025-12-08T20:17:46.851611] [INFO ] [sig       ] [471/3624] Completed BLK in 0.3s | 2.90 sym/s | Total: 2.7m | ETA: 18.1m
[2025-12-08T20:17:46.851652] [INFO ] [sig       ] [472/3624] Forecasting BLKB...
[2025-12-08T20:17:46.851681] [INFO ] [sig       ] Generating forecast for: BLKB
[2025-12-08T20:17:46.851710] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLKB' from 'https://tdm.silogroup.org/data/derivative_storage/BLKB.csv'.
[2025-12-08T20:17:46.863647] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLKB'.
[2025-12-08T20:17:46.863996] [INFO ] [FORECASTER] Starting predict_future for BLKB
[2025-12-08T20:17:46.864825] [DEBUG] [LOCAL     ] No optimal features file found for BLKB: ./output/feature-sets/BLKB.txt
[2025-12-08T20:17:46.864875] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:46.864907] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:46.864934] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:46.864991] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:46.922780] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:46.923541] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:46.923675] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:46.923733] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:47.040721] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:47.040866] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:47.040909] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:47.040938] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:47.044219] [DEBUG] [FORECASTER] BLKB: Forecast T+1@11:T+2@11: UP (p=82.17%)
[2025-12-08T20:17:47.044485] [INFO ] [FORECASTER] Completed predict_future for BLKB
[2025-12-08T20:17:47.044631] [INFO ] [sig       ] BLKB: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:17:47.184233] [INFO ] [LOCAL     ] Saved forecast: BLKB	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/BLKB.txt
[2025-12-08T20:17:47.184374] [INFO ] [sig       ] [472/3624] Completed BLKB in 0.3s | 2.90 sym/s | Total: 2.7m | ETA: 18.1m
[2025-12-08T20:17:47.184415] [INFO ] [sig       ] [473/3624] Forecasting BLMN...
[2025-12-08T20:17:47.184445] [INFO ] [sig       ] Generating forecast for: BLMN
[2025-12-08T20:17:47.184480] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLMN' from 'https://tdm.silogroup.org/data/derivative_storage/BLMN.csv'.
[2025-12-08T20:17:47.196840] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLMN'.
[2025-12-08T20:17:47.197219] [INFO ] [FORECASTER] Starting predict_future for BLMN
[2025-12-08T20:17:47.198134] [DEBUG] [LOCAL     ] No optimal features file found for BLMN: ./output/feature-sets/BLMN.txt
[2025-12-08T20:17:47.198195] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:47.198231] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:47.198258] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:47.198316] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:47.257475] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:47.258221] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:47.258302] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:47.258333] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:47.380453] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:47.380638] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:47.380695] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:47.380725] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:47.384202] [DEBUG] [FORECASTER] BLMN: Forecast T+1@11:T+2@11: DOWN (p=10.44%)
[2025-12-08T20:17:47.384478] [INFO ] [FORECASTER] Completed predict_future for BLMN
[2025-12-08T20:17:47.384619] [INFO ] [sig       ] BLMN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:17:47.520963] [INFO ] [LOCAL     ] Saved forecast: BLMN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BLMN.txt
[2025-12-08T20:17:47.521093] [INFO ] [sig       ] [473/3624] Completed BLMN in 0.3s | 2.90 sym/s | Total: 2.7m | ETA: 18.1m
[2025-12-08T20:17:47.521132] [INFO ] [sig       ] [474/3624] Forecasting BLND...
[2025-12-08T20:17:47.521161] [INFO ] [sig       ] Generating forecast for: BLND
[2025-12-08T20:17:47.521190] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLND' from 'https://tdm.silogroup.org/data/derivative_storage/BLND.csv'.
[2025-12-08T20:17:47.532605] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLND'.
[2025-12-08T20:17:47.532920] [INFO ] [FORECASTER] Starting predict_future for BLND
[2025-12-08T20:17:47.533694] [DEBUG] [LOCAL     ] No optimal features file found for BLND: ./output/feature-sets/BLND.txt
[2025-12-08T20:17:47.533744] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:47.533775] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:47.533801] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:47.533860] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:47.591857] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:47.592689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:47.592773] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:47.592806] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:47.714293] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:47.714445] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:47.714484] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:47.714513] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:47.717930] [DEBUG] [FORECASTER] BLND: Forecast T+1@11:T+2@11: UP (p=93.60%)
[2025-12-08T20:17:47.718221] [INFO ] [FORECASTER] Completed predict_future for BLND
[2025-12-08T20:17:47.718346] [INFO ] [sig       ] BLND: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:17:47.854467] [INFO ] [LOCAL     ] Saved forecast: BLND	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/BLND.txt
[2025-12-08T20:17:47.854614] [INFO ] [sig       ] [474/3624] Completed BLND in 0.3s | 2.90 sym/s | Total: 2.7m | ETA: 18.1m
[2025-12-08T20:17:47.854654] [INFO ] [sig       ] [475/3624] Forecasting BLNK...
[2025-12-08T20:17:47.854683] [INFO ] [sig       ] Generating forecast for: BLNK
[2025-12-08T20:17:47.854713] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLNK' from 'https://tdm.silogroup.org/data/derivative_storage/BLNK.csv'.
[2025-12-08T20:17:47.866453] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLNK'.
[2025-12-08T20:17:47.866836] [INFO ] [FORECASTER] Starting predict_future for BLNK
[2025-12-08T20:17:47.867651] [DEBUG] [LOCAL     ] No optimal features file found for BLNK: ./output/feature-sets/BLNK.txt
[2025-12-08T20:17:47.867701] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:47.867732] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:47.867758] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:47.867813] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:47.923305] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:47.924141] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:47.924219] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:47.924250] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:48.047841] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:48.048010] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:48.048056] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:48.048091] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:48.051476] [DEBUG] [FORECASTER] BLNK: Forecast T+1@11:T+2@11: DOWN (p=22.62%)
[2025-12-08T20:17:48.051773] [INFO ] [FORECASTER] Completed predict_future for BLNK
[2025-12-08T20:17:48.051899] [INFO ] [sig       ] BLNK: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:17:48.189837] [INFO ] [LOCAL     ] Saved forecast: BLNK	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BLNK.txt
[2025-12-08T20:17:48.189997] [INFO ] [sig       ] [475/3624] Completed BLNK in 0.3s | 2.90 sym/s | Total: 2.7m | ETA: 18.1m
[2025-12-08T20:17:48.190062] [INFO ] [sig       ] [476/3624] Forecasting BLRX...
[2025-12-08T20:17:48.190113] [INFO ] [sig       ] Generating forecast for: BLRX
[2025-12-08T20:17:48.190153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLRX' from 'https://tdm.silogroup.org/data/derivative_storage/BLRX.csv'.
[2025-12-08T20:17:48.202529] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLRX'.
[2025-12-08T20:17:48.202932] [INFO ] [FORECASTER] Starting predict_future for BLRX
[2025-12-08T20:17:48.203720] [DEBUG] [LOCAL     ] No optimal features file found for BLRX: ./output/feature-sets/BLRX.txt
[2025-12-08T20:17:48.203770] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:48.203801] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:48.203827] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:48.203883] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:48.261568] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:48.262304] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:48.262386] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:48.262419] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:48.379584] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:48.379729] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:48.379767] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:48.379795] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:48.383034] [DEBUG] [FORECASTER] BLRX: Forecast T+1@11:T+2@11: UP (p=73.71%)
[2025-12-08T20:17:48.383305] [INFO ] [FORECASTER] Completed predict_future for BLRX
[2025-12-08T20:17:48.383425] [INFO ] [sig       ] BLRX: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:17:48.521717] [INFO ] [LOCAL     ] Saved forecast: BLRX	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/BLRX.txt
[2025-12-08T20:17:48.521850] [INFO ] [sig       ] [476/3624] Completed BLRX in 0.3s | 2.90 sym/s | Total: 2.7m | ETA: 18.1m
[2025-12-08T20:17:48.521887] [INFO ] [sig       ] [477/3624] Forecasting BLTE...
[2025-12-08T20:17:48.521916] [INFO ] [sig       ] Generating forecast for: BLTE
[2025-12-08T20:17:48.521947] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLTE' from 'https://tdm.silogroup.org/data/derivative_storage/BLTE.csv'.
[2025-12-08T20:17:48.533655] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLTE'.
[2025-12-08T20:17:48.534005] [INFO ] [FORECASTER] Starting predict_future for BLTE
[2025-12-08T20:17:48.534865] [DEBUG] [LOCAL     ] No optimal features file found for BLTE: ./output/feature-sets/BLTE.txt
[2025-12-08T20:17:48.534916] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:48.534958] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:48.534986] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:48.535043] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:48.592831] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:48.593609] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:48.593688] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:48.593721] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:48.711142] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:48.711303] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:48.711346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:48.711377] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:48.714819] [DEBUG] [FORECASTER] BLTE: Forecast T+1@11:T+2@11: UP (p=70.68%)
[2025-12-08T20:17:48.715087] [INFO ] [FORECASTER] Completed predict_future for BLTE
[2025-12-08T20:17:48.715215] [INFO ] [sig       ] BLTE: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:17:48.856039] [INFO ] [LOCAL     ] Saved forecast: BLTE	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/BLTE.txt
[2025-12-08T20:17:48.856188] [INFO ] [sig       ] [477/3624] Completed BLTE in 0.3s | 2.90 sym/s | Total: 2.7m | ETA: 18.1m
[2025-12-08T20:17:48.856227] [INFO ] [sig       ] [478/3624] Forecasting BLX...
[2025-12-08T20:17:48.856257] [INFO ] [sig       ] Generating forecast for: BLX
[2025-12-08T20:17:48.856287] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLX' from 'https://tdm.silogroup.org/data/derivative_storage/BLX.csv'.
[2025-12-08T20:17:48.872445] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLX'.
[2025-12-08T20:17:48.872906] [INFO ] [FORECASTER] Starting predict_future for BLX
[2025-12-08T20:17:48.873699] [DEBUG] [LOCAL     ] No optimal features file found for BLX: ./output/feature-sets/BLX.txt
[2025-12-08T20:17:48.873749] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:48.873781] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:48.873807] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:48.873862] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:48.928993] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:48.929773] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:48.929848] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:48.929880] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:49.051252] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:49.051402] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:49.051440] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:49.051468] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:49.054717] [DEBUG] [FORECASTER] BLX: Forecast T+1@11:T+2@11: DOWN (p=49.85%)
[2025-12-08T20:17:49.054983] [INFO ] [FORECASTER] Completed predict_future for BLX
[2025-12-08T20:17:49.055103] [INFO ] [sig       ] BLX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:17:49.194455] [INFO ] [LOCAL     ] Saved forecast: BLX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BLX.txt
[2025-12-08T20:17:49.194601] [INFO ] [sig       ] [478/3624] Completed BLX in 0.3s | 2.90 sym/s | Total: 2.7m | ETA: 18.1m
[2025-12-08T20:17:49.194641] [INFO ] [sig       ] [479/3624] Forecasting BLZE...
[2025-12-08T20:17:49.194671] [INFO ] [sig       ] Generating forecast for: BLZE
[2025-12-08T20:17:49.194701] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLZE' from 'https://tdm.silogroup.org/data/derivative_storage/BLZE.csv'.
[2025-12-08T20:17:49.206485] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLZE'.
[2025-12-08T20:17:49.206891] [INFO ] [FORECASTER] Starting predict_future for BLZE
[2025-12-08T20:17:49.207709] [DEBUG] [LOCAL     ] No optimal features file found for BLZE: ./output/feature-sets/BLZE.txt
[2025-12-08T20:17:49.207758] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:49.207812] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:49.207841] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:49.207915] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:49.268610] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:49.269396] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:49.269486] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:49.269521] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:49.393685] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:49.393869] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:49.393937] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:49.393985] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:49.398023] [DEBUG] [FORECASTER] BLZE: Forecast T+1@11:T+2@11: DOWN (p=29.26%)
[2025-12-08T20:17:49.398307] [INFO ] [FORECASTER] Completed predict_future for BLZE
[2025-12-08T20:17:49.398434] [INFO ] [sig       ] BLZE: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:17:49.547326] [INFO ] [LOCAL     ] Saved forecast: BLZE	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BLZE.txt
[2025-12-08T20:17:49.547529] [INFO ] [sig       ] [479/3624] Completed BLZE in 0.4s | 2.90 sym/s | Total: 2.8m | ETA: 18.1m
[2025-12-08T20:17:49.547587] [INFO ] [sig       ] [480/3624] Forecasting BMA...
[2025-12-08T20:17:49.547621] [INFO ] [sig       ] Generating forecast for: BMA
[2025-12-08T20:17:49.547661] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMA' from 'https://tdm.silogroup.org/data/derivative_storage/BMA.csv'.
[2025-12-08T20:17:49.560095] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMA'.
[2025-12-08T20:17:49.560531] [INFO ] [FORECASTER] Starting predict_future for BMA
[2025-12-08T20:17:49.561355] [DEBUG] [LOCAL     ] No optimal features file found for BMA: ./output/feature-sets/BMA.txt
[2025-12-08T20:17:49.561407] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:49.561438] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:49.561464] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:49.561524] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:49.618158] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:49.619037] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:49.619120] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:49.619153] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:49.735530] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:49.735701] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:49.735741] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:49.735769] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:49.739128] [DEBUG] [FORECASTER] BMA: Forecast T+1@11:T+2@11: DOWN (p=4.42%)
[2025-12-08T20:17:49.739442] [INFO ] [FORECASTER] Completed predict_future for BMA
[2025-12-08T20:17:49.739616] [INFO ] [sig       ] BMA: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:17:49.921406] [INFO ] [LOCAL     ] Saved forecast: BMA	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BMA.txt
[2025-12-08T20:17:49.921660] [INFO ] [sig       ] [480/3624] Completed BMA in 0.4s | 2.90 sym/s | Total: 2.8m | ETA: 18.1m
[2025-12-08T20:17:49.921732] [INFO ] [sig       ] [481/3624] Forecasting BMBL...
[2025-12-08T20:17:49.921781] [INFO ] [sig       ] Generating forecast for: BMBL
[2025-12-08T20:17:49.921828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMBL' from 'https://tdm.silogroup.org/data/derivative_storage/BMBL.csv'.
[2025-12-08T20:17:49.944536] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMBL'.
[2025-12-08T20:17:49.945084] [INFO ] [FORECASTER] Starting predict_future for BMBL
[2025-12-08T20:17:49.946346] [DEBUG] [LOCAL     ] No optimal features file found for BMBL: ./output/feature-sets/BMBL.txt
[2025-12-08T20:17:49.946417] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:49.946468] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:49.946512] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:49.946630] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:50.032812] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:50.034105] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:50.034236] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:50.034291] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:50.194297] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:50.194478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:50.194523] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:50.194556] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:50.199514] [DEBUG] [FORECASTER] BMBL: Forecast T+1@11:T+2@11: DOWN (p=1.30%)
[2025-12-08T20:17:50.200091] [INFO ] [FORECASTER] Completed predict_future for BMBL
[2025-12-08T20:17:50.200314] [INFO ] [sig       ] BMBL: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:17:50.396157] [INFO ] [LOCAL     ] Saved forecast: BMBL	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BMBL.txt
[2025-12-08T20:17:50.396340] [INFO ] [sig       ] [481/3624] Completed BMBL in 0.5s | 2.90 sym/s | Total: 2.8m | ETA: 18.1m
[2025-12-08T20:17:50.396386] [INFO ] [sig       ] [482/3624] Forecasting BME...
[2025-12-08T20:17:50.396416] [INFO ] [sig       ] Generating forecast for: BME
[2025-12-08T20:17:50.396447] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BME' from 'https://tdm.silogroup.org/data/derivative_storage/BME.csv'.
[2025-12-08T20:17:50.411438] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BME'.
[2025-12-08T20:17:50.411933] [INFO ] [FORECASTER] Starting predict_future for BME
[2025-12-08T20:17:50.413004] [DEBUG] [LOCAL     ] No optimal features file found for BME: ./output/feature-sets/BME.txt
[2025-12-08T20:17:50.413063] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:50.413096] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:50.413122] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:50.413179] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:50.476129] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:50.477037] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:50.477124] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:50.477158] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:50.601257] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:50.601439] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:50.601509] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:50.601598] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:50.605313] [DEBUG] [FORECASTER] BME: Forecast T+1@11:T+2@11: UP (p=80.27%)
[2025-12-08T20:17:50.605660] [INFO ] [FORECASTER] Completed predict_future for BME
[2025-12-08T20:17:50.605806] [INFO ] [sig       ] BME: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:17:50.749280] [INFO ] [LOCAL     ] Saved forecast: BME	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/BME.txt
[2025-12-08T20:17:50.749424] [INFO ] [sig       ] [482/3624] Completed BME in 0.4s | 2.90 sym/s | Total: 2.8m | ETA: 18.1m
[2025-12-08T20:17:50.749465] [INFO ] [sig       ] [483/3624] Forecasting BMEZ...
[2025-12-08T20:17:50.749497] [INFO ] [sig       ] Generating forecast for: BMEZ
[2025-12-08T20:17:50.749528] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMEZ' from 'https://tdm.silogroup.org/data/derivative_storage/BMEZ.csv'.
[2025-12-08T20:17:50.761707] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMEZ'.
[2025-12-08T20:17:50.762058] [INFO ] [FORECASTER] Starting predict_future for BMEZ
[2025-12-08T20:17:50.762906] [DEBUG] [LOCAL     ] No optimal features file found for BMEZ: ./output/feature-sets/BMEZ.txt
[2025-12-08T20:17:50.762960] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:50.762994] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:50.763022] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:50.763078] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:50.823334] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:50.824081] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:50.824159] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:50.824192] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:50.943871] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:50.944026] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:50.944065] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:50.944093] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:50.947427] [DEBUG] [FORECASTER] BMEZ: Forecast T+1@11:T+2@11: DOWN (p=47.87%)
[2025-12-08T20:17:50.947747] [INFO ] [FORECASTER] Completed predict_future for BMEZ
[2025-12-08T20:17:50.947872] [INFO ] [sig       ] BMEZ: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:17:51.102752] [INFO ] [LOCAL     ] Saved forecast: BMEZ	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BMEZ.txt
[2025-12-08T20:17:51.102894] [INFO ] [sig       ] [483/3624] Completed BMEZ in 0.4s | 2.90 sym/s | Total: 2.8m | ETA: 18.1m
[2025-12-08T20:17:51.102935] [INFO ] [sig       ] [484/3624] Forecasting BMI...
[2025-12-08T20:17:51.102966] [INFO ] [sig       ] Generating forecast for: BMI
[2025-12-08T20:17:51.102997] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMI' from 'https://tdm.silogroup.org/data/derivative_storage/BMI.csv'.
[2025-12-08T20:17:51.115137] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMI'.
[2025-12-08T20:17:51.115491] [INFO ] [FORECASTER] Starting predict_future for BMI
[2025-12-08T20:17:51.116287] [DEBUG] [LOCAL     ] No optimal features file found for BMI: ./output/feature-sets/BMI.txt
[2025-12-08T20:17:51.116339] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:51.116371] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:51.116398] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:51.116456] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:51.176764] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:51.177489] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:51.177599] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:51.177639] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:51.296009] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:51.296160] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:51.296199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:51.296245] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:51.299622] [DEBUG] [FORECASTER] BMI: Forecast T+1@11:T+2@11: UP (p=61.24%)
[2025-12-08T20:17:51.299891] [INFO ] [FORECASTER] Completed predict_future for BMI
[2025-12-08T20:17:51.300014] [INFO ] [sig       ] BMI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:17:51.441119] [INFO ] [LOCAL     ] Saved forecast: BMI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/BMI.txt
[2025-12-08T20:17:51.441261] [INFO ] [sig       ] [484/3624] Completed BMI in 0.3s | 2.90 sym/s | Total: 2.8m | ETA: 18.1m
[2025-12-08T20:17:51.441300] [INFO ] [sig       ] [485/3624] Forecasting BMO...
[2025-12-08T20:17:51.441329] [INFO ] [sig       ] Generating forecast for: BMO
[2025-12-08T20:17:51.441361] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMO' from 'https://tdm.silogroup.org/data/derivative_storage/BMO.csv'.
[2025-12-08T20:17:51.453836] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMO'.
[2025-12-08T20:17:51.454171] [INFO ] [FORECASTER] Starting predict_future for BMO
[2025-12-08T20:17:51.454994] [DEBUG] [LOCAL     ] No optimal features file found for BMO: ./output/feature-sets/BMO.txt
[2025-12-08T20:17:51.455043] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:51.455074] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:51.455099] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:51.455152] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:51.510058] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:51.510662] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:51.510736] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:51.510766] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:51.633148] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:51.633277] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:51.633313] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:51.633339] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:51.636529] [DEBUG] [FORECASTER] BMO: Forecast T+1@11:T+2@11: UP (p=58.79%)
[2025-12-08T20:17:51.636818] [INFO ] [FORECASTER] Completed predict_future for BMO
[2025-12-08T20:17:51.636938] [INFO ] [sig       ] BMO: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:17:51.775683] [INFO ] [LOCAL     ] Saved forecast: BMO	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/BMO.txt
[2025-12-08T20:17:51.775802] [INFO ] [sig       ] [485/3624] Completed BMO in 0.3s | 2.90 sym/s | Total: 2.8m | ETA: 18.0m
[2025-12-08T20:17:51.775840] [INFO ] [sig       ] [486/3624] Forecasting BMRA...
[2025-12-08T20:17:51.775868] [INFO ] [sig       ] Generating forecast for: BMRA
[2025-12-08T20:17:51.775898] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMRA' from 'https://tdm.silogroup.org/data/derivative_storage/BMRA.csv'.
[2025-12-08T20:17:51.788287] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMRA'.
[2025-12-08T20:17:51.788836] [INFO ] [FORECASTER] Starting predict_future for BMRA
[2025-12-08T20:17:51.789834] [DEBUG] [LOCAL     ] No optimal features file found for BMRA: ./output/feature-sets/BMRA.txt
[2025-12-08T20:17:51.789883] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:51.789915] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:51.789941] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:51.789996] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:51.846990] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:51.847604] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:51.847679] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:51.847741] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:51.960018] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:51.960164] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:51.960201] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:51.960228] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:51.963455] [DEBUG] [FORECASTER] BMRA: Forecast T+1@11:T+2@11: UP (p=77.67%)
[2025-12-08T20:17:51.963736] [INFO ] [FORECASTER] Completed predict_future for BMRA
[2025-12-08T20:17:51.963853] [INFO ] [sig       ] BMRA: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:17:52.099951] [INFO ] [LOCAL     ] Saved forecast: BMRA	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/BMRA.txt
[2025-12-08T20:17:52.100077] [INFO ] [sig       ] [486/3624] Completed BMRA in 0.3s | 2.90 sym/s | Total: 2.8m | ETA: 18.0m
[2025-12-08T20:17:52.100116] [INFO ] [sig       ] [487/3624] Forecasting BMRC...
[2025-12-08T20:17:52.100145] [INFO ] [sig       ] Generating forecast for: BMRC
[2025-12-08T20:17:52.100176] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMRC' from 'https://tdm.silogroup.org/data/derivative_storage/BMRC.csv'.
[2025-12-08T20:17:52.112401] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMRC'.
[2025-12-08T20:17:52.112797] [INFO ] [FORECASTER] Starting predict_future for BMRC
[2025-12-08T20:17:52.113591] [DEBUG] [LOCAL     ] No optimal features file found for BMRC: ./output/feature-sets/BMRC.txt
[2025-12-08T20:17:52.113643] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:52.113674] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:52.113700] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:52.113754] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:52.168400] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:52.169017] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:52.169092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:52.169122] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:52.287218] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:52.287347] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:52.287408] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:52.287439] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:52.290634] [DEBUG] [FORECASTER] BMRC: Forecast T+1@11:T+2@11: UP (p=63.75%)
[2025-12-08T20:17:52.290895] [INFO ] [FORECASTER] Completed predict_future for BMRC
[2025-12-08T20:17:52.291011] [INFO ] [sig       ] BMRC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:17:52.431031] [INFO ] [LOCAL     ] Saved forecast: BMRC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/BMRC.txt
[2025-12-08T20:17:52.431154] [INFO ] [sig       ] [487/3624] Completed BMRC in 0.3s | 2.90 sym/s | Total: 2.8m | ETA: 18.0m
[2025-12-08T20:17:52.431192] [INFO ] [sig       ] [488/3624] Forecasting BMRN...
[2025-12-08T20:17:52.431221] [INFO ] [sig       ] Generating forecast for: BMRN
[2025-12-08T20:17:52.431251] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMRN' from 'https://tdm.silogroup.org/data/derivative_storage/BMRN.csv'.
[2025-12-08T20:17:52.443195] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMRN'.
[2025-12-08T20:17:52.443520] [INFO ] [FORECASTER] Starting predict_future for BMRN
[2025-12-08T20:17:52.444291] [DEBUG] [LOCAL     ] No optimal features file found for BMRN: ./output/feature-sets/BMRN.txt
[2025-12-08T20:17:52.444341] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:52.444372] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:52.444411] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:52.444468] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:52.500393] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:52.501007] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:52.501082] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:52.501112] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:52.610707] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:52.610857] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:52.610895] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:52.610924] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:52.614160] [DEBUG] [FORECASTER] BMRN: Forecast T+1@11:T+2@11: UP (p=92.78%)
[2025-12-08T20:17:52.614418] [INFO ] [FORECASTER] Completed predict_future for BMRN
[2025-12-08T20:17:52.614533] [INFO ] [sig       ] BMRN: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:17:52.751489] [INFO ] [LOCAL     ] Saved forecast: BMRN	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/BMRN.txt
[2025-12-08T20:17:52.751630] [INFO ] [sig       ] [488/3624] Completed BMRN in 0.3s | 2.90 sym/s | Total: 2.8m | ETA: 18.0m
[2025-12-08T20:17:52.751670] [INFO ] [sig       ] [489/3624] Forecasting BMY...
[2025-12-08T20:17:52.751699] [INFO ] [sig       ] Generating forecast for: BMY
[2025-12-08T20:17:52.751727] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMY' from 'https://tdm.silogroup.org/data/derivative_storage/BMY.csv'.
[2025-12-08T20:17:52.763608] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMY'.
[2025-12-08T20:17:52.763946] [INFO ] [FORECASTER] Starting predict_future for BMY
[2025-12-08T20:17:52.764721] [DEBUG] [LOCAL     ] No optimal features file found for BMY: ./output/feature-sets/BMY.txt
[2025-12-08T20:17:52.764770] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:52.764801] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:52.764829] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:52.764884] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:52.819959] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:52.820599] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:52.820691] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:52.820723] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:52.939879] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:52.940038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:52.940077] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:52.940105] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:52.943350] [DEBUG] [FORECASTER] BMY: Forecast T+1@11:T+2@11: DOWN (p=39.95%)
[2025-12-08T20:17:52.943686] [INFO ] [FORECASTER] Completed predict_future for BMY
[2025-12-08T20:17:52.943804] [INFO ] [sig       ] BMY: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:17:53.084377] [INFO ] [LOCAL     ] Saved forecast: BMY	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BMY.txt
[2025-12-08T20:17:53.084515] [INFO ] [sig       ] [489/3624] Completed BMY in 0.3s | 2.90 sym/s | Total: 2.8m | ETA: 18.0m
[2025-12-08T20:17:53.084553] [INFO ] [sig       ] [490/3624] Forecasting BN...
[2025-12-08T20:17:53.084601] [INFO ] [sig       ] Generating forecast for: BN
[2025-12-08T20:17:53.084634] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BN' from 'https://tdm.silogroup.org/data/derivative_storage/BN.csv'.
[2025-12-08T20:17:53.096738] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BN'.
[2025-12-08T20:17:53.097089] [INFO ] [FORECASTER] Starting predict_future for BN
[2025-12-08T20:17:53.097919] [DEBUG] [LOCAL     ] No optimal features file found for BN: ./output/feature-sets/BN.txt
[2025-12-08T20:17:53.097970] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:53.098001] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:53.098027] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:53.098082] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:53.152585] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:53.153200] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:53.153273] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:53.153303] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:53.270989] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:53.271148] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:53.271186] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:53.271214] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:53.274486] [DEBUG] [FORECASTER] BN: Forecast T+1@11:T+2@11: DOWN (p=36.44%)
[2025-12-08T20:17:53.274766] [INFO ] [FORECASTER] Completed predict_future for BN
[2025-12-08T20:17:53.274888] [INFO ] [sig       ] BN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:17:53.411253] [INFO ] [LOCAL     ] Saved forecast: BN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BN.txt
[2025-12-08T20:17:53.411378] [INFO ] [sig       ] [490/3624] Completed BN in 0.3s | 2.90 sym/s | Total: 2.8m | ETA: 18.0m
[2025-12-08T20:17:53.411415] [INFO ] [sig       ] [491/3624] Forecasting BND...
[2025-12-08T20:17:53.411443] [INFO ] [sig       ] Generating forecast for: BND
[2025-12-08T20:17:53.411473] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BND' from 'https://tdm.silogroup.org/data/derivative_storage/BND.csv'.
[2025-12-08T20:17:53.423589] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BND'.
[2025-12-08T20:17:53.423939] [INFO ] [FORECASTER] Starting predict_future for BND
[2025-12-08T20:17:53.424714] [DEBUG] [LOCAL     ] No optimal features file found for BND: ./output/feature-sets/BND.txt
[2025-12-08T20:17:53.424763] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:53.424794] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:53.424820] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:53.424875] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:53.479974] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:53.480661] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:53.480738] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:53.480769] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:53.603899] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:53.604063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:53.604106] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:53.604134] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:53.607660] [DEBUG] [FORECASTER] BND: Forecast T+1@11:T+2@11: DOWN (p=10.55%)
[2025-12-08T20:17:53.607939] [INFO ] [FORECASTER] Completed predict_future for BND
[2025-12-08T20:17:53.608068] [INFO ] [sig       ] BND: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:17:53.752925] [INFO ] [LOCAL     ] Saved forecast: BND	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BND.txt
[2025-12-08T20:17:53.753166] [INFO ] [sig       ] [491/3624] Completed BND in 0.3s | 2.90 sym/s | Total: 2.8m | ETA: 18.0m
[2025-12-08T20:17:53.753225] [INFO ] [sig       ] [492/3624] Forecasting BNDX...
[2025-12-08T20:17:53.753269] [INFO ] [sig       ] Generating forecast for: BNDX
[2025-12-08T20:17:53.753313] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNDX' from 'https://tdm.silogroup.org/data/derivative_storage/BNDX.csv'.
[2025-12-08T20:17:53.766923] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNDX'.
[2025-12-08T20:17:53.767324] [INFO ] [FORECASTER] Starting predict_future for BNDX
[2025-12-08T20:17:53.768198] [DEBUG] [LOCAL     ] No optimal features file found for BNDX: ./output/feature-sets/BNDX.txt
[2025-12-08T20:17:53.768250] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:53.768281] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:53.768307] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:53.768363] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:53.826919] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:53.827869] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:53.827952] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:53.827984] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:53.947624] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:53.947777] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:53.947815] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:53.947844] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:53.951216] [DEBUG] [FORECASTER] BNDX: Forecast T+1@11:T+2@11: DOWN (p=49.10%)
[2025-12-08T20:17:53.951506] [INFO ] [FORECASTER] Completed predict_future for BNDX
[2025-12-08T20:17:53.951649] [INFO ] [sig       ] BNDX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:17:54.088824] [INFO ] [LOCAL     ] Saved forecast: BNDX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BNDX.txt
[2025-12-08T20:17:54.088976] [INFO ] [sig       ] [492/3624] Completed BNDX in 0.3s | 2.90 sym/s | Total: 2.8m | ETA: 18.0m
[2025-12-08T20:17:54.089016] [INFO ] [sig       ] [493/3624] Forecasting BNED...
[2025-12-08T20:17:54.089045] [INFO ] [sig       ] Generating forecast for: BNED
[2025-12-08T20:17:54.089075] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNED' from 'https://tdm.silogroup.org/data/derivative_storage/BNED.csv'.
[2025-12-08T20:17:54.102193] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNED'.
[2025-12-08T20:17:54.102616] [INFO ] [FORECASTER] Starting predict_future for BNED
[2025-12-08T20:17:54.103411] [DEBUG] [LOCAL     ] No optimal features file found for BNED: ./output/feature-sets/BNED.txt
[2025-12-08T20:17:54.103466] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:54.103498] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:54.103524] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:54.103597] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:54.160369] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:54.161252] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:54.161333] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:54.161364] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:54.279427] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:54.279620] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:54.279660] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:54.279688] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:54.283023] [DEBUG] [FORECASTER] BNED: Forecast T+1@11:T+2@11: UP (p=94.44%)
[2025-12-08T20:17:54.283300] [INFO ] [FORECASTER] Completed predict_future for BNED
[2025-12-08T20:17:54.283425] [INFO ] [sig       ] BNED: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:17:54.421421] [INFO ] [LOCAL     ] Saved forecast: BNED	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/BNED.txt
[2025-12-08T20:17:54.421603] [INFO ] [sig       ] [493/3624] Completed BNED in 0.3s | 2.90 sym/s | Total: 2.8m | ETA: 18.0m
[2025-12-08T20:17:54.421644] [INFO ] [sig       ] [494/3624] Forecasting BNGO...
[2025-12-08T20:17:54.421675] [INFO ] [sig       ] Generating forecast for: BNGO
[2025-12-08T20:17:54.421706] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNGO' from 'https://tdm.silogroup.org/data/derivative_storage/BNGO.csv'.
[2025-12-08T20:17:54.436445] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNGO'.
[2025-12-08T20:17:54.436951] [INFO ] [FORECASTER] Starting predict_future for BNGO
[2025-12-08T20:17:54.437893] [DEBUG] [LOCAL     ] No optimal features file found for BNGO: ./output/feature-sets/BNGO.txt
[2025-12-08T20:17:54.437945] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:54.437977] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:54.438005] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:54.438062] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:54.498163] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:54.499061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:54.499144] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:54.499176] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:54.616607] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:54.616769] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:54.616807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:54.616834] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:54.620131] [DEBUG] [FORECASTER] BNGO: Forecast T+1@11:T+2@11: UP (p=99.81%)
[2025-12-08T20:17:54.620393] [INFO ] [FORECASTER] Completed predict_future for BNGO
[2025-12-08T20:17:54.620510] [INFO ] [sig       ] BNGO: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:17:54.759183] [INFO ] [LOCAL     ] Saved forecast: BNGO	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/BNGO.txt
[2025-12-08T20:17:54.759313] [INFO ] [sig       ] [494/3624] Completed BNGO in 0.3s | 2.90 sym/s | Total: 2.8m | ETA: 18.0m
[2025-12-08T20:17:54.759350] [INFO ] [sig       ] [495/3624] Forecasting BNH...
[2025-12-08T20:17:54.759381] [INFO ] [sig       ] Generating forecast for: BNH
[2025-12-08T20:17:54.759410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNH' from 'https://tdm.silogroup.org/data/derivative_storage/BNH.csv'.
[2025-12-08T20:17:54.772274] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNH'.
[2025-12-08T20:17:54.772695] [INFO ] [FORECASTER] Starting predict_future for BNH
[2025-12-08T20:17:54.773484] [DEBUG] [LOCAL     ] No optimal features file found for BNH: ./output/feature-sets/BNH.txt
[2025-12-08T20:17:54.773536] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:54.773586] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:54.773615] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:54.773671] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:54.828853] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:54.829467] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:54.829546] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:54.829596] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:54.945407] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:54.945589] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:54.945632] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:54.945661] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:54.949159] [DEBUG] [FORECASTER] BNH: Forecast T+1@11:T+2@11: DOWN (p=2.42%)
[2025-12-08T20:17:54.949448] [INFO ] [FORECASTER] Completed predict_future for BNH
[2025-12-08T20:17:54.949586] [INFO ] [sig       ] BNH: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:17:55.087402] [INFO ] [LOCAL     ] Saved forecast: BNH	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BNH.txt
[2025-12-08T20:17:55.087538] [INFO ] [sig       ] [495/3624] Completed BNH in 0.3s | 2.90 sym/s | Total: 2.8m | ETA: 18.0m
[2025-12-08T20:17:55.087594] [INFO ] [sig       ] [496/3624] Forecasting BNJ...
[2025-12-08T20:17:55.087626] [INFO ] [sig       ] Generating forecast for: BNJ
[2025-12-08T20:17:55.087657] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNJ' from 'https://tdm.silogroup.org/data/derivative_storage/BNJ.csv'.
[2025-12-08T20:17:55.099721] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNJ'.
[2025-12-08T20:17:55.100081] [INFO ] [FORECASTER] Starting predict_future for BNJ
[2025-12-08T20:17:55.100918] [DEBUG] [LOCAL     ] No optimal features file found for BNJ: ./output/feature-sets/BNJ.txt
[2025-12-08T20:17:55.100969] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:55.101028] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:55.101055] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:55.101112] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:55.158523] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:55.159286] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:55.159362] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:55.159393] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:55.273542] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:55.273726] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:55.273764] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:55.273791] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:55.277097] [DEBUG] [FORECASTER] BNJ: Forecast T+1@11:T+2@11: DOWN (p=2.98%)
[2025-12-08T20:17:55.277361] [INFO ] [FORECASTER] Completed predict_future for BNJ
[2025-12-08T20:17:55.277529] [INFO ] [sig       ] BNJ: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:17:55.414442] [INFO ] [LOCAL     ] Saved forecast: BNJ	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BNJ.txt
[2025-12-08T20:17:55.414600] [INFO ] [sig       ] [496/3624] Completed BNJ in 0.3s | 2.90 sym/s | Total: 2.8m | ETA: 18.0m
[2025-12-08T20:17:55.414640] [INFO ] [sig       ] [497/3624] Forecasting BNL...
[2025-12-08T20:17:55.414669] [INFO ] [sig       ] Generating forecast for: BNL
[2025-12-08T20:17:55.414698] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNL' from 'https://tdm.silogroup.org/data/derivative_storage/BNL.csv'.
[2025-12-08T20:17:55.426770] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNL'.
[2025-12-08T20:17:55.427133] [INFO ] [FORECASTER] Starting predict_future for BNL
[2025-12-08T20:17:55.427946] [DEBUG] [LOCAL     ] No optimal features file found for BNL: ./output/feature-sets/BNL.txt
[2025-12-08T20:17:55.427995] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:55.428025] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:55.428050] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:55.428105] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:55.483121] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:55.483960] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:55.484039] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:55.484070] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:55.606675] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:55.606855] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:55.606896] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:55.606923] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:55.610337] [DEBUG] [FORECASTER] BNL: Forecast T+1@11:T+2@11: UP (p=50.97%)
[2025-12-08T20:17:55.610619] [INFO ] [FORECASTER] Completed predict_future for BNL
[2025-12-08T20:17:55.610736] [INFO ] [sig       ] BNL: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:17:55.746973] [INFO ] [LOCAL     ] Saved forecast: BNL	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/BNL.txt
[2025-12-08T20:17:55.747105] [INFO ] [sig       ] [497/3624] Completed BNL in 0.3s | 2.90 sym/s | Total: 2.9m | ETA: 18.0m
[2025-12-08T20:17:55.747144] [INFO ] [sig       ] [498/3624] Forecasting BNRG...
[2025-12-08T20:17:55.747174] [INFO ] [sig       ] Generating forecast for: BNRG
[2025-12-08T20:17:55.747203] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNRG' from 'https://tdm.silogroup.org/data/derivative_storage/BNRG.csv'.
[2025-12-08T20:17:55.759718] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNRG'.
[2025-12-08T20:17:55.760095] [INFO ] [FORECASTER] Starting predict_future for BNRG
[2025-12-08T20:17:55.760973] [DEBUG] [LOCAL     ] No optimal features file found for BNRG: ./output/feature-sets/BNRG.txt
[2025-12-08T20:17:55.761027] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:55.761061] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:55.761087] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:55.761143] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:55.817469] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:55.818263] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:55.818344] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:55.818377] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:55.938846] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:55.938996] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:55.939034] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:55.939062] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:55.942358] [DEBUG] [FORECASTER] BNRG: Forecast T+1@11:T+2@11: UP (p=54.17%)
[2025-12-08T20:17:55.942645] [INFO ] [FORECASTER] Completed predict_future for BNRG
[2025-12-08T20:17:55.942767] [INFO ] [sig       ] BNRG: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:17:56.081917] [INFO ] [LOCAL     ] Saved forecast: BNRG	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/BNRG.txt
[2025-12-08T20:17:56.082049] [INFO ] [sig       ] [498/3624] Completed BNRG in 0.3s | 2.90 sym/s | Total: 2.9m | ETA: 18.0m
[2025-12-08T20:17:56.082088] [INFO ] [sig       ] [499/3624] Forecasting BNS...
[2025-12-08T20:17:56.082118] [INFO ] [sig       ] Generating forecast for: BNS
[2025-12-08T20:17:56.082148] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNS' from 'https://tdm.silogroup.org/data/derivative_storage/BNS.csv'.
[2025-12-08T20:17:56.094233] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNS'.
[2025-12-08T20:17:56.094595] [INFO ] [FORECASTER] Starting predict_future for BNS
[2025-12-08T20:17:56.095413] [DEBUG] [LOCAL     ] No optimal features file found for BNS: ./output/feature-sets/BNS.txt
[2025-12-08T20:17:56.095465] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:56.095497] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:56.095526] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:56.095612] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:56.156523] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:56.157491] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:56.157618] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:56.157659] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:56.300846] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:56.301011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:56.301050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:56.301116] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:56.304521] [DEBUG] [FORECASTER] BNS: Forecast T+1@11:T+2@11: DOWN (p=47.30%)
[2025-12-08T20:17:56.304826] [INFO ] [FORECASTER] Completed predict_future for BNS
[2025-12-08T20:17:56.304955] [INFO ] [sig       ] BNS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:17:56.446101] [INFO ] [LOCAL     ] Saved forecast: BNS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BNS.txt
[2025-12-08T20:17:56.446255] [INFO ] [sig       ] [499/3624] Completed BNS in 0.4s | 2.90 sym/s | Total: 2.9m | ETA: 17.9m
[2025-12-08T20:17:56.446294] [INFO ] [sig       ] [500/3624] Forecasting BNTC...
[2025-12-08T20:17:56.446324] [INFO ] [sig       ] Generating forecast for: BNTC
[2025-12-08T20:17:56.446354] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNTC' from 'https://tdm.silogroup.org/data/derivative_storage/BNTC.csv'.
[2025-12-08T20:17:56.459250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNTC'.
[2025-12-08T20:17:56.459668] [INFO ] [FORECASTER] Starting predict_future for BNTC
[2025-12-08T20:17:56.460465] [DEBUG] [LOCAL     ] No optimal features file found for BNTC: ./output/feature-sets/BNTC.txt
[2025-12-08T20:17:56.460518] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:56.460552] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:56.460606] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:56.460666] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:56.520809] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:56.521702] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:56.521790] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:56.521823] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:56.649583] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:56.649938] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:56.649975] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:56.650003] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:56.653499] [DEBUG] [FORECASTER] BNTC: Forecast T+1@11:T+2@11: DOWN (p=15.24%)
[2025-12-08T20:17:56.653796] [INFO ] [FORECASTER] Completed predict_future for BNTC
[2025-12-08T20:17:56.653919] [INFO ] [sig       ] BNTC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:17:56.795035] [INFO ] [LOCAL     ] Saved forecast: BNTC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BNTC.txt
[2025-12-08T20:17:56.795187] [INFO ] [sig       ] [500/3624] Completed BNTC in 0.3s | 2.90 sym/s | Total: 2.9m | ETA: 17.9m
[2025-12-08T20:17:56.795226] [INFO ] [sig       ] [501/3624] Forecasting BNTX...
[2025-12-08T20:17:56.795256] [INFO ] [sig       ] Generating forecast for: BNTX
[2025-12-08T20:17:56.795285] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNTX' from 'https://tdm.silogroup.org/data/derivative_storage/BNTX.csv'.
[2025-12-08T20:17:56.807430] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNTX'.
[2025-12-08T20:17:56.807823] [INFO ] [FORECASTER] Starting predict_future for BNTX
[2025-12-08T20:17:56.808601] [DEBUG] [LOCAL     ] No optimal features file found for BNTX: ./output/feature-sets/BNTX.txt
[2025-12-08T20:17:56.808651] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:56.808692] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:56.808719] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:56.808774] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:56.864965] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:56.865791] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:56.865872] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:56.865904] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:56.985344] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:56.985517] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:56.985562] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:56.985620] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:56.988960] [DEBUG] [FORECASTER] BNTX: Forecast T+1@11:T+2@11: UP (p=72.42%)
[2025-12-08T20:17:56.989234] [INFO ] [FORECASTER] Completed predict_future for BNTX
[2025-12-08T20:17:56.989349] [INFO ] [sig       ] BNTX: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:17:57.127089] [INFO ] [LOCAL     ] Saved forecast: BNTX	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/BNTX.txt
[2025-12-08T20:17:57.127215] [INFO ] [sig       ] [501/3624] Completed BNTX in 0.3s | 2.90 sym/s | Total: 2.9m | ETA: 17.9m
[2025-12-08T20:17:57.127252] [INFO ] [sig       ] [502/3624] Forecasting BNY...
[2025-12-08T20:17:57.127281] [INFO ] [sig       ] Generating forecast for: BNY
[2025-12-08T20:17:57.127312] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNY' from 'https://tdm.silogroup.org/data/derivative_storage/BNY.csv'.
[2025-12-08T20:17:57.139165] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNY'.
[2025-12-08T20:17:57.139506] [INFO ] [FORECASTER] Starting predict_future for BNY
[2025-12-08T20:17:57.140290] [DEBUG] [LOCAL     ] No optimal features file found for BNY: ./output/feature-sets/BNY.txt
[2025-12-08T20:17:57.140340] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:57.140371] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:57.140396] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:57.140450] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:57.196211] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:57.197020] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:57.197104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:57.197137] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:57.313316] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:57.313471] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:57.313510] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:57.313540] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:57.316866] [DEBUG] [FORECASTER] BNY: Forecast T+1@11:T+2@11: DOWN (p=18.21%)
[2025-12-08T20:17:57.317133] [INFO ] [FORECASTER] Completed predict_future for BNY
[2025-12-08T20:17:57.317255] [INFO ] [sig       ] BNY: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:17:57.455064] [INFO ] [LOCAL     ] Saved forecast: BNY	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BNY.txt
[2025-12-08T20:17:57.455190] [INFO ] [sig       ] [502/3624] Completed BNY in 0.3s | 2.90 sym/s | Total: 2.9m | ETA: 17.9m
[2025-12-08T20:17:57.455228] [INFO ] [sig       ] [503/3624] Forecasting BNZI...
[2025-12-08T20:17:57.455257] [INFO ] [sig       ] Generating forecast for: BNZI
[2025-12-08T20:17:57.455285] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNZI' from 'https://tdm.silogroup.org/data/derivative_storage/BNZI.csv'.
[2025-12-08T20:17:57.470922] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNZI'.
[2025-12-08T20:17:57.471277] [INFO ] [FORECASTER] Starting predict_future for BNZI
[2025-12-08T20:17:57.472065] [DEBUG] [LOCAL     ] No optimal features file found for BNZI: ./output/feature-sets/BNZI.txt
[2025-12-08T20:17:57.472115] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:57.472147] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:57.472173] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:57.472229] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:57.530995] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:57.531751] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:57.531826] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:57.531857] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:57.646765] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:57.646916] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:57.646957] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:57.646985] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:57.650438] [DEBUG] [FORECASTER] BNZI: Forecast T+1@11:T+2@11: UP (p=89.85%)
[2025-12-08T20:17:57.650746] [INFO ] [FORECASTER] Completed predict_future for BNZI
[2025-12-08T20:17:57.650872] [INFO ] [sig       ] BNZI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:17:57.790951] [INFO ] [LOCAL     ] Saved forecast: BNZI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/BNZI.txt
[2025-12-08T20:17:57.791084] [INFO ] [sig       ] [503/3624] Completed BNZI in 0.3s | 2.90 sym/s | Total: 2.9m | ETA: 17.9m
[2025-12-08T20:17:57.791124] [INFO ] [sig       ] [504/3624] Forecasting BOC...
[2025-12-08T20:17:57.791154] [INFO ] [sig       ] Generating forecast for: BOC
[2025-12-08T20:17:57.791183] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOC' from 'https://tdm.silogroup.org/data/derivative_storage/BOC.csv'.
[2025-12-08T20:17:57.803812] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOC'.
[2025-12-08T20:17:57.804161] [INFO ] [FORECASTER] Starting predict_future for BOC
[2025-12-08T20:17:57.804975] [DEBUG] [LOCAL     ] No optimal features file found for BOC: ./output/feature-sets/BOC.txt
[2025-12-08T20:17:57.805028] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:57.805060] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:57.805088] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:57.805146] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:57.861592] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:57.862264] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:57.862340] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:57.862372] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:57.983766] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:57.983928] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:57.983967] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:57.983995] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:57.987217] [DEBUG] [FORECASTER] BOC: Forecast T+1@11:T+2@11: DOWN (p=16.68%)
[2025-12-08T20:17:57.987492] [INFO ] [FORECASTER] Completed predict_future for BOC
[2025-12-08T20:17:57.987625] [INFO ] [sig       ] BOC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:17:58.126973] [INFO ] [LOCAL     ] Saved forecast: BOC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BOC.txt
[2025-12-08T20:17:58.127121] [INFO ] [sig       ] [504/3624] Completed BOC in 0.3s | 2.90 sym/s | Total: 2.9m | ETA: 17.9m
[2025-12-08T20:17:58.127165] [INFO ] [sig       ] [505/3624] Forecasting BOE...
[2025-12-08T20:17:58.127196] [INFO ] [sig       ] Generating forecast for: BOE
[2025-12-08T20:17:58.127226] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOE' from 'https://tdm.silogroup.org/data/derivative_storage/BOE.csv'.
[2025-12-08T20:17:58.142722] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOE'.
[2025-12-08T20:17:58.143104] [INFO ] [FORECASTER] Starting predict_future for BOE
[2025-12-08T20:17:58.143933] [DEBUG] [LOCAL     ] No optimal features file found for BOE: ./output/feature-sets/BOE.txt
[2025-12-08T20:17:58.143985] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:58.144017] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:58.144044] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:58.144099] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:58.202003] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:58.202897] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:58.202978] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:58.203011] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:58.318084] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:58.318238] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:58.318275] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:58.318304] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:58.321535] [DEBUG] [FORECASTER] BOE: Forecast T+1@11:T+2@11: DOWN (p=28.55%)
[2025-12-08T20:17:58.321809] [INFO ] [FORECASTER] Completed predict_future for BOE
[2025-12-08T20:17:58.321926] [INFO ] [sig       ] BOE: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:17:58.458793] [INFO ] [LOCAL     ] Saved forecast: BOE	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BOE.txt
[2025-12-08T20:17:58.458915] [INFO ] [sig       ] [505/3624] Completed BOE in 0.3s | 2.90 sym/s | Total: 2.9m | ETA: 17.9m
[2025-12-08T20:17:58.458953] [INFO ] [sig       ] [506/3624] Forecasting BOF...
[2025-12-08T20:17:58.458983] [INFO ] [sig       ] Generating forecast for: BOF
[2025-12-08T20:17:58.459012] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOF' from 'https://tdm.silogroup.org/data/derivative_storage/BOF.csv'.
[2025-12-08T20:17:58.471229] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOF'.
[2025-12-08T20:17:58.471591] [INFO ] [FORECASTER] Starting predict_future for BOF
[2025-12-08T20:17:58.472412] [DEBUG] [LOCAL     ] No optimal features file found for BOF: ./output/feature-sets/BOF.txt
[2025-12-08T20:17:58.472463] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:58.472494] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:58.472522] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:58.472599] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:58.530465] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:58.531076] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:58.531176] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:58.531210] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:58.652939] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:58.653082] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:58.653121] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:58.653149] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:58.656407] [DEBUG] [FORECASTER] BOF: Forecast T+1@11:T+2@11: DOWN (p=17.29%)
[2025-12-08T20:17:58.656700] [INFO ] [FORECASTER] Completed predict_future for BOF
[2025-12-08T20:17:58.656823] [INFO ] [sig       ] BOF: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:17:58.798173] [INFO ] [LOCAL     ] Saved forecast: BOF	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BOF.txt
[2025-12-08T20:17:58.798320] [INFO ] [sig       ] [506/3624] Completed BOF in 0.3s | 2.90 sym/s | Total: 2.9m | ETA: 17.9m
[2025-12-08T20:17:58.798359] [INFO ] [sig       ] [507/3624] Forecasting BOH...
[2025-12-08T20:17:58.798389] [INFO ] [sig       ] Generating forecast for: BOH
[2025-12-08T20:17:58.798418] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOH' from 'https://tdm.silogroup.org/data/derivative_storage/BOH.csv'.
[2025-12-08T20:17:58.810533] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOH'.
[2025-12-08T20:17:58.810932] [INFO ] [FORECASTER] Starting predict_future for BOH
[2025-12-08T20:17:58.811797] [DEBUG] [LOCAL     ] No optimal features file found for BOH: ./output/feature-sets/BOH.txt
[2025-12-08T20:17:58.811848] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:58.811880] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:58.811907] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:58.811962] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:58.869997] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:58.870875] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:58.870956] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:58.870989] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:58.987870] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:58.988021] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:58.988061] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:58.988089] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:58.991397] [DEBUG] [FORECASTER] BOH: Forecast T+1@11:T+2@11: DOWN (p=48.77%)
[2025-12-08T20:17:58.991688] [INFO ] [FORECASTER] Completed predict_future for BOH
[2025-12-08T20:17:58.991817] [INFO ] [sig       ] BOH: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:17:59.128932] [INFO ] [LOCAL     ] Saved forecast: BOH	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BOH.txt
[2025-12-08T20:17:59.129071] [INFO ] [sig       ] [507/3624] Completed BOH in 0.3s | 2.90 sym/s | Total: 2.9m | ETA: 17.9m
[2025-12-08T20:17:59.129110] [INFO ] [sig       ] [508/3624] Forecasting BOKF...
[2025-12-08T20:17:59.129139] [INFO ] [sig       ] Generating forecast for: BOKF
[2025-12-08T20:17:59.129168] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOKF' from 'https://tdm.silogroup.org/data/derivative_storage/BOKF.csv'.
[2025-12-08T20:17:59.141241] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOKF'.
[2025-12-08T20:17:59.141599] [INFO ] [FORECASTER] Starting predict_future for BOKF
[2025-12-08T20:17:59.142344] [DEBUG] [LOCAL     ] No optimal features file found for BOKF: ./output/feature-sets/BOKF.txt
[2025-12-08T20:17:59.142394] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:59.142425] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:59.142450] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:59.142505] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:59.198126] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:59.198753] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:59.198827] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:59.198858] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:59.319800] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:59.319952] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:59.319990] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:59.320035] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:59.323279] [DEBUG] [FORECASTER] BOKF: Forecast T+1@11:T+2@11: DOWN (p=22.86%)
[2025-12-08T20:17:59.323537] [INFO ] [FORECASTER] Completed predict_future for BOKF
[2025-12-08T20:17:59.323671] [INFO ] [sig       ] BOKF: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:17:59.463979] [INFO ] [LOCAL     ] Saved forecast: BOKF	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BOKF.txt
[2025-12-08T20:17:59.464140] [INFO ] [sig       ] [508/3624] Completed BOKF in 0.3s | 2.90 sym/s | Total: 2.9m | ETA: 17.9m
[2025-12-08T20:17:59.464178] [INFO ] [sig       ] [509/3624] Forecasting BOLD...
[2025-12-08T20:17:59.464208] [INFO ] [sig       ] Generating forecast for: BOLD
[2025-12-08T20:17:59.464239] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOLD' from 'https://tdm.silogroup.org/data/derivative_storage/BOLD.csv'.
[2025-12-08T20:17:59.476894] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOLD'.
[2025-12-08T20:17:59.477290] [INFO ] [FORECASTER] Starting predict_future for BOLD
[2025-12-08T20:17:59.478196] [DEBUG] [LOCAL     ] No optimal features file found for BOLD: ./output/feature-sets/BOLD.txt
[2025-12-08T20:17:59.478248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:59.478279] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:59.478305] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:59.478360] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:59.533851] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:59.534745] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:59.534829] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:59.534861] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:59.655131] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:59.655305] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:59.655355] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:59.655386] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:17:59.658922] [DEBUG] [FORECASTER] BOLD: Forecast T+1@11:T+2@11: DOWN (p=5.40%)
[2025-12-08T20:17:59.659207] [INFO ] [FORECASTER] Completed predict_future for BOLD
[2025-12-08T20:17:59.659333] [INFO ] [sig       ] BOLD: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:17:59.802535] [INFO ] [LOCAL     ] Saved forecast: BOLD	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BOLD.txt
[2025-12-08T20:17:59.802718] [INFO ] [sig       ] [509/3624] Completed BOLD in 0.3s | 2.90 sym/s | Total: 2.9m | ETA: 17.9m
[2025-12-08T20:17:59.802758] [INFO ] [sig       ] [510/3624] Forecasting BOND...
[2025-12-08T20:17:59.802788] [INFO ] [sig       ] Generating forecast for: BOND
[2025-12-08T20:17:59.802818] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOND' from 'https://tdm.silogroup.org/data/derivative_storage/BOND.csv'.
[2025-12-08T20:17:59.815290] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOND'.
[2025-12-08T20:17:59.815692] [INFO ] [FORECASTER] Starting predict_future for BOND
[2025-12-08T20:17:59.816483] [DEBUG] [LOCAL     ] No optimal features file found for BOND: ./output/feature-sets/BOND.txt
[2025-12-08T20:17:59.816535] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:17:59.816567] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:17:59.816619] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:17:59.816677] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:17:59.873948] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:17:59.874770] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:17:59.874877] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:17:59.874910] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:17:59.998348] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:17:59.998505] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:17:59.998545] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:17:59.998597] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:00.002073] [DEBUG] [FORECASTER] BOND: Forecast T+1@11:T+2@11: DOWN (p=45.45%)
[2025-12-08T20:18:00.002429] [INFO ] [FORECASTER] Completed predict_future for BOND
[2025-12-08T20:18:00.002595] [INFO ] [sig       ] BOND: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:18:00.153809] [INFO ] [LOCAL     ] Saved forecast: BOND	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BOND.txt
[2025-12-08T20:18:00.153952] [INFO ] [sig       ] [510/3624] Completed BOND in 0.4s | 2.90 sym/s | Total: 2.9m | ETA: 17.9m
[2025-12-08T20:18:00.153990] [INFO ] [sig       ] [511/3624] Forecasting BOOM...
[2025-12-08T20:18:00.154019] [INFO ] [sig       ] Generating forecast for: BOOM
[2025-12-08T20:18:00.154049] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOOM' from 'https://tdm.silogroup.org/data/derivative_storage/BOOM.csv'.
[2025-12-08T20:18:00.165829] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOOM'.
[2025-12-08T20:18:00.166202] [INFO ] [FORECASTER] Starting predict_future for BOOM
[2025-12-08T20:18:00.167063] [DEBUG] [LOCAL     ] No optimal features file found for BOOM: ./output/feature-sets/BOOM.txt
[2025-12-08T20:18:00.167116] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:00.167148] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:00.167174] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:00.167231] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:00.223482] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:00.224332] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:00.224412] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:00.224444] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:00.351848] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:00.352005] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:00.352048] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:00.352077] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:00.355470] [DEBUG] [FORECASTER] BOOM: Forecast T+1@11:T+2@11: UP (p=79.77%)
[2025-12-08T20:18:00.355808] [INFO ] [FORECASTER] Completed predict_future for BOOM
[2025-12-08T20:18:00.355941] [INFO ] [sig       ] BOOM: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:18:00.519746] [INFO ] [LOCAL     ] Saved forecast: BOOM	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/BOOM.txt
[2025-12-08T20:18:00.519913] [INFO ] [sig       ] [511/3624] Completed BOOM in 0.4s | 2.90 sym/s | Total: 2.9m | ETA: 17.9m
[2025-12-08T20:18:00.519956] [INFO ] [sig       ] [512/3624] Forecasting BOTZ...
[2025-12-08T20:18:00.519987] [INFO ] [sig       ] Generating forecast for: BOTZ
[2025-12-08T20:18:00.520017] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOTZ' from 'https://tdm.silogroup.org/data/derivative_storage/BOTZ.csv'.
[2025-12-08T20:18:00.532415] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOTZ'.
[2025-12-08T20:18:00.532827] [INFO ] [FORECASTER] Starting predict_future for BOTZ
[2025-12-08T20:18:00.533646] [DEBUG] [LOCAL     ] No optimal features file found for BOTZ: ./output/feature-sets/BOTZ.txt
[2025-12-08T20:18:00.533698] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:00.533732] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:00.533772] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:00.533832] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:00.595260] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:00.595946] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:00.596026] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:00.596059] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:00.719658] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:00.719818] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:00.719858] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:00.719890] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:00.723508] [DEBUG] [FORECASTER] BOTZ: Forecast T+1@11:T+2@11: DOWN (p=15.04%)
[2025-12-08T20:18:00.723869] [INFO ] [FORECASTER] Completed predict_future for BOTZ
[2025-12-08T20:18:00.724025] [INFO ] [sig       ] BOTZ: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:18:00.866804] [INFO ] [LOCAL     ] Saved forecast: BOTZ	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BOTZ.txt
[2025-12-08T20:18:00.866943] [INFO ] [sig       ] [512/3624] Completed BOTZ in 0.3s | 2.90 sym/s | Total: 2.9m | ETA: 17.9m
[2025-12-08T20:18:00.866983] [INFO ] [sig       ] [513/3624] Forecasting BOX...
[2025-12-08T20:18:00.867013] [INFO ] [sig       ] Generating forecast for: BOX
[2025-12-08T20:18:00.867044] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOX' from 'https://tdm.silogroup.org/data/derivative_storage/BOX.csv'.
[2025-12-08T20:18:00.879023] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOX'.
[2025-12-08T20:18:00.879410] [INFO ] [FORECASTER] Starting predict_future for BOX
[2025-12-08T20:18:00.880249] [DEBUG] [LOCAL     ] No optimal features file found for BOX: ./output/feature-sets/BOX.txt
[2025-12-08T20:18:00.880304] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:00.880364] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:00.880395] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:00.880455] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:00.940329] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:00.941058] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:00.941137] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:00.941179] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:01.061917] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:01.062092] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:01.062139] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:01.062181] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:01.065984] [DEBUG] [FORECASTER] BOX: Forecast T+1@11:T+2@11: DOWN (p=25.45%)
[2025-12-08T20:18:01.066257] [INFO ] [FORECASTER] Completed predict_future for BOX
[2025-12-08T20:18:01.066379] [INFO ] [sig       ] BOX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:18:01.206243] [INFO ] [LOCAL     ] Saved forecast: BOX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BOX.txt
[2025-12-08T20:18:01.206368] [INFO ] [sig       ] [513/3624] Completed BOX in 0.3s | 2.90 sym/s | Total: 2.9m | ETA: 17.9m
[2025-12-08T20:18:01.206406] [INFO ] [sig       ] [514/3624] Forecasting BP...
[2025-12-08T20:18:01.206436] [INFO ] [sig       ] Generating forecast for: BP
[2025-12-08T20:18:01.206465] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BP' from 'https://tdm.silogroup.org/data/derivative_storage/BP.csv'.
[2025-12-08T20:18:01.218103] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BP'.
[2025-12-08T20:18:01.218443] [INFO ] [FORECASTER] Starting predict_future for BP
[2025-12-08T20:18:01.219237] [DEBUG] [LOCAL     ] No optimal features file found for BP: ./output/feature-sets/BP.txt
[2025-12-08T20:18:01.219287] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:01.219318] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:01.219344] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:01.219399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:01.275134] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:01.275805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:01.275880] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:01.275911] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:01.392507] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:01.392687] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:01.392727] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:01.392755] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:01.396012] [DEBUG] [FORECASTER] BP: Forecast T+1@11:T+2@11: DOWN (p=30.19%)
[2025-12-08T20:18:01.396271] [INFO ] [FORECASTER] Completed predict_future for BP
[2025-12-08T20:18:01.396388] [INFO ] [sig       ] BP: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:18:01.533914] [INFO ] [LOCAL     ] Saved forecast: BP	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BP.txt
[2025-12-08T20:18:01.534062] [INFO ] [sig       ] [514/3624] Completed BP in 0.3s | 2.90 sym/s | Total: 3.0m | ETA: 17.9m
[2025-12-08T20:18:01.534100] [INFO ] [sig       ] [515/3624] Forecasting BPOP...
[2025-12-08T20:18:01.534130] [INFO ] [sig       ] Generating forecast for: BPOP
[2025-12-08T20:18:01.534159] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPOP' from 'https://tdm.silogroup.org/data/derivative_storage/BPOP.csv'.
[2025-12-08T20:18:01.545764] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPOP'.
[2025-12-08T20:18:01.546114] [INFO ] [FORECASTER] Starting predict_future for BPOP
[2025-12-08T20:18:01.546892] [DEBUG] [LOCAL     ] No optimal features file found for BPOP: ./output/feature-sets/BPOP.txt
[2025-12-08T20:18:01.546943] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:01.546975] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:01.547000] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:01.547060] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:01.602168] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:01.602820] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:01.602896] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:01.602926] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:01.722353] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:01.722511] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:01.722549] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:01.722606] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:01.725907] [DEBUG] [FORECASTER] BPOP: Forecast T+1@11:T+2@11: UP (p=52.06%)
[2025-12-08T20:18:01.726170] [INFO ] [FORECASTER] Completed predict_future for BPOP
[2025-12-08T20:18:01.726289] [INFO ] [sig       ] BPOP: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:18:01.869211] [INFO ] [LOCAL     ] Saved forecast: BPOP	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/BPOP.txt
[2025-12-08T20:18:01.869358] [INFO ] [sig       ] [515/3624] Completed BPOP in 0.3s | 2.90 sym/s | Total: 3.0m | ETA: 17.8m
[2025-12-08T20:18:01.869396] [INFO ] [sig       ] [516/3624] Forecasting BPRN...
[2025-12-08T20:18:01.869425] [INFO ] [sig       ] Generating forecast for: BPRN
[2025-12-08T20:18:01.869462] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPRN' from 'https://tdm.silogroup.org/data/derivative_storage/BPRN.csv'.
[2025-12-08T20:18:01.879351] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'BPRN'.
[2025-12-08T20:18:01.879639] [INFO ] [FORECASTER] Starting predict_future for BPRN
[2025-12-08T20:18:01.880388] [DEBUG] [LOCAL     ] No optimal features file found for BPRN: ./output/feature-sets/BPRN.txt
[2025-12-08T20:18:01.880439] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:01.880469] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:01.880495] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:01.880550] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:01.936020] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:01.936900] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:01.936982] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:01.937013] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:02.037886] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:02.038058] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-08T20:18:02.038783] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:02.038842] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:02.042407] [DEBUG] [FORECASTER] BPRN: Forecast T+1@11:T+2@11: DOWN (p=27.26%)
[2025-12-08T20:18:02.042736] [INFO ] [FORECASTER] Completed predict_future for BPRN
[2025-12-08T20:18:02.042871] [INFO ] [sig       ] BPRN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:18:02.187314] [INFO ] [LOCAL     ] Saved forecast: BPRN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BPRN.txt
[2025-12-08T20:18:02.187508] [INFO ] [sig       ] [516/3624] Completed BPRN in 0.3s | 2.90 sym/s | Total: 3.0m | ETA: 17.8m
[2025-12-08T20:18:02.187588] [INFO ] [sig       ] [517/3624] Forecasting BPYPM...
[2025-12-08T20:18:02.187637] [INFO ] [sig       ] Generating forecast for: BPYPM
[2025-12-08T20:18:02.187683] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPYPM' from 'https://tdm.silogroup.org/data/derivative_storage/BPYPM.csv'.
[2025-12-08T20:18:02.199520] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPYPM'.
[2025-12-08T20:18:02.199906] [INFO ] [FORECASTER] Starting predict_future for BPYPM
[2025-12-08T20:18:02.200703] [DEBUG] [LOCAL     ] No optimal features file found for BPYPM: ./output/feature-sets/BPYPM.txt
[2025-12-08T20:18:02.200756] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:02.200789] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:02.200817] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:02.200886] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:02.259885] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:02.260911] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:02.261001] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:02.261050] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:02.369949] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:02.370121] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:02.370163] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:02.370192] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:02.373666] [DEBUG] [FORECASTER] BPYPM: Forecast T+1@11:T+2@11: DOWN (p=38.37%)
[2025-12-08T20:18:02.373939] [INFO ] [FORECASTER] Completed predict_future for BPYPM
[2025-12-08T20:18:02.374068] [INFO ] [sig       ] BPYPM: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:18:02.522072] [INFO ] [LOCAL     ] Saved forecast: BPYPM	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BPYPM.txt
[2025-12-08T20:18:02.522227] [INFO ] [sig       ] [517/3624] Completed BPYPM in 0.3s | 2.90 sym/s | Total: 3.0m | ETA: 17.8m
[2025-12-08T20:18:02.522266] [INFO ] [sig       ] [518/3624] Forecasting BPYPO...
[2025-12-08T20:18:02.522295] [INFO ] [sig       ] Generating forecast for: BPYPO
[2025-12-08T20:18:02.522326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPYPO' from 'https://tdm.silogroup.org/data/derivative_storage/BPYPO.csv'.
[2025-12-08T20:18:02.534657] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPYPO'.
[2025-12-08T20:18:02.535028] [INFO ] [FORECASTER] Starting predict_future for BPYPO
[2025-12-08T20:18:02.535895] [DEBUG] [LOCAL     ] No optimal features file found for BPYPO: ./output/feature-sets/BPYPO.txt
[2025-12-08T20:18:02.535949] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:02.535981] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:02.536007] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:02.536065] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:02.594457] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:02.595246] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:02.595326] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:02.595361] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:02.704807] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:02.704994] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:02.705052] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:02.705091] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:02.709757] [DEBUG] [FORECASTER] BPYPO: Forecast T+1@11:T+2@11: DOWN (p=5.95%)
[2025-12-08T20:18:02.710143] [INFO ] [FORECASTER] Completed predict_future for BPYPO
[2025-12-08T20:18:02.710319] [INFO ] [sig       ] BPYPO: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:18:02.872477] [INFO ] [LOCAL     ] Saved forecast: BPYPO	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BPYPO.txt
[2025-12-08T20:18:02.872651] [INFO ] [sig       ] [518/3624] Completed BPYPO in 0.4s | 2.90 sym/s | Total: 3.0m | ETA: 17.8m
[2025-12-08T20:18:02.872693] [INFO ] [sig       ] [519/3624] Forecasting BPYPP...
[2025-12-08T20:18:02.872723] [INFO ] [sig       ] Generating forecast for: BPYPP
[2025-12-08T20:18:02.872754] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPYPP' from 'https://tdm.silogroup.org/data/derivative_storage/BPYPP.csv'.
[2025-12-08T20:18:02.885265] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPYPP'.
[2025-12-08T20:18:02.885685] [INFO ] [FORECASTER] Starting predict_future for BPYPP
[2025-12-08T20:18:02.886479] [DEBUG] [LOCAL     ] No optimal features file found for BPYPP: ./output/feature-sets/BPYPP.txt
[2025-12-08T20:18:02.886529] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:02.886561] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:02.886623] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:02.886681] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:02.944569] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:02.945423] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:02.945509] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:02.945543] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:03.053339] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:03.053514] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:03.053554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:03.053617] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:03.056945] [DEBUG] [FORECASTER] BPYPP: Forecast T+1@11:T+2@11: UP (p=67.53%)
[2025-12-08T20:18:03.057209] [INFO ] [FORECASTER] Completed predict_future for BPYPP
[2025-12-08T20:18:03.057327] [INFO ] [sig       ] BPYPP: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:18:03.199685] [INFO ] [LOCAL     ] Saved forecast: BPYPP	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/BPYPP.txt
[2025-12-08T20:18:03.199838] [INFO ] [sig       ] [519/3624] Completed BPYPP in 0.3s | 2.90 sym/s | Total: 3.0m | ETA: 17.8m
[2025-12-08T20:18:03.199877] [INFO ] [sig       ] [520/3624] Forecasting BRAG...
[2025-12-08T20:18:03.199905] [INFO ] [sig       ] Generating forecast for: BRAG
[2025-12-08T20:18:03.199935] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRAG' from 'https://tdm.silogroup.org/data/derivative_storage/BRAG.csv'.
[2025-12-08T20:18:03.211871] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRAG'.
[2025-12-08T20:18:03.212253] [INFO ] [FORECASTER] Starting predict_future for BRAG
[2025-12-08T20:18:03.213076] [DEBUG] [LOCAL     ] No optimal features file found for BRAG: ./output/feature-sets/BRAG.txt
[2025-12-08T20:18:03.213126] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:03.213157] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:03.213184] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:03.213239] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:03.268722] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:03.269558] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:03.269657] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:03.269690] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:03.386100] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:03.386256] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:03.386295] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:03.386322] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:03.389687] [DEBUG] [FORECASTER] BRAG: Forecast T+1@11:T+2@11: DOWN (p=8.62%)
[2025-12-08T20:18:03.389954] [INFO ] [FORECASTER] Completed predict_future for BRAG
[2025-12-08T20:18:03.390076] [INFO ] [sig       ] BRAG: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:18:03.529879] [INFO ] [LOCAL     ] Saved forecast: BRAG	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BRAG.txt
[2025-12-08T20:18:03.529997] [INFO ] [sig       ] [520/3624] Completed BRAG in 0.3s | 2.90 sym/s | Total: 3.0m | ETA: 17.8m
[2025-12-08T20:18:03.530036] [INFO ] [sig       ] [521/3624] Forecasting BRC...
[2025-12-08T20:18:03.530065] [INFO ] [sig       ] Generating forecast for: BRC
[2025-12-08T20:18:03.530095] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRC' from 'https://tdm.silogroup.org/data/derivative_storage/BRC.csv'.
[2025-12-08T20:18:03.542142] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRC'.
[2025-12-08T20:18:03.542499] [INFO ] [FORECASTER] Starting predict_future for BRC
[2025-12-08T20:18:03.543283] [DEBUG] [LOCAL     ] No optimal features file found for BRC: ./output/feature-sets/BRC.txt
[2025-12-08T20:18:03.543334] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:03.543366] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:03.543392] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:03.543448] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:03.600021] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:03.600805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:03.600889] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:03.600921] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:03.716130] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:03.716293] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:03.716338] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:03.716365] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:03.719692] [DEBUG] [FORECASTER] BRC: Forecast T+1@11:T+2@11: UP (p=96.39%)
[2025-12-08T20:18:03.719966] [INFO ] [FORECASTER] Completed predict_future for BRC
[2025-12-08T20:18:03.720084] [INFO ] [sig       ] BRC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:18:03.858303] [INFO ] [LOCAL     ] Saved forecast: BRC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/BRC.txt
[2025-12-08T20:18:03.858419] [INFO ] [sig       ] [521/3624] Completed BRC in 0.3s | 2.90 sym/s | Total: 3.0m | ETA: 17.8m
[2025-12-08T20:18:03.858457] [INFO ] [sig       ] [522/3624] Forecasting BRCC...
[2025-12-08T20:18:03.858486] [INFO ] [sig       ] Generating forecast for: BRCC
[2025-12-08T20:18:03.858515] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRCC' from 'https://tdm.silogroup.org/data/derivative_storage/BRCC.csv'.
[2025-12-08T20:18:03.870534] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRCC'.
[2025-12-08T20:18:03.870904] [INFO ] [FORECASTER] Starting predict_future for BRCC
[2025-12-08T20:18:03.871679] [DEBUG] [LOCAL     ] No optimal features file found for BRCC: ./output/feature-sets/BRCC.txt
[2025-12-08T20:18:03.871730] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:03.871761] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:03.871787] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:03.871842] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:03.929017] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:03.929829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:03.929909] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:03.929940] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:04.053652] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:04.053809] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:04.053851] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:04.053881] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:04.057440] [DEBUG] [FORECASTER] BRCC: Forecast T+1@11:T+2@11: DOWN (p=21.98%)
[2025-12-08T20:18:04.057746] [INFO ] [FORECASTER] Completed predict_future for BRCC
[2025-12-08T20:18:04.057880] [INFO ] [sig       ] BRCC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:18:04.218038] [INFO ] [LOCAL     ] Saved forecast: BRCC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BRCC.txt
[2025-12-08T20:18:04.218206] [INFO ] [sig       ] [522/3624] Completed BRCC in 0.4s | 2.90 sym/s | Total: 3.0m | ETA: 17.8m
[2025-12-08T20:18:04.218247] [INFO ] [sig       ] [523/3624] Forecasting BRO...
[2025-12-08T20:18:04.218279] [INFO ] [sig       ] Generating forecast for: BRO
[2025-12-08T20:18:04.218309] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRO' from 'https://tdm.silogroup.org/data/derivative_storage/BRO.csv'.
[2025-12-08T20:18:04.234219] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRO'.
[2025-12-08T20:18:04.234664] [INFO ] [FORECASTER] Starting predict_future for BRO
[2025-12-08T20:18:04.235561] [DEBUG] [LOCAL     ] No optimal features file found for BRO: ./output/feature-sets/BRO.txt
[2025-12-08T20:18:04.235660] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:04.235714] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:04.235759] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:04.235843] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:04.303261] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:04.304161] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:04.304279] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:04.304315] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:04.433845] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:04.434008] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:04.434048] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:04.434087] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:04.437992] [DEBUG] [FORECASTER] BRO: Forecast T+1@11:T+2@11: DOWN (p=5.94%)
[2025-12-08T20:18:04.438297] [INFO ] [FORECASTER] Completed predict_future for BRO
[2025-12-08T20:18:04.438425] [INFO ] [sig       ] BRO: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:18:04.621004] [INFO ] [LOCAL     ] Saved forecast: BRO	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BRO.txt
[2025-12-08T20:18:04.621145] [INFO ] [sig       ] [523/3624] Completed BRO in 0.4s | 2.90 sym/s | Total: 3.0m | ETA: 17.8m
[2025-12-08T20:18:04.621184] [INFO ] [sig       ] [524/3624] Forecasting BROS...
[2025-12-08T20:18:04.621214] [INFO ] [sig       ] Generating forecast for: BROS
[2025-12-08T20:18:04.621244] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BROS' from 'https://tdm.silogroup.org/data/derivative_storage/BROS.csv'.
[2025-12-08T20:18:04.644824] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BROS'.
[2025-12-08T20:18:04.645217] [INFO ] [FORECASTER] Starting predict_future for BROS
[2025-12-08T20:18:04.646009] [DEBUG] [LOCAL     ] No optimal features file found for BROS: ./output/feature-sets/BROS.txt
[2025-12-08T20:18:04.646058] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:04.646090] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:04.646116] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:04.646171] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:04.702214] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:04.703084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:04.703163] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:04.703194] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:04.822365] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:04.822534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:04.822590] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:04.822622] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:04.826372] [DEBUG] [FORECASTER] BROS: Forecast T+1@11:T+2@11: UP (p=69.16%)
[2025-12-08T20:18:04.826711] [INFO ] [FORECASTER] Completed predict_future for BROS
[2025-12-08T20:18:04.826850] [INFO ] [sig       ] BROS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:18:04.966316] [INFO ] [LOCAL     ] Saved forecast: BROS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/BROS.txt
[2025-12-08T20:18:04.966470] [INFO ] [sig       ] [524/3624] Completed BROS in 0.3s | 2.90 sym/s | Total: 3.0m | ETA: 17.8m
[2025-12-08T20:18:04.966509] [INFO ] [sig       ] [525/3624] Forecasting BRSP...
[2025-12-08T20:18:04.966538] [INFO ] [sig       ] Generating forecast for: BRSP
[2025-12-08T20:18:04.966567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRSP' from 'https://tdm.silogroup.org/data/derivative_storage/BRSP.csv'.
[2025-12-08T20:18:04.979092] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRSP'.
[2025-12-08T20:18:04.979432] [INFO ] [FORECASTER] Starting predict_future for BRSP
[2025-12-08T20:18:04.980222] [DEBUG] [LOCAL     ] No optimal features file found for BRSP: ./output/feature-sets/BRSP.txt
[2025-12-08T20:18:04.980283] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:04.980314] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:04.980341] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:04.980397] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:05.036289] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:05.036904] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:05.036979] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:05.037010] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:05.153055] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:05.153184] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:05.153220] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:05.153248] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:05.156441] [DEBUG] [FORECASTER] BRSP: Forecast T+1@11:T+2@11: UP (p=55.00%)
[2025-12-08T20:18:05.156724] [INFO ] [FORECASTER] Completed predict_future for BRSP
[2025-12-08T20:18:05.156842] [INFO ] [sig       ] BRSP: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:18:05.294036] [INFO ] [LOCAL     ] Saved forecast: BRSP	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/BRSP.txt
[2025-12-08T20:18:05.294184] [INFO ] [sig       ] [525/3624] Completed BRSP in 0.3s | 2.90 sym/s | Total: 3.0m | ETA: 17.8m
[2025-12-08T20:18:05.294223] [INFO ] [sig       ] [526/3624] Forecasting BRX...
[2025-12-08T20:18:05.294253] [INFO ] [sig       ] Generating forecast for: BRX
[2025-12-08T20:18:05.294282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRX' from 'https://tdm.silogroup.org/data/derivative_storage/BRX.csv'.
[2025-12-08T20:18:05.305890] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRX'.
[2025-12-08T20:18:05.306234] [INFO ] [FORECASTER] Starting predict_future for BRX
[2025-12-08T20:18:05.307015] [DEBUG] [LOCAL     ] No optimal features file found for BRX: ./output/feature-sets/BRX.txt
[2025-12-08T20:18:05.307064] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:05.307095] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:05.307121] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:05.307175] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:05.362700] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:05.363471] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:05.363549] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:05.363600] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:05.482630] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:05.482784] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:05.482823] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:05.482851] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:05.486085] [DEBUG] [FORECASTER] BRX: Forecast T+1@11:T+2@11: UP (p=96.50%)
[2025-12-08T20:18:05.486351] [INFO ] [FORECASTER] Completed predict_future for BRX
[2025-12-08T20:18:05.486473] [INFO ] [sig       ] BRX: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:18:05.624071] [INFO ] [LOCAL     ] Saved forecast: BRX	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/BRX.txt
[2025-12-08T20:18:05.624240] [INFO ] [sig       ] [526/3624] Completed BRX in 0.3s | 2.90 sym/s | Total: 3.0m | ETA: 17.8m
[2025-12-08T20:18:05.624279] [INFO ] [sig       ] [527/3624] Forecasting BRY...
[2025-12-08T20:18:05.624310] [INFO ] [sig       ] Generating forecast for: BRY
[2025-12-08T20:18:05.624339] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRY' from 'https://tdm.silogroup.org/data/derivative_storage/BRY.csv'.
[2025-12-08T20:18:05.636450] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRY'.
[2025-12-08T20:18:05.636874] [INFO ] [FORECASTER] Starting predict_future for BRY
[2025-12-08T20:18:05.637747] [DEBUG] [LOCAL     ] No optimal features file found for BRY: ./output/feature-sets/BRY.txt
[2025-12-08T20:18:05.637797] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:05.637829] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:05.637856] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:05.637911] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:05.697185] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:05.698019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:05.698102] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:05.698135] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:05.818073] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:05.818227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:05.818266] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:05.818293] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:05.821642] [DEBUG] [FORECASTER] BRY: Forecast T+1@11:T+2@11: UP (p=67.85%)
[2025-12-08T20:18:05.821935] [INFO ] [FORECASTER] Completed predict_future for BRY
[2025-12-08T20:18:05.822068] [INFO ] [sig       ] BRY: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:18:05.965521] [INFO ] [LOCAL     ] Saved forecast: BRY	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/BRY.txt
[2025-12-08T20:18:05.965708] [INFO ] [sig       ] [527/3624] Completed BRY in 0.3s | 2.90 sym/s | Total: 3.0m | ETA: 17.8m
[2025-12-08T20:18:05.965751] [INFO ] [sig       ] [528/3624] Forecasting BRZE...
[2025-12-08T20:18:05.965780] [INFO ] [sig       ] Generating forecast for: BRZE
[2025-12-08T20:18:05.965809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRZE' from 'https://tdm.silogroup.org/data/derivative_storage/BRZE.csv'.
[2025-12-08T20:18:05.979320] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRZE'.
[2025-12-08T20:18:05.979712] [INFO ] [FORECASTER] Starting predict_future for BRZE
[2025-12-08T20:18:05.980489] [DEBUG] [LOCAL     ] No optimal features file found for BRZE: ./output/feature-sets/BRZE.txt
[2025-12-08T20:18:05.980539] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:05.980587] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:05.980617] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:05.980672] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:06.037706] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:06.038550] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:06.038649] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:06.038682] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:06.159223] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:06.159367] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:06.159405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:06.159433] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:06.162685] [DEBUG] [FORECASTER] BRZE: Forecast T+1@11:T+2@11: DOWN (p=3.54%)
[2025-12-08T20:18:06.162944] [INFO ] [FORECASTER] Completed predict_future for BRZE
[2025-12-08T20:18:06.163062] [INFO ] [sig       ] BRZE: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:18:06.299267] [INFO ] [LOCAL     ] Saved forecast: BRZE	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BRZE.txt
[2025-12-08T20:18:06.299379] [INFO ] [sig       ] [528/3624] Completed BRZE in 0.3s | 2.90 sym/s | Total: 3.0m | ETA: 17.8m
[2025-12-08T20:18:06.299417] [INFO ] [sig       ] [529/3624] Forecasting BSAC...
[2025-12-08T20:18:06.299446] [INFO ] [sig       ] Generating forecast for: BSAC
[2025-12-08T20:18:06.299475] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSAC' from 'https://tdm.silogroup.org/data/derivative_storage/BSAC.csv'.
[2025-12-08T20:18:06.311311] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSAC'.
[2025-12-08T20:18:06.311661] [INFO ] [FORECASTER] Starting predict_future for BSAC
[2025-12-08T20:18:06.312413] [DEBUG] [LOCAL     ] No optimal features file found for BSAC: ./output/feature-sets/BSAC.txt
[2025-12-08T20:18:06.312463] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:06.312495] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:06.312522] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:06.312599] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:06.368679] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:06.369266] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:06.369340] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:06.369371] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:06.487549] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:06.487718] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:06.487762] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:06.487796] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:06.491034] [DEBUG] [FORECASTER] BSAC: Forecast T+1@11:T+2@11: DOWN (p=1.88%)
[2025-12-08T20:18:06.491294] [INFO ] [FORECASTER] Completed predict_future for BSAC
[2025-12-08T20:18:06.491409] [INFO ] [sig       ] BSAC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:18:06.628825] [INFO ] [LOCAL     ] Saved forecast: BSAC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BSAC.txt
[2025-12-08T20:18:06.628974] [INFO ] [sig       ] [529/3624] Completed BSAC in 0.3s | 2.90 sym/s | Total: 3.0m | ETA: 17.8m
[2025-12-08T20:18:06.629012] [INFO ] [sig       ] [530/3624] Forecasting BSCP...
[2025-12-08T20:18:06.629042] [INFO ] [sig       ] Generating forecast for: BSCP
[2025-12-08T20:18:06.629071] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSCP' from 'https://tdm.silogroup.org/data/derivative_storage/BSCP.csv'.
[2025-12-08T20:18:06.641239] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSCP'.
[2025-12-08T20:18:06.641612] [INFO ] [FORECASTER] Starting predict_future for BSCP
[2025-12-08T20:18:06.642389] [DEBUG] [LOCAL     ] No optimal features file found for BSCP: ./output/feature-sets/BSCP.txt
[2025-12-08T20:18:06.642439] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:06.642496] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:06.642524] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:06.642598] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:06.698691] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:06.699494] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:06.699588] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:06.699623] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:06.796803] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:06.796947] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:06.796985] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:06.797012] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:06.800228] [DEBUG] [FORECASTER] BSCP: Forecast T+1@11:T+2@11: UP (p=98.93%)
[2025-12-08T20:18:06.800516] [INFO ] [FORECASTER] Completed predict_future for BSCP
[2025-12-08T20:18:06.800649] [INFO ] [sig       ] BSCP: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:18:06.938647] [INFO ] [LOCAL     ] Saved forecast: BSCP	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/BSCP.txt
[2025-12-08T20:18:06.938770] [INFO ] [sig       ] [530/3624] Completed BSCP in 0.3s | 2.91 sym/s | Total: 3.0m | ETA: 17.8m
[2025-12-08T20:18:06.938809] [INFO ] [sig       ] [531/3624] Forecasting BSCQ...
[2025-12-08T20:18:06.938839] [INFO ] [sig       ] Generating forecast for: BSCQ
[2025-12-08T20:18:06.938868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSCQ' from 'https://tdm.silogroup.org/data/derivative_storage/BSCQ.csv'.
[2025-12-08T20:18:06.950984] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSCQ'.
[2025-12-08T20:18:06.951308] [INFO ] [FORECASTER] Starting predict_future for BSCQ
[2025-12-08T20:18:06.952098] [DEBUG] [LOCAL     ] No optimal features file found for BSCQ: ./output/feature-sets/BSCQ.txt
[2025-12-08T20:18:06.952150] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:06.952185] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:06.952210] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:06.952264] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:07.017059] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:07.018102] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:07.018201] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:07.018242] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:07.138424] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:07.138591] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:07.138630] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:07.138658] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:07.141885] [DEBUG] [FORECASTER] BSCQ: Forecast T+1@11:T+2@11: UP (p=73.72%)
[2025-12-08T20:18:07.142146] [INFO ] [FORECASTER] Completed predict_future for BSCQ
[2025-12-08T20:18:07.142266] [INFO ] [sig       ] BSCQ: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:18:07.278610] [INFO ] [LOCAL     ] Saved forecast: BSCQ	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/BSCQ.txt
[2025-12-08T20:18:07.278751] [INFO ] [sig       ] [531/3624] Completed BSCQ in 0.3s | 2.91 sym/s | Total: 3.0m | ETA: 17.7m
[2025-12-08T20:18:07.278792] [INFO ] [sig       ] [532/3624] Forecasting BSCS...
[2025-12-08T20:18:07.278820] [INFO ] [sig       ] Generating forecast for: BSCS
[2025-12-08T20:18:07.278849] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSCS' from 'https://tdm.silogroup.org/data/derivative_storage/BSCS.csv'.
[2025-12-08T20:18:07.291058] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSCS'.
[2025-12-08T20:18:07.291422] [INFO ] [FORECASTER] Starting predict_future for BSCS
[2025-12-08T20:18:07.292213] [DEBUG] [LOCAL     ] No optimal features file found for BSCS: ./output/feature-sets/BSCS.txt
[2025-12-08T20:18:07.292263] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:07.292295] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:07.292321] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:07.292376] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:07.347080] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:07.347879] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:07.347957] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:07.347988] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:07.467311] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:07.467501] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:07.467555] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:07.467604] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:07.470976] [DEBUG] [FORECASTER] BSCS: Forecast T+1@11:T+2@11: DOWN (p=48.14%)
[2025-12-08T20:18:07.471301] [INFO ] [FORECASTER] Completed predict_future for BSCS
[2025-12-08T20:18:07.471437] [INFO ] [sig       ] BSCS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:18:07.611060] [INFO ] [LOCAL     ] Saved forecast: BSCS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BSCS.txt
[2025-12-08T20:18:07.611214] [INFO ] [sig       ] [532/3624] Completed BSCS in 0.3s | 2.91 sym/s | Total: 3.1m | ETA: 17.7m
[2025-12-08T20:18:07.611254] [INFO ] [sig       ] [533/3624] Forecasting BSCX...
[2025-12-08T20:18:07.611287] [INFO ] [sig       ] Generating forecast for: BSCX
[2025-12-08T20:18:07.611317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSCX' from 'https://tdm.silogroup.org/data/derivative_storage/BSCX.csv'.
[2025-12-08T20:18:07.625144] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSCX'.
[2025-12-08T20:18:07.625594] [INFO ] [FORECASTER] Starting predict_future for BSCX
[2025-12-08T20:18:07.626502] [DEBUG] [LOCAL     ] No optimal features file found for BSCX: ./output/feature-sets/BSCX.txt
[2025-12-08T20:18:07.626556] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:07.626609] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:07.626636] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:07.626694] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:07.692541] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:07.693508] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:07.693618] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:07.693655] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:07.829114] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:07.829289] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:07.829352] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:07.829437] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:07.833329] [DEBUG] [FORECASTER] BSCX: Forecast T+1@11:T+2@11: UP (p=87.27%)
[2025-12-08T20:18:07.833773] [INFO ] [FORECASTER] Completed predict_future for BSCX
[2025-12-08T20:18:07.833944] [INFO ] [sig       ] BSCX: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:18:07.993470] [INFO ] [LOCAL     ] Saved forecast: BSCX	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/BSCX.txt
[2025-12-08T20:18:07.993652] [INFO ] [sig       ] [533/3624] Completed BSCX in 0.4s | 2.90 sym/s | Total: 3.1m | ETA: 17.7m
[2025-12-08T20:18:07.993697] [INFO ] [sig       ] [534/3624] Forecasting BSCY...
[2025-12-08T20:18:07.993727] [INFO ] [sig       ] Generating forecast for: BSCY
[2025-12-08T20:18:07.993757] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSCY' from 'https://tdm.silogroup.org/data/derivative_storage/BSCY.csv'.
[2025-12-08T20:18:08.005740] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSCY'.
[2025-12-08T20:18:08.006135] [INFO ] [FORECASTER] Starting predict_future for BSCY
[2025-12-08T20:18:08.006938] [DEBUG] [LOCAL     ] No optimal features file found for BSCY: ./output/feature-sets/BSCY.txt
[2025-12-08T20:18:08.006990] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:08.007022] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:08.007050] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:08.007106] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:08.061953] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:08.062829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:08.062914] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:08.062946] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:08.187178] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:08.187334] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:08.187373] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:08.187421] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:08.190757] [DEBUG] [FORECASTER] BSCY: Forecast T+1@11:T+2@11: DOWN (p=12.55%)
[2025-12-08T20:18:08.191031] [INFO ] [FORECASTER] Completed predict_future for BSCY
[2025-12-08T20:18:08.191156] [INFO ] [sig       ] BSCY: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:18:08.328935] [INFO ] [LOCAL     ] Saved forecast: BSCY	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BSCY.txt
[2025-12-08T20:18:08.329085] [INFO ] [sig       ] [534/3624] Completed BSCY in 0.3s | 2.90 sym/s | Total: 3.1m | ETA: 17.7m
[2025-12-08T20:18:08.329131] [INFO ] [sig       ] [535/3624] Forecasting BSJP...
[2025-12-08T20:18:08.329171] [INFO ] [sig       ] Generating forecast for: BSJP
[2025-12-08T20:18:08.329203] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSJP' from 'https://tdm.silogroup.org/data/derivative_storage/BSJP.csv'.
[2025-12-08T20:18:08.341671] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSJP'.
[2025-12-08T20:18:08.342042] [INFO ] [FORECASTER] Starting predict_future for BSJP
[2025-12-08T20:18:08.342861] [DEBUG] [LOCAL     ] No optimal features file found for BSJP: ./output/feature-sets/BSJP.txt
[2025-12-08T20:18:08.342912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:08.342943] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:08.342970] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:08.343027] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:08.399496] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:08.400345] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:08.400426] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:08.400459] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:08.515839] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:08.516183] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:08.516222] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:08.516249] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:08.519640] [DEBUG] [FORECASTER] BSJP: Forecast T+1@11:T+2@11: UP (p=89.12%)
[2025-12-08T20:18:08.519912] [INFO ] [FORECASTER] Completed predict_future for BSJP
[2025-12-08T20:18:08.520033] [INFO ] [sig       ] BSJP: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:18:08.658081] [INFO ] [LOCAL     ] Saved forecast: BSJP	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/BSJP.txt
[2025-12-08T20:18:08.658225] [INFO ] [sig       ] [535/3624] Completed BSJP in 0.3s | 2.91 sym/s | Total: 3.1m | ETA: 17.7m
[2025-12-08T20:18:08.658271] [INFO ] [sig       ] [536/3624] Forecasting BSJQ...
[2025-12-08T20:18:08.658314] [INFO ] [sig       ] Generating forecast for: BSJQ
[2025-12-08T20:18:08.658354] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSJQ' from 'https://tdm.silogroup.org/data/derivative_storage/BSJQ.csv'.
[2025-12-08T20:18:08.670047] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSJQ'.
[2025-12-08T20:18:08.670410] [INFO ] [FORECASTER] Starting predict_future for BSJQ
[2025-12-08T20:18:08.671198] [DEBUG] [LOCAL     ] No optimal features file found for BSJQ: ./output/feature-sets/BSJQ.txt
[2025-12-08T20:18:08.671249] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:08.671292] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:08.671319] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:08.671375] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:08.726842] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:08.727667] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:08.727749] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:08.727782] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:08.849254] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:08.849409] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:08.849448] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:08.849475] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:08.852908] [DEBUG] [FORECASTER] BSJQ: Forecast T+1@11:T+2@11: UP (p=84.59%)
[2025-12-08T20:18:08.853218] [INFO ] [FORECASTER] Completed predict_future for BSJQ
[2025-12-08T20:18:08.853356] [INFO ] [sig       ] BSJQ: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:18:08.997374] [INFO ] [LOCAL     ] Saved forecast: BSJQ	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/BSJQ.txt
[2025-12-08T20:18:08.997549] [INFO ] [sig       ] [536/3624] Completed BSJQ in 0.3s | 2.91 sym/s | Total: 3.1m | ETA: 17.7m
[2025-12-08T20:18:08.997606] [INFO ] [sig       ] [537/3624] Forecasting BSJS...
[2025-12-08T20:18:08.997637] [INFO ] [sig       ] Generating forecast for: BSJS
[2025-12-08T20:18:08.997666] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSJS' from 'https://tdm.silogroup.org/data/derivative_storage/BSJS.csv'.
[2025-12-08T20:18:09.010065] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSJS'.
[2025-12-08T20:18:09.010460] [INFO ] [FORECASTER] Starting predict_future for BSJS
[2025-12-08T20:18:09.011269] [DEBUG] [LOCAL     ] No optimal features file found for BSJS: ./output/feature-sets/BSJS.txt
[2025-12-08T20:18:09.011319] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:09.011350] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:09.011375] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:09.011433] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:09.067355] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:09.068264] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:09.068345] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:09.068376] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:09.188738] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:09.188915] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:09.188965] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:09.189002] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:09.193711] [DEBUG] [FORECASTER] BSJS: Forecast T+1@11:T+2@11: DOWN (p=48.82%)
[2025-12-08T20:18:09.194152] [INFO ] [FORECASTER] Completed predict_future for BSJS
[2025-12-08T20:18:09.194332] [INFO ] [sig       ] BSJS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:18:09.382441] [INFO ] [LOCAL     ] Saved forecast: BSJS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BSJS.txt
[2025-12-08T20:18:09.382608] [INFO ] [sig       ] [537/3624] Completed BSJS in 0.4s | 2.90 sym/s | Total: 3.1m | ETA: 17.7m
[2025-12-08T20:18:09.382651] [INFO ] [sig       ] [538/3624] Forecasting BSL...
[2025-12-08T20:18:09.382681] [INFO ] [sig       ] Generating forecast for: BSL
[2025-12-08T20:18:09.382710] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSL' from 'https://tdm.silogroup.org/data/derivative_storage/BSL.csv'.
[2025-12-08T20:18:09.394698] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSL'.
[2025-12-08T20:18:09.395048] [INFO ] [FORECASTER] Starting predict_future for BSL
[2025-12-08T20:18:09.395877] [DEBUG] [LOCAL     ] No optimal features file found for BSL: ./output/feature-sets/BSL.txt
[2025-12-08T20:18:09.395929] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:09.395960] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:09.395986] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:09.396041] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:09.452516] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:09.453166] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:09.453243] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:09.453276] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:09.570445] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:09.570608] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:09.570648] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:09.570676] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:09.573927] [DEBUG] [FORECASTER] BSL: Forecast T+1@11:T+2@11: UP (p=79.72%)
[2025-12-08T20:18:09.574191] [INFO ] [FORECASTER] Completed predict_future for BSL
[2025-12-08T20:18:09.574309] [INFO ] [sig       ] BSL: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:18:09.712114] [INFO ] [LOCAL     ] Saved forecast: BSL	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/BSL.txt
[2025-12-08T20:18:09.712251] [INFO ] [sig       ] [538/3624] Completed BSL in 0.3s | 2.90 sym/s | Total: 3.1m | ETA: 17.7m
[2025-12-08T20:18:09.712288] [INFO ] [sig       ] [539/3624] Forecasting BSLK...
[2025-12-08T20:18:09.712318] [INFO ] [sig       ] Generating forecast for: BSLK
[2025-12-08T20:18:09.712348] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSLK' from 'https://tdm.silogroup.org/data/derivative_storage/BSLK.csv'.
[2025-12-08T20:18:09.723826] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSLK'.
[2025-12-08T20:18:09.724169] [INFO ] [FORECASTER] Starting predict_future for BSLK
[2025-12-08T20:18:09.724967] [DEBUG] [LOCAL     ] No optimal features file found for BSLK: ./output/feature-sets/BSLK.txt
[2025-12-08T20:18:09.725017] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:09.725047] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:09.725074] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:09.725129] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:09.780810] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:09.781432] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:09.781506] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:09.781537] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:09.890454] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:09.890619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:09.890658] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:09.890686] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:09.893925] [DEBUG] [FORECASTER] BSLK: Forecast T+1@11:T+2@11: DOWN (p=40.58%)
[2025-12-08T20:18:09.894191] [INFO ] [FORECASTER] Completed predict_future for BSLK
[2025-12-08T20:18:09.894309] [INFO ] [sig       ] BSLK: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:18:10.030980] [INFO ] [LOCAL     ] Saved forecast: BSLK	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BSLK.txt
[2025-12-08T20:18:10.031107] [INFO ] [sig       ] [539/3624] Completed BSLK in 0.3s | 2.91 sym/s | Total: 3.1m | ETA: 17.7m
[2025-12-08T20:18:10.031150] [INFO ] [sig       ] [540/3624] Forecasting BSM...
[2025-12-08T20:18:10.031180] [INFO ] [sig       ] Generating forecast for: BSM
[2025-12-08T20:18:10.031209] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSM' from 'https://tdm.silogroup.org/data/derivative_storage/BSM.csv'.
[2025-12-08T20:18:10.043403] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSM'.
[2025-12-08T20:18:10.043764] [INFO ] [FORECASTER] Starting predict_future for BSM
[2025-12-08T20:18:10.044526] [DEBUG] [LOCAL     ] No optimal features file found for BSM: ./output/feature-sets/BSM.txt
[2025-12-08T20:18:10.044604] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:10.044649] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:10.044679] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:10.044734] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:10.099986] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:10.100623] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:10.100738] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:10.100786] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:10.224045] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:10.224207] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:10.224245] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:10.224273] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:10.227600] [DEBUG] [FORECASTER] BSM: Forecast T+1@11:T+2@11: UP (p=66.83%)
[2025-12-08T20:18:10.227862] [INFO ] [FORECASTER] Completed predict_future for BSM
[2025-12-08T20:18:10.227980] [INFO ] [sig       ] BSM: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:18:10.364619] [INFO ] [LOCAL     ] Saved forecast: BSM	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/BSM.txt
[2025-12-08T20:18:10.364770] [INFO ] [sig       ] [540/3624] Completed BSM in 0.3s | 2.91 sym/s | Total: 3.1m | ETA: 17.7m
[2025-12-08T20:18:10.364809] [INFO ] [sig       ] [541/3624] Forecasting BSMP...
[2025-12-08T20:18:10.364839] [INFO ] [sig       ] Generating forecast for: BSMP
[2025-12-08T20:18:10.364868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSMP' from 'https://tdm.silogroup.org/data/derivative_storage/BSMP.csv'.
[2025-12-08T20:18:10.376888] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSMP'.
[2025-12-08T20:18:10.377282] [INFO ] [FORECASTER] Starting predict_future for BSMP
[2025-12-08T20:18:10.378182] [DEBUG] [LOCAL     ] No optimal features file found for BSMP: ./output/feature-sets/BSMP.txt
[2025-12-08T20:18:10.378233] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:10.378266] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:10.378292] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:10.378348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:10.433986] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:10.434822] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:10.434905] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:10.434937] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:10.547475] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:10.547640] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:10.547679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:10.547707] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:10.550989] [DEBUG] [FORECASTER] BSMP: Forecast T+1@11:T+2@11: DOWN (p=32.86%)
[2025-12-08T20:18:10.551250] [INFO ] [FORECASTER] Completed predict_future for BSMP
[2025-12-08T20:18:10.551385] [INFO ] [sig       ] BSMP: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:18:10.687177] [INFO ] [LOCAL     ] Saved forecast: BSMP	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BSMP.txt
[2025-12-08T20:18:10.687303] [INFO ] [sig       ] [541/3624] Completed BSMP in 0.3s | 2.91 sym/s | Total: 3.1m | ETA: 17.7m
[2025-12-08T20:18:10.687342] [INFO ] [sig       ] [542/3624] Forecasting BSMQ...
[2025-12-08T20:18:10.687371] [INFO ] [sig       ] Generating forecast for: BSMQ
[2025-12-08T20:18:10.687420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSMQ' from 'https://tdm.silogroup.org/data/derivative_storage/BSMQ.csv'.
[2025-12-08T20:18:10.698987] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSMQ'.
[2025-12-08T20:18:10.699334] [INFO ] [FORECASTER] Starting predict_future for BSMQ
[2025-12-08T20:18:10.700150] [DEBUG] [LOCAL     ] No optimal features file found for BSMQ: ./output/feature-sets/BSMQ.txt
[2025-12-08T20:18:10.700200] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:10.700230] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:10.700256] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:10.700312] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:10.755459] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:10.756178] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:10.756254] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:10.756286] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:10.872123] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:10.872276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:10.872315] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:10.872342] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:10.875650] [DEBUG] [FORECASTER] BSMQ: Forecast T+1@11:T+2@11: DOWN (p=23.26%)
[2025-12-08T20:18:10.875918] [INFO ] [FORECASTER] Completed predict_future for BSMQ
[2025-12-08T20:18:10.876040] [INFO ] [sig       ] BSMQ: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:18:11.012798] [INFO ] [LOCAL     ] Saved forecast: BSMQ	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BSMQ.txt
[2025-12-08T20:18:11.012954] [INFO ] [sig       ] [542/3624] Completed BSMQ in 0.3s | 2.91 sym/s | Total: 3.1m | ETA: 17.7m
[2025-12-08T20:18:11.012991] [INFO ] [sig       ] [543/3624] Forecasting BSMS...
[2025-12-08T20:18:11.013019] [INFO ] [sig       ] Generating forecast for: BSMS
[2025-12-08T20:18:11.013049] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSMS' from 'https://tdm.silogroup.org/data/derivative_storage/BSMS.csv'.
[2025-12-08T20:18:11.025117] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSMS'.
[2025-12-08T20:18:11.025502] [INFO ] [FORECASTER] Starting predict_future for BSMS
[2025-12-08T20:18:11.026325] [DEBUG] [LOCAL     ] No optimal features file found for BSMS: ./output/feature-sets/BSMS.txt
[2025-12-08T20:18:11.026376] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:11.026409] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:11.026435] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:11.026492] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:11.082078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:11.082890] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:11.082968] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:11.083000] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:11.196390] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:11.196542] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:11.196597] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:11.196646] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:11.199989] [DEBUG] [FORECASTER] BSMS: Forecast T+1@11:T+2@11: UP (p=86.67%)
[2025-12-08T20:18:11.200280] [INFO ] [FORECASTER] Completed predict_future for BSMS
[2025-12-08T20:18:11.200408] [INFO ] [sig       ] BSMS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:18:11.338584] [INFO ] [LOCAL     ] Saved forecast: BSMS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/BSMS.txt
[2025-12-08T20:18:11.338732] [INFO ] [sig       ] [543/3624] Completed BSMS in 0.3s | 2.91 sym/s | Total: 3.1m | ETA: 17.7m
[2025-12-08T20:18:11.338770] [INFO ] [sig       ] [544/3624] Forecasting BSSX...
[2025-12-08T20:18:11.338801] [INFO ] [sig       ] Generating forecast for: BSSX
[2025-12-08T20:18:11.338830] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSSX' from 'https://tdm.silogroup.org/data/derivative_storage/BSSX.csv'.
[2025-12-08T20:18:11.350053] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSSX'.
[2025-12-08T20:18:11.350375] [INFO ] [FORECASTER] Starting predict_future for BSSX
[2025-12-08T20:18:11.351150] [DEBUG] [LOCAL     ] No optimal features file found for BSSX: ./output/feature-sets/BSSX.txt
[2025-12-08T20:18:11.351200] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:11.351231] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:11.351257] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:11.351312] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:11.406907] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:11.407522] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:11.407615] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:11.407649] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:11.508839] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:11.508991] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:11.509028] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:11.509056] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:11.512507] [DEBUG] [FORECASTER] BSSX: Forecast T+1@11:T+2@11: UP (p=84.08%)
[2025-12-08T20:18:11.512812] [INFO ] [FORECASTER] Completed predict_future for BSSX
[2025-12-08T20:18:11.512941] [INFO ] [sig       ] BSSX: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:18:11.653142] [INFO ] [LOCAL     ] Saved forecast: BSSX	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/BSSX.txt
[2025-12-08T20:18:11.653264] [INFO ] [sig       ] [544/3624] Completed BSSX in 0.3s | 2.91 sym/s | Total: 3.1m | ETA: 17.7m
[2025-12-08T20:18:11.653302] [INFO ] [sig       ] [545/3624] Forecasting BSTZ...
[2025-12-08T20:18:11.653330] [INFO ] [sig       ] Generating forecast for: BSTZ
[2025-12-08T20:18:11.653359] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSTZ' from 'https://tdm.silogroup.org/data/derivative_storage/BSTZ.csv'.
[2025-12-08T20:18:11.665435] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSTZ'.
[2025-12-08T20:18:11.665786] [INFO ] [FORECASTER] Starting predict_future for BSTZ
[2025-12-08T20:18:11.666600] [DEBUG] [LOCAL     ] No optimal features file found for BSTZ: ./output/feature-sets/BSTZ.txt
[2025-12-08T20:18:11.666649] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:11.666680] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:11.666706] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:11.666761] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:11.725335] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:11.725978] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:11.726070] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:11.726103] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:11.846099] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:11.846236] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:11.846273] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:11.846301] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:11.849614] [DEBUG] [FORECASTER] BSTZ: Forecast T+1@11:T+2@11: UP (p=75.46%)
[2025-12-08T20:18:11.849879] [INFO ] [FORECASTER] Completed predict_future for BSTZ
[2025-12-08T20:18:11.849999] [INFO ] [sig       ] BSTZ: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:18:11.987732] [INFO ] [LOCAL     ] Saved forecast: BSTZ	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/BSTZ.txt
[2025-12-08T20:18:11.987843] [INFO ] [sig       ] [545/3624] Completed BSTZ in 0.3s | 2.91 sym/s | Total: 3.1m | ETA: 17.7m
[2025-12-08T20:18:11.987880] [INFO ] [sig       ] [546/3624] Forecasting BSVN...
[2025-12-08T20:18:11.987910] [INFO ] [sig       ] Generating forecast for: BSVN
[2025-12-08T20:18:11.987939] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSVN' from 'https://tdm.silogroup.org/data/derivative_storage/BSVN.csv'.
[2025-12-08T20:18:11.999641] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSVN'.
[2025-12-08T20:18:11.999985] [INFO ] [FORECASTER] Starting predict_future for BSVN
[2025-12-08T20:18:12.000788] [DEBUG] [LOCAL     ] No optimal features file found for BSVN: ./output/feature-sets/BSVN.txt
[2025-12-08T20:18:12.000839] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:12.000871] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:12.000898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:12.000953] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:12.056859] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:12.057529] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:12.057620] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:12.057653] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:12.167943] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:12.168078] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:12.168115] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:12.168142] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:12.171326] [DEBUG] [FORECASTER] BSVN: Forecast T+1@11:T+2@11: UP (p=65.77%)
[2025-12-08T20:18:12.171601] [INFO ] [FORECASTER] Completed predict_future for BSVN
[2025-12-08T20:18:12.171717] [INFO ] [sig       ] BSVN: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:18:12.307800] [INFO ] [LOCAL     ] Saved forecast: BSVN	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/BSVN.txt
[2025-12-08T20:18:12.307930] [INFO ] [sig       ] [546/3624] Completed BSVN in 0.3s | 2.91 sym/s | Total: 3.1m | ETA: 17.6m
[2025-12-08T20:18:12.307970] [INFO ] [sig       ] [547/3624] Forecasting BSVO...
[2025-12-08T20:18:12.307999] [INFO ] [sig       ] Generating forecast for: BSVO
[2025-12-08T20:18:12.308029] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSVO' from 'https://tdm.silogroup.org/data/derivative_storage/BSVO.csv'.
[2025-12-08T20:18:12.321029] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSVO'.
[2025-12-08T20:18:12.321371] [INFO ] [FORECASTER] Starting predict_future for BSVO
[2025-12-08T20:18:12.322142] [DEBUG] [LOCAL     ] No optimal features file found for BSVO: ./output/feature-sets/BSVO.txt
[2025-12-08T20:18:12.322192] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:12.322257] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:12.322287] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:12.322343] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:12.378161] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:12.378807] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:12.378880] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:12.378911] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:12.501268] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:12.501407] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:12.501445] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:12.501472] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:12.504682] [DEBUG] [FORECASTER] BSVO: Forecast T+1@11:T+2@11: UP (p=94.53%)
[2025-12-08T20:18:12.504941] [INFO ] [FORECASTER] Completed predict_future for BSVO
[2025-12-08T20:18:12.505065] [INFO ] [sig       ] BSVO: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:18:12.646076] [INFO ] [LOCAL     ] Saved forecast: BSVO	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/BSVO.txt
[2025-12-08T20:18:12.646225] [INFO ] [sig       ] [547/3624] Completed BSVO in 0.3s | 2.91 sym/s | Total: 3.1m | ETA: 17.6m
[2025-12-08T20:18:12.646265] [INFO ] [sig       ] [548/3624] Forecasting BSX...
[2025-12-08T20:18:12.646293] [INFO ] [sig       ] Generating forecast for: BSX
[2025-12-08T20:18:12.646322] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSX' from 'https://tdm.silogroup.org/data/derivative_storage/BSX.csv'.
[2025-12-08T20:18:12.658735] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSX'.
[2025-12-08T20:18:12.659114] [INFO ] [FORECASTER] Starting predict_future for BSX
[2025-12-08T20:18:12.659923] [DEBUG] [LOCAL     ] No optimal features file found for BSX: ./output/feature-sets/BSX.txt
[2025-12-08T20:18:12.659974] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:12.660006] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:12.660032] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:12.660088] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:12.720617] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:12.721426] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:12.721507] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:12.721540] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:12.836946] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:12.837246] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:12.837284] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:12.837312] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:12.840659] [DEBUG] [FORECASTER] BSX: Forecast T+1@11:T+2@11: DOWN (p=44.56%)
[2025-12-08T20:18:12.840929] [INFO ] [FORECASTER] Completed predict_future for BSX
[2025-12-08T20:18:12.841050] [INFO ] [sig       ] BSX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:18:12.984809] [INFO ] [LOCAL     ] Saved forecast: BSX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BSX.txt
[2025-12-08T20:18:12.984918] [INFO ] [sig       ] [548/3624] Completed BSX in 0.3s | 2.91 sym/s | Total: 3.1m | ETA: 17.6m
[2025-12-08T20:18:12.984955] [INFO ] [sig       ] [549/3624] Forecasting BSY...
[2025-12-08T20:18:12.984984] [INFO ] [sig       ] Generating forecast for: BSY
[2025-12-08T20:18:12.985012] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSY' from 'https://tdm.silogroup.org/data/derivative_storage/BSY.csv'.
[2025-12-08T20:18:12.996797] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSY'.
[2025-12-08T20:18:12.997132] [INFO ] [FORECASTER] Starting predict_future for BSY
[2025-12-08T20:18:12.997951] [DEBUG] [LOCAL     ] No optimal features file found for BSY: ./output/feature-sets/BSY.txt
[2025-12-08T20:18:12.998001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:12.998032] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:12.998057] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:12.998110] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:13.054495] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:13.055243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:13.055321] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:13.055352] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:13.174027] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:13.174178] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:13.174218] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:13.174246] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:13.177666] [DEBUG] [FORECASTER] BSY: Forecast T+1@11:T+2@11: UP (p=71.78%)
[2025-12-08T20:18:13.177941] [INFO ] [FORECASTER] Completed predict_future for BSY
[2025-12-08T20:18:13.178064] [INFO ] [sig       ] BSY: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:18:13.319495] [INFO ] [LOCAL     ] Saved forecast: BSY	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/BSY.txt
[2025-12-08T20:18:13.319673] [INFO ] [sig       ] [549/3624] Completed BSY in 0.3s | 2.91 sym/s | Total: 3.1m | ETA: 17.6m
[2025-12-08T20:18:13.319715] [INFO ] [sig       ] [550/3624] Forecasting BTA...
[2025-12-08T20:18:13.319744] [INFO ] [sig       ] Generating forecast for: BTA
[2025-12-08T20:18:13.319773] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTA' from 'https://tdm.silogroup.org/data/derivative_storage/BTA.csv'.
[2025-12-08T20:18:13.331995] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTA'.
[2025-12-08T20:18:13.332387] [INFO ] [FORECASTER] Starting predict_future for BTA
[2025-12-08T20:18:13.333217] [DEBUG] [LOCAL     ] No optimal features file found for BTA: ./output/feature-sets/BTA.txt
[2025-12-08T20:18:13.333268] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:13.333300] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:13.333326] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:13.333381] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:13.388716] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:13.389525] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:13.389622] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:13.389655] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:13.496713] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:13.496860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:13.496900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:13.496928] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:13.501408] [DEBUG] [FORECASTER] BTA: Forecast T+1@11:T+2@11: UP (p=66.83%)
[2025-12-08T20:18:13.501731] [INFO ] [FORECASTER] Completed predict_future for BTA
[2025-12-08T20:18:13.501858] [INFO ] [sig       ] BTA: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:18:13.639840] [INFO ] [LOCAL     ] Saved forecast: BTA	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/BTA.txt
[2025-12-08T20:18:13.639969] [INFO ] [sig       ] [550/3624] Completed BTA in 0.3s | 2.91 sym/s | Total: 3.2m | ETA: 17.6m
[2025-12-08T20:18:13.640009] [INFO ] [sig       ] [551/3624] Forecasting BTAI...
[2025-12-08T20:18:13.640038] [INFO ] [sig       ] Generating forecast for: BTAI
[2025-12-08T20:18:13.640073] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTAI' from 'https://tdm.silogroup.org/data/derivative_storage/BTAI.csv'.
[2025-12-08T20:18:13.651944] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTAI'.
[2025-12-08T20:18:13.652298] [INFO ] [FORECASTER] Starting predict_future for BTAI
[2025-12-08T20:18:13.653165] [DEBUG] [LOCAL     ] No optimal features file found for BTAI: ./output/feature-sets/BTAI.txt
[2025-12-08T20:18:13.653217] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:13.653253] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:13.653281] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:13.653338] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:13.710987] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:13.711879] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:13.711960] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:13.711993] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:13.829225] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:13.829365] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:13.829402] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:13.829429] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:13.832678] [DEBUG] [FORECASTER] BTAI: Forecast T+1@11:T+2@11: UP (p=61.73%)
[2025-12-08T20:18:13.832937] [INFO ] [FORECASTER] Completed predict_future for BTAI
[2025-12-08T20:18:13.833052] [INFO ] [sig       ] BTAI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:18:13.971284] [INFO ] [LOCAL     ] Saved forecast: BTAI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/BTAI.txt
[2025-12-08T20:18:13.971393] [INFO ] [sig       ] [551/3624] Completed BTAI in 0.3s | 2.91 sym/s | Total: 3.2m | ETA: 17.6m
[2025-12-08T20:18:13.971431] [INFO ] [sig       ] [552/3624] Forecasting BTCS...
[2025-12-08T20:18:13.971460] [INFO ] [sig       ] Generating forecast for: BTCS
[2025-12-08T20:18:13.971489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTCS' from 'https://tdm.silogroup.org/data/derivative_storage/BTCS.csv'.
[2025-12-08T20:18:13.983427] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTCS'.
[2025-12-08T20:18:13.983795] [INFO ] [FORECASTER] Starting predict_future for BTCS
[2025-12-08T20:18:13.984647] [DEBUG] [LOCAL     ] No optimal features file found for BTCS: ./output/feature-sets/BTCS.txt
[2025-12-08T20:18:13.984698] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:13.984730] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:13.984757] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:13.984815] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:14.042826] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:14.043488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:14.043564] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:14.043615] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:14.156483] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:14.156631] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:14.156670] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:14.156705] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:14.159905] [DEBUG] [FORECASTER] BTCS: Forecast T+1@11:T+2@11: DOWN (p=15.75%)
[2025-12-08T20:18:14.160165] [INFO ] [FORECASTER] Completed predict_future for BTCS
[2025-12-08T20:18:14.160280] [INFO ] [sig       ] BTCS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:18:14.303262] [INFO ] [LOCAL     ] Saved forecast: BTCS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BTCS.txt
[2025-12-08T20:18:14.303375] [INFO ] [sig       ] [552/3624] Completed BTCS in 0.3s | 2.91 sym/s | Total: 3.2m | ETA: 17.6m
[2025-12-08T20:18:14.303413] [INFO ] [sig       ] [553/3624] Forecasting BTE...
[2025-12-08T20:18:14.303441] [INFO ] [sig       ] Generating forecast for: BTE
[2025-12-08T20:18:14.303470] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTE' from 'https://tdm.silogroup.org/data/derivative_storage/BTE.csv'.
[2025-12-08T20:18:14.322126] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTE'.
[2025-12-08T20:18:14.322482] [INFO ] [FORECASTER] Starting predict_future for BTE
[2025-12-08T20:18:14.323300] [DEBUG] [LOCAL     ] No optimal features file found for BTE: ./output/feature-sets/BTE.txt
[2025-12-08T20:18:14.323352] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:14.323384] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:14.323412] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:14.323468] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:14.381330] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:14.381947] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:14.382023] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:14.382057] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:14.497017] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:14.497136] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:14.497172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:14.497199] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:14.500426] [DEBUG] [FORECASTER] BTE: Forecast T+1@11:T+2@11: DOWN (p=6.62%)
[2025-12-08T20:18:14.500717] [INFO ] [FORECASTER] Completed predict_future for BTE
[2025-12-08T20:18:14.500835] [INFO ] [sig       ] BTE: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:18:14.643122] [INFO ] [LOCAL     ] Saved forecast: BTE	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BTE.txt
[2025-12-08T20:18:14.643276] [INFO ] [sig       ] [553/3624] Completed BTE in 0.3s | 2.91 sym/s | Total: 3.2m | ETA: 17.6m
[2025-12-08T20:18:14.643317] [INFO ] [sig       ] [554/3624] Forecasting BTF...
[2025-12-08T20:18:14.643346] [INFO ] [sig       ] Generating forecast for: BTF
[2025-12-08T20:18:14.643376] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTF' from 'https://tdm.silogroup.org/data/derivative_storage/BTF.csv'.
[2025-12-08T20:18:14.656621] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTF'.
[2025-12-08T20:18:14.657014] [INFO ] [FORECASTER] Starting predict_future for BTF
[2025-12-08T20:18:14.657912] [DEBUG] [LOCAL     ] No optimal features file found for BTF: ./output/feature-sets/BTF.txt
[2025-12-08T20:18:14.657963] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:14.657996] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:14.658023] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:14.658080] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:14.717370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:14.718267] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:14.718347] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:14.718381] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:14.847100] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:14.847259] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:14.847298] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:14.847327] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:14.850752] [DEBUG] [FORECASTER] BTF: Forecast T+1@11:T+2@11: UP (p=60.29%)
[2025-12-08T20:18:14.851078] [INFO ] [FORECASTER] Completed predict_future for BTF
[2025-12-08T20:18:14.851208] [INFO ] [sig       ] BTF: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:18:14.993030] [INFO ] [LOCAL     ] Saved forecast: BTF	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/BTF.txt
[2025-12-08T20:18:14.993181] [INFO ] [sig       ] [554/3624] Completed BTF in 0.3s | 2.91 sym/s | Total: 3.2m | ETA: 17.6m
[2025-12-08T20:18:14.993221] [INFO ] [sig       ] [555/3624] Forecasting BTI...
[2025-12-08T20:18:14.993250] [INFO ] [sig       ] Generating forecast for: BTI
[2025-12-08T20:18:14.993279] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTI' from 'https://tdm.silogroup.org/data/derivative_storage/BTI.csv'.
[2025-12-08T20:18:15.005703] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTI'.
[2025-12-08T20:18:15.006094] [INFO ] [FORECASTER] Starting predict_future for BTI
[2025-12-08T20:18:15.006898] [DEBUG] [LOCAL     ] No optimal features file found for BTI: ./output/feature-sets/BTI.txt
[2025-12-08T20:18:15.006949] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:15.006981] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:15.007009] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:15.007066] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:15.063560] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:15.064347] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:15.064425] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:15.064456] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:15.184606] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:15.184760] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:15.184799] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:15.184826] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:15.188166] [DEBUG] [FORECASTER] BTI: Forecast T+1@11:T+2@11: DOWN (p=42.31%)
[2025-12-08T20:18:15.188431] [INFO ] [FORECASTER] Completed predict_future for BTI
[2025-12-08T20:18:15.188550] [INFO ] [sig       ] BTI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:18:15.328377] [INFO ] [LOCAL     ] Saved forecast: BTI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BTI.txt
[2025-12-08T20:18:15.328524] [INFO ] [sig       ] [555/3624] Completed BTI in 0.3s | 2.91 sym/s | Total: 3.2m | ETA: 17.6m
[2025-12-08T20:18:15.328563] [INFO ] [sig       ] [556/3624] Forecasting BTM...
[2025-12-08T20:18:15.328614] [INFO ] [sig       ] Generating forecast for: BTM
[2025-12-08T20:18:15.328644] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTM' from 'https://tdm.silogroup.org/data/derivative_storage/BTM.csv'.
[2025-12-08T20:18:15.340559] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTM'.
[2025-12-08T20:18:15.340961] [INFO ] [FORECASTER] Starting predict_future for BTM
[2025-12-08T20:18:15.341742] [DEBUG] [LOCAL     ] No optimal features file found for BTM: ./output/feature-sets/BTM.txt
[2025-12-08T20:18:15.341791] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:15.341822] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:15.341847] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:15.341902] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:15.398373] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:15.399238] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:15.399317] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:15.399348] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:15.516833] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:15.516989] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:15.517027] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:15.517055] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:15.520389] [DEBUG] [FORECASTER] BTM: Forecast T+1@11:T+2@11: DOWN (p=48.18%)
[2025-12-08T20:18:15.520688] [INFO ] [FORECASTER] Completed predict_future for BTM
[2025-12-08T20:18:15.520818] [INFO ] [sig       ] BTM: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:18:15.661501] [INFO ] [LOCAL     ] Saved forecast: BTM	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BTM.txt
[2025-12-08T20:18:15.661670] [INFO ] [sig       ] [556/3624] Completed BTM in 0.3s | 2.91 sym/s | Total: 3.2m | ETA: 17.6m
[2025-12-08T20:18:15.661711] [INFO ] [sig       ] [557/3624] Forecasting BTMD...
[2025-12-08T20:18:15.661742] [INFO ] [sig       ] Generating forecast for: BTMD
[2025-12-08T20:18:15.661770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTMD' from 'https://tdm.silogroup.org/data/derivative_storage/BTMD.csv'.
[2025-12-08T20:18:15.674020] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTMD'.
[2025-12-08T20:18:15.674402] [INFO ] [FORECASTER] Starting predict_future for BTMD
[2025-12-08T20:18:15.675258] [DEBUG] [LOCAL     ] No optimal features file found for BTMD: ./output/feature-sets/BTMD.txt
[2025-12-08T20:18:15.675310] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:15.675341] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:15.675369] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:15.675425] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:15.732454] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:15.733292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:15.733408] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:15.733441] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:15.854680] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:15.854837] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:15.854876] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:15.854906] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:15.858443] [DEBUG] [FORECASTER] BTMD: Forecast T+1@11:T+2@11: DOWN (p=4.40%)
[2025-12-08T20:18:15.858762] [INFO ] [FORECASTER] Completed predict_future for BTMD
[2025-12-08T20:18:15.858896] [INFO ] [sig       ] BTMD: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:18:16.003955] [INFO ] [LOCAL     ] Saved forecast: BTMD	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BTMD.txt
[2025-12-08T20:18:16.004111] [INFO ] [sig       ] [557/3624] Completed BTMD in 0.3s | 2.91 sym/s | Total: 3.2m | ETA: 17.6m
[2025-12-08T20:18:16.004152] [INFO ] [sig       ] [558/3624] Forecasting BTSG...
[2025-12-08T20:18:16.004182] [INFO ] [sig       ] Generating forecast for: BTSG
[2025-12-08T20:18:16.004211] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTSG' from 'https://tdm.silogroup.org/data/derivative_storage/BTSG.csv'.
[2025-12-08T20:18:16.017695] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTSG'.
[2025-12-08T20:18:16.018103] [INFO ] [FORECASTER] Starting predict_future for BTSG
[2025-12-08T20:18:16.018941] [DEBUG] [LOCAL     ] No optimal features file found for BTSG: ./output/feature-sets/BTSG.txt
[2025-12-08T20:18:16.018996] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:16.019029] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:16.019058] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:16.019115] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:16.080479] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:16.081440] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:16.081547] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:16.081599] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:16.199095] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:16.199250] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:16.199288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:16.199316] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:16.202651] [DEBUG] [FORECASTER] BTSG: Forecast T+1@11:T+2@11: DOWN (p=0.21%)
[2025-12-08T20:18:16.202936] [INFO ] [FORECASTER] Completed predict_future for BTSG
[2025-12-08T20:18:16.203062] [INFO ] [sig       ] BTSG: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:18:16.343391] [INFO ] [LOCAL     ] Saved forecast: BTSG	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BTSG.txt
[2025-12-08T20:18:16.343543] [INFO ] [sig       ] [558/3624] Completed BTSG in 0.3s | 2.91 sym/s | Total: 3.2m | ETA: 17.6m
[2025-12-08T20:18:16.343604] [INFO ] [sig       ] [559/3624] Forecasting BTZ...
[2025-12-08T20:18:16.343635] [INFO ] [sig       ] Generating forecast for: BTZ
[2025-12-08T20:18:16.343664] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTZ' from 'https://tdm.silogroup.org/data/derivative_storage/BTZ.csv'.
[2025-12-08T20:18:16.356823] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTZ'.
[2025-12-08T20:18:16.357256] [INFO ] [FORECASTER] Starting predict_future for BTZ
[2025-12-08T20:18:16.358236] [DEBUG] [LOCAL     ] No optimal features file found for BTZ: ./output/feature-sets/BTZ.txt
[2025-12-08T20:18:16.358291] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:16.358323] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:16.358349] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:16.358407] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:16.416495] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:16.417458] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:16.417555] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:16.417608] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:16.536068] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:16.536223] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:16.536261] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:16.536290] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:16.539639] [DEBUG] [FORECASTER] BTZ: Forecast T+1@11:T+2@11: DOWN (p=10.57%)
[2025-12-08T20:18:16.539909] [INFO ] [FORECASTER] Completed predict_future for BTZ
[2025-12-08T20:18:16.540029] [INFO ] [sig       ] BTZ: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:18:16.682727] [INFO ] [LOCAL     ] Saved forecast: BTZ	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BTZ.txt
[2025-12-08T20:18:16.682876] [INFO ] [sig       ] [559/3624] Completed BTZ in 0.3s | 2.91 sym/s | Total: 3.2m | ETA: 17.6m
[2025-12-08T20:18:16.682916] [INFO ] [sig       ] [560/3624] Forecasting BUD...
[2025-12-08T20:18:16.682946] [INFO ] [sig       ] Generating forecast for: BUD
[2025-12-08T20:18:16.682976] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUD' from 'https://tdm.silogroup.org/data/derivative_storage/BUD.csv'.
[2025-12-08T20:18:16.695792] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUD'.
[2025-12-08T20:18:16.696192] [INFO ] [FORECASTER] Starting predict_future for BUD
[2025-12-08T20:18:16.696984] [DEBUG] [LOCAL     ] No optimal features file found for BUD: ./output/feature-sets/BUD.txt
[2025-12-08T20:18:16.697045] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:16.697078] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:16.697104] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:16.697159] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:16.753124] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:16.754005] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:16.754085] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:16.754117] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:16.871018] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:16.871175] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:16.871211] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:16.871242] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:16.874531] [DEBUG] [FORECASTER] BUD: Forecast T+1@11:T+2@11: UP (p=66.29%)
[2025-12-08T20:18:16.874823] [INFO ] [FORECASTER] Completed predict_future for BUD
[2025-12-08T20:18:16.874944] [INFO ] [sig       ] BUD: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:18:17.023796] [INFO ] [LOCAL     ] Saved forecast: BUD	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/BUD.txt
[2025-12-08T20:18:17.023981] [INFO ] [sig       ] [560/3624] Completed BUD in 0.3s | 2.91 sym/s | Total: 3.2m | ETA: 17.6m
[2025-12-08T20:18:17.024026] [INFO ] [sig       ] [561/3624] Forecasting BUFC...
[2025-12-08T20:18:17.024055] [INFO ] [sig       ] Generating forecast for: BUFC
[2025-12-08T20:18:17.024085] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUFC' from 'https://tdm.silogroup.org/data/derivative_storage/BUFC.csv'.
[2025-12-08T20:18:17.034558] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUFC'.
[2025-12-08T20:18:17.034962] [INFO ] [FORECASTER] Starting predict_future for BUFC
[2025-12-08T20:18:17.035924] [DEBUG] [LOCAL     ] No optimal features file found for BUFC: ./output/feature-sets/BUFC.txt
[2025-12-08T20:18:17.035982] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:17.036014] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:17.036041] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:17.036105] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:17.094000] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:17.094857] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:17.094941] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:17.094973] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:17.200362] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:17.200514] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-08T20:18:17.200553] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:17.200602] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:17.203889] [DEBUG] [FORECASTER] BUFC: Forecast T+1@11:T+2@11: DOWN (p=19.42%)
[2025-12-08T20:18:17.204164] [INFO ] [FORECASTER] Completed predict_future for BUFC
[2025-12-08T20:18:17.204287] [INFO ] [sig       ] BUFC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:18:17.343366] [INFO ] [LOCAL     ] Saved forecast: BUFC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BUFC.txt
[2025-12-08T20:18:17.343519] [INFO ] [sig       ] [561/3624] Completed BUFC in 0.3s | 2.91 sym/s | Total: 3.2m | ETA: 17.5m
[2025-12-08T20:18:17.343557] [INFO ] [sig       ] [562/3624] Forecasting BUG...
[2025-12-08T20:18:17.343607] [INFO ] [sig       ] Generating forecast for: BUG
[2025-12-08T20:18:17.343640] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUG' from 'https://tdm.silogroup.org/data/derivative_storage/BUG.csv'.
[2025-12-08T20:18:17.355888] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUG'.
[2025-12-08T20:18:17.356268] [INFO ] [FORECASTER] Starting predict_future for BUG
[2025-12-08T20:18:17.357061] [DEBUG] [LOCAL     ] No optimal features file found for BUG: ./output/feature-sets/BUG.txt
[2025-12-08T20:18:17.357112] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:17.357143] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:17.357169] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:17.357224] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:17.413123] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:17.413949] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:17.414027] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:17.414058] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:17.528966] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:17.529119] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:17.529157] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:17.529185] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:17.532420] [DEBUG] [FORECASTER] BUG: Forecast T+1@11:T+2@11: UP (p=92.27%)
[2025-12-08T20:18:17.532703] [INFO ] [FORECASTER] Completed predict_future for BUG
[2025-12-08T20:18:17.532823] [INFO ] [sig       ] BUG: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:18:17.674510] [INFO ] [LOCAL     ] Saved forecast: BUG	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/BUG.txt
[2025-12-08T20:18:17.674678] [INFO ] [sig       ] [562/3624] Completed BUG in 0.3s | 2.91 sym/s | Total: 3.2m | ETA: 17.5m
[2025-12-08T20:18:17.674719] [INFO ] [sig       ] [563/3624] Forecasting BUI...
[2025-12-08T20:18:17.674748] [INFO ] [sig       ] Generating forecast for: BUI
[2025-12-08T20:18:17.674777] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUI' from 'https://tdm.silogroup.org/data/derivative_storage/BUI.csv'.
[2025-12-08T20:18:17.686824] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUI'.
[2025-12-08T20:18:17.687195] [INFO ] [FORECASTER] Starting predict_future for BUI
[2025-12-08T20:18:17.688009] [DEBUG] [LOCAL     ] No optimal features file found for BUI: ./output/feature-sets/BUI.txt
[2025-12-08T20:18:17.688059] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:17.688090] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:17.688117] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:17.688171] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:17.743732] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:17.744549] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:17.744649] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:17.744682] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:17.859005] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:17.859154] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:17.859192] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:17.859221] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:17.862485] [DEBUG] [FORECASTER] BUI: Forecast T+1@11:T+2@11: UP (p=75.00%)
[2025-12-08T20:18:17.862767] [INFO ] [FORECASTER] Completed predict_future for BUI
[2025-12-08T20:18:17.862890] [INFO ] [sig       ] BUI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:18:18.001562] [INFO ] [LOCAL     ] Saved forecast: BUI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/BUI.txt
[2025-12-08T20:18:18.001738] [INFO ] [sig       ] [563/3624] Completed BUI in 0.3s | 2.91 sym/s | Total: 3.2m | ETA: 17.5m
[2025-12-08T20:18:18.001784] [INFO ] [sig       ] [564/3624] Forecasting BURL...
[2025-12-08T20:18:18.001813] [INFO ] [sig       ] Generating forecast for: BURL
[2025-12-08T20:18:18.001843] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BURL' from 'https://tdm.silogroup.org/data/derivative_storage/BURL.csv'.
[2025-12-08T20:18:18.013885] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BURL'.
[2025-12-08T20:18:18.014251] [INFO ] [FORECASTER] Starting predict_future for BURL
[2025-12-08T20:18:18.015044] [DEBUG] [LOCAL     ] No optimal features file found for BURL: ./output/feature-sets/BURL.txt
[2025-12-08T20:18:18.015094] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:18.015149] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:18.015177] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:18.015234] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:18.071424] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:18.072277] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:18.072359] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:18.072391] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:18.192157] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:18.192317] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:18.192356] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:18.192383] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:18.195758] [DEBUG] [FORECASTER] BURL: Forecast T+1@11:T+2@11: UP (p=89.96%)
[2025-12-08T20:18:18.196071] [INFO ] [FORECASTER] Completed predict_future for BURL
[2025-12-08T20:18:18.196203] [INFO ] [sig       ] BURL: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:18:18.336910] [INFO ] [LOCAL     ] Saved forecast: BURL	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/BURL.txt
[2025-12-08T20:18:18.337063] [INFO ] [sig       ] [564/3624] Completed BURL in 0.3s | 2.91 sym/s | Total: 3.2m | ETA: 17.5m
[2025-12-08T20:18:18.337102] [INFO ] [sig       ] [565/3624] Forecasting BUSE...
[2025-12-08T20:18:18.337132] [INFO ] [sig       ] Generating forecast for: BUSE
[2025-12-08T20:18:18.337161] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUSE' from 'https://tdm.silogroup.org/data/derivative_storage/BUSE.csv'.
[2025-12-08T20:18:18.349351] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUSE'.
[2025-12-08T20:18:18.349733] [INFO ] [FORECASTER] Starting predict_future for BUSE
[2025-12-08T20:18:18.350492] [DEBUG] [LOCAL     ] No optimal features file found for BUSE: ./output/feature-sets/BUSE.txt
[2025-12-08T20:18:18.350541] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:18.350602] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:18.350645] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:18.350708] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:18.406674] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:18.407530] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:18.407631] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:18.407664] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:18.526122] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:18.526276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:18.526314] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:18.526343] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:18.529684] [DEBUG] [FORECASTER] BUSE: Forecast T+1@11:T+2@11: DOWN (p=25.13%)
[2025-12-08T20:18:18.529980] [INFO ] [FORECASTER] Completed predict_future for BUSE
[2025-12-08T20:18:18.530125] [INFO ] [sig       ] BUSE: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:18:18.670238] [INFO ] [LOCAL     ] Saved forecast: BUSE	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BUSE.txt
[2025-12-08T20:18:18.670391] [INFO ] [sig       ] [565/3624] Completed BUSE in 0.3s | 2.91 sym/s | Total: 3.2m | ETA: 17.5m
[2025-12-08T20:18:18.670432] [INFO ] [sig       ] [566/3624] Forecasting BUXX...
[2025-12-08T20:18:18.670462] [INFO ] [sig       ] Generating forecast for: BUXX
[2025-12-08T20:18:18.670492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUXX' from 'https://tdm.silogroup.org/data/derivative_storage/BUXX.csv'.
[2025-12-08T20:18:18.682993] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUXX'.
[2025-12-08T20:18:18.683357] [INFO ] [FORECASTER] Starting predict_future for BUXX
[2025-12-08T20:18:18.684164] [DEBUG] [LOCAL     ] No optimal features file found for BUXX: ./output/feature-sets/BUXX.txt
[2025-12-08T20:18:18.684214] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:18.684246] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:18.684272] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:18.684327] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:18.740845] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:18.741672] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:18.741748] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:18.741779] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:18.859792] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:18.859947] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:18.860002] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:18.860033] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:18.863479] [DEBUG] [FORECASTER] BUXX: Forecast T+1@11:T+2@11: DOWN (p=26.81%)
[2025-12-08T20:18:18.863773] [INFO ] [FORECASTER] Completed predict_future for BUXX
[2025-12-08T20:18:18.863900] [INFO ] [sig       ] BUXX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:18:19.007463] [INFO ] [LOCAL     ] Saved forecast: BUXX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BUXX.txt
[2025-12-08T20:18:19.007635] [INFO ] [sig       ] [566/3624] Completed BUXX in 0.3s | 2.91 sym/s | Total: 3.2m | ETA: 17.5m
[2025-12-08T20:18:19.007677] [INFO ] [sig       ] [567/3624] Forecasting BVFL...
[2025-12-08T20:18:19.007709] [INFO ] [sig       ] Generating forecast for: BVFL
[2025-12-08T20:18:19.007739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BVFL' from 'https://tdm.silogroup.org/data/derivative_storage/BVFL.csv'.
[2025-12-08T20:18:19.022559] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BVFL'.
[2025-12-08T20:18:19.023041] [INFO ] [FORECASTER] Starting predict_future for BVFL
[2025-12-08T20:18:19.024116] [DEBUG] [LOCAL     ] No optimal features file found for BVFL: ./output/feature-sets/BVFL.txt
[2025-12-08T20:18:19.024178] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:19.024220] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:19.024257] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:19.024334] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:19.084781] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:19.085626] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:19.085706] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:19.085741] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:19.202454] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:19.202624] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:19.202681] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:19.202740] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:19.206036] [DEBUG] [FORECASTER] BVFL: Forecast T+1@11:T+2@11: UP (p=94.29%)
[2025-12-08T20:18:19.206313] [INFO ] [FORECASTER] Completed predict_future for BVFL
[2025-12-08T20:18:19.206438] [INFO ] [sig       ] BVFL: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:18:19.354590] [INFO ] [LOCAL     ] Saved forecast: BVFL	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/BVFL.txt
[2025-12-08T20:18:19.354744] [INFO ] [sig       ] [567/3624] Completed BVFL in 0.3s | 2.91 sym/s | Total: 3.2m | ETA: 17.5m
[2025-12-08T20:18:19.354784] [INFO ] [sig       ] [568/3624] Forecasting BVN...
[2025-12-08T20:18:19.354813] [INFO ] [sig       ] Generating forecast for: BVN
[2025-12-08T20:18:19.354843] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BVN' from 'https://tdm.silogroup.org/data/derivative_storage/BVN.csv'.
[2025-12-08T20:18:19.366981] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BVN'.
[2025-12-08T20:18:19.367351] [INFO ] [FORECASTER] Starting predict_future for BVN
[2025-12-08T20:18:19.368184] [DEBUG] [LOCAL     ] No optimal features file found for BVN: ./output/feature-sets/BVN.txt
[2025-12-08T20:18:19.368234] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:19.368266] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:19.368292] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:19.368352] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:19.424371] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:19.425202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:19.425281] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:19.425312] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:19.544837] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:19.544991] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:19.545030] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:19.545058] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:19.548433] [DEBUG] [FORECASTER] BVN: Forecast T+1@11:T+2@11: UP (p=68.92%)
[2025-12-08T20:18:19.548734] [INFO ] [FORECASTER] Completed predict_future for BVN
[2025-12-08T20:18:19.548860] [INFO ] [sig       ] BVN: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:18:19.689330] [INFO ] [LOCAL     ] Saved forecast: BVN	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/BVN.txt
[2025-12-08T20:18:19.689478] [INFO ] [sig       ] [568/3624] Completed BVN in 0.3s | 2.91 sym/s | Total: 3.3m | ETA: 17.5m
[2025-12-08T20:18:19.689518] [INFO ] [sig       ] [569/3624] Forecasting BVS...
[2025-12-08T20:18:19.689546] [INFO ] [sig       ] Generating forecast for: BVS
[2025-12-08T20:18:19.689595] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BVS' from 'https://tdm.silogroup.org/data/derivative_storage/BVS.csv'.
[2025-12-08T20:18:19.701909] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BVS'.
[2025-12-08T20:18:19.702283] [INFO ] [FORECASTER] Starting predict_future for BVS
[2025-12-08T20:18:19.703121] [DEBUG] [LOCAL     ] No optimal features file found for BVS: ./output/feature-sets/BVS.txt
[2025-12-08T20:18:19.703174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:19.703205] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:19.703231] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:19.703287] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:19.760834] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:19.761697] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:19.761802] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:19.761842] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:19.883460] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:19.883630] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:19.883672] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:19.883702] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:19.887007] [DEBUG] [FORECASTER] BVS: Forecast T+1@11:T+2@11: DOWN (p=1.89%)
[2025-12-08T20:18:19.887311] [INFO ] [FORECASTER] Completed predict_future for BVS
[2025-12-08T20:18:19.887476] [INFO ] [sig       ] BVS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:18:20.027896] [INFO ] [LOCAL     ] Saved forecast: BVS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BVS.txt
[2025-12-08T20:18:20.028060] [INFO ] [sig       ] [569/3624] Completed BVS in 0.3s | 2.91 sym/s | Total: 3.3m | ETA: 17.5m
[2025-12-08T20:18:20.028099] [INFO ] [sig       ] [570/3624] Forecasting BWA...
[2025-12-08T20:18:20.028130] [INFO ] [sig       ] Generating forecast for: BWA
[2025-12-08T20:18:20.028161] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWA' from 'https://tdm.silogroup.org/data/derivative_storage/BWA.csv'.
[2025-12-08T20:18:20.040764] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWA'.
[2025-12-08T20:18:20.041142] [INFO ] [FORECASTER] Starting predict_future for BWA
[2025-12-08T20:18:20.041957] [DEBUG] [LOCAL     ] No optimal features file found for BWA: ./output/feature-sets/BWA.txt
[2025-12-08T20:18:20.042008] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:20.042039] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:20.042065] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:20.042121] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:20.099177] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:20.100044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:20.100127] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:20.100160] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:20.221293] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:20.221442] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:20.221480] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:20.221508] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:20.224799] [DEBUG] [FORECASTER] BWA: Forecast T+1@11:T+2@11: UP (p=91.57%)
[2025-12-08T20:18:20.225076] [INFO ] [FORECASTER] Completed predict_future for BWA
[2025-12-08T20:18:20.225199] [INFO ] [sig       ] BWA: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:18:20.367763] [INFO ] [LOCAL     ] Saved forecast: BWA	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/BWA.txt
[2025-12-08T20:18:20.367913] [INFO ] [sig       ] [570/3624] Completed BWA in 0.3s | 2.91 sym/s | Total: 3.3m | ETA: 17.5m
[2025-12-08T20:18:20.367955] [INFO ] [sig       ] [571/3624] Forecasting BWAY...
[2025-12-08T20:18:20.367985] [INFO ] [sig       ] Generating forecast for: BWAY
[2025-12-08T20:18:20.368015] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWAY' from 'https://tdm.silogroup.org/data/derivative_storage/BWAY.csv'.
[2025-12-08T20:18:20.380316] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWAY'.
[2025-12-08T20:18:20.380701] [INFO ] [FORECASTER] Starting predict_future for BWAY
[2025-12-08T20:18:20.381520] [DEBUG] [LOCAL     ] No optimal features file found for BWAY: ./output/feature-sets/BWAY.txt
[2025-12-08T20:18:20.381590] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:20.381637] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:20.381664] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:20.381733] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:20.439173] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:20.440097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:20.440191] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:20.440236] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:20.569948] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:20.570125] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:20.570181] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:20.570224] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:20.574047] [DEBUG] [FORECASTER] BWAY: Forecast T+1@11:T+2@11: UP (p=55.43%)
[2025-12-08T20:18:20.574439] [INFO ] [FORECASTER] Completed predict_future for BWAY
[2025-12-08T20:18:20.574614] [INFO ] [sig       ] BWAY: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:18:20.719522] [INFO ] [LOCAL     ] Saved forecast: BWAY	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/BWAY.txt
[2025-12-08T20:18:20.719693] [INFO ] [sig       ] [571/3624] Completed BWAY in 0.4s | 2.91 sym/s | Total: 3.3m | ETA: 17.5m
[2025-12-08T20:18:20.719742] [INFO ] [sig       ] [572/3624] Forecasting BWB...
[2025-12-08T20:18:20.719773] [INFO ] [sig       ] Generating forecast for: BWB
[2025-12-08T20:18:20.719825] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWB' from 'https://tdm.silogroup.org/data/derivative_storage/BWB.csv'.
[2025-12-08T20:18:20.733301] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWB'.
[2025-12-08T20:18:20.733674] [INFO ] [FORECASTER] Starting predict_future for BWB
[2025-12-08T20:18:20.734478] [DEBUG] [LOCAL     ] No optimal features file found for BWB: ./output/feature-sets/BWB.txt
[2025-12-08T20:18:20.734530] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:20.734561] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:20.734608] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:20.734685] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:20.795945] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:20.796841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:20.796925] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:20.796956] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:20.947020] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:20.947194] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:20.947251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:20.947316] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:20.951200] [DEBUG] [FORECASTER] BWB: Forecast T+1@11:T+2@11: DOWN (p=38.93%)
[2025-12-08T20:18:20.951526] [INFO ] [FORECASTER] Completed predict_future for BWB
[2025-12-08T20:18:20.951689] [INFO ] [sig       ] BWB: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:18:21.129686] [INFO ] [LOCAL     ] Saved forecast: BWB	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BWB.txt
[2025-12-08T20:18:21.129883] [INFO ] [sig       ] [572/3624] Completed BWB in 0.4s | 2.91 sym/s | Total: 3.3m | ETA: 17.5m
[2025-12-08T20:18:21.129934] [INFO ] [sig       ] [573/3624] Forecasting BWEN...
[2025-12-08T20:18:21.129973] [INFO ] [sig       ] Generating forecast for: BWEN
[2025-12-08T20:18:21.130009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWEN' from 'https://tdm.silogroup.org/data/derivative_storage/BWEN.csv'.
[2025-12-08T20:18:21.144126] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWEN'.
[2025-12-08T20:18:21.144515] [INFO ] [FORECASTER] Starting predict_future for BWEN
[2025-12-08T20:18:21.145317] [DEBUG] [LOCAL     ] No optimal features file found for BWEN: ./output/feature-sets/BWEN.txt
[2025-12-08T20:18:21.145369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:21.145401] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:21.145427] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:21.145482] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:21.202133] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:21.203063] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:21.203155] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:21.203189] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:21.322642] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:21.322799] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:21.322838] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:21.322865] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:21.326174] [DEBUG] [FORECASTER] BWEN: Forecast T+1@11:T+2@11: DOWN (p=4.87%)
[2025-12-08T20:18:21.326440] [INFO ] [FORECASTER] Completed predict_future for BWEN
[2025-12-08T20:18:21.326561] [INFO ] [sig       ] BWEN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:18:21.463788] [INFO ] [LOCAL     ] Saved forecast: BWEN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BWEN.txt
[2025-12-08T20:18:21.463929] [INFO ] [sig       ] [573/3624] Completed BWEN in 0.3s | 2.91 sym/s | Total: 3.3m | ETA: 17.5m
[2025-12-08T20:18:21.463968] [INFO ] [sig       ] [574/3624] Forecasting BWFG...
[2025-12-08T20:18:21.464000] [INFO ] [sig       ] Generating forecast for: BWFG
[2025-12-08T20:18:21.464029] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWFG' from 'https://tdm.silogroup.org/data/derivative_storage/BWFG.csv'.
[2025-12-08T20:18:21.475849] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWFG'.
[2025-12-08T20:18:21.476235] [INFO ] [FORECASTER] Starting predict_future for BWFG
[2025-12-08T20:18:21.477140] [DEBUG] [LOCAL     ] No optimal features file found for BWFG: ./output/feature-sets/BWFG.txt
[2025-12-08T20:18:21.477191] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:21.477221] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:21.477248] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:21.477304] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:21.531883] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:21.532621] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:21.532724] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:21.532757] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:21.642041] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:21.642199] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-08T20:18:21.642238] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:21.642267] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:21.645520] [DEBUG] [FORECASTER] BWFG: Forecast T+1@11:T+2@11: UP (p=77.54%)
[2025-12-08T20:18:21.645796] [INFO ] [FORECASTER] Completed predict_future for BWFG
[2025-12-08T20:18:21.645913] [INFO ] [sig       ] BWFG: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:18:21.785800] [INFO ] [LOCAL     ] Saved forecast: BWFG	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/BWFG.txt
[2025-12-08T20:18:21.785956] [INFO ] [sig       ] [574/3624] Completed BWFG in 0.3s | 2.91 sym/s | Total: 3.3m | ETA: 17.5m
[2025-12-08T20:18:21.785996] [INFO ] [sig       ] [575/3624] Forecasting BWG...
[2025-12-08T20:18:21.786032] [INFO ] [sig       ] Generating forecast for: BWG
[2025-12-08T20:18:21.786065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWG' from 'https://tdm.silogroup.org/data/derivative_storage/BWG.csv'.
[2025-12-08T20:18:21.798500] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWG'.
[2025-12-08T20:18:21.798909] [INFO ] [FORECASTER] Starting predict_future for BWG
[2025-12-08T20:18:21.799719] [DEBUG] [LOCAL     ] No optimal features file found for BWG: ./output/feature-sets/BWG.txt
[2025-12-08T20:18:21.799770] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:21.799801] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:21.799827] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:21.799882] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:21.855004] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:21.855858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:21.855958] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:21.855991] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:21.977008] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:21.977163] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:21.977202] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:21.977229] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:21.980556] [DEBUG] [FORECASTER] BWG: Forecast T+1@11:T+2@11: DOWN (p=43.87%)
[2025-12-08T20:18:21.980838] [INFO ] [FORECASTER] Completed predict_future for BWG
[2025-12-08T20:18:21.980957] [INFO ] [sig       ] BWG: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:18:22.117649] [INFO ] [LOCAL     ] Saved forecast: BWG	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BWG.txt
[2025-12-08T20:18:22.117793] [INFO ] [sig       ] [575/3624] Completed BWG in 0.3s | 2.91 sym/s | Total: 3.3m | ETA: 17.5m
[2025-12-08T20:18:22.117832] [INFO ] [sig       ] [576/3624] Forecasting BWIN...
[2025-12-08T20:18:22.117861] [INFO ] [sig       ] Generating forecast for: BWIN
[2025-12-08T20:18:22.117890] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWIN' from 'https://tdm.silogroup.org/data/derivative_storage/BWIN.csv'.
[2025-12-08T20:18:22.143467] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWIN'.
[2025-12-08T20:18:22.143851] [INFO ] [FORECASTER] Starting predict_future for BWIN
[2025-12-08T20:18:22.144621] [DEBUG] [LOCAL     ] No optimal features file found for BWIN: ./output/feature-sets/BWIN.txt
[2025-12-08T20:18:22.144671] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:22.144702] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:22.144728] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:22.144783] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:22.199246] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:22.200003] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:22.200081] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:22.200115] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:22.319759] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:22.319931] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:22.319973] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:22.320003] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:22.323420] [DEBUG] [FORECASTER] BWIN: Forecast T+1@11:T+2@11: UP (p=76.90%)
[2025-12-08T20:18:22.323721] [INFO ] [FORECASTER] Completed predict_future for BWIN
[2025-12-08T20:18:22.323848] [INFO ] [sig       ] BWIN: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:18:22.465879] [INFO ] [LOCAL     ] Saved forecast: BWIN	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/BWIN.txt
[2025-12-08T20:18:22.466027] [INFO ] [sig       ] [576/3624] Completed BWIN in 0.3s | 2.91 sym/s | Total: 3.3m | ETA: 17.5m
[2025-12-08T20:18:22.466066] [INFO ] [sig       ] [577/3624] Forecasting BWMN...
[2025-12-08T20:18:22.466095] [INFO ] [sig       ] Generating forecast for: BWMN
[2025-12-08T20:18:22.466124] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWMN' from 'https://tdm.silogroup.org/data/derivative_storage/BWMN.csv'.
[2025-12-08T20:18:22.478710] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWMN'.
[2025-12-08T20:18:22.479211] [INFO ] [FORECASTER] Starting predict_future for BWMN
[2025-12-08T20:18:22.480335] [DEBUG] [LOCAL     ] No optimal features file found for BWMN: ./output/feature-sets/BWMN.txt
[2025-12-08T20:18:22.480395] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:22.480440] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:22.480475] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:22.480534] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:22.538899] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:22.539860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:22.539961] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:22.539998] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:22.667452] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:22.667634] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:22.667681] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:22.667709] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:22.671423] [DEBUG] [FORECASTER] BWMN: Forecast T+1@11:T+2@11: UP (p=91.66%)
[2025-12-08T20:18:22.671791] [INFO ] [FORECASTER] Completed predict_future for BWMN
[2025-12-08T20:18:22.671935] [INFO ] [sig       ] BWMN: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:18:22.819979] [INFO ] [LOCAL     ] Saved forecast: BWMN	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/BWMN.txt
[2025-12-08T20:18:22.820198] [INFO ] [sig       ] [577/3624] Completed BWMN in 0.4s | 2.91 sym/s | Total: 3.3m | ETA: 17.5m
[2025-12-08T20:18:22.820250] [INFO ] [sig       ] [578/3624] Forecasting BXC...
[2025-12-08T20:18:22.820290] [INFO ] [sig       ] Generating forecast for: BXC
[2025-12-08T20:18:22.820330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXC' from 'https://tdm.silogroup.org/data/derivative_storage/BXC.csv'.
[2025-12-08T20:18:22.832859] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BXC'.
[2025-12-08T20:18:22.833262] [INFO ] [FORECASTER] Starting predict_future for BXC
[2025-12-08T20:18:22.834091] [DEBUG] [LOCAL     ] No optimal features file found for BXC: ./output/feature-sets/BXC.txt
[2025-12-08T20:18:22.834144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:22.834176] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:22.834204] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:22.834260] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:22.893399] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:22.894281] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:22.894370] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:22.894404] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:23.020357] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:23.020536] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:23.020600] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:23.020657] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:23.024364] [DEBUG] [FORECASTER] BXC: Forecast T+1@11:T+2@11: DOWN (p=48.31%)
[2025-12-08T20:18:23.024714] [INFO ] [FORECASTER] Completed predict_future for BXC
[2025-12-08T20:18:23.024849] [INFO ] [sig       ] BXC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:18:23.168716] [INFO ] [LOCAL     ] Saved forecast: BXC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BXC.txt
[2025-12-08T20:18:23.168877] [INFO ] [sig       ] [578/3624] Completed BXC in 0.3s | 2.91 sym/s | Total: 3.3m | ETA: 17.4m
[2025-12-08T20:18:23.168917] [INFO ] [sig       ] [579/3624] Forecasting BXMX...
[2025-12-08T20:18:23.168948] [INFO ] [sig       ] Generating forecast for: BXMX
[2025-12-08T20:18:23.168980] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXMX' from 'https://tdm.silogroup.org/data/derivative_storage/BXMX.csv'.
[2025-12-08T20:18:23.181683] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BXMX'.
[2025-12-08T20:18:23.182057] [INFO ] [FORECASTER] Starting predict_future for BXMX
[2025-12-08T20:18:23.182894] [DEBUG] [LOCAL     ] No optimal features file found for BXMX: ./output/feature-sets/BXMX.txt
[2025-12-08T20:18:23.182947] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:23.182980] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:23.183008] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:23.183066] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:23.241696] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:23.242560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:23.242665] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:23.242699] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:23.374109] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:23.374277] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:23.374319] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:23.374348] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:23.377945] [DEBUG] [FORECASTER] BXMX: Forecast T+1@11:T+2@11: DOWN (p=25.09%)
[2025-12-08T20:18:23.378298] [INFO ] [FORECASTER] Completed predict_future for BXMX
[2025-12-08T20:18:23.378443] [INFO ] [sig       ] BXMX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:18:23.533212] [INFO ] [LOCAL     ] Saved forecast: BXMX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BXMX.txt
[2025-12-08T20:18:23.533386] [INFO ] [sig       ] [579/3624] Completed BXMX in 0.4s | 2.91 sym/s | Total: 3.3m | ETA: 17.4m
[2025-12-08T20:18:23.533438] [INFO ] [sig       ] [580/3624] Forecasting BXP...
[2025-12-08T20:18:23.533476] [INFO ] [sig       ] Generating forecast for: BXP
[2025-12-08T20:18:23.533514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXP' from 'https://tdm.silogroup.org/data/derivative_storage/BXP.csv'.
[2025-12-08T20:18:23.546958] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BXP'.
[2025-12-08T20:18:23.547428] [INFO ] [FORECASTER] Starting predict_future for BXP
[2025-12-08T20:18:23.548383] [DEBUG] [LOCAL     ] No optimal features file found for BXP: ./output/feature-sets/BXP.txt
[2025-12-08T20:18:23.548439] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:23.548473] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:23.548500] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:23.548568] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:23.608411] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:23.609317] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:23.609406] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:23.609441] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:23.736061] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:23.736221] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:23.736260] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:23.736485] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:23.739839] [DEBUG] [FORECASTER] BXP: Forecast T+1@11:T+2@11: DOWN (p=44.70%)
[2025-12-08T20:18:23.740119] [INFO ] [FORECASTER] Completed predict_future for BXP
[2025-12-08T20:18:23.740243] [INFO ] [sig       ] BXP: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:18:23.881503] [INFO ] [LOCAL     ] Saved forecast: BXP	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BXP.txt
[2025-12-08T20:18:23.881677] [INFO ] [sig       ] [580/3624] Completed BXP in 0.3s | 2.91 sym/s | Total: 3.3m | ETA: 17.4m
[2025-12-08T20:18:23.881718] [INFO ] [sig       ] [581/3624] Forecasting BXSL...
[2025-12-08T20:18:23.881749] [INFO ] [sig       ] Generating forecast for: BXSL
[2025-12-08T20:18:23.881778] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXSL' from 'https://tdm.silogroup.org/data/derivative_storage/BXSL.csv'.
[2025-12-08T20:18:23.894216] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BXSL'.
[2025-12-08T20:18:23.894622] [INFO ] [FORECASTER] Starting predict_future for BXSL
[2025-12-08T20:18:23.895437] [DEBUG] [LOCAL     ] No optimal features file found for BXSL: ./output/feature-sets/BXSL.txt
[2025-12-08T20:18:23.895487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:23.895541] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:23.895584] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:23.895644] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:23.951351] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:23.952242] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:23.952323] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:23.952354] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:24.068538] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:24.068709] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:24.068747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:24.068774] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:24.072044] [DEBUG] [FORECASTER] BXSL: Forecast T+1@11:T+2@11: DOWN (p=0.42%)
[2025-12-08T20:18:24.072314] [INFO ] [FORECASTER] Completed predict_future for BXSL
[2025-12-08T20:18:24.072436] [INFO ] [sig       ] BXSL: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:18:24.216005] [INFO ] [LOCAL     ] Saved forecast: BXSL	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BXSL.txt
[2025-12-08T20:18:24.216173] [INFO ] [sig       ] [581/3624] Completed BXSL in 0.3s | 2.91 sym/s | Total: 3.3m | ETA: 17.4m
[2025-12-08T20:18:24.216215] [INFO ] [sig       ] [582/3624] Forecasting BYD...
[2025-12-08T20:18:24.216245] [INFO ] [sig       ] Generating forecast for: BYD
[2025-12-08T20:18:24.216280] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BYD' from 'https://tdm.silogroup.org/data/derivative_storage/BYD.csv'.
[2025-12-08T20:18:24.228968] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BYD'.
[2025-12-08T20:18:24.229357] [INFO ] [FORECASTER] Starting predict_future for BYD
[2025-12-08T20:18:24.230184] [DEBUG] [LOCAL     ] No optimal features file found for BYD: ./output/feature-sets/BYD.txt
[2025-12-08T20:18:24.230235] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:24.230267] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:24.230292] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:24.230360] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:24.285916] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:24.286719] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:24.286796] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:24.286828] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:24.404093] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:24.404243] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:24.404282] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:24.404310] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:24.407670] [DEBUG] [FORECASTER] BYD: Forecast T+1@11:T+2@11: UP (p=61.98%)
[2025-12-08T20:18:24.407953] [INFO ] [FORECASTER] Completed predict_future for BYD
[2025-12-08T20:18:24.408081] [INFO ] [sig       ] BYD: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:18:24.550087] [INFO ] [LOCAL     ] Saved forecast: BYD	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/BYD.txt
[2025-12-08T20:18:24.550225] [INFO ] [sig       ] [582/3624] Completed BYD in 0.3s | 2.91 sym/s | Total: 3.3m | ETA: 17.4m
[2025-12-08T20:18:24.550263] [INFO ] [sig       ] [583/3624] Forecasting BYM...
[2025-12-08T20:18:24.550292] [INFO ] [sig       ] Generating forecast for: BYM
[2025-12-08T20:18:24.550322] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BYM' from 'https://tdm.silogroup.org/data/derivative_storage/BYM.csv'.
[2025-12-08T20:18:24.562772] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BYM'.
[2025-12-08T20:18:24.563136] [INFO ] [FORECASTER] Starting predict_future for BYM
[2025-12-08T20:18:24.563911] [DEBUG] [LOCAL     ] No optimal features file found for BYM: ./output/feature-sets/BYM.txt
[2025-12-08T20:18:24.563961] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:24.563993] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:24.564019] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:24.564074] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:24.620026] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:24.620817] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:24.620895] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:24.620928] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:24.738464] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:24.738639] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:24.738678] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:24.738705] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:24.741998] [DEBUG] [FORECASTER] BYM: Forecast T+1@11:T+2@11: UP (p=88.25%)
[2025-12-08T20:18:24.742264] [INFO ] [FORECASTER] Completed predict_future for BYM
[2025-12-08T20:18:24.742384] [INFO ] [sig       ] BYM: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:18:24.895224] [INFO ] [LOCAL     ] Saved forecast: BYM	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/BYM.txt
[2025-12-08T20:18:24.895408] [INFO ] [sig       ] [583/3624] Completed BYM in 0.3s | 2.91 sym/s | Total: 3.3m | ETA: 17.4m
[2025-12-08T20:18:24.895460] [INFO ] [sig       ] [584/3624] Forecasting BYRN...
[2025-12-08T20:18:24.895496] [INFO ] [sig       ] Generating forecast for: BYRN
[2025-12-08T20:18:24.895532] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BYRN' from 'https://tdm.silogroup.org/data/derivative_storage/BYRN.csv'.
[2025-12-08T20:18:24.908228] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BYRN'.
[2025-12-08T20:18:24.908611] [INFO ] [FORECASTER] Starting predict_future for BYRN
[2025-12-08T20:18:24.909393] [DEBUG] [LOCAL     ] No optimal features file found for BYRN: ./output/feature-sets/BYRN.txt
[2025-12-08T20:18:24.909455] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:24.909488] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:24.909516] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:24.909599] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:24.965651] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:24.966397] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:24.966476] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:24.966508] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:25.084461] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:25.084634] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:25.084674] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:25.084729] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:25.088015] [DEBUG] [FORECASTER] BYRN: Forecast T+1@11:T+2@11: DOWN (p=8.82%)
[2025-12-08T20:18:25.088281] [INFO ] [FORECASTER] Completed predict_future for BYRN
[2025-12-08T20:18:25.088401] [INFO ] [sig       ] BYRN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:18:25.226206] [INFO ] [LOCAL     ] Saved forecast: BYRN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BYRN.txt
[2025-12-08T20:18:25.226331] [INFO ] [sig       ] [584/3624] Completed BYRN in 0.3s | 2.91 sym/s | Total: 3.3m | ETA: 17.4m
[2025-12-08T20:18:25.226370] [INFO ] [sig       ] [585/3624] Forecasting BYSI...
[2025-12-08T20:18:25.226399] [INFO ] [sig       ] Generating forecast for: BYSI
[2025-12-08T20:18:25.226429] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BYSI' from 'https://tdm.silogroup.org/data/derivative_storage/BYSI.csv'.
[2025-12-08T20:18:25.238260] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BYSI'.
[2025-12-08T20:18:25.238636] [INFO ] [FORECASTER] Starting predict_future for BYSI
[2025-12-08T20:18:25.239402] [DEBUG] [LOCAL     ] No optimal features file found for BYSI: ./output/feature-sets/BYSI.txt
[2025-12-08T20:18:25.239452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:25.239483] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:25.239509] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:25.239564] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:25.298513] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:25.299393] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:25.299476] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:25.299508] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:25.402655] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:25.402811] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:25.402850] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:25.402878] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:25.406184] [DEBUG] [FORECASTER] BYSI: Forecast T+1@11:T+2@11: DOWN (p=15.23%)
[2025-12-08T20:18:25.406468] [INFO ] [FORECASTER] Completed predict_future for BYSI
[2025-12-08T20:18:25.406614] [INFO ] [sig       ] BYSI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:18:25.549866] [INFO ] [LOCAL     ] Saved forecast: BYSI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BYSI.txt
[2025-12-08T20:18:25.549997] [INFO ] [sig       ] [585/3624] Completed BYSI in 0.3s | 2.91 sym/s | Total: 3.4m | ETA: 17.4m
[2025-12-08T20:18:25.550035] [INFO ] [sig       ] [586/3624] Forecasting BZ...
[2025-12-08T20:18:25.550065] [INFO ] [sig       ] Generating forecast for: BZ
[2025-12-08T20:18:25.550102] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BZ' from 'https://tdm.silogroup.org/data/derivative_storage/BZ.csv'.
[2025-12-08T20:18:25.562342] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BZ'.
[2025-12-08T20:18:25.562711] [INFO ] [FORECASTER] Starting predict_future for BZ
[2025-12-08T20:18:25.563484] [DEBUG] [LOCAL     ] No optimal features file found for BZ: ./output/feature-sets/BZ.txt
[2025-12-08T20:18:25.563533] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:25.563564] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:25.563613] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:25.563669] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:25.618856] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:25.619632] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:25.619718] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:25.619761] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:25.745164] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:25.745318] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:25.745358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:25.745388] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:25.748758] [DEBUG] [FORECASTER] BZ: Forecast T+1@11:T+2@11: DOWN (p=8.60%)
[2025-12-08T20:18:25.749029] [INFO ] [FORECASTER] Completed predict_future for BZ
[2025-12-08T20:18:25.749152] [INFO ] [sig       ] BZ: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:18:25.904090] [INFO ] [LOCAL     ] Saved forecast: BZ	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BZ.txt
[2025-12-08T20:18:25.904252] [INFO ] [sig       ] [586/3624] Completed BZ in 0.4s | 2.91 sym/s | Total: 3.4m | ETA: 17.4m
[2025-12-08T20:18:25.904292] [INFO ] [sig       ] [587/3624] Forecasting BZH...
[2025-12-08T20:18:25.904320] [INFO ] [sig       ] Generating forecast for: BZH
[2025-12-08T20:18:25.904351] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BZH' from 'https://tdm.silogroup.org/data/derivative_storage/BZH.csv'.
[2025-12-08T20:18:25.920073] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BZH'.
[2025-12-08T20:18:25.920481] [INFO ] [FORECASTER] Starting predict_future for BZH
[2025-12-08T20:18:25.921299] [DEBUG] [LOCAL     ] No optimal features file found for BZH: ./output/feature-sets/BZH.txt
[2025-12-08T20:18:25.921350] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:25.921382] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:25.921407] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:25.921462] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:25.982832] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:25.983640] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:25.983734] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:25.983770] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:26.100839] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:26.100994] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:26.101033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:26.101060] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:26.104405] [DEBUG] [FORECASTER] BZH: Forecast T+1@11:T+2@11: DOWN (p=42.12%)
[2025-12-08T20:18:26.104745] [INFO ] [FORECASTER] Completed predict_future for BZH
[2025-12-08T20:18:26.104875] [INFO ] [sig       ] BZH: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:18:26.242777] [INFO ] [LOCAL     ] Saved forecast: BZH	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BZH.txt
[2025-12-08T20:18:26.242926] [INFO ] [sig       ] [587/3624] Completed BZH in 0.3s | 2.91 sym/s | Total: 3.4m | ETA: 17.4m
[2025-12-08T20:18:26.242974] [INFO ] [sig       ] [588/3624] Forecasting BZUN...
[2025-12-08T20:18:26.243004] [INFO ] [sig       ] Generating forecast for: BZUN
[2025-12-08T20:18:26.243034] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BZUN' from 'https://tdm.silogroup.org/data/derivative_storage/BZUN.csv'.
[2025-12-08T20:18:26.255070] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BZUN'.
[2025-12-08T20:18:26.255444] [INFO ] [FORECASTER] Starting predict_future for BZUN
[2025-12-08T20:18:26.256242] [DEBUG] [LOCAL     ] No optimal features file found for BZUN: ./output/feature-sets/BZUN.txt
[2025-12-08T20:18:26.256293] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:26.256324] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:26.256350] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:26.256405] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:26.311482] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:26.312309] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:26.312395] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:26.312426] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:26.431688] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:26.431848] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:26.431886] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:26.431914] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:26.435203] [DEBUG] [FORECASTER] BZUN: Forecast T+1@11:T+2@11: DOWN (p=10.77%)
[2025-12-08T20:18:26.435485] [INFO ] [FORECASTER] Completed predict_future for BZUN
[2025-12-08T20:18:26.435630] [INFO ] [sig       ] BZUN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:18:26.575288] [INFO ] [LOCAL     ] Saved forecast: BZUN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/BZUN.txt
[2025-12-08T20:18:26.575445] [INFO ] [sig       ] [588/3624] Completed BZUN in 0.3s | 2.91 sym/s | Total: 3.4m | ETA: 17.4m
[2025-12-08T20:18:26.575488] [INFO ] [sig       ] [589/3624] Forecasting C...
[2025-12-08T20:18:26.575519] [INFO ] [sig       ] Generating forecast for: C
[2025-12-08T20:18:26.575547] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'C' from 'https://tdm.silogroup.org/data/derivative_storage/C.csv'.
[2025-12-08T20:18:26.588305] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'C'.
[2025-12-08T20:18:26.588709] [INFO ] [FORECASTER] Starting predict_future for C
[2025-12-08T20:18:26.589510] [DEBUG] [LOCAL     ] No optimal features file found for C: ./output/feature-sets/C.txt
[2025-12-08T20:18:26.589561] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:26.589613] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:26.589640] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:26.589695] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:26.644693] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:26.645811] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:26.645912] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:26.645943] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:26.785764] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:26.785945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:26.785986] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:26.786014] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:26.790278] [DEBUG] [FORECASTER] C: Forecast T+1@11:T+2@11: UP (p=86.16%)
[2025-12-08T20:18:26.790646] [INFO ] [FORECASTER] Completed predict_future for C
[2025-12-08T20:18:26.790811] [INFO ] [sig       ] C: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:18:26.959943] [INFO ] [LOCAL     ] Saved forecast: C	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/C.txt
[2025-12-08T20:18:26.960224] [INFO ] [sig       ] [589/3624] Completed C in 0.4s | 2.91 sym/s | Total: 3.4m | ETA: 17.4m
[2025-12-08T20:18:26.960285] [INFO ] [sig       ] [590/3624] Forecasting CAAP...
[2025-12-08T20:18:26.960323] [INFO ] [sig       ] Generating forecast for: CAAP
[2025-12-08T20:18:26.960361] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAAP' from 'https://tdm.silogroup.org/data/derivative_storage/CAAP.csv'.
[2025-12-08T20:18:26.977668] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAAP'.
[2025-12-08T20:18:26.978157] [INFO ] [FORECASTER] Starting predict_future for CAAP
[2025-12-08T20:18:26.979359] [DEBUG] [LOCAL     ] No optimal features file found for CAAP: ./output/feature-sets/CAAP.txt
[2025-12-08T20:18:26.979425] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:26.979686] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:26.979724] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:26.979818] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:27.055554] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:27.056441] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:27.056527] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:27.056560] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:27.177913] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:27.178073] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:27.178114] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:27.178142] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:27.181633] [DEBUG] [FORECASTER] CAAP: Forecast T+1@11:T+2@11: UP (p=64.05%)
[2025-12-08T20:18:27.181949] [INFO ] [FORECASTER] Completed predict_future for CAAP
[2025-12-08T20:18:27.182093] [INFO ] [sig       ] CAAP: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:18:27.325716] [INFO ] [LOCAL     ] Saved forecast: CAAP	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CAAP.txt
[2025-12-08T20:18:27.325868] [INFO ] [sig       ] [590/3624] Completed CAAP in 0.4s | 2.91 sym/s | Total: 3.4m | ETA: 17.4m
[2025-12-08T20:18:27.325907] [INFO ] [sig       ] [591/3624] Forecasting CAAS...
[2025-12-08T20:18:27.325937] [INFO ] [sig       ] Generating forecast for: CAAS
[2025-12-08T20:18:27.325966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAAS' from 'https://tdm.silogroup.org/data/derivative_storage/CAAS.csv'.
[2025-12-08T20:18:27.338662] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAAS'.
[2025-12-08T20:18:27.339022] [INFO ] [FORECASTER] Starting predict_future for CAAS
[2025-12-08T20:18:27.339836] [DEBUG] [LOCAL     ] No optimal features file found for CAAS: ./output/feature-sets/CAAS.txt
[2025-12-08T20:18:27.339887] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:27.339919] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:27.339946] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:27.340003] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:27.396828] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:27.397710] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:27.397798] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:27.397867] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:27.505535] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:27.505715] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:27.505771] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:27.505800] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:27.509077] [DEBUG] [FORECASTER] CAAS: Forecast T+1@11:T+2@11: UP (p=87.57%)
[2025-12-08T20:18:27.509347] [INFO ] [FORECASTER] Completed predict_future for CAAS
[2025-12-08T20:18:27.509465] [INFO ] [sig       ] CAAS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:18:27.646873] [INFO ] [LOCAL     ] Saved forecast: CAAS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CAAS.txt
[2025-12-08T20:18:27.646992] [INFO ] [sig       ] [591/3624] Completed CAAS in 0.3s | 2.91 sym/s | Total: 3.4m | ETA: 17.4m
[2025-12-08T20:18:27.647029] [INFO ] [sig       ] [592/3624] Forecasting CABA...
[2025-12-08T20:18:27.647058] [INFO ] [sig       ] Generating forecast for: CABA
[2025-12-08T20:18:27.647087] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CABA' from 'https://tdm.silogroup.org/data/derivative_storage/CABA.csv'.
[2025-12-08T20:18:27.660102] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CABA'.
[2025-12-08T20:18:27.660443] [INFO ] [FORECASTER] Starting predict_future for CABA
[2025-12-08T20:18:27.661221] [DEBUG] [LOCAL     ] No optimal features file found for CABA: ./output/feature-sets/CABA.txt
[2025-12-08T20:18:27.661271] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:27.661302] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:27.661327] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:27.661400] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:27.717317] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:27.718036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:27.718111] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:27.718143] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:27.833422] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:27.833604] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:27.833645] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:27.833673] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:27.836949] [DEBUG] [FORECASTER] CABA: Forecast T+1@11:T+2@11: UP (p=97.78%)
[2025-12-08T20:18:27.837220] [INFO ] [FORECASTER] Completed predict_future for CABA
[2025-12-08T20:18:27.837340] [INFO ] [sig       ] CABA: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:18:27.981751] [INFO ] [LOCAL     ] Saved forecast: CABA	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CABA.txt
[2025-12-08T20:18:27.981910] [INFO ] [sig       ] [592/3624] Completed CABA in 0.3s | 2.91 sym/s | Total: 3.4m | ETA: 17.4m
[2025-12-08T20:18:27.981950] [INFO ] [sig       ] [593/3624] Forecasting CABO...
[2025-12-08T20:18:27.981981] [INFO ] [sig       ] Generating forecast for: CABO
[2025-12-08T20:18:27.982010] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CABO' from 'https://tdm.silogroup.org/data/derivative_storage/CABO.csv'.
[2025-12-08T20:18:27.994237] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CABO'.
[2025-12-08T20:18:27.994634] [INFO ] [FORECASTER] Starting predict_future for CABO
[2025-12-08T20:18:27.995422] [DEBUG] [LOCAL     ] No optimal features file found for CABO: ./output/feature-sets/CABO.txt
[2025-12-08T20:18:27.995473] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:27.995504] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:27.995530] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:27.995603] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:28.050639] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:28.051396] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:28.051490] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:28.051523] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:28.166274] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:28.166430] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:28.166470] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:28.166498] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:28.169833] [DEBUG] [FORECASTER] CABO: Forecast T+1@11:T+2@11: DOWN (p=26.61%)
[2025-12-08T20:18:28.170103] [INFO ] [FORECASTER] Completed predict_future for CABO
[2025-12-08T20:18:28.170227] [INFO ] [sig       ] CABO: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:18:28.306995] [INFO ] [LOCAL     ] Saved forecast: CABO	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CABO.txt
[2025-12-08T20:18:28.307135] [INFO ] [sig       ] [593/3624] Completed CABO in 0.3s | 2.91 sym/s | Total: 3.4m | ETA: 17.4m
[2025-12-08T20:18:28.307176] [INFO ] [sig       ] [594/3624] Forecasting CAC...
[2025-12-08T20:18:28.307204] [INFO ] [sig       ] Generating forecast for: CAC
[2025-12-08T20:18:28.307233] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAC' from 'https://tdm.silogroup.org/data/derivative_storage/CAC.csv'.
[2025-12-08T20:18:28.320277] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAC'.
[2025-12-08T20:18:28.320701] [INFO ] [FORECASTER] Starting predict_future for CAC
[2025-12-08T20:18:28.321492] [DEBUG] [LOCAL     ] No optimal features file found for CAC: ./output/feature-sets/CAC.txt
[2025-12-08T20:18:28.321543] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:28.321591] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:28.321621] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:28.321680] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:28.376450] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:28.377315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:28.377420] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:28.377453] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:28.495621] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:28.495778] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:28.495816] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:28.495843] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:28.499143] [DEBUG] [FORECASTER] CAC: Forecast T+1@11:T+2@11: DOWN (p=7.55%)
[2025-12-08T20:18:28.499413] [INFO ] [FORECASTER] Completed predict_future for CAC
[2025-12-08T20:18:28.499533] [INFO ] [sig       ] CAC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:18:28.636906] [INFO ] [LOCAL     ] Saved forecast: CAC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CAC.txt
[2025-12-08T20:18:28.637074] [INFO ] [sig       ] [594/3624] Completed CAC in 0.3s | 2.91 sym/s | Total: 3.4m | ETA: 17.4m
[2025-12-08T20:18:28.637115] [INFO ] [sig       ] [595/3624] Forecasting CACC...
[2025-12-08T20:18:28.637144] [INFO ] [sig       ] Generating forecast for: CACC
[2025-12-08T20:18:28.637174] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CACC' from 'https://tdm.silogroup.org/data/derivative_storage/CACC.csv'.
[2025-12-08T20:18:28.650240] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CACC'.
[2025-12-08T20:18:28.650669] [INFO ] [FORECASTER] Starting predict_future for CACC
[2025-12-08T20:18:28.651543] [DEBUG] [LOCAL     ] No optimal features file found for CACC: ./output/feature-sets/CACC.txt
[2025-12-08T20:18:28.651637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:28.651702] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:28.651748] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:28.651824] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:28.714755] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:28.715604] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:28.715688] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:28.715722] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:28.840641] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:28.840797] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:28.840838] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:28.840866] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:28.844544] [DEBUG] [FORECASTER] CACC: Forecast T+1@11:T+2@11: UP (p=91.31%)
[2025-12-08T20:18:28.844856] [INFO ] [FORECASTER] Completed predict_future for CACC
[2025-12-08T20:18:28.844983] [INFO ] [sig       ] CACC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:18:28.997185] [INFO ] [LOCAL     ] Saved forecast: CACC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CACC.txt
[2025-12-08T20:18:28.997372] [INFO ] [sig       ] [595/3624] Completed CACC in 0.4s | 2.91 sym/s | Total: 3.4m | ETA: 17.4m
[2025-12-08T20:18:28.997438] [INFO ] [sig       ] [596/3624] Forecasting CACI...
[2025-12-08T20:18:28.997469] [INFO ] [sig       ] Generating forecast for: CACI
[2025-12-08T20:18:28.997498] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CACI' from 'https://tdm.silogroup.org/data/derivative_storage/CACI.csv'.
[2025-12-08T20:18:29.010767] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CACI'.
[2025-12-08T20:18:29.011165] [INFO ] [FORECASTER] Starting predict_future for CACI
[2025-12-08T20:18:29.012075] [DEBUG] [LOCAL     ] No optimal features file found for CACI: ./output/feature-sets/CACI.txt
[2025-12-08T20:18:29.012128] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:29.012161] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:29.012187] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:29.012243] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:29.075823] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:29.076698] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:29.076784] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:29.076817] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:29.199118] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:29.199274] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:29.199314] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:29.199341] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:29.202638] [DEBUG] [FORECASTER] CACI: Forecast T+1@11:T+2@11: UP (p=82.37%)
[2025-12-08T20:18:29.202899] [INFO ] [FORECASTER] Completed predict_future for CACI
[2025-12-08T20:18:29.203016] [INFO ] [sig       ] CACI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:18:29.339144] [INFO ] [LOCAL     ] Saved forecast: CACI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CACI.txt
[2025-12-08T20:18:29.339250] [INFO ] [sig       ] [596/3624] Completed CACI in 0.3s | 2.91 sym/s | Total: 3.4m | ETA: 17.3m
[2025-12-08T20:18:29.339287] [INFO ] [sig       ] [597/3624] Forecasting CADE...
[2025-12-08T20:18:29.339316] [INFO ] [sig       ] Generating forecast for: CADE
[2025-12-08T20:18:29.339346] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CADE' from 'https://tdm.silogroup.org/data/derivative_storage/CADE.csv'.
[2025-12-08T20:18:29.351822] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CADE'.
[2025-12-08T20:18:29.352160] [INFO ] [FORECASTER] Starting predict_future for CADE
[2025-12-08T20:18:29.352950] [DEBUG] [LOCAL     ] No optimal features file found for CADE: ./output/feature-sets/CADE.txt
[2025-12-08T20:18:29.353001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:29.353033] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:29.353059] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:29.353114] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:29.408802] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:29.409424] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:29.409499] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:29.409530] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:29.529859] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:29.530000] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:29.530038] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:29.530066] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:29.533383] [DEBUG] [FORECASTER] CADE: Forecast T+1@11:T+2@11: UP (p=97.43%)
[2025-12-08T20:18:29.533685] [INFO ] [FORECASTER] Completed predict_future for CADE
[2025-12-08T20:18:29.533803] [INFO ] [sig       ] CADE: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:18:29.671810] [INFO ] [LOCAL     ] Saved forecast: CADE	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CADE.txt
[2025-12-08T20:18:29.671916] [INFO ] [sig       ] [597/3624] Completed CADE in 0.3s | 2.91 sym/s | Total: 3.4m | ETA: 17.3m
[2025-12-08T20:18:29.671954] [INFO ] [sig       ] [598/3624] Forecasting CADL...
[2025-12-08T20:18:29.671982] [INFO ] [sig       ] Generating forecast for: CADL
[2025-12-08T20:18:29.672010] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CADL' from 'https://tdm.silogroup.org/data/derivative_storage/CADL.csv'.
[2025-12-08T20:18:29.683739] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CADL'.
[2025-12-08T20:18:29.684069] [INFO ] [FORECASTER] Starting predict_future for CADL
[2025-12-08T20:18:29.684862] [DEBUG] [LOCAL     ] No optimal features file found for CADL: ./output/feature-sets/CADL.txt
[2025-12-08T20:18:29.684912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:29.684968] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:29.684997] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:29.685051] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:29.740415] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:29.741026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:29.741102] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:29.741132] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:29.857847] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:29.857993] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:29.858030] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:29.858058] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:29.861295] [DEBUG] [FORECASTER] CADL: Forecast T+1@11:T+2@11: DOWN (p=3.54%)
[2025-12-08T20:18:29.861558] [INFO ] [FORECASTER] Completed predict_future for CADL
[2025-12-08T20:18:29.861696] [INFO ] [sig       ] CADL: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:18:29.998673] [INFO ] [LOCAL     ] Saved forecast: CADL	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CADL.txt
[2025-12-08T20:18:29.998833] [INFO ] [sig       ] [598/3624] Completed CADL in 0.3s | 2.91 sym/s | Total: 3.4m | ETA: 17.3m
[2025-12-08T20:18:29.998875] [INFO ] [sig       ] [599/3624] Forecasting CAE...
[2025-12-08T20:18:29.998911] [INFO ] [sig       ] Generating forecast for: CAE
[2025-12-08T20:18:29.998942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAE' from 'https://tdm.silogroup.org/data/derivative_storage/CAE.csv'.
[2025-12-08T20:18:30.011765] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAE'.
[2025-12-08T20:18:30.012149] [INFO ] [FORECASTER] Starting predict_future for CAE
[2025-12-08T20:18:30.012959] [DEBUG] [LOCAL     ] No optimal features file found for CAE: ./output/feature-sets/CAE.txt
[2025-12-08T20:18:30.013010] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:30.013041] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:30.013067] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:30.013122] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:30.070169] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:30.071041] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:30.071124] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:30.071157] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:30.191846] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:30.191999] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:30.192037] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:30.192066] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:30.195322] [DEBUG] [FORECASTER] CAE: Forecast T+1@11:T+2@11: UP (p=52.99%)
[2025-12-08T20:18:30.195600] [INFO ] [FORECASTER] Completed predict_future for CAE
[2025-12-08T20:18:30.195720] [INFO ] [sig       ] CAE: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:18:30.333441] [INFO ] [LOCAL     ] Saved forecast: CAE	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CAE.txt
[2025-12-08T20:18:30.333603] [INFO ] [sig       ] [599/3624] Completed CAE in 0.3s | 2.91 sym/s | Total: 3.4m | ETA: 17.3m
[2025-12-08T20:18:30.333646] [INFO ] [sig       ] [600/3624] Forecasting CAF...
[2025-12-08T20:18:30.333675] [INFO ] [sig       ] Generating forecast for: CAF
[2025-12-08T20:18:30.333704] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAF' from 'https://tdm.silogroup.org/data/derivative_storage/CAF.csv'.
[2025-12-08T20:18:30.345692] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAF'.
[2025-12-08T20:18:30.346061] [INFO ] [FORECASTER] Starting predict_future for CAF
[2025-12-08T20:18:30.346851] [DEBUG] [LOCAL     ] No optimal features file found for CAF: ./output/feature-sets/CAF.txt
[2025-12-08T20:18:30.346901] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:30.346932] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:30.346958] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:30.347013] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:30.407885] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:30.408634] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:30.408710] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:30.408741] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:30.521180] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:30.521338] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:30.521376] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:30.521405] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:30.524703] [DEBUG] [FORECASTER] CAF: Forecast T+1@11:T+2@11: DOWN (p=14.78%)
[2025-12-08T20:18:30.524975] [INFO ] [FORECASTER] Completed predict_future for CAF
[2025-12-08T20:18:30.525097] [INFO ] [sig       ] CAF: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:18:30.664392] [INFO ] [LOCAL     ] Saved forecast: CAF	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CAF.txt
[2025-12-08T20:18:30.664546] [INFO ] [sig       ] [600/3624] Completed CAF in 0.3s | 2.91 sym/s | Total: 3.4m | ETA: 17.3m
[2025-12-08T20:18:30.664607] [INFO ] [sig       ] [601/3624] Forecasting CAG...
[2025-12-08T20:18:30.664639] [INFO ] [sig       ] Generating forecast for: CAG
[2025-12-08T20:18:30.664669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAG' from 'https://tdm.silogroup.org/data/derivative_storage/CAG.csv'.
[2025-12-08T20:18:30.677162] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAG'.
[2025-12-08T20:18:30.680881] [INFO ] [FORECASTER] Starting predict_future for CAG
[2025-12-08T20:18:30.681869] [DEBUG] [LOCAL     ] No optimal features file found for CAG: ./output/feature-sets/CAG.txt
[2025-12-08T20:18:30.681922] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:30.681953] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:30.681980] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:30.682035] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:30.737986] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:30.738818] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:30.738921] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:30.738955] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:30.855066] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:30.855220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:30.855259] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:30.855287] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:30.858654] [DEBUG] [FORECASTER] CAG: Forecast T+1@11:T+2@11: UP (p=94.02%)
[2025-12-08T20:18:30.858927] [INFO ] [FORECASTER] Completed predict_future for CAG
[2025-12-08T20:18:30.859046] [INFO ] [sig       ] CAG: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:18:30.999743] [INFO ] [LOCAL     ] Saved forecast: CAG	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CAG.txt
[2025-12-08T20:18:30.999904] [INFO ] [sig       ] [601/3624] Completed CAG in 0.3s | 2.91 sym/s | Total: 3.4m | ETA: 17.3m
[2025-12-08T20:18:30.999945] [INFO ] [sig       ] [602/3624] Forecasting CAH...
[2025-12-08T20:18:30.999973] [INFO ] [sig       ] Generating forecast for: CAH
[2025-12-08T20:18:31.000002] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAH' from 'https://tdm.silogroup.org/data/derivative_storage/CAH.csv'.
[2025-12-08T20:18:31.013202] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAH'.
[2025-12-08T20:18:31.013630] [INFO ] [FORECASTER] Starting predict_future for CAH
[2025-12-08T20:18:31.014410] [DEBUG] [LOCAL     ] No optimal features file found for CAH: ./output/feature-sets/CAH.txt
[2025-12-08T20:18:31.014459] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:31.014490] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:31.014516] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:31.014570] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:31.070281] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:31.071160] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:31.071237] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:31.071270] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:31.187807] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:31.187954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:31.187992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:31.188036] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:31.191281] [DEBUG] [FORECASTER] CAH: Forecast T+1@11:T+2@11: DOWN (p=5.70%)
[2025-12-08T20:18:31.191539] [INFO ] [FORECASTER] Completed predict_future for CAH
[2025-12-08T20:18:31.191682] [INFO ] [sig       ] CAH: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:18:31.329352] [INFO ] [LOCAL     ] Saved forecast: CAH	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CAH.txt
[2025-12-08T20:18:31.329462] [INFO ] [sig       ] [602/3624] Completed CAH in 0.3s | 2.91 sym/s | Total: 3.4m | ETA: 17.3m
[2025-12-08T20:18:31.329500] [INFO ] [sig       ] [603/3624] Forecasting CAKE...
[2025-12-08T20:18:31.329528] [INFO ] [sig       ] Generating forecast for: CAKE
[2025-12-08T20:18:31.329556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAKE' from 'https://tdm.silogroup.org/data/derivative_storage/CAKE.csv'.
[2025-12-08T20:18:31.341648] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAKE'.
[2025-12-08T20:18:31.341988] [INFO ] [FORECASTER] Starting predict_future for CAKE
[2025-12-08T20:18:31.342777] [DEBUG] [LOCAL     ] No optimal features file found for CAKE: ./output/feature-sets/CAKE.txt
[2025-12-08T20:18:31.342826] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:31.342857] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:31.342883] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:31.342943] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:31.398774] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:31.399361] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:31.399445] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:31.399489] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:31.517627] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:31.517758] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:31.517794] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:31.517821] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:31.521010] [DEBUG] [FORECASTER] CAKE: Forecast T+1@11:T+2@11: UP (p=99.55%)
[2025-12-08T20:18:31.521269] [INFO ] [FORECASTER] Completed predict_future for CAKE
[2025-12-08T20:18:31.521385] [INFO ] [sig       ] CAKE: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:18:31.659244] [INFO ] [LOCAL     ] Saved forecast: CAKE	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CAKE.txt
[2025-12-08T20:18:31.659369] [INFO ] [sig       ] [603/3624] Completed CAKE in 0.3s | 2.91 sym/s | Total: 3.5m | ETA: 17.3m
[2025-12-08T20:18:31.659406] [INFO ] [sig       ] [604/3624] Forecasting CAL...
[2025-12-08T20:18:31.659435] [INFO ] [sig       ] Generating forecast for: CAL
[2025-12-08T20:18:31.659465] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAL' from 'https://tdm.silogroup.org/data/derivative_storage/CAL.csv'.
[2025-12-08T20:18:31.671617] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAL'.
[2025-12-08T20:18:31.671946] [INFO ] [FORECASTER] Starting predict_future for CAL
[2025-12-08T20:18:31.672738] [DEBUG] [LOCAL     ] No optimal features file found for CAL: ./output/feature-sets/CAL.txt
[2025-12-08T20:18:31.672787] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:31.672818] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:31.672844] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:31.672899] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:31.728424] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:31.729039] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:31.729111] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:31.729143] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:31.848484] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:31.848655] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:31.848696] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:31.848724] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:31.852130] [DEBUG] [FORECASTER] CAL: Forecast T+1@11:T+2@11: DOWN (p=21.21%)
[2025-12-08T20:18:31.852407] [INFO ] [FORECASTER] Completed predict_future for CAL
[2025-12-08T20:18:31.852529] [INFO ] [sig       ] CAL: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:18:32.000591] [INFO ] [LOCAL     ] Saved forecast: CAL	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CAL.txt
[2025-12-08T20:18:32.000712] [INFO ] [sig       ] [604/3624] Completed CAL in 0.3s | 2.91 sym/s | Total: 3.5m | ETA: 17.3m
[2025-12-08T20:18:32.000751] [INFO ] [sig       ] [605/3624] Forecasting CALC...
[2025-12-08T20:18:32.000781] [INFO ] [sig       ] Generating forecast for: CALC
[2025-12-08T20:18:32.000809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CALC' from 'https://tdm.silogroup.org/data/derivative_storage/CALC.csv'.
[2025-12-08T20:18:32.012435] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CALC'.
[2025-12-08T20:18:32.012794] [INFO ] [FORECASTER] Starting predict_future for CALC
[2025-12-08T20:18:32.013691] [DEBUG] [LOCAL     ] No optimal features file found for CALC: ./output/feature-sets/CALC.txt
[2025-12-08T20:18:32.013741] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:32.013772] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:32.013799] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:32.013854] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:32.069266] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:32.070035] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:32.070113] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:32.070145] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:32.177921] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:32.178075] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-08T20:18:32.178113] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:32.178142] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:32.181377] [DEBUG] [FORECASTER] CALC: Forecast T+1@11:T+2@11: DOWN (p=20.26%)
[2025-12-08T20:18:32.181656] [INFO ] [FORECASTER] Completed predict_future for CALC
[2025-12-08T20:18:32.181775] [INFO ] [sig       ] CALC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:18:32.319605] [INFO ] [LOCAL     ] Saved forecast: CALC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CALC.txt
[2025-12-08T20:18:32.319756] [INFO ] [sig       ] [605/3624] Completed CALC in 0.3s | 2.91 sym/s | Total: 3.5m | ETA: 17.3m
[2025-12-08T20:18:32.319794] [INFO ] [sig       ] [606/3624] Forecasting CALM...
[2025-12-08T20:18:32.319826] [INFO ] [sig       ] Generating forecast for: CALM
[2025-12-08T20:18:32.319855] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CALM' from 'https://tdm.silogroup.org/data/derivative_storage/CALM.csv'.
[2025-12-08T20:18:32.331778] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CALM'.
[2025-12-08T20:18:32.332148] [INFO ] [FORECASTER] Starting predict_future for CALM
[2025-12-08T20:18:32.332956] [DEBUG] [LOCAL     ] No optimal features file found for CALM: ./output/feature-sets/CALM.txt
[2025-12-08T20:18:32.333014] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:32.333046] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:32.333074] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:32.333141] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:32.390132] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:32.391005] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:32.391086] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:32.391119] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:32.512174] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:32.512347] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:32.512387] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:32.512416] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:32.515786] [DEBUG] [FORECASTER] CALM: Forecast T+1@11:T+2@11: DOWN (p=0.26%)
[2025-12-08T20:18:32.516058] [INFO ] [FORECASTER] Completed predict_future for CALM
[2025-12-08T20:18:32.516182] [INFO ] [sig       ] CALM: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:18:32.664634] [INFO ] [LOCAL     ] Saved forecast: CALM	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CALM.txt
[2025-12-08T20:18:32.664788] [INFO ] [sig       ] [606/3624] Completed CALM in 0.3s | 2.91 sym/s | Total: 3.5m | ETA: 17.3m
[2025-12-08T20:18:32.664830] [INFO ] [sig       ] [607/3624] Forecasting CALX...
[2025-12-08T20:18:32.664860] [INFO ] [sig       ] Generating forecast for: CALX
[2025-12-08T20:18:32.664889] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CALX' from 'https://tdm.silogroup.org/data/derivative_storage/CALX.csv'.
[2025-12-08T20:18:32.677095] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CALX'.
[2025-12-08T20:18:32.677452] [INFO ] [FORECASTER] Starting predict_future for CALX
[2025-12-08T20:18:32.678229] [DEBUG] [LOCAL     ] No optimal features file found for CALX: ./output/feature-sets/CALX.txt
[2025-12-08T20:18:32.678279] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:32.678310] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:32.678338] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:32.678396] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:32.734595] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:32.735233] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:32.735308] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:32.735340] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:32.859883] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:32.860045] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:32.860083] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:32.860300] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:32.863570] [DEBUG] [FORECASTER] CALX: Forecast T+1@11:T+2@11: UP (p=89.24%)
[2025-12-08T20:18:32.863851] [INFO ] [FORECASTER] Completed predict_future for CALX
[2025-12-08T20:18:32.863969] [INFO ] [sig       ] CALX: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:18:33.003896] [INFO ] [LOCAL     ] Saved forecast: CALX	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CALX.txt
[2025-12-08T20:18:33.004021] [INFO ] [sig       ] [607/3624] Completed CALX in 0.3s | 2.91 sym/s | Total: 3.5m | ETA: 17.3m
[2025-12-08T20:18:33.004060] [INFO ] [sig       ] [608/3624] Forecasting CAPL...
[2025-12-08T20:18:33.004089] [INFO ] [sig       ] Generating forecast for: CAPL
[2025-12-08T20:18:33.004118] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAPL' from 'https://tdm.silogroup.org/data/derivative_storage/CAPL.csv'.
[2025-12-08T20:18:33.015879] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAPL'.
[2025-12-08T20:18:33.016220] [INFO ] [FORECASTER] Starting predict_future for CAPL
[2025-12-08T20:18:33.017003] [DEBUG] [LOCAL     ] No optimal features file found for CAPL: ./output/feature-sets/CAPL.txt
[2025-12-08T20:18:33.017062] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:33.017094] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:33.017121] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:33.017176] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:33.073126] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:33.073750] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:33.073848] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:33.073880] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:33.199654] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:33.199829] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:33.199876] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:33.199906] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:33.203322] [DEBUG] [FORECASTER] CAPL: Forecast T+1@11:T+2@11: UP (p=58.57%)
[2025-12-08T20:18:33.203605] [INFO ] [FORECASTER] Completed predict_future for CAPL
[2025-12-08T20:18:33.203726] [INFO ] [sig       ] CAPL: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:18:33.340077] [INFO ] [LOCAL     ] Saved forecast: CAPL	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CAPL.txt
[2025-12-08T20:18:33.340199] [INFO ] [sig       ] [608/3624] Completed CAPL in 0.3s | 2.91 sym/s | Total: 3.5m | ETA: 17.3m
[2025-12-08T20:18:33.340237] [INFO ] [sig       ] [609/3624] Forecasting CARE...
[2025-12-08T20:18:33.340267] [INFO ] [sig       ] Generating forecast for: CARE
[2025-12-08T20:18:33.340296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CARE' from 'https://tdm.silogroup.org/data/derivative_storage/CARE.csv'.
[2025-12-08T20:18:33.352603] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CARE'.
[2025-12-08T20:18:33.352939] [INFO ] [FORECASTER] Starting predict_future for CARE
[2025-12-08T20:18:33.353712] [DEBUG] [LOCAL     ] No optimal features file found for CARE: ./output/feature-sets/CARE.txt
[2025-12-08T20:18:33.353761] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:33.353792] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:33.353818] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:33.353873] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:33.410617] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:33.411522] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:33.411620] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:33.411655] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:33.528021] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:33.528178] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:33.528217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:33.528245] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:33.531535] [DEBUG] [FORECASTER] CARE: Forecast T+1@11:T+2@11: DOWN (p=1.42%)
[2025-12-08T20:18:33.531828] [INFO ] [FORECASTER] Completed predict_future for CARE
[2025-12-08T20:18:33.531948] [INFO ] [sig       ] CARE: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:18:33.682154] [INFO ] [LOCAL     ] Saved forecast: CARE	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CARE.txt
[2025-12-08T20:18:33.682309] [INFO ] [sig       ] [609/3624] Completed CARE in 0.3s | 2.91 sym/s | Total: 3.5m | ETA: 17.3m
[2025-12-08T20:18:33.682348] [INFO ] [sig       ] [610/3624] Forecasting CARG...
[2025-12-08T20:18:33.682379] [INFO ] [sig       ] Generating forecast for: CARG
[2025-12-08T20:18:33.682409] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CARG' from 'https://tdm.silogroup.org/data/derivative_storage/CARG.csv'.
[2025-12-08T20:18:33.694753] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CARG'.
[2025-12-08T20:18:33.695125] [INFO ] [FORECASTER] Starting predict_future for CARG
[2025-12-08T20:18:33.695918] [DEBUG] [LOCAL     ] No optimal features file found for CARG: ./output/feature-sets/CARG.txt
[2025-12-08T20:18:33.695969] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:33.696000] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:33.696026] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:33.696081] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:33.753208] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:33.754066] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:33.754147] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:33.754182] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:33.875311] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:33.875457] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:33.875494] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:33.875522] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:33.878781] [DEBUG] [FORECASTER] CARG: Forecast T+1@11:T+2@11: DOWN (p=41.69%)
[2025-12-08T20:18:33.879042] [INFO ] [FORECASTER] Completed predict_future for CARG
[2025-12-08T20:18:33.879162] [INFO ] [sig       ] CARG: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:18:34.020793] [INFO ] [LOCAL     ] Saved forecast: CARG	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CARG.txt
[2025-12-08T20:18:34.020923] [INFO ] [sig       ] [610/3624] Completed CARG in 0.3s | 2.91 sym/s | Total: 3.5m | ETA: 17.3m
[2025-12-08T20:18:34.020963] [INFO ] [sig       ] [611/3624] Forecasting CARS...
[2025-12-08T20:18:34.020992] [INFO ] [sig       ] Generating forecast for: CARS
[2025-12-08T20:18:34.021021] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CARS' from 'https://tdm.silogroup.org/data/derivative_storage/CARS.csv'.
[2025-12-08T20:18:34.033734] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CARS'.
[2025-12-08T20:18:34.034160] [INFO ] [FORECASTER] Starting predict_future for CARS
[2025-12-08T20:18:34.034978] [DEBUG] [LOCAL     ] No optimal features file found for CARS: ./output/feature-sets/CARS.txt
[2025-12-08T20:18:34.035030] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:34.035062] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:34.035089] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:34.035144] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:34.090898] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:34.091802] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:34.091884] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:34.091916] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:34.211174] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:34.211332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:34.211370] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:34.211403] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:34.214707] [DEBUG] [FORECASTER] CARS: Forecast T+1@11:T+2@11: DOWN (p=26.43%)
[2025-12-08T20:18:34.214988] [INFO ] [FORECASTER] Completed predict_future for CARS
[2025-12-08T20:18:34.215114] [INFO ] [sig       ] CARS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:18:34.356022] [INFO ] [LOCAL     ] Saved forecast: CARS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CARS.txt
[2025-12-08T20:18:34.356200] [INFO ] [sig       ] [611/3624] Completed CARS in 0.3s | 2.91 sym/s | Total: 3.5m | ETA: 17.2m
[2025-12-08T20:18:34.356240] [INFO ] [sig       ] [612/3624] Forecasting CASH...
[2025-12-08T20:18:34.356271] [INFO ] [sig       ] Generating forecast for: CASH
[2025-12-08T20:18:34.356301] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CASH' from 'https://tdm.silogroup.org/data/derivative_storage/CASH.csv'.
[2025-12-08T20:18:34.367960] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CASH'.
[2025-12-08T20:18:34.368326] [INFO ] [FORECASTER] Starting predict_future for CASH
[2025-12-08T20:18:34.369105] [DEBUG] [LOCAL     ] No optimal features file found for CASH: ./output/feature-sets/CASH.txt
[2025-12-08T20:18:34.369154] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:34.369185] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:34.369211] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:34.369266] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:34.425429] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:34.426243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:34.426324] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:34.426357] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:34.541926] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:34.542084] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:34.542122] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:34.542151] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:34.545874] [DEBUG] [FORECASTER] CASH: Forecast T+1@11:T+2@11: UP (p=90.19%)
[2025-12-08T20:18:34.546160] [INFO ] [FORECASTER] Completed predict_future for CASH
[2025-12-08T20:18:34.546287] [INFO ] [sig       ] CASH: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:18:34.685680] [INFO ] [LOCAL     ] Saved forecast: CASH	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CASH.txt
[2025-12-08T20:18:34.685832] [INFO ] [sig       ] [612/3624] Completed CASH in 0.3s | 2.91 sym/s | Total: 3.5m | ETA: 17.2m
[2025-12-08T20:18:34.685873] [INFO ] [sig       ] [613/3624] Forecasting CASS...
[2025-12-08T20:18:34.685901] [INFO ] [sig       ] Generating forecast for: CASS
[2025-12-08T20:18:34.685932] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CASS' from 'https://tdm.silogroup.org/data/derivative_storage/CASS.csv'.
[2025-12-08T20:18:34.698017] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CASS'.
[2025-12-08T20:18:34.698391] [INFO ] [FORECASTER] Starting predict_future for CASS
[2025-12-08T20:18:34.699177] [DEBUG] [LOCAL     ] No optimal features file found for CASS: ./output/feature-sets/CASS.txt
[2025-12-08T20:18:34.699227] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:34.699258] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:34.699284] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:34.699339] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:34.755489] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:34.756305] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:34.756383] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:34.756415] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:34.875250] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:34.875406] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:34.875444] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:34.875472] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:34.878883] [DEBUG] [FORECASTER] CASS: Forecast T+1@11:T+2@11: DOWN (p=39.42%)
[2025-12-08T20:18:34.879217] [INFO ] [FORECASTER] Completed predict_future for CASS
[2025-12-08T20:18:34.879351] [INFO ] [sig       ] CASS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:18:35.022184] [INFO ] [LOCAL     ] Saved forecast: CASS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CASS.txt
[2025-12-08T20:18:35.022343] [INFO ] [sig       ] [613/3624] Completed CASS in 0.3s | 2.91 sym/s | Total: 3.5m | ETA: 17.2m
[2025-12-08T20:18:35.022388] [INFO ] [sig       ] [614/3624] Forecasting CASY...
[2025-12-08T20:18:35.022418] [INFO ] [sig       ] Generating forecast for: CASY
[2025-12-08T20:18:35.022447] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CASY' from 'https://tdm.silogroup.org/data/derivative_storage/CASY.csv'.
[2025-12-08T20:18:35.034945] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CASY'.
[2025-12-08T20:18:35.035333] [INFO ] [FORECASTER] Starting predict_future for CASY
[2025-12-08T20:18:35.036200] [DEBUG] [LOCAL     ] No optimal features file found for CASY: ./output/feature-sets/CASY.txt
[2025-12-08T20:18:35.036253] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:35.036287] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:35.036315] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:35.036375] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:35.095324] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:35.096174] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:35.096256] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:35.096290] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:35.217027] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:35.217181] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:35.217219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:35.217248] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:35.220569] [DEBUG] [FORECASTER] CASY: Forecast T+1@11:T+2@11: UP (p=50.53%)
[2025-12-08T20:18:35.220859] [INFO ] [FORECASTER] Completed predict_future for CASY
[2025-12-08T20:18:35.220981] [INFO ] [sig       ] CASY: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:18:35.365716] [INFO ] [LOCAL     ] Saved forecast: CASY	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CASY.txt
[2025-12-08T20:18:35.365869] [INFO ] [sig       ] [614/3624] Completed CASY in 0.3s | 2.91 sym/s | Total: 3.5m | ETA: 17.2m
[2025-12-08T20:18:35.365908] [INFO ] [sig       ] [615/3624] Forecasting CATH...
[2025-12-08T20:18:35.365937] [INFO ] [sig       ] Generating forecast for: CATH
[2025-12-08T20:18:35.365966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CATH' from 'https://tdm.silogroup.org/data/derivative_storage/CATH.csv'.
[2025-12-08T20:18:35.377652] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CATH'.
[2025-12-08T20:18:35.377978] [INFO ] [FORECASTER] Starting predict_future for CATH
[2025-12-08T20:18:35.378761] [DEBUG] [LOCAL     ] No optimal features file found for CATH: ./output/feature-sets/CATH.txt
[2025-12-08T20:18:35.378810] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:35.378866] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:35.378894] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:35.378965] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:35.436585] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:35.437220] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:35.437299] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:35.437332] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:35.555367] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:35.555535] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:35.555589] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:35.555619] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:35.561937] [DEBUG] [FORECASTER] CATH: Forecast T+1@11:T+2@11: UP (p=50.71%)
[2025-12-08T20:18:35.562229] [INFO ] [FORECASTER] Completed predict_future for CATH
[2025-12-08T20:18:35.562358] [INFO ] [sig       ] CATH: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:18:35.711664] [INFO ] [LOCAL     ] Saved forecast: CATH	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CATH.txt
[2025-12-08T20:18:35.711805] [INFO ] [sig       ] [615/3624] Completed CATH in 0.3s | 2.91 sym/s | Total: 3.5m | ETA: 17.2m
[2025-12-08T20:18:35.711845] [INFO ] [sig       ] [616/3624] Forecasting CATO...
[2025-12-08T20:18:35.711875] [INFO ] [sig       ] Generating forecast for: CATO
[2025-12-08T20:18:35.711904] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CATO' from 'https://tdm.silogroup.org/data/derivative_storage/CATO.csv'.
[2025-12-08T20:18:35.723344] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CATO'.
[2025-12-08T20:18:35.723674] [INFO ] [FORECASTER] Starting predict_future for CATO
[2025-12-08T20:18:35.724433] [DEBUG] [LOCAL     ] No optimal features file found for CATO: ./output/feature-sets/CATO.txt
[2025-12-08T20:18:35.724482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:35.724513] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:35.724540] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:35.724612] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:35.780755] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:35.781370] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:35.781447] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:35.781481] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:35.902242] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:35.902392] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:35.902433] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:35.902461] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:35.905824] [DEBUG] [FORECASTER] CATO: Forecast T+1@11:T+2@11: DOWN (p=7.35%)
[2025-12-08T20:18:35.906092] [INFO ] [FORECASTER] Completed predict_future for CATO
[2025-12-08T20:18:35.906210] [INFO ] [sig       ] CATO: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:18:36.044744] [INFO ] [LOCAL     ] Saved forecast: CATO	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CATO.txt
[2025-12-08T20:18:36.044857] [INFO ] [sig       ] [616/3624] Completed CATO in 0.3s | 2.91 sym/s | Total: 3.5m | ETA: 17.2m
[2025-12-08T20:18:36.044895] [INFO ] [sig       ] [617/3624] Forecasting CATY...
[2025-12-08T20:18:36.044925] [INFO ] [sig       ] Generating forecast for: CATY
[2025-12-08T20:18:36.044953] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CATY' from 'https://tdm.silogroup.org/data/derivative_storage/CATY.csv'.
[2025-12-08T20:18:36.057195] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CATY'.
[2025-12-08T20:18:36.057616] [INFO ] [FORECASTER] Starting predict_future for CATY
[2025-12-08T20:18:36.058401] [DEBUG] [LOCAL     ] No optimal features file found for CATY: ./output/feature-sets/CATY.txt
[2025-12-08T20:18:36.058450] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:36.058482] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:36.058508] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:36.058563] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:36.113465] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:36.114145] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:36.114219] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:36.114251] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:36.234148] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:36.234284] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:36.234320] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:36.234347] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:36.237679] [DEBUG] [FORECASTER] CATY: Forecast T+1@11:T+2@11: UP (p=84.86%)
[2025-12-08T20:18:36.237941] [INFO ] [FORECASTER] Completed predict_future for CATY
[2025-12-08T20:18:36.238059] [INFO ] [sig       ] CATY: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:18:36.377247] [INFO ] [LOCAL     ] Saved forecast: CATY	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CATY.txt
[2025-12-08T20:18:36.377365] [INFO ] [sig       ] [617/3624] Completed CATY in 0.3s | 2.91 sym/s | Total: 3.5m | ETA: 17.2m
[2025-12-08T20:18:36.377439] [INFO ] [sig       ] [618/3624] Forecasting CAVA...
[2025-12-08T20:18:36.377477] [INFO ] [sig       ] Generating forecast for: CAVA
[2025-12-08T20:18:36.377513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAVA' from 'https://tdm.silogroup.org/data/derivative_storage/CAVA.csv'.
[2025-12-08T20:18:36.389910] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAVA'.
[2025-12-08T20:18:36.390267] [INFO ] [FORECASTER] Starting predict_future for CAVA
[2025-12-08T20:18:36.391064] [DEBUG] [LOCAL     ] No optimal features file found for CAVA: ./output/feature-sets/CAVA.txt
[2025-12-08T20:18:36.391114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:36.391146] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:36.391172] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:36.391228] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:36.447116] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:36.447931] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:36.448013] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:36.448045] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:36.567914] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:36.568083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:36.568120] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:36.568177] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:36.571514] [DEBUG] [FORECASTER] CAVA: Forecast T+1@11:T+2@11: DOWN (p=2.95%)
[2025-12-08T20:18:36.571811] [INFO ] [FORECASTER] Completed predict_future for CAVA
[2025-12-08T20:18:36.571932] [INFO ] [sig       ] CAVA: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:18:36.710536] [INFO ] [LOCAL     ] Saved forecast: CAVA	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CAVA.txt
[2025-12-08T20:18:36.710717] [INFO ] [sig       ] [618/3624] Completed CAVA in 0.3s | 2.91 sym/s | Total: 3.5m | ETA: 17.2m
[2025-12-08T20:18:36.710756] [INFO ] [sig       ] [619/3624] Forecasting CB...
[2025-12-08T20:18:36.710787] [INFO ] [sig       ] Generating forecast for: CB
[2025-12-08T20:18:36.710815] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CB' from 'https://tdm.silogroup.org/data/derivative_storage/CB.csv'.
[2025-12-08T20:18:36.725116] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CB'.
[2025-12-08T20:18:36.725491] [INFO ] [FORECASTER] Starting predict_future for CB
[2025-12-08T20:18:36.726310] [DEBUG] [LOCAL     ] No optimal features file found for CB: ./output/feature-sets/CB.txt
[2025-12-08T20:18:36.726361] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:36.726404] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:36.726431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:36.726486] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:36.784463] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:36.785516] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:36.785807] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:36.785841] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:36.911398] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:36.911589] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:36.911633] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:36.911663] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:36.915294] [DEBUG] [FORECASTER] CB: Forecast T+1@11:T+2@11: DOWN (p=2.62%)
[2025-12-08T20:18:36.915689] [INFO ] [FORECASTER] Completed predict_future for CB
[2025-12-08T20:18:36.915836] [INFO ] [sig       ] CB: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:18:37.118717] [INFO ] [LOCAL     ] Saved forecast: CB	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CB.txt
[2025-12-08T20:18:37.118909] [INFO ] [sig       ] [619/3624] Completed CB in 0.4s | 2.91 sym/s | Total: 3.5m | ETA: 17.2m
[2025-12-08T20:18:37.118967] [INFO ] [sig       ] [620/3624] Forecasting CBAN...
[2025-12-08T20:18:37.119011] [INFO ] [sig       ] Generating forecast for: CBAN
[2025-12-08T20:18:37.119047] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBAN' from 'https://tdm.silogroup.org/data/derivative_storage/CBAN.csv'.
[2025-12-08T20:18:37.139708] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBAN'.
[2025-12-08T20:18:37.140221] [INFO ] [FORECASTER] Starting predict_future for CBAN
[2025-12-08T20:18:37.141405] [DEBUG] [LOCAL     ] No optimal features file found for CBAN: ./output/feature-sets/CBAN.txt
[2025-12-08T20:18:37.141477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:37.141517] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:37.141551] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:37.141647] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:37.207468] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:37.208610] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:37.208725] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:37.208761] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:37.370651] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:37.370843] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:37.370908] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:37.370958] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:37.376072] [DEBUG] [FORECASTER] CBAN: Forecast T+1@11:T+2@11: DOWN (p=5.31%)
[2025-12-08T20:18:37.376562] [INFO ] [FORECASTER] Completed predict_future for CBAN
[2025-12-08T20:18:37.376791] [INFO ] [sig       ] CBAN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:18:37.591510] [INFO ] [LOCAL     ] Saved forecast: CBAN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CBAN.txt
[2025-12-08T20:18:37.591758] [INFO ] [sig       ] [620/3624] Completed CBAN in 0.5s | 2.91 sym/s | Total: 3.6m | ETA: 17.2m
[2025-12-08T20:18:37.591818] [INFO ] [sig       ] [621/3624] Forecasting CBL...
[2025-12-08T20:18:37.591864] [INFO ] [sig       ] Generating forecast for: CBL
[2025-12-08T20:18:37.591914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBL' from 'https://tdm.silogroup.org/data/derivative_storage/CBL.csv'.
[2025-12-08T20:18:37.609020] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBL'.
[2025-12-08T20:18:37.609534] [INFO ] [FORECASTER] Starting predict_future for CBL
[2025-12-08T20:18:37.610759] [DEBUG] [LOCAL     ] No optimal features file found for CBL: ./output/feature-sets/CBL.txt
[2025-12-08T20:18:37.610830] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:37.610879] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:37.610920] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:37.611009] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:37.695509] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:37.696443] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:37.696530] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:37.696564] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:37.863763] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:37.863924] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:37.863964] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:37.863994] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:37.867949] [DEBUG] [FORECASTER] CBL: Forecast T+1@11:T+2@11: UP (p=63.07%)
[2025-12-08T20:18:37.868289] [INFO ] [FORECASTER] Completed predict_future for CBL
[2025-12-08T20:18:37.868429] [INFO ] [sig       ] CBL: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:18:38.011506] [INFO ] [LOCAL     ] Saved forecast: CBL	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CBL.txt
[2025-12-08T20:18:38.011859] [INFO ] [sig       ] [621/3624] Completed CBL in 0.4s | 2.91 sym/s | Total: 3.6m | ETA: 17.2m
[2025-12-08T20:18:38.011900] [INFO ] [sig       ] [622/3624] Forecasting CBNK...
[2025-12-08T20:18:38.011928] [INFO ] [sig       ] Generating forecast for: CBNK
[2025-12-08T20:18:38.011957] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBNK' from 'https://tdm.silogroup.org/data/derivative_storage/CBNK.csv'.
[2025-12-08T20:18:38.023550] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBNK'.
[2025-12-08T20:18:38.023920] [INFO ] [FORECASTER] Starting predict_future for CBNK
[2025-12-08T20:18:38.024704] [DEBUG] [LOCAL     ] No optimal features file found for CBNK: ./output/feature-sets/CBNK.txt
[2025-12-08T20:18:38.024755] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:38.024787] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:38.024812] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:38.024867] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:38.080388] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:38.080995] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:38.081070] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:38.081102] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:38.197409] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:38.197584] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:38.197626] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:38.197655] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:38.200927] [DEBUG] [FORECASTER] CBNK: Forecast T+1@11:T+2@11: DOWN (p=25.40%)
[2025-12-08T20:18:38.201187] [INFO ] [FORECASTER] Completed predict_future for CBNK
[2025-12-08T20:18:38.201307] [INFO ] [sig       ] CBNK: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:18:38.338420] [INFO ] [LOCAL     ] Saved forecast: CBNK	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CBNK.txt
[2025-12-08T20:18:38.338545] [INFO ] [sig       ] [622/3624] Completed CBNK in 0.3s | 2.91 sym/s | Total: 3.6m | ETA: 17.2m
[2025-12-08T20:18:38.338606] [INFO ] [sig       ] [623/3624] Forecasting CBRE...
[2025-12-08T20:18:38.338638] [INFO ] [sig       ] Generating forecast for: CBRE
[2025-12-08T20:18:38.338667] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBRE' from 'https://tdm.silogroup.org/data/derivative_storage/CBRE.csv'.
[2025-12-08T20:18:38.350671] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBRE'.
[2025-12-08T20:18:38.351006] [INFO ] [FORECASTER] Starting predict_future for CBRE
[2025-12-08T20:18:38.351821] [DEBUG] [LOCAL     ] No optimal features file found for CBRE: ./output/feature-sets/CBRE.txt
[2025-12-08T20:18:38.351871] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:38.351903] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:38.351928] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:38.351983] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:38.407353] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:38.407961] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:38.408036] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:38.408068] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:38.524969] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:38.525127] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:38.525168] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:38.525197] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:38.528481] [DEBUG] [FORECASTER] CBRE: Forecast T+1@11:T+2@11: DOWN (p=46.62%)
[2025-12-08T20:18:38.528772] [INFO ] [FORECASTER] Completed predict_future for CBRE
[2025-12-08T20:18:38.528892] [INFO ] [sig       ] CBRE: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:18:38.666438] [INFO ] [LOCAL     ] Saved forecast: CBRE	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CBRE.txt
[2025-12-08T20:18:38.666645] [INFO ] [sig       ] [623/3624] Completed CBRE in 0.3s | 2.91 sym/s | Total: 3.6m | ETA: 17.2m
[2025-12-08T20:18:38.666702] [INFO ] [sig       ] [624/3624] Forecasting CBRL...
[2025-12-08T20:18:38.666747] [INFO ] [sig       ] Generating forecast for: CBRL
[2025-12-08T20:18:38.666790] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBRL' from 'https://tdm.silogroup.org/data/derivative_storage/CBRL.csv'.
[2025-12-08T20:18:38.679028] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBRL'.
[2025-12-08T20:18:38.679384] [INFO ] [FORECASTER] Starting predict_future for CBRL
[2025-12-08T20:18:38.680167] [DEBUG] [LOCAL     ] No optimal features file found for CBRL: ./output/feature-sets/CBRL.txt
[2025-12-08T20:18:38.680219] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:38.680251] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:38.680278] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:38.680334] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:38.735512] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:38.736230] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:38.736311] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:38.736343] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:38.859123] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:38.859282] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:38.859319] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:38.859349] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:38.862635] [DEBUG] [FORECASTER] CBRL: Forecast T+1@11:T+2@11: UP (p=55.05%)
[2025-12-08T20:18:38.862895] [INFO ] [FORECASTER] Completed predict_future for CBRL
[2025-12-08T20:18:38.863036] [INFO ] [sig       ] CBRL: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:18:39.002099] [INFO ] [LOCAL     ] Saved forecast: CBRL	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CBRL.txt
[2025-12-08T20:18:39.002244] [INFO ] [sig       ] [624/3624] Completed CBRL in 0.3s | 2.91 sym/s | Total: 3.6m | ETA: 17.2m
[2025-12-08T20:18:39.002284] [INFO ] [sig       ] [625/3624] Forecasting CBSH...
[2025-12-08T20:18:39.002313] [INFO ] [sig       ] Generating forecast for: CBSH
[2025-12-08T20:18:39.002342] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBSH' from 'https://tdm.silogroup.org/data/derivative_storage/CBSH.csv'.
[2025-12-08T20:18:39.014648] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBSH'.
[2025-12-08T20:18:39.014996] [INFO ] [FORECASTER] Starting predict_future for CBSH
[2025-12-08T20:18:39.015811] [DEBUG] [LOCAL     ] No optimal features file found for CBSH: ./output/feature-sets/CBSH.txt
[2025-12-08T20:18:39.015860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:39.015891] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:39.015917] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:39.015971] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:39.071639] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:39.072368] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:39.072471] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:39.072503] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:39.189157] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:39.189313] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:39.189351] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:39.189379] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:39.192763] [DEBUG] [FORECASTER] CBSH: Forecast T+1@11:T+2@11: UP (p=79.77%)
[2025-12-08T20:18:39.193042] [INFO ] [FORECASTER] Completed predict_future for CBSH
[2025-12-08T20:18:39.193166] [INFO ] [sig       ] CBSH: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:18:39.329359] [INFO ] [LOCAL     ] Saved forecast: CBSH	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CBSH.txt
[2025-12-08T20:18:39.329488] [INFO ] [sig       ] [625/3624] Completed CBSH in 0.3s | 2.91 sym/s | Total: 3.6m | ETA: 17.2m
[2025-12-08T20:18:39.329527] [INFO ] [sig       ] [626/3624] Forecasting CBUS...
[2025-12-08T20:18:39.329556] [INFO ] [sig       ] Generating forecast for: CBUS
[2025-12-08T20:18:39.329602] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBUS' from 'https://tdm.silogroup.org/data/derivative_storage/CBUS.csv'.
[2025-12-08T20:18:39.342383] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBUS'.
[2025-12-08T20:18:39.342761] [INFO ] [FORECASTER] Starting predict_future for CBUS
[2025-12-08T20:18:39.343516] [DEBUG] [LOCAL     ] No optimal features file found for CBUS: ./output/feature-sets/CBUS.txt
[2025-12-08T20:18:39.343566] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:39.343678] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:39.343707] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:39.343763] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:39.398868] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:39.399741] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:39.399819] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:39.399851] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:39.528136] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:39.528290] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:39.528346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:39.528376] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:39.531938] [DEBUG] [FORECASTER] CBUS: Forecast T+1@11:T+2@11: UP (p=77.33%)
[2025-12-08T20:18:39.532208] [INFO ] [FORECASTER] Completed predict_future for CBUS
[2025-12-08T20:18:39.532333] [INFO ] [sig       ] CBUS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:18:39.677737] [INFO ] [LOCAL     ] Saved forecast: CBUS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CBUS.txt
[2025-12-08T20:18:39.677871] [INFO ] [sig       ] [626/3624] Completed CBUS in 0.3s | 2.91 sym/s | Total: 3.6m | ETA: 17.2m
[2025-12-08T20:18:39.677910] [INFO ] [sig       ] [627/3624] Forecasting CBZ...
[2025-12-08T20:18:39.677938] [INFO ] [sig       ] Generating forecast for: CBZ
[2025-12-08T20:18:39.677968] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBZ' from 'https://tdm.silogroup.org/data/derivative_storage/CBZ.csv'.
[2025-12-08T20:18:39.689946] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBZ'.
[2025-12-08T20:18:39.690302] [INFO ] [FORECASTER] Starting predict_future for CBZ
[2025-12-08T20:18:39.691077] [DEBUG] [LOCAL     ] No optimal features file found for CBZ: ./output/feature-sets/CBZ.txt
[2025-12-08T20:18:39.691127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:39.691158] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:39.691184] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:39.691239] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:39.746037] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:39.746729] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:39.746805] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:39.746837] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:39.863349] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:39.863511] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:39.863555] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:39.863607] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:39.867182] [DEBUG] [FORECASTER] CBZ: Forecast T+1@11:T+2@11: UP (p=87.05%)
[2025-12-08T20:18:39.867488] [INFO ] [FORECASTER] Completed predict_future for CBZ
[2025-12-08T20:18:39.867636] [INFO ] [sig       ] CBZ: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:18:40.014125] [INFO ] [LOCAL     ] Saved forecast: CBZ	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CBZ.txt
[2025-12-08T20:18:40.014300] [INFO ] [sig       ] [627/3624] Completed CBZ in 0.3s | 2.91 sym/s | Total: 3.6m | ETA: 17.2m
[2025-12-08T20:18:40.014351] [INFO ] [sig       ] [628/3624] Forecasting CC...
[2025-12-08T20:18:40.014383] [INFO ] [sig       ] Generating forecast for: CC
[2025-12-08T20:18:40.014414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CC' from 'https://tdm.silogroup.org/data/derivative_storage/CC.csv'.
[2025-12-08T20:18:40.026887] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CC'.
[2025-12-08T20:18:40.027293] [INFO ] [FORECASTER] Starting predict_future for CC
[2025-12-08T20:18:40.028206] [DEBUG] [LOCAL     ] No optimal features file found for CC: ./output/feature-sets/CC.txt
[2025-12-08T20:18:40.028257] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:40.028289] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:40.028316] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:40.028371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:40.093738] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:40.094874] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:40.095024] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:40.095085] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:40.224047] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:40.224201] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:40.224241] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:40.224271] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:40.227846] [DEBUG] [FORECASTER] CC: Forecast T+1@11:T+2@11: DOWN (p=2.80%)
[2025-12-08T20:18:40.228121] [INFO ] [FORECASTER] Completed predict_future for CC
[2025-12-08T20:18:40.228246] [INFO ] [sig       ] CC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:18:40.372511] [INFO ] [LOCAL     ] Saved forecast: CC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CC.txt
[2025-12-08T20:18:40.372683] [INFO ] [sig       ] [628/3624] Completed CC in 0.4s | 2.91 sym/s | Total: 3.6m | ETA: 17.2m
[2025-12-08T20:18:40.372722] [INFO ] [sig       ] [629/3624] Forecasting CCAP...
[2025-12-08T20:18:40.372752] [INFO ] [sig       ] Generating forecast for: CCAP
[2025-12-08T20:18:40.372782] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCAP' from 'https://tdm.silogroup.org/data/derivative_storage/CCAP.csv'.
[2025-12-08T20:18:40.384870] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCAP'.
[2025-12-08T20:18:40.385262] [INFO ] [FORECASTER] Starting predict_future for CCAP
[2025-12-08T20:18:40.386144] [DEBUG] [LOCAL     ] No optimal features file found for CCAP: ./output/feature-sets/CCAP.txt
[2025-12-08T20:18:40.386196] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:40.386229] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:40.386255] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:40.386321] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:40.452367] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:40.453236] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:40.453332] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:40.453364] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:40.582509] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:40.582677] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:40.582718] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:40.582747] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:40.586498] [DEBUG] [FORECASTER] CCAP: Forecast T+1@11:T+2@11: DOWN (p=23.01%)
[2025-12-08T20:18:40.586792] [INFO ] [FORECASTER] Completed predict_future for CCAP
[2025-12-08T20:18:40.586916] [INFO ] [sig       ] CCAP: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:18:40.732113] [INFO ] [LOCAL     ] Saved forecast: CCAP	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CCAP.txt
[2025-12-08T20:18:40.732250] [INFO ] [sig       ] [629/3624] Completed CCAP in 0.4s | 2.91 sym/s | Total: 3.6m | ETA: 17.2m
[2025-12-08T20:18:40.732289] [INFO ] [sig       ] [630/3624] Forecasting CCB...
[2025-12-08T20:18:40.732317] [INFO ] [sig       ] Generating forecast for: CCB
[2025-12-08T20:18:40.732348] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCB' from 'https://tdm.silogroup.org/data/derivative_storage/CCB.csv'.
[2025-12-08T20:18:40.744678] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCB'.
[2025-12-08T20:18:40.745043] [INFO ] [FORECASTER] Starting predict_future for CCB
[2025-12-08T20:18:40.745991] [DEBUG] [LOCAL     ] No optimal features file found for CCB: ./output/feature-sets/CCB.txt
[2025-12-08T20:18:40.746054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:40.746101] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:40.746157] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:40.746248] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:40.805656] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:40.806384] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:40.806464] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:40.806496] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:40.931792] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:40.931946] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:40.931985] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:40.932013] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:40.935380] [DEBUG] [FORECASTER] CCB: Forecast T+1@11:T+2@11: DOWN (p=4.50%)
[2025-12-08T20:18:40.935685] [INFO ] [FORECASTER] Completed predict_future for CCB
[2025-12-08T20:18:40.935825] [INFO ] [sig       ] CCB: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:18:41.074255] [INFO ] [LOCAL     ] Saved forecast: CCB	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CCB.txt
[2025-12-08T20:18:41.074372] [INFO ] [sig       ] [630/3624] Completed CCB in 0.3s | 2.91 sym/s | Total: 3.6m | ETA: 17.2m
[2025-12-08T20:18:41.074409] [INFO ] [sig       ] [631/3624] Forecasting CCBG...
[2025-12-08T20:18:41.074439] [INFO ] [sig       ] Generating forecast for: CCBG
[2025-12-08T20:18:41.074467] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCBG' from 'https://tdm.silogroup.org/data/derivative_storage/CCBG.csv'.
[2025-12-08T20:18:41.085551] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCBG'.
[2025-12-08T20:18:41.085887] [INFO ] [FORECASTER] Starting predict_future for CCBG
[2025-12-08T20:18:41.086666] [DEBUG] [LOCAL     ] No optimal features file found for CCBG: ./output/feature-sets/CCBG.txt
[2025-12-08T20:18:41.086716] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:41.086747] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:41.086773] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:41.086828] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:41.142745] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:41.143322] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:41.143395] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:41.143427] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:41.260143] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:41.260286] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:41.260323] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:41.260352] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:41.264114] [DEBUG] [FORECASTER] CCBG: Forecast T+1@11:T+2@11: UP (p=71.83%)
[2025-12-08T20:18:41.264373] [INFO ] [FORECASTER] Completed predict_future for CCBG
[2025-12-08T20:18:41.264492] [INFO ] [sig       ] CCBG: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:18:41.415290] [INFO ] [LOCAL     ] Saved forecast: CCBG	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CCBG.txt
[2025-12-08T20:18:41.415446] [INFO ] [sig       ] [631/3624] Completed CCBG in 0.3s | 2.91 sym/s | Total: 3.6m | ETA: 17.1m
[2025-12-08T20:18:41.415486] [INFO ] [sig       ] [632/3624] Forecasting CCCC...
[2025-12-08T20:18:41.415516] [INFO ] [sig       ] Generating forecast for: CCCC
[2025-12-08T20:18:41.415545] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCCC' from 'https://tdm.silogroup.org/data/derivative_storage/CCCC.csv'.
[2025-12-08T20:18:41.427665] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCCC'.
[2025-12-08T20:18:41.428060] [INFO ] [FORECASTER] Starting predict_future for CCCC
[2025-12-08T20:18:41.428920] [DEBUG] [LOCAL     ] No optimal features file found for CCCC: ./output/feature-sets/CCCC.txt
[2025-12-08T20:18:41.428971] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:41.429026] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:41.429055] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:41.429112] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:41.486362] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:41.487281] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:41.487399] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:41.487436] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:41.608231] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:41.608380] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:41.608418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:41.608445] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:41.611714] [DEBUG] [FORECASTER] CCCC: Forecast T+1@11:T+2@11: DOWN (p=1.63%)
[2025-12-08T20:18:41.611974] [INFO ] [FORECASTER] Completed predict_future for CCCC
[2025-12-08T20:18:41.612091] [INFO ] [sig       ] CCCC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:18:41.750385] [INFO ] [LOCAL     ] Saved forecast: CCCC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CCCC.txt
[2025-12-08T20:18:41.750538] [INFO ] [sig       ] [632/3624] Completed CCCC in 0.3s | 2.91 sym/s | Total: 3.6m | ETA: 17.1m
[2025-12-08T20:18:41.750601] [INFO ] [sig       ] [633/3624] Forecasting CCD...
[2025-12-08T20:18:41.750634] [INFO ] [sig       ] Generating forecast for: CCD
[2025-12-08T20:18:41.750664] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCD' from 'https://tdm.silogroup.org/data/derivative_storage/CCD.csv'.
[2025-12-08T20:18:41.762698] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCD'.
[2025-12-08T20:18:41.763077] [INFO ] [FORECASTER] Starting predict_future for CCD
[2025-12-08T20:18:41.763860] [DEBUG] [LOCAL     ] No optimal features file found for CCD: ./output/feature-sets/CCD.txt
[2025-12-08T20:18:41.763910] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:41.763941] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:41.763968] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:41.764023] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:41.819345] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:41.820175] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:41.820254] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:41.820286] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:41.937927] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:41.938082] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:41.938121] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:41.938149] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:41.941630] [DEBUG] [FORECASTER] CCD: Forecast T+1@11:T+2@11: DOWN (p=37.78%)
[2025-12-08T20:18:41.941958] [INFO ] [FORECASTER] Completed predict_future for CCD
[2025-12-08T20:18:41.942094] [INFO ] [sig       ] CCD: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:18:42.082020] [INFO ] [LOCAL     ] Saved forecast: CCD	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CCD.txt
[2025-12-08T20:18:42.082146] [INFO ] [sig       ] [633/3624] Completed CCD in 0.3s | 2.91 sym/s | Total: 3.6m | ETA: 17.1m
[2025-12-08T20:18:42.082185] [INFO ] [sig       ] [634/3624] Forecasting CCEC...
[2025-12-08T20:18:42.082213] [INFO ] [sig       ] Generating forecast for: CCEC
[2025-12-08T20:18:42.082249] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCEC' from 'https://tdm.silogroup.org/data/derivative_storage/CCEC.csv'.
[2025-12-08T20:18:42.093715] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCEC'.
[2025-12-08T20:18:42.094023] [INFO ] [FORECASTER] Starting predict_future for CCEC
[2025-12-08T20:18:42.094798] [DEBUG] [LOCAL     ] No optimal features file found for CCEC: ./output/feature-sets/CCEC.txt
[2025-12-08T20:18:42.094847] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:42.094878] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:42.094904] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:42.094959] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:42.150037] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:42.150621] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:42.150695] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:42.150725] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:42.252713] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:42.252868] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:42.252906] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:42.252933] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:42.256202] [DEBUG] [FORECASTER] CCEC: Forecast T+1@11:T+2@11: UP (p=81.14%)
[2025-12-08T20:18:42.256470] [INFO ] [FORECASTER] Completed predict_future for CCEC
[2025-12-08T20:18:42.256607] [INFO ] [sig       ] CCEC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:18:42.398133] [INFO ] [LOCAL     ] Saved forecast: CCEC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CCEC.txt
[2025-12-08T20:18:42.398289] [INFO ] [sig       ] [634/3624] Completed CCEC in 0.3s | 2.91 sym/s | Total: 3.6m | ETA: 17.1m
[2025-12-08T20:18:42.398327] [INFO ] [sig       ] [635/3624] Forecasting CCEP...
[2025-12-08T20:18:42.398358] [INFO ] [sig       ] Generating forecast for: CCEP
[2025-12-08T20:18:42.398387] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCEP' from 'https://tdm.silogroup.org/data/derivative_storage/CCEP.csv'.
[2025-12-08T20:18:42.410256] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCEP'.
[2025-12-08T20:18:42.410652] [INFO ] [FORECASTER] Starting predict_future for CCEP
[2025-12-08T20:18:42.411414] [DEBUG] [LOCAL     ] No optimal features file found for CCEP: ./output/feature-sets/CCEP.txt
[2025-12-08T20:18:42.411464] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:42.411494] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:42.411521] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:42.411595] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:42.467371] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:42.468276] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:42.468372] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:42.468403] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:42.593141] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:42.593303] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:42.593341] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:42.593402] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:42.596861] [DEBUG] [FORECASTER] CCEP: Forecast T+1@11:T+2@11: UP (p=54.20%)
[2025-12-08T20:18:42.597185] [INFO ] [FORECASTER] Completed predict_future for CCEP
[2025-12-08T20:18:42.597328] [INFO ] [sig       ] CCEP: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:18:42.737023] [INFO ] [LOCAL     ] Saved forecast: CCEP	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CCEP.txt
[2025-12-08T20:18:42.737180] [INFO ] [sig       ] [635/3624] Completed CCEP in 0.3s | 2.91 sym/s | Total: 3.6m | ETA: 17.1m
[2025-12-08T20:18:42.737219] [INFO ] [sig       ] [636/3624] Forecasting CCI...
[2025-12-08T20:18:42.737249] [INFO ] [sig       ] Generating forecast for: CCI
[2025-12-08T20:18:42.737277] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCI' from 'https://tdm.silogroup.org/data/derivative_storage/CCI.csv'.
[2025-12-08T20:18:42.749348] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCI'.
[2025-12-08T20:18:42.749753] [INFO ] [FORECASTER] Starting predict_future for CCI
[2025-12-08T20:18:42.750533] [DEBUG] [LOCAL     ] No optimal features file found for CCI: ./output/feature-sets/CCI.txt
[2025-12-08T20:18:42.750602] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:42.750636] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:42.750662] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:42.750716] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:42.810362] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:42.811234] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:42.811314] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:42.811344] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:42.932112] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:42.932261] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:42.932298] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:42.932325] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:42.935562] [DEBUG] [FORECASTER] CCI: Forecast T+1@11:T+2@11: UP (p=71.90%)
[2025-12-08T20:18:42.935843] [INFO ] [FORECASTER] Completed predict_future for CCI
[2025-12-08T20:18:42.935963] [INFO ] [sig       ] CCI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:18:43.073357] [INFO ] [LOCAL     ] Saved forecast: CCI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CCI.txt
[2025-12-08T20:18:43.073487] [INFO ] [sig       ] [636/3624] Completed CCI in 0.3s | 2.91 sym/s | Total: 3.6m | ETA: 17.1m
[2025-12-08T20:18:43.073525] [INFO ] [sig       ] [637/3624] Forecasting CCIF...
[2025-12-08T20:18:43.073554] [INFO ] [sig       ] Generating forecast for: CCIF
[2025-12-08T20:18:43.073603] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCIF' from 'https://tdm.silogroup.org/data/derivative_storage/CCIF.csv'.
[2025-12-08T20:18:43.084875] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCIF'.
[2025-12-08T20:18:43.085214] [INFO ] [FORECASTER] Starting predict_future for CCIF
[2025-12-08T20:18:43.085988] [DEBUG] [LOCAL     ] No optimal features file found for CCIF: ./output/feature-sets/CCIF.txt
[2025-12-08T20:18:43.086037] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:43.086068] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:43.086094] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:43.086150] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:43.140721] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:43.141330] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:43.141406] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:43.141436] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:43.257850] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:43.257998] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:43.258036] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:43.258065] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:43.261322] [DEBUG] [FORECASTER] CCIF: Forecast T+1@11:T+2@11: UP (p=88.21%)
[2025-12-08T20:18:43.261603] [INFO ] [FORECASTER] Completed predict_future for CCIF
[2025-12-08T20:18:43.261725] [INFO ] [sig       ] CCIF: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:18:43.397511] [INFO ] [LOCAL     ] Saved forecast: CCIF	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CCIF.txt
[2025-12-08T20:18:43.397645] [INFO ] [sig       ] [637/3624] Completed CCIF in 0.3s | 2.91 sym/s | Total: 3.6m | ETA: 17.1m
[2025-12-08T20:18:43.397686] [INFO ] [sig       ] [638/3624] Forecasting CCJ...
[2025-12-08T20:18:43.397715] [INFO ] [sig       ] Generating forecast for: CCJ
[2025-12-08T20:18:43.397746] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCJ' from 'https://tdm.silogroup.org/data/derivative_storage/CCJ.csv'.
[2025-12-08T20:18:43.409856] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCJ'.
[2025-12-08T20:18:43.410231] [INFO ] [FORECASTER] Starting predict_future for CCJ
[2025-12-08T20:18:43.411095] [DEBUG] [LOCAL     ] No optimal features file found for CCJ: ./output/feature-sets/CCJ.txt
[2025-12-08T20:18:43.411151] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:43.411185] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:43.411213] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:43.411269] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:43.466517] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:43.467128] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:43.467203] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:43.467236] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:43.583402] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:43.583541] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:43.583596] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:43.583626] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:43.586906] [DEBUG] [FORECASTER] CCJ: Forecast T+1@11:T+2@11: UP (p=78.61%)
[2025-12-08T20:18:43.587168] [INFO ] [FORECASTER] Completed predict_future for CCJ
[2025-12-08T20:18:43.587286] [INFO ] [sig       ] CCJ: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:18:43.723922] [INFO ] [LOCAL     ] Saved forecast: CCJ	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CCJ.txt
[2025-12-08T20:18:43.724044] [INFO ] [sig       ] [638/3624] Completed CCJ in 0.3s | 2.91 sym/s | Total: 3.7m | ETA: 17.1m
[2025-12-08T20:18:43.724083] [INFO ] [sig       ] [639/3624] Forecasting CCK...
[2025-12-08T20:18:43.724112] [INFO ] [sig       ] Generating forecast for: CCK
[2025-12-08T20:18:43.724141] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCK' from 'https://tdm.silogroup.org/data/derivative_storage/CCK.csv'.
[2025-12-08T20:18:43.736612] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCK'.
[2025-12-08T20:18:43.737059] [INFO ] [FORECASTER] Starting predict_future for CCK
[2025-12-08T20:18:43.737992] [DEBUG] [LOCAL     ] No optimal features file found for CCK: ./output/feature-sets/CCK.txt
[2025-12-08T20:18:43.738044] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:43.738077] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:43.738104] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:43.738160] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:43.796203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:43.797101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:43.797183] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:43.797216] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:43.919636] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:43.919790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:43.919828] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:43.919857] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:43.923190] [DEBUG] [FORECASTER] CCK: Forecast T+1@11:T+2@11: DOWN (p=44.61%)
[2025-12-08T20:18:43.923459] [INFO ] [FORECASTER] Completed predict_future for CCK
[2025-12-08T20:18:43.923601] [INFO ] [sig       ] CCK: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:18:44.065992] [INFO ] [LOCAL     ] Saved forecast: CCK	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CCK.txt
[2025-12-08T20:18:44.066143] [INFO ] [sig       ] [639/3624] Completed CCK in 0.3s | 2.91 sym/s | Total: 3.7m | ETA: 17.1m
[2025-12-08T20:18:44.066185] [INFO ] [sig       ] [640/3624] Forecasting CCL...
[2025-12-08T20:18:44.066214] [INFO ] [sig       ] Generating forecast for: CCL
[2025-12-08T20:18:44.066244] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCL' from 'https://tdm.silogroup.org/data/derivative_storage/CCL.csv'.
[2025-12-08T20:18:44.078451] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCL'.
[2025-12-08T20:18:44.078828] [INFO ] [FORECASTER] Starting predict_future for CCL
[2025-12-08T20:18:44.079635] [DEBUG] [LOCAL     ] No optimal features file found for CCL: ./output/feature-sets/CCL.txt
[2025-12-08T20:18:44.079686] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:44.079718] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:44.079744] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:44.079800] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:44.137821] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:44.138540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:44.138636] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:44.138670] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:44.264795] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:44.264946] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:44.264984] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:44.265012] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:44.268356] [DEBUG] [FORECASTER] CCL: Forecast T+1@11:T+2@11: DOWN (p=19.22%)
[2025-12-08T20:18:44.268654] [INFO ] [FORECASTER] Completed predict_future for CCL
[2025-12-08T20:18:44.268780] [INFO ] [sig       ] CCL: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:18:44.410880] [INFO ] [LOCAL     ] Saved forecast: CCL	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CCL.txt
[2025-12-08T20:18:44.411043] [INFO ] [sig       ] [640/3624] Completed CCL in 0.3s | 2.91 sym/s | Total: 3.7m | ETA: 17.1m
[2025-12-08T20:18:44.411102] [INFO ] [sig       ] [641/3624] Forecasting CCLD...
[2025-12-08T20:18:44.411135] [INFO ] [sig       ] Generating forecast for: CCLD
[2025-12-08T20:18:44.411165] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCLD' from 'https://tdm.silogroup.org/data/derivative_storage/CCLD.csv'.
[2025-12-08T20:18:44.423678] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCLD'.
[2025-12-08T20:18:44.424040] [INFO ] [FORECASTER] Starting predict_future for CCLD
[2025-12-08T20:18:44.424851] [DEBUG] [LOCAL     ] No optimal features file found for CCLD: ./output/feature-sets/CCLD.txt
[2025-12-08T20:18:44.424902] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:44.424933] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:44.424961] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:44.425017] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:44.482216] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:44.483026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:44.483107] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:44.483139] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:44.606598] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:44.606749] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:44.606788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:44.606816] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:44.610160] [DEBUG] [FORECASTER] CCLD: Forecast T+1@11:T+2@11: UP (p=83.13%)
[2025-12-08T20:18:44.610451] [INFO ] [FORECASTER] Completed predict_future for CCLD
[2025-12-08T20:18:44.610607] [INFO ] [sig       ] CCLD: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:18:44.750105] [INFO ] [LOCAL     ] Saved forecast: CCLD	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CCLD.txt
[2025-12-08T20:18:44.750249] [INFO ] [sig       ] [641/3624] Completed CCLD in 0.3s | 2.91 sym/s | Total: 3.7m | ETA: 17.1m
[2025-12-08T20:18:44.750290] [INFO ] [sig       ] [642/3624] Forecasting CCNE...
[2025-12-08T20:18:44.750319] [INFO ] [sig       ] Generating forecast for: CCNE
[2025-12-08T20:18:44.750348] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCNE' from 'https://tdm.silogroup.org/data/derivative_storage/CCNE.csv'.
[2025-12-08T20:18:44.763055] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCNE'.
[2025-12-08T20:18:44.763417] [INFO ] [FORECASTER] Starting predict_future for CCNE
[2025-12-08T20:18:44.764234] [DEBUG] [LOCAL     ] No optimal features file found for CCNE: ./output/feature-sets/CCNE.txt
[2025-12-08T20:18:44.764286] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:44.764317] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:44.764345] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:44.764402] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:44.824632] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:44.825504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:44.825631] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:44.825667] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:44.948531] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:44.948698] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:44.948738] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:44.948768] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:44.952407] [DEBUG] [FORECASTER] CCNE: Forecast T+1@11:T+2@11: UP (p=73.99%)
[2025-12-08T20:18:44.952716] [INFO ] [FORECASTER] Completed predict_future for CCNE
[2025-12-08T20:18:44.952846] [INFO ] [sig       ] CCNE: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:18:45.097796] [INFO ] [LOCAL     ] Saved forecast: CCNE	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CCNE.txt
[2025-12-08T20:18:45.097943] [INFO ] [sig       ] [642/3624] Completed CCNE in 0.3s | 2.91 sym/s | Total: 3.7m | ETA: 17.1m
[2025-12-08T20:18:45.097984] [INFO ] [sig       ] [643/3624] Forecasting CCO...
[2025-12-08T20:18:45.098013] [INFO ] [sig       ] Generating forecast for: CCO
[2025-12-08T20:18:45.098041] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCO' from 'https://tdm.silogroup.org/data/derivative_storage/CCO.csv'.
[2025-12-08T20:18:45.110455] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCO'.
[2025-12-08T20:18:45.110876] [INFO ] [FORECASTER] Starting predict_future for CCO
[2025-12-08T20:18:45.111710] [DEBUG] [LOCAL     ] No optimal features file found for CCO: ./output/feature-sets/CCO.txt
[2025-12-08T20:18:45.111772] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:45.111807] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:45.111835] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:45.111892] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:45.168728] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:45.169553] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:45.169653] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:45.169687] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:45.295562] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:45.295779] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:45.295821] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:45.295851] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:45.299289] [DEBUG] [FORECASTER] CCO: Forecast T+1@11:T+2@11: UP (p=98.28%)
[2025-12-08T20:18:45.299566] [INFO ] [FORECASTER] Completed predict_future for CCO
[2025-12-08T20:18:45.299715] [INFO ] [sig       ] CCO: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:18:45.440347] [INFO ] [LOCAL     ] Saved forecast: CCO	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CCO.txt
[2025-12-08T20:18:45.440486] [INFO ] [sig       ] [643/3624] Completed CCO in 0.3s | 2.91 sym/s | Total: 3.7m | ETA: 17.1m
[2025-12-08T20:18:45.440527] [INFO ] [sig       ] [644/3624] Forecasting CCOI...
[2025-12-08T20:18:45.440557] [INFO ] [sig       ] Generating forecast for: CCOI
[2025-12-08T20:18:45.440608] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCOI' from 'https://tdm.silogroup.org/data/derivative_storage/CCOI.csv'.
[2025-12-08T20:18:45.453054] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCOI'.
[2025-12-08T20:18:45.453458] [INFO ] [FORECASTER] Starting predict_future for CCOI
[2025-12-08T20:18:45.454495] [DEBUG] [LOCAL     ] No optimal features file found for CCOI: ./output/feature-sets/CCOI.txt
[2025-12-08T20:18:45.454559] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:45.454635] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:45.454663] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:45.454725] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:45.514562] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:45.515324] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:45.515405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:45.515437] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:45.634299] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:45.634449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:45.634488] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:45.634517] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:45.638084] [DEBUG] [FORECASTER] CCOI: Forecast T+1@11:T+2@11: DOWN (p=41.31%)
[2025-12-08T20:18:45.638355] [INFO ] [FORECASTER] Completed predict_future for CCOI
[2025-12-08T20:18:45.638478] [INFO ] [sig       ] CCOI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:18:45.779324] [INFO ] [LOCAL     ] Saved forecast: CCOI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CCOI.txt
[2025-12-08T20:18:45.779467] [INFO ] [sig       ] [644/3624] Completed CCOI in 0.3s | 2.91 sym/s | Total: 3.7m | ETA: 17.1m
[2025-12-08T20:18:45.779506] [INFO ] [sig       ] [645/3624] Forecasting CCRN...
[2025-12-08T20:18:45.779534] [INFO ] [sig       ] Generating forecast for: CCRN
[2025-12-08T20:18:45.779562] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCRN' from 'https://tdm.silogroup.org/data/derivative_storage/CCRN.csv'.
[2025-12-08T20:18:45.791469] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCRN'.
[2025-12-08T20:18:45.791850] [INFO ] [FORECASTER] Starting predict_future for CCRN
[2025-12-08T20:18:45.792705] [DEBUG] [LOCAL     ] No optimal features file found for CCRN: ./output/feature-sets/CCRN.txt
[2025-12-08T20:18:45.792757] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:45.792789] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:45.792817] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:45.792872] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:45.853188] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:45.854152] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:45.854248] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:45.854288] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:45.979283] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:45.979452] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:45.979495] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:45.979535] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:45.982932] [DEBUG] [FORECASTER] CCRN: Forecast T+1@11:T+2@11: DOWN (p=3.71%)
[2025-12-08T20:18:45.983201] [INFO ] [FORECASTER] Completed predict_future for CCRN
[2025-12-08T20:18:45.983324] [INFO ] [sig       ] CCRN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:18:46.125062] [INFO ] [LOCAL     ] Saved forecast: CCRN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CCRN.txt
[2025-12-08T20:18:46.125278] [INFO ] [sig       ] [645/3624] Completed CCRN in 0.3s | 2.91 sym/s | Total: 3.7m | ETA: 17.1m
[2025-12-08T20:18:46.125322] [INFO ] [sig       ] [646/3624] Forecasting CCS...
[2025-12-08T20:18:46.125357] [INFO ] [sig       ] Generating forecast for: CCS
[2025-12-08T20:18:46.125402] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCS' from 'https://tdm.silogroup.org/data/derivative_storage/CCS.csv'.
[2025-12-08T20:18:46.140035] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCS'.
[2025-12-08T20:18:46.140460] [INFO ] [FORECASTER] Starting predict_future for CCS
[2025-12-08T20:18:46.141422] [DEBUG] [LOCAL     ] No optimal features file found for CCS: ./output/feature-sets/CCS.txt
[2025-12-08T20:18:46.141479] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:46.141511] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:46.141537] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:46.141618] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:46.198333] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:46.199055] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:46.199131] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:46.199163] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:46.314917] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:46.315068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:46.315106] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:46.315134] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:46.318452] [DEBUG] [FORECASTER] CCS: Forecast T+1@11:T+2@11: UP (p=63.61%)
[2025-12-08T20:18:46.318741] [INFO ] [FORECASTER] Completed predict_future for CCS
[2025-12-08T20:18:46.318864] [INFO ] [sig       ] CCS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:18:46.469328] [INFO ] [LOCAL     ] Saved forecast: CCS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CCS.txt
[2025-12-08T20:18:46.469476] [INFO ] [sig       ] [646/3624] Completed CCS in 0.3s | 2.91 sym/s | Total: 3.7m | ETA: 17.1m
[2025-12-08T20:18:46.469522] [INFO ] [sig       ] [647/3624] Forecasting CCSI...
[2025-12-08T20:18:46.469553] [INFO ] [sig       ] Generating forecast for: CCSI
[2025-12-08T20:18:46.469602] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCSI' from 'https://tdm.silogroup.org/data/derivative_storage/CCSI.csv'.
[2025-12-08T20:18:46.481390] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCSI'.
[2025-12-08T20:18:46.481748] [INFO ] [FORECASTER] Starting predict_future for CCSI
[2025-12-08T20:18:46.482519] [DEBUG] [LOCAL     ] No optimal features file found for CCSI: ./output/feature-sets/CCSI.txt
[2025-12-08T20:18:46.482586] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:46.482619] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:46.482647] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:46.482702] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:46.537570] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:46.538205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:46.538277] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:46.538309] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:46.651862] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:46.652009] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:46.652045] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:46.652073] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:46.655322] [DEBUG] [FORECASTER] CCSI: Forecast T+1@11:T+2@11: UP (p=91.96%)
[2025-12-08T20:18:46.655617] [INFO ] [FORECASTER] Completed predict_future for CCSI
[2025-12-08T20:18:46.655755] [INFO ] [sig       ] CCSI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:18:46.792789] [INFO ] [LOCAL     ] Saved forecast: CCSI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CCSI.txt
[2025-12-08T20:18:46.792918] [INFO ] [sig       ] [647/3624] Completed CCSI in 0.3s | 2.91 sym/s | Total: 3.7m | ETA: 17.0m
[2025-12-08T20:18:46.792957] [INFO ] [sig       ] [648/3624] Forecasting CDC...
[2025-12-08T20:18:46.792986] [INFO ] [sig       ] Generating forecast for: CDC
[2025-12-08T20:18:46.793015] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDC' from 'https://tdm.silogroup.org/data/derivative_storage/CDC.csv'.
[2025-12-08T20:18:46.804289] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDC'.
[2025-12-08T20:18:46.804644] [INFO ] [FORECASTER] Starting predict_future for CDC
[2025-12-08T20:18:46.805392] [DEBUG] [LOCAL     ] No optimal features file found for CDC: ./output/feature-sets/CDC.txt
[2025-12-08T20:18:46.805441] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:46.805472] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:46.805498] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:46.805552] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:46.862544] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:46.863324] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:46.863403] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:46.863435] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:46.996712] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:46.996892] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:46.996933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:46.996962] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:47.000817] [DEBUG] [FORECASTER] CDC: Forecast T+1@11:T+2@11: DOWN (p=46.68%)
[2025-12-08T20:18:47.001167] [INFO ] [FORECASTER] Completed predict_future for CDC
[2025-12-08T20:18:47.001324] [INFO ] [sig       ] CDC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:18:47.141696] [INFO ] [LOCAL     ] Saved forecast: CDC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CDC.txt
[2025-12-08T20:18:47.141826] [INFO ] [sig       ] [648/3624] Completed CDC in 0.3s | 2.91 sym/s | Total: 3.7m | ETA: 17.0m
[2025-12-08T20:18:47.141864] [INFO ] [sig       ] [649/3624] Forecasting CDE...
[2025-12-08T20:18:47.141894] [INFO ] [sig       ] Generating forecast for: CDE
[2025-12-08T20:18:47.141924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDE' from 'https://tdm.silogroup.org/data/derivative_storage/CDE.csv'.
[2025-12-08T20:18:47.153995] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDE'.
[2025-12-08T20:18:47.154334] [INFO ] [FORECASTER] Starting predict_future for CDE
[2025-12-08T20:18:47.155126] [DEBUG] [LOCAL     ] No optimal features file found for CDE: ./output/feature-sets/CDE.txt
[2025-12-08T20:18:47.155177] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:47.155236] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:47.155265] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:47.155322] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:47.212414] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:47.213088] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:47.213165] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:47.213197] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:47.339031] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:47.339172] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:47.339210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:47.339239] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:47.342659] [DEBUG] [FORECASTER] CDE: Forecast T+1@11:T+2@11: UP (p=97.00%)
[2025-12-08T20:18:47.342945] [INFO ] [FORECASTER] Completed predict_future for CDE
[2025-12-08T20:18:47.343064] [INFO ] [sig       ] CDE: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:18:47.487857] [INFO ] [LOCAL     ] Saved forecast: CDE	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CDE.txt
[2025-12-08T20:18:47.487989] [INFO ] [sig       ] [649/3624] Completed CDE in 0.3s | 2.91 sym/s | Total: 3.7m | ETA: 17.0m
[2025-12-08T20:18:47.488028] [INFO ] [sig       ] [650/3624] Forecasting CDIO...
[2025-12-08T20:18:47.488056] [INFO ] [sig       ] Generating forecast for: CDIO
[2025-12-08T20:18:47.488085] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDIO' from 'https://tdm.silogroup.org/data/derivative_storage/CDIO.csv'.
[2025-12-08T20:18:47.510637] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDIO'.
[2025-12-08T20:18:47.510980] [INFO ] [FORECASTER] Starting predict_future for CDIO
[2025-12-08T20:18:47.511757] [DEBUG] [LOCAL     ] No optimal features file found for CDIO: ./output/feature-sets/CDIO.txt
[2025-12-08T20:18:47.511806] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:47.511837] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:47.511862] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:47.511917] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:47.569303] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:47.569998] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:47.570074] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:47.570107] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:47.694484] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:47.694653] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:47.694711] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:47.694741] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:47.698173] [DEBUG] [FORECASTER] CDIO: Forecast T+1@11:T+2@11: UP (p=94.52%)
[2025-12-08T20:18:47.698441] [INFO ] [FORECASTER] Completed predict_future for CDIO
[2025-12-08T20:18:47.698563] [INFO ] [sig       ] CDIO: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:18:47.840494] [INFO ] [LOCAL     ] Saved forecast: CDIO	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CDIO.txt
[2025-12-08T20:18:47.840669] [INFO ] [sig       ] [650/3624] Completed CDIO in 0.4s | 2.91 sym/s | Total: 3.7m | ETA: 17.0m
[2025-12-08T20:18:47.840713] [INFO ] [sig       ] [651/3624] Forecasting CDL...
[2025-12-08T20:18:47.840743] [INFO ] [sig       ] Generating forecast for: CDL
[2025-12-08T20:18:47.840774] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDL' from 'https://tdm.silogroup.org/data/derivative_storage/CDL.csv'.
[2025-12-08T20:18:47.852301] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDL'.
[2025-12-08T20:18:47.852664] [INFO ] [FORECASTER] Starting predict_future for CDL
[2025-12-08T20:18:47.853442] [DEBUG] [LOCAL     ] No optimal features file found for CDL: ./output/feature-sets/CDL.txt
[2025-12-08T20:18:47.853493] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:47.853525] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:47.853552] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:47.853630] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:47.910119] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:47.910766] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:47.910842] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:47.910877] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:48.017370] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:48.017546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:48.017603] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:48.017633] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:48.020885] [DEBUG] [FORECASTER] CDL: Forecast T+1@11:T+2@11: DOWN (p=12.10%)
[2025-12-08T20:18:48.021144] [INFO ] [FORECASTER] Completed predict_future for CDL
[2025-12-08T20:18:48.021259] [INFO ] [sig       ] CDL: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:18:48.157529] [INFO ] [LOCAL     ] Saved forecast: CDL	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CDL.txt
[2025-12-08T20:18:48.157681] [INFO ] [sig       ] [651/3624] Completed CDL in 0.3s | 2.91 sym/s | Total: 3.7m | ETA: 17.0m
[2025-12-08T20:18:48.157720] [INFO ] [sig       ] [652/3624] Forecasting CDNA...
[2025-12-08T20:18:48.157748] [INFO ] [sig       ] Generating forecast for: CDNA
[2025-12-08T20:18:48.157778] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDNA' from 'https://tdm.silogroup.org/data/derivative_storage/CDNA.csv'.
[2025-12-08T20:18:48.169460] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDNA'.
[2025-12-08T20:18:48.169833] [INFO ] [FORECASTER] Starting predict_future for CDNA
[2025-12-08T20:18:48.170649] [DEBUG] [LOCAL     ] No optimal features file found for CDNA: ./output/feature-sets/CDNA.txt
[2025-12-08T20:18:48.170700] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:48.170731] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:48.170758] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:48.170813] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:48.228150] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:48.228929] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:48.229027] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:48.229060] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:48.349702] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:48.349857] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:48.349897] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:48.349960] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:48.353344] [DEBUG] [FORECASTER] CDNA: Forecast T+1@11:T+2@11: UP (p=97.36%)
[2025-12-08T20:18:48.353629] [INFO ] [FORECASTER] Completed predict_future for CDNA
[2025-12-08T20:18:48.353752] [INFO ] [sig       ] CDNA: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:18:48.491514] [INFO ] [LOCAL     ] Saved forecast: CDNA	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CDNA.txt
[2025-12-08T20:18:48.491652] [INFO ] [sig       ] [652/3624] Completed CDNA in 0.3s | 2.91 sym/s | Total: 3.7m | ETA: 17.0m
[2025-12-08T20:18:48.491693] [INFO ] [sig       ] [653/3624] Forecasting CDNS...
[2025-12-08T20:18:48.491723] [INFO ] [sig       ] Generating forecast for: CDNS
[2025-12-08T20:18:48.491753] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDNS' from 'https://tdm.silogroup.org/data/derivative_storage/CDNS.csv'.
[2025-12-08T20:18:48.504133] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDNS'.
[2025-12-08T20:18:48.504484] [INFO ] [FORECASTER] Starting predict_future for CDNS
[2025-12-08T20:18:48.505280] [DEBUG] [LOCAL     ] No optimal features file found for CDNS: ./output/feature-sets/CDNS.txt
[2025-12-08T20:18:48.505331] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:48.505364] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:48.505390] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:48.505447] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:48.565884] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:48.566567] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:48.566661] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:48.566694] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:48.690350] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:48.690497] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:48.690537] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:48.690566] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:48.693989] [DEBUG] [FORECASTER] CDNS: Forecast T+1@11:T+2@11: DOWN (p=15.76%)
[2025-12-08T20:18:48.694274] [INFO ] [FORECASTER] Completed predict_future for CDNS
[2025-12-08T20:18:48.694401] [INFO ] [sig       ] CDNS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:18:48.834404] [INFO ] [LOCAL     ] Saved forecast: CDNS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CDNS.txt
[2025-12-08T20:18:48.834535] [INFO ] [sig       ] [653/3624] Completed CDNS in 0.3s | 2.91 sym/s | Total: 3.7m | ETA: 17.0m
[2025-12-08T20:18:48.834589] [INFO ] [sig       ] [654/3624] Forecasting CDP...
[2025-12-08T20:18:48.834622] [INFO ] [sig       ] Generating forecast for: CDP
[2025-12-08T20:18:48.834652] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDP' from 'https://tdm.silogroup.org/data/derivative_storage/CDP.csv'.
[2025-12-08T20:18:48.846502] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDP'.
[2025-12-08T20:18:48.846873] [INFO ] [FORECASTER] Starting predict_future for CDP
[2025-12-08T20:18:48.847670] [DEBUG] [LOCAL     ] No optimal features file found for CDP: ./output/feature-sets/CDP.txt
[2025-12-08T20:18:48.847722] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:48.847765] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:48.847792] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:48.847847] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:48.903978] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:48.904605] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:48.904680] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:48.904711] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:49.020373] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:49.020519] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:49.020556] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:49.020602] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:49.023893] [DEBUG] [FORECASTER] CDP: Forecast T+1@11:T+2@11: UP (p=94.44%)
[2025-12-08T20:18:49.024158] [INFO ] [FORECASTER] Completed predict_future for CDP
[2025-12-08T20:18:49.024278] [INFO ] [sig       ] CDP: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:18:49.207135] [INFO ] [LOCAL     ] Saved forecast: CDP	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CDP.txt
[2025-12-08T20:18:49.207277] [INFO ] [sig       ] [654/3624] Completed CDP in 0.4s | 2.91 sym/s | Total: 3.7m | ETA: 17.0m
[2025-12-08T20:18:49.207314] [INFO ] [sig       ] [655/3624] Forecasting CDRE...
[2025-12-08T20:18:49.207345] [INFO ] [sig       ] Generating forecast for: CDRE
[2025-12-08T20:18:49.207403] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDRE' from 'https://tdm.silogroup.org/data/derivative_storage/CDRE.csv'.
[2025-12-08T20:18:49.219150] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDRE'.
[2025-12-08T20:18:49.219518] [INFO ] [FORECASTER] Starting predict_future for CDRE
[2025-12-08T20:18:49.220387] [DEBUG] [LOCAL     ] No optimal features file found for CDRE: ./output/feature-sets/CDRE.txt
[2025-12-08T20:18:49.220439] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:49.220470] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:49.220497] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:49.220555] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:49.278775] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:49.279478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:49.279558] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:49.279611] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:49.399211] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:49.399356] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:49.399394] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:49.399423] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:49.402828] [DEBUG] [FORECASTER] CDRE: Forecast T+1@11:T+2@11: UP (p=98.23%)
[2025-12-08T20:18:49.403097] [INFO ] [FORECASTER] Completed predict_future for CDRE
[2025-12-08T20:18:49.403235] [INFO ] [sig       ] CDRE: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:18:49.551322] [INFO ] [LOCAL     ] Saved forecast: CDRE	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CDRE.txt
[2025-12-08T20:18:49.551452] [INFO ] [sig       ] [655/3624] Completed CDRE in 0.3s | 2.91 sym/s | Total: 3.8m | ETA: 17.0m
[2025-12-08T20:18:49.551492] [INFO ] [sig       ] [656/3624] Forecasting CDRO...
[2025-12-08T20:18:49.551522] [INFO ] [sig       ] Generating forecast for: CDRO
[2025-12-08T20:18:49.551552] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDRO' from 'https://tdm.silogroup.org/data/derivative_storage/CDRO.csv'.
[2025-12-08T20:18:49.563092] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDRO'.
[2025-12-08T20:18:49.563431] [INFO ] [FORECASTER] Starting predict_future for CDRO
[2025-12-08T20:18:49.564256] [DEBUG] [LOCAL     ] No optimal features file found for CDRO: ./output/feature-sets/CDRO.txt
[2025-12-08T20:18:49.564307] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:49.564340] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:49.564367] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:49.564423] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:49.623842] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:49.624652] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:49.624732] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:49.624765] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:49.738132] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:49.738286] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:49.738327] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:49.738356] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:49.741794] [DEBUG] [FORECASTER] CDRO: Forecast T+1@11:T+2@11: DOWN (p=41.56%)
[2025-12-08T20:18:49.742086] [INFO ] [FORECASTER] Completed predict_future for CDRO
[2025-12-08T20:18:49.742222] [INFO ] [sig       ] CDRO: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:18:49.891620] [INFO ] [LOCAL     ] Saved forecast: CDRO	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CDRO.txt
[2025-12-08T20:18:49.891767] [INFO ] [sig       ] [656/3624] Completed CDRO in 0.3s | 2.91 sym/s | Total: 3.8m | ETA: 17.0m
[2025-12-08T20:18:49.891808] [INFO ] [sig       ] [657/3624] Forecasting CDTX...
[2025-12-08T20:18:49.891839] [INFO ] [sig       ] Generating forecast for: CDTX
[2025-12-08T20:18:49.891868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDTX' from 'https://tdm.silogroup.org/data/derivative_storage/CDTX.csv'.
[2025-12-08T20:18:49.904137] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDTX'.
[2025-12-08T20:18:49.904498] [INFO ] [FORECASTER] Starting predict_future for CDTX
[2025-12-08T20:18:49.905335] [DEBUG] [LOCAL     ] No optimal features file found for CDTX: ./output/feature-sets/CDTX.txt
[2025-12-08T20:18:49.905386] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:49.905418] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:49.905445] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:49.905502] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:49.961769] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:49.962513] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:49.962613] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:49.962650] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:50.090651] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:50.090804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:50.090843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:50.090871] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:50.094155] [DEBUG] [FORECASTER] CDTX: Forecast T+1@11:T+2@11: UP (p=59.22%)
[2025-12-08T20:18:50.094418] [INFO ] [FORECASTER] Completed predict_future for CDTX
[2025-12-08T20:18:50.094546] [INFO ] [sig       ] CDTX: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:18:50.234969] [INFO ] [LOCAL     ] Saved forecast: CDTX	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CDTX.txt
[2025-12-08T20:18:50.235114] [INFO ] [sig       ] [657/3624] Completed CDTX in 0.3s | 2.91 sym/s | Total: 3.8m | ETA: 17.0m
[2025-12-08T20:18:50.235155] [INFO ] [sig       ] [658/3624] Forecasting CDXS...
[2025-12-08T20:18:50.235190] [INFO ] [sig       ] Generating forecast for: CDXS
[2025-12-08T20:18:50.235220] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDXS' from 'https://tdm.silogroup.org/data/derivative_storage/CDXS.csv'.
[2025-12-08T20:18:50.247242] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDXS'.
[2025-12-08T20:18:50.247641] [INFO ] [FORECASTER] Starting predict_future for CDXS
[2025-12-08T20:18:50.248417] [DEBUG] [LOCAL     ] No optimal features file found for CDXS: ./output/feature-sets/CDXS.txt
[2025-12-08T20:18:50.248467] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:50.248497] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:50.248523] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:50.248604] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:50.304510] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:50.305134] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:50.305210] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:50.305244] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:50.426485] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:50.426651] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:50.426691] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:50.426726] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:50.430401] [DEBUG] [FORECASTER] CDXS: Forecast T+1@11:T+2@11: DOWN (p=3.37%)
[2025-12-08T20:18:50.430694] [INFO ] [FORECASTER] Completed predict_future for CDXS
[2025-12-08T20:18:50.430816] [INFO ] [sig       ] CDXS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:18:50.576532] [INFO ] [LOCAL     ] Saved forecast: CDXS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CDXS.txt
[2025-12-08T20:18:50.576700] [INFO ] [sig       ] [658/3624] Completed CDXS in 0.3s | 2.91 sym/s | Total: 3.8m | ETA: 17.0m
[2025-12-08T20:18:50.576741] [INFO ] [sig       ] [659/3624] Forecasting CDZI...
[2025-12-08T20:18:50.576769] [INFO ] [sig       ] Generating forecast for: CDZI
[2025-12-08T20:18:50.576797] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDZI' from 'https://tdm.silogroup.org/data/derivative_storage/CDZI.csv'.
[2025-12-08T20:18:50.589265] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDZI'.
[2025-12-08T20:18:50.589693] [INFO ] [FORECASTER] Starting predict_future for CDZI
[2025-12-08T20:18:50.590526] [DEBUG] [LOCAL     ] No optimal features file found for CDZI: ./output/feature-sets/CDZI.txt
[2025-12-08T20:18:50.590599] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:50.590634] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:50.590662] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:50.590719] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:50.647357] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:50.648014] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:50.648114] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:50.648147] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:50.773030] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:50.773189] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:50.773228] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:50.773257] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:50.776640] [DEBUG] [FORECASTER] CDZI: Forecast T+1@11:T+2@11: DOWN (p=5.81%)
[2025-12-08T20:18:50.776912] [INFO ] [FORECASTER] Completed predict_future for CDZI
[2025-12-08T20:18:50.777034] [INFO ] [sig       ] CDZI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:18:50.924717] [INFO ] [LOCAL     ] Saved forecast: CDZI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CDZI.txt
[2025-12-08T20:18:50.924847] [INFO ] [sig       ] [659/3624] Completed CDZI in 0.3s | 2.91 sym/s | Total: 3.8m | ETA: 17.0m
[2025-12-08T20:18:50.924886] [INFO ] [sig       ] [660/3624] Forecasting CE...
[2025-12-08T20:18:50.924916] [INFO ] [sig       ] Generating forecast for: CE
[2025-12-08T20:18:50.924945] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CE' from 'https://tdm.silogroup.org/data/derivative_storage/CE.csv'.
[2025-12-08T20:18:50.937084] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CE'.
[2025-12-08T20:18:50.937602] [INFO ] [FORECASTER] Starting predict_future for CE
[2025-12-08T20:18:50.938422] [DEBUG] [LOCAL     ] No optimal features file found for CE: ./output/feature-sets/CE.txt
[2025-12-08T20:18:50.938472] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:50.938503] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:50.938529] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:50.938609] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:50.994621] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:50.995311] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:50.995390] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:50.995423] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:51.140157] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:51.140310] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:51.140350] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:51.140378] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:51.143760] [DEBUG] [FORECASTER] CE: Forecast T+1@11:T+2@11: DOWN (p=7.80%)
[2025-12-08T20:18:51.144037] [INFO ] [FORECASTER] Completed predict_future for CE
[2025-12-08T20:18:51.144162] [INFO ] [sig       ] CE: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:18:51.290223] [INFO ] [LOCAL     ] Saved forecast: CE	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CE.txt
[2025-12-08T20:18:51.290349] [INFO ] [sig       ] [660/3624] Completed CE in 0.4s | 2.91 sym/s | Total: 3.8m | ETA: 17.0m
[2025-12-08T20:18:51.290386] [INFO ] [sig       ] [661/3624] Forecasting CECO...
[2025-12-08T20:18:51.290415] [INFO ] [sig       ] Generating forecast for: CECO
[2025-12-08T20:18:51.290444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CECO' from 'https://tdm.silogroup.org/data/derivative_storage/CECO.csv'.
[2025-12-08T20:18:51.302190] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CECO'.
[2025-12-08T20:18:51.302519] [INFO ] [FORECASTER] Starting predict_future for CECO
[2025-12-08T20:18:51.303291] [DEBUG] [LOCAL     ] No optimal features file found for CECO: ./output/feature-sets/CECO.txt
[2025-12-08T20:18:51.303340] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:51.303370] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:51.303396] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:51.303450] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:51.360305] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:51.360978] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:51.361055] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:51.361088] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:51.475270] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:51.475426] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:51.475464] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:51.475509] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:51.478922] [DEBUG] [FORECASTER] CECO: Forecast T+1@11:T+2@11: DOWN (p=29.60%)
[2025-12-08T20:18:51.479198] [INFO ] [FORECASTER] Completed predict_future for CECO
[2025-12-08T20:18:51.479321] [INFO ] [sig       ] CECO: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:18:51.620674] [INFO ] [LOCAL     ] Saved forecast: CECO	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CECO.txt
[2025-12-08T20:18:51.620802] [INFO ] [sig       ] [661/3624] Completed CECO in 0.3s | 2.91 sym/s | Total: 3.8m | ETA: 17.0m
[2025-12-08T20:18:51.620847] [INFO ] [sig       ] [662/3624] Forecasting CEG...
[2025-12-08T20:18:51.620883] [INFO ] [sig       ] Generating forecast for: CEG
[2025-12-08T20:18:51.620917] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CEG' from 'https://tdm.silogroup.org/data/derivative_storage/CEG.csv'.
[2025-12-08T20:18:51.633059] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CEG'.
[2025-12-08T20:18:51.633391] [INFO ] [FORECASTER] Starting predict_future for CEG
[2025-12-08T20:18:51.634188] [DEBUG] [LOCAL     ] No optimal features file found for CEG: ./output/feature-sets/CEG.txt
[2025-12-08T20:18:51.634237] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:51.634268] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:51.634294] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:51.634349] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:51.692740] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:51.693356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:51.693433] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:51.693466] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:51.818526] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:51.818704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:51.818752] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:51.818794] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:51.822559] [DEBUG] [FORECASTER] CEG: Forecast T+1@11:T+2@11: UP (p=59.21%)
[2025-12-08T20:18:51.822846] [INFO ] [FORECASTER] Completed predict_future for CEG
[2025-12-08T20:18:51.822969] [INFO ] [sig       ] CEG: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:18:51.963221] [INFO ] [LOCAL     ] Saved forecast: CEG	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CEG.txt
[2025-12-08T20:18:51.963402] [INFO ] [sig       ] [662/3624] Completed CEG in 0.3s | 2.91 sym/s | Total: 3.8m | ETA: 17.0m
[2025-12-08T20:18:51.963444] [INFO ] [sig       ] [663/3624] Forecasting CELC...
[2025-12-08T20:18:51.963474] [INFO ] [sig       ] Generating forecast for: CELC
[2025-12-08T20:18:51.963504] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CELC' from 'https://tdm.silogroup.org/data/derivative_storage/CELC.csv'.
[2025-12-08T20:18:51.975667] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CELC'.
[2025-12-08T20:18:51.976049] [INFO ] [FORECASTER] Starting predict_future for CELC
[2025-12-08T20:18:51.976834] [DEBUG] [LOCAL     ] No optimal features file found for CELC: ./output/feature-sets/CELC.txt
[2025-12-08T20:18:51.976884] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:51.976916] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:51.976942] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:51.976997] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:52.033563] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:52.034384] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:52.034460] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:52.034491] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:52.149555] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:52.149727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:52.149764] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:52.149796] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:52.153079] [DEBUG] [FORECASTER] CELC: Forecast T+1@11:T+2@11: DOWN (p=17.54%)
[2025-12-08T20:18:52.153357] [INFO ] [FORECASTER] Completed predict_future for CELC
[2025-12-08T20:18:52.153479] [INFO ] [sig       ] CELC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:18:52.292371] [INFO ] [LOCAL     ] Saved forecast: CELC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CELC.txt
[2025-12-08T20:18:52.292518] [INFO ] [sig       ] [663/3624] Completed CELC in 0.3s | 2.91 sym/s | Total: 3.8m | ETA: 17.0m
[2025-12-08T20:18:52.292558] [INFO ] [sig       ] [664/3624] Forecasting CELH...
[2025-12-08T20:18:52.292610] [INFO ] [sig       ] Generating forecast for: CELH
[2025-12-08T20:18:52.292641] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CELH' from 'https://tdm.silogroup.org/data/derivative_storage/CELH.csv'.
[2025-12-08T20:18:52.304680] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CELH'.
[2025-12-08T20:18:52.305069] [INFO ] [FORECASTER] Starting predict_future for CELH
[2025-12-08T20:18:52.305872] [DEBUG] [LOCAL     ] No optimal features file found for CELH: ./output/feature-sets/CELH.txt
[2025-12-08T20:18:52.305921] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:52.305951] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:52.305977] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:52.306032] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:52.361850] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:52.362683] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:52.362760] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:52.362792] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:52.477675] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:52.477829] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:52.477867] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:52.477895] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:52.481243] [DEBUG] [FORECASTER] CELH: Forecast T+1@11:T+2@11: DOWN (p=3.75%)
[2025-12-08T20:18:52.481514] [INFO ] [FORECASTER] Completed predict_future for CELH
[2025-12-08T20:18:52.481653] [INFO ] [sig       ] CELH: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:18:52.623909] [INFO ] [LOCAL     ] Saved forecast: CELH	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CELH.txt
[2025-12-08T20:18:52.624065] [INFO ] [sig       ] [664/3624] Completed CELH in 0.3s | 2.91 sym/s | Total: 3.8m | ETA: 16.9m
[2025-12-08T20:18:52.624106] [INFO ] [sig       ] [665/3624] Forecasting CELZ...
[2025-12-08T20:18:52.624134] [INFO ] [sig       ] Generating forecast for: CELZ
[2025-12-08T20:18:52.624163] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CELZ' from 'https://tdm.silogroup.org/data/derivative_storage/CELZ.csv'.
[2025-12-08T20:18:52.635904] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CELZ'.
[2025-12-08T20:18:52.636262] [INFO ] [FORECASTER] Starting predict_future for CELZ
[2025-12-08T20:18:52.637042] [DEBUG] [LOCAL     ] No optimal features file found for CELZ: ./output/feature-sets/CELZ.txt
[2025-12-08T20:18:52.637092] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:52.637123] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:52.637149] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:52.637213] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:52.694260] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:52.695181] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:52.695270] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:52.695302] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:52.818984] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:52.819155] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:52.819215] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:52.819276] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:52.822791] [DEBUG] [FORECASTER] CELZ: Forecast T+1@11:T+2@11: UP (p=76.61%)
[2025-12-08T20:18:52.823126] [INFO ] [FORECASTER] Completed predict_future for CELZ
[2025-12-08T20:18:52.823263] [INFO ] [sig       ] CELZ: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:18:52.968682] [INFO ] [LOCAL     ] Saved forecast: CELZ	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CELZ.txt
[2025-12-08T20:18:52.968844] [INFO ] [sig       ] [665/3624] Completed CELZ in 0.3s | 2.91 sym/s | Total: 3.8m | ETA: 16.9m
[2025-12-08T20:18:52.968885] [INFO ] [sig       ] [666/3624] Forecasting CENTA...
[2025-12-08T20:18:52.968914] [INFO ] [sig       ] Generating forecast for: CENTA
[2025-12-08T20:18:52.968943] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CENTA' from 'https://tdm.silogroup.org/data/derivative_storage/CENTA.csv'.
[2025-12-08T20:18:52.981151] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CENTA'.
[2025-12-08T20:18:52.981524] [INFO ] [FORECASTER] Starting predict_future for CENTA
[2025-12-08T20:18:52.982302] [DEBUG] [LOCAL     ] No optimal features file found for CENTA: ./output/feature-sets/CENTA.txt
[2025-12-08T20:18:52.982352] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:52.982406] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:52.982434] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:52.982489] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:53.038545] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:53.039400] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:53.039478] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:53.039510] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:53.158638] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:53.158791] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:53.158830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:53.158859] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:53.162160] [DEBUG] [FORECASTER] CENTA: Forecast T+1@11:T+2@11: UP (p=62.76%)
[2025-12-08T20:18:53.162436] [INFO ] [FORECASTER] Completed predict_future for CENTA
[2025-12-08T20:18:53.162560] [INFO ] [sig       ] CENTA: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:18:53.307338] [INFO ] [LOCAL     ] Saved forecast: CENTA	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CENTA.txt
[2025-12-08T20:18:53.307480] [INFO ] [sig       ] [666/3624] Completed CENTA in 0.3s | 2.91 sym/s | Total: 3.8m | ETA: 16.9m
[2025-12-08T20:18:53.307520] [INFO ] [sig       ] [667/3624] Forecasting CENX...
[2025-12-08T20:18:53.307549] [INFO ] [sig       ] Generating forecast for: CENX
[2025-12-08T20:18:53.307595] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CENX' from 'https://tdm.silogroup.org/data/derivative_storage/CENX.csv'.
[2025-12-08T20:18:53.319437] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CENX'.
[2025-12-08T20:18:53.319772] [INFO ] [FORECASTER] Starting predict_future for CENX
[2025-12-08T20:18:53.320519] [DEBUG] [LOCAL     ] No optimal features file found for CENX: ./output/feature-sets/CENX.txt
[2025-12-08T20:18:53.320595] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:53.320629] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:53.320655] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:53.320711] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:53.375942] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:53.376504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:53.376593] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:53.376627] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:53.502066] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:53.502210] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:53.502248] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:53.502276] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:53.505525] [DEBUG] [FORECASTER] CENX: Forecast T+1@11:T+2@11: DOWN (p=2.85%)
[2025-12-08T20:18:53.505801] [INFO ] [FORECASTER] Completed predict_future for CENX
[2025-12-08T20:18:53.505917] [INFO ] [sig       ] CENX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:18:53.644637] [INFO ] [LOCAL     ] Saved forecast: CENX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CENX.txt
[2025-12-08T20:18:53.644740] [INFO ] [sig       ] [667/3624] Completed CENX in 0.3s | 2.91 sym/s | Total: 3.8m | ETA: 16.9m
[2025-12-08T20:18:53.644777] [INFO ] [sig       ] [668/3624] Forecasting CERS...
[2025-12-08T20:18:53.644807] [INFO ] [sig       ] Generating forecast for: CERS
[2025-12-08T20:18:53.644836] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CERS' from 'https://tdm.silogroup.org/data/derivative_storage/CERS.csv'.
[2025-12-08T20:18:53.656863] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CERS'.
[2025-12-08T20:18:53.657209] [INFO ] [FORECASTER] Starting predict_future for CERS
[2025-12-08T20:18:53.658016] [DEBUG] [LOCAL     ] No optimal features file found for CERS: ./output/feature-sets/CERS.txt
[2025-12-08T20:18:53.658065] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:53.658096] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:53.658121] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:53.658175] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:53.714038] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:53.714614] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:53.714687] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:53.714718] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:53.828495] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:53.828635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:53.828672] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:53.828699] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:53.831894] [DEBUG] [FORECASTER] CERS: Forecast T+1@11:T+2@11: UP (p=71.80%)
[2025-12-08T20:18:53.832158] [INFO ] [FORECASTER] Completed predict_future for CERS
[2025-12-08T20:18:53.832274] [INFO ] [sig       ] CERS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:18:53.972934] [INFO ] [LOCAL     ] Saved forecast: CERS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CERS.txt
[2025-12-08T20:18:53.973042] [INFO ] [sig       ] [668/3624] Completed CERS in 0.3s | 2.91 sym/s | Total: 3.8m | ETA: 16.9m
[2025-12-08T20:18:53.973080] [INFO ] [sig       ] [669/3624] Forecasting CETX...
[2025-12-08T20:18:53.973108] [INFO ] [sig       ] Generating forecast for: CETX
[2025-12-08T20:18:53.973138] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CETX' from 'https://tdm.silogroup.org/data/derivative_storage/CETX.csv'.
[2025-12-08T20:18:53.984551] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CETX'.
[2025-12-08T20:18:53.984900] [INFO ] [FORECASTER] Starting predict_future for CETX
[2025-12-08T20:18:53.985692] [DEBUG] [LOCAL     ] No optimal features file found for CETX: ./output/feature-sets/CETX.txt
[2025-12-08T20:18:53.985742] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:53.985773] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:53.985799] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:53.985854] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:54.040666] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:54.041249] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:54.041320] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:54.041350] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:54.152793] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:54.152925] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:54.152961] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:54.153016] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:54.156243] [DEBUG] [FORECASTER] CETX: Forecast T+1@11:T+2@11: DOWN (p=5.12%)
[2025-12-08T20:18:54.156502] [INFO ] [FORECASTER] Completed predict_future for CETX
[2025-12-08T20:18:54.156637] [INFO ] [sig       ] CETX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:18:54.294945] [INFO ] [LOCAL     ] Saved forecast: CETX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CETX.txt
[2025-12-08T20:18:54.295049] [INFO ] [sig       ] [669/3624] Completed CETX in 0.3s | 2.91 sym/s | Total: 3.8m | ETA: 16.9m
[2025-12-08T20:18:54.295086] [INFO ] [sig       ] [670/3624] Forecasting CETY...
[2025-12-08T20:18:54.295115] [INFO ] [sig       ] Generating forecast for: CETY
[2025-12-08T20:18:54.295144] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CETY' from 'https://tdm.silogroup.org/data/derivative_storage/CETY.csv'.
[2025-12-08T20:18:54.306369] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CETY'.
[2025-12-08T20:18:54.306704] [INFO ] [FORECASTER] Starting predict_future for CETY
[2025-12-08T20:18:54.307477] [DEBUG] [LOCAL     ] No optimal features file found for CETY: ./output/feature-sets/CETY.txt
[2025-12-08T20:18:54.307526] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:54.307584] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:54.307614] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:54.307670] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:54.363050] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:54.363634] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:54.363705] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:54.363737] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:54.472709] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:54.472838] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:54.472872] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:54.472900] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:54.476055] [DEBUG] [FORECASTER] CETY: Forecast T+1@11:T+2@11: DOWN (p=9.56%)
[2025-12-08T20:18:54.476310] [INFO ] [FORECASTER] Completed predict_future for CETY
[2025-12-08T20:18:54.476428] [INFO ] [sig       ] CETY: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:18:54.613879] [INFO ] [LOCAL     ] Saved forecast: CETY	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CETY.txt
[2025-12-08T20:18:54.613988] [INFO ] [sig       ] [670/3624] Completed CETY in 0.3s | 2.91 sym/s | Total: 3.8m | ETA: 16.9m
[2025-12-08T20:18:54.614025] [INFO ] [sig       ] [671/3624] Forecasting CEVA...
[2025-12-08T20:18:54.614053] [INFO ] [sig       ] Generating forecast for: CEVA
[2025-12-08T20:18:54.614081] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CEVA' from 'https://tdm.silogroup.org/data/derivative_storage/CEVA.csv'.
[2025-12-08T20:18:54.625638] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CEVA'.
[2025-12-08T20:18:54.625950] [INFO ] [FORECASTER] Starting predict_future for CEVA
[2025-12-08T20:18:54.626720] [DEBUG] [LOCAL     ] No optimal features file found for CEVA: ./output/feature-sets/CEVA.txt
[2025-12-08T20:18:54.626769] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:54.626800] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:54.626826] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:54.626882] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:54.683172] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:54.683770] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:54.683842] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:54.683874] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:54.802784] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:54.802869] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:54.802902] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:54.802930] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:54.805895] [DEBUG] [FORECASTER] CEVA: Forecast T+1@11:T+2@11: DOWN (p=14.22%)
[2025-12-08T20:18:54.806158] [INFO ] [FORECASTER] Completed predict_future for CEVA
[2025-12-08T20:18:54.806271] [INFO ] [sig       ] CEVA: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:18:54.943351] [INFO ] [LOCAL     ] Saved forecast: CEVA	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CEVA.txt
[2025-12-08T20:18:54.943456] [INFO ] [sig       ] [671/3624] Completed CEVA in 0.3s | 2.91 sym/s | Total: 3.8m | ETA: 16.9m
[2025-12-08T20:18:54.943494] [INFO ] [sig       ] [672/3624] Forecasting CF...
[2025-12-08T20:18:54.943522] [INFO ] [sig       ] Generating forecast for: CF
[2025-12-08T20:18:54.943552] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CF' from 'https://tdm.silogroup.org/data/derivative_storage/CF.csv'.
[2025-12-08T20:18:54.955065] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CF'.
[2025-12-08T20:18:54.955385] [INFO ] [FORECASTER] Starting predict_future for CF
[2025-12-08T20:18:54.956156] [DEBUG] [LOCAL     ] No optimal features file found for CF: ./output/feature-sets/CF.txt
[2025-12-08T20:18:54.956205] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:54.956236] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:54.956262] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:54.956318] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:55.011986] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:55.012557] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:55.012645] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:55.012678] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:55.128266] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:55.128390] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:55.128426] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:55.128453] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:55.131633] [DEBUG] [FORECASTER] CF: Forecast T+1@11:T+2@11: UP (p=88.17%)
[2025-12-08T20:18:55.131906] [INFO ] [FORECASTER] Completed predict_future for CF
[2025-12-08T20:18:55.132021] [INFO ] [sig       ] CF: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:18:55.273744] [INFO ] [LOCAL     ] Saved forecast: CF	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CF.txt
[2025-12-08T20:18:55.273864] [INFO ] [sig       ] [672/3624] Completed CF in 0.3s | 2.91 sym/s | Total: 3.8m | ETA: 16.9m
[2025-12-08T20:18:55.273910] [INFO ] [sig       ] [673/3624] Forecasting CFFN...
[2025-12-08T20:18:55.273944] [INFO ] [sig       ] Generating forecast for: CFFN
[2025-12-08T20:18:55.273979] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CFFN' from 'https://tdm.silogroup.org/data/derivative_storage/CFFN.csv'.
[2025-12-08T20:18:55.285660] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CFFN'.
[2025-12-08T20:18:55.285974] [INFO ] [FORECASTER] Starting predict_future for CFFN
[2025-12-08T20:18:55.286738] [DEBUG] [LOCAL     ] No optimal features file found for CFFN: ./output/feature-sets/CFFN.txt
[2025-12-08T20:18:55.286787] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:55.286817] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:55.286844] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:55.286904] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:55.342625] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:55.343236] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:55.343308] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:55.343339] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:55.459792] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:55.459921] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:55.459957] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:55.459985] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:55.463189] [DEBUG] [FORECASTER] CFFN: Forecast T+1@11:T+2@11: UP (p=61.69%)
[2025-12-08T20:18:55.463450] [INFO ] [FORECASTER] Completed predict_future for CFFN
[2025-12-08T20:18:55.463565] [INFO ] [sig       ] CFFN: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:18:55.602208] [INFO ] [LOCAL     ] Saved forecast: CFFN	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CFFN.txt
[2025-12-08T20:18:55.602310] [INFO ] [sig       ] [673/3624] Completed CFFN in 0.3s | 2.91 sym/s | Total: 3.9m | ETA: 16.9m
[2025-12-08T20:18:55.602348] [INFO ] [sig       ] [674/3624] Forecasting CFG...
[2025-12-08T20:18:55.602376] [INFO ] [sig       ] Generating forecast for: CFG
[2025-12-08T20:18:55.602404] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CFG' from 'https://tdm.silogroup.org/data/derivative_storage/CFG.csv'.
[2025-12-08T20:18:55.614334] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CFG'.
[2025-12-08T20:18:55.614669] [INFO ] [FORECASTER] Starting predict_future for CFG
[2025-12-08T20:18:55.615419] [DEBUG] [LOCAL     ] No optimal features file found for CFG: ./output/feature-sets/CFG.txt
[2025-12-08T20:18:55.615468] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:55.615498] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:55.615524] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:55.615596] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:55.671415] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:55.672029] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:55.672101] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:55.672132] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:55.790991] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:55.791141] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:55.791178] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:55.791205] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:55.794597] [DEBUG] [FORECASTER] CFG: Forecast T+1@11:T+2@11: DOWN (p=16.23%)
[2025-12-08T20:18:55.794858] [INFO ] [FORECASTER] Completed predict_future for CFG
[2025-12-08T20:18:55.794976] [INFO ] [sig       ] CFG: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:18:55.932559] [INFO ] [LOCAL     ] Saved forecast: CFG	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CFG.txt
[2025-12-08T20:18:55.932684] [INFO ] [sig       ] [674/3624] Completed CFG in 0.3s | 2.91 sym/s | Total: 3.9m | ETA: 16.9m
[2025-12-08T20:18:55.932722] [INFO ] [sig       ] [675/3624] Forecasting CFO...
[2025-12-08T20:18:55.932750] [INFO ] [sig       ] Generating forecast for: CFO
[2025-12-08T20:18:55.932778] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CFO' from 'https://tdm.silogroup.org/data/derivative_storage/CFO.csv'.
[2025-12-08T20:18:55.944467] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CFO'.
[2025-12-08T20:18:55.944796] [INFO ] [FORECASTER] Starting predict_future for CFO
[2025-12-08T20:18:55.945825] [DEBUG] [LOCAL     ] No optimal features file found for CFO: ./output/feature-sets/CFO.txt
[2025-12-08T20:18:55.945873] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:55.945904] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:55.945930] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:55.945985] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:56.001525] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:56.002104] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:56.002175] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:56.002205] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:56.108820] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:56.108951] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-08T20:18:56.108986] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:56.109012] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:56.112178] [DEBUG] [FORECASTER] CFO: Forecast T+1@11:T+2@11: UP (p=88.88%)
[2025-12-08T20:18:56.112434] [INFO ] [FORECASTER] Completed predict_future for CFO
[2025-12-08T20:18:56.112548] [INFO ] [sig       ] CFO: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:18:56.249485] [INFO ] [LOCAL     ] Saved forecast: CFO	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CFO.txt
[2025-12-08T20:18:56.249603] [INFO ] [sig       ] [675/3624] Completed CFO in 0.3s | 2.91 sym/s | Total: 3.9m | ETA: 16.9m
[2025-12-08T20:18:56.249642] [INFO ] [sig       ] [676/3624] Forecasting CG...
[2025-12-08T20:18:56.249670] [INFO ] [sig       ] Generating forecast for: CG
[2025-12-08T20:18:56.249699] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CG' from 'https://tdm.silogroup.org/data/derivative_storage/CG.csv'.
[2025-12-08T20:18:56.261646] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CG'.
[2025-12-08T20:18:56.261993] [INFO ] [FORECASTER] Starting predict_future for CG
[2025-12-08T20:18:56.262762] [DEBUG] [LOCAL     ] No optimal features file found for CG: ./output/feature-sets/CG.txt
[2025-12-08T20:18:56.262811] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:56.262842] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:56.262869] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:56.262924] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:56.318762] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:56.319335] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:56.319408] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:56.319463] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:56.435958] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:56.436086] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:56.436122] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:56.436150] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:56.439344] [DEBUG] [FORECASTER] CG: Forecast T+1@11:T+2@11: DOWN (p=7.84%)
[2025-12-08T20:18:56.439620] [INFO ] [FORECASTER] Completed predict_future for CG
[2025-12-08T20:18:56.439737] [INFO ] [sig       ] CG: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:18:56.580067] [INFO ] [LOCAL     ] Saved forecast: CG	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CG.txt
[2025-12-08T20:18:56.580175] [INFO ] [sig       ] [676/3624] Completed CG in 0.3s | 2.91 sym/s | Total: 3.9m | ETA: 16.9m
[2025-12-08T20:18:56.580214] [INFO ] [sig       ] [677/3624] Forecasting CGABL...
[2025-12-08T20:18:56.580242] [INFO ] [sig       ] Generating forecast for: CGABL
[2025-12-08T20:18:56.580278] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGABL' from 'https://tdm.silogroup.org/data/derivative_storage/CGABL.csv'.
[2025-12-08T20:18:56.591950] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGABL'.
[2025-12-08T20:18:56.592279] [INFO ] [FORECASTER] Starting predict_future for CGABL
[2025-12-08T20:18:56.593065] [DEBUG] [LOCAL     ] No optimal features file found for CGABL: ./output/feature-sets/CGABL.txt
[2025-12-08T20:18:56.593115] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:56.593146] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:56.593172] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:56.593227] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:56.648860] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:56.649436] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:56.649508] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:56.649539] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:56.764293] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:56.764414] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:56.764451] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:56.764478] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:56.767671] [DEBUG] [FORECASTER] CGABL: Forecast T+1@11:T+2@11: UP (p=96.27%)
[2025-12-08T20:18:56.767927] [INFO ] [FORECASTER] Completed predict_future for CGABL
[2025-12-08T20:18:56.768044] [INFO ] [sig       ] CGABL: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:18:56.905507] [INFO ] [LOCAL     ] Saved forecast: CGABL	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CGABL.txt
[2025-12-08T20:18:56.905630] [INFO ] [sig       ] [677/3624] Completed CGABL in 0.3s | 2.91 sym/s | Total: 3.9m | ETA: 16.9m
[2025-12-08T20:18:56.905671] [INFO ] [sig       ] [678/3624] Forecasting CGBD...
[2025-12-08T20:18:56.905700] [INFO ] [sig       ] Generating forecast for: CGBD
[2025-12-08T20:18:56.905729] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGBD' from 'https://tdm.silogroup.org/data/derivative_storage/CGBD.csv'.
[2025-12-08T20:18:56.917683] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGBD'.
[2025-12-08T20:18:56.918005] [INFO ] [FORECASTER] Starting predict_future for CGBD
[2025-12-08T20:18:56.918776] [DEBUG] [LOCAL     ] No optimal features file found for CGBD: ./output/feature-sets/CGBD.txt
[2025-12-08T20:18:56.918825] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:56.918864] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:56.918894] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:56.918954] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:56.973788] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:56.974490] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:56.974564] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:56.974616] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:57.091008] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:57.091160] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:57.091198] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:57.091227] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:57.094643] [DEBUG] [FORECASTER] CGBD: Forecast T+1@11:T+2@11: DOWN (p=45.96%)
[2025-12-08T20:18:57.094925] [INFO ] [FORECASTER] Completed predict_future for CGBD
[2025-12-08T20:18:57.095053] [INFO ] [sig       ] CGBD: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:18:57.238351] [INFO ] [LOCAL     ] Saved forecast: CGBD	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CGBD.txt
[2025-12-08T20:18:57.238486] [INFO ] [sig       ] [678/3624] Completed CGBD in 0.3s | 2.91 sym/s | Total: 3.9m | ETA: 16.9m
[2025-12-08T20:18:57.238525] [INFO ] [sig       ] [679/3624] Forecasting CGC...
[2025-12-08T20:18:57.238555] [INFO ] [sig       ] Generating forecast for: CGC
[2025-12-08T20:18:57.238604] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGC' from 'https://tdm.silogroup.org/data/derivative_storage/CGC.csv'.
[2025-12-08T20:18:57.251479] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGC'.
[2025-12-08T20:18:57.251922] [INFO ] [FORECASTER] Starting predict_future for CGC
[2025-12-08T20:18:57.252735] [DEBUG] [LOCAL     ] No optimal features file found for CGC: ./output/feature-sets/CGC.txt
[2025-12-08T20:18:57.252785] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:57.252816] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:57.252842] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:57.252897] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:57.309066] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:57.309920] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:57.310013] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:57.310051] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:57.425843] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:57.425999] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:57.426036] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:57.426064] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:57.429378] [DEBUG] [FORECASTER] CGC: Forecast T+1@11:T+2@11: UP (p=90.95%)
[2025-12-08T20:18:57.429680] [INFO ] [FORECASTER] Completed predict_future for CGC
[2025-12-08T20:18:57.429806] [INFO ] [sig       ] CGC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:18:57.568878] [INFO ] [LOCAL     ] Saved forecast: CGC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CGC.txt
[2025-12-08T20:18:57.569056] [INFO ] [sig       ] [679/3624] Completed CGC in 0.3s | 2.91 sym/s | Total: 3.9m | ETA: 16.8m
[2025-12-08T20:18:57.569098] [INFO ] [sig       ] [680/3624] Forecasting CGEM...
[2025-12-08T20:18:57.569127] [INFO ] [sig       ] Generating forecast for: CGEM
[2025-12-08T20:18:57.569157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGEM' from 'https://tdm.silogroup.org/data/derivative_storage/CGEM.csv'.
[2025-12-08T20:18:57.580766] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGEM'.
[2025-12-08T20:18:57.581132] [INFO ] [FORECASTER] Starting predict_future for CGEM
[2025-12-08T20:18:57.581916] [DEBUG] [LOCAL     ] No optimal features file found for CGEM: ./output/feature-sets/CGEM.txt
[2025-12-08T20:18:57.581967] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:57.581998] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:57.582024] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:57.582079] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:57.637835] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:57.638649] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:57.638723] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:57.638755] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:57.752432] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:57.752601] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:57.752641] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:57.752670] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:57.755953] [DEBUG] [FORECASTER] CGEM: Forecast T+1@11:T+2@11: DOWN (p=3.77%)
[2025-12-08T20:18:57.756228] [INFO ] [FORECASTER] Completed predict_future for CGEM
[2025-12-08T20:18:57.756351] [INFO ] [sig       ] CGEM: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:18:57.895591] [INFO ] [LOCAL     ] Saved forecast: CGEM	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CGEM.txt
[2025-12-08T20:18:57.895743] [INFO ] [sig       ] [680/3624] Completed CGEM in 0.3s | 2.91 sym/s | Total: 3.9m | ETA: 16.8m
[2025-12-08T20:18:57.895783] [INFO ] [sig       ] [681/3624] Forecasting CGEN...
[2025-12-08T20:18:57.895812] [INFO ] [sig       ] Generating forecast for: CGEN
[2025-12-08T20:18:57.895841] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGEN' from 'https://tdm.silogroup.org/data/derivative_storage/CGEN.csv'.
[2025-12-08T20:18:57.907842] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGEN'.
[2025-12-08T20:18:57.908212] [INFO ] [FORECASTER] Starting predict_future for CGEN
[2025-12-08T20:18:57.908996] [DEBUG] [LOCAL     ] No optimal features file found for CGEN: ./output/feature-sets/CGEN.txt
[2025-12-08T20:18:57.909044] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:57.909075] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:57.909101] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:57.909156] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:57.965147] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:57.965956] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:57.966034] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:57.966065] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:58.083461] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:58.083619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:58.083657] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:58.083684] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:58.086888] [DEBUG] [FORECASTER] CGEN: Forecast T+1@11:T+2@11: DOWN (p=8.75%)
[2025-12-08T20:18:58.087149] [INFO ] [FORECASTER] Completed predict_future for CGEN
[2025-12-08T20:18:58.087266] [INFO ] [sig       ] CGEN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:18:58.222993] [INFO ] [LOCAL     ] Saved forecast: CGEN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CGEN.txt
[2025-12-08T20:18:58.223103] [INFO ] [sig       ] [681/3624] Completed CGEN in 0.3s | 2.91 sym/s | Total: 3.9m | ETA: 16.8m
[2025-12-08T20:18:58.223145] [INFO ] [sig       ] [682/3624] Forecasting CGNX...
[2025-12-08T20:18:58.223175] [INFO ] [sig       ] Generating forecast for: CGNX
[2025-12-08T20:18:58.223204] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGNX' from 'https://tdm.silogroup.org/data/derivative_storage/CGNX.csv'.
[2025-12-08T20:18:58.234788] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGNX'.
[2025-12-08T20:18:58.235112] [INFO ] [FORECASTER] Starting predict_future for CGNX
[2025-12-08T20:18:58.235878] [DEBUG] [LOCAL     ] No optimal features file found for CGNX: ./output/feature-sets/CGNX.txt
[2025-12-08T20:18:58.235929] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:58.235963] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:58.235989] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:58.236044] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:58.291139] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:58.291765] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:58.291840] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:58.291871] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:58.410009] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:58.410168] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:58.410208] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:58.410239] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:58.413678] [DEBUG] [FORECASTER] CGNX: Forecast T+1@11:T+2@11: UP (p=73.81%)
[2025-12-08T20:18:58.413952] [INFO ] [FORECASTER] Completed predict_future for CGNX
[2025-12-08T20:18:58.414081] [INFO ] [sig       ] CGNX: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:18:58.559865] [INFO ] [LOCAL     ] Saved forecast: CGNX	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CGNX.txt
[2025-12-08T20:18:58.560007] [INFO ] [sig       ] [682/3624] Completed CGNX in 0.3s | 2.91 sym/s | Total: 3.9m | ETA: 16.8m
[2025-12-08T20:18:58.560047] [INFO ] [sig       ] [683/3624] Forecasting CGO...
[2025-12-08T20:18:58.560076] [INFO ] [sig       ] Generating forecast for: CGO
[2025-12-08T20:18:58.560105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGO' from 'https://tdm.silogroup.org/data/derivative_storage/CGO.csv'.
[2025-12-08T20:18:58.572905] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGO'.
[2025-12-08T20:18:58.573300] [INFO ] [FORECASTER] Starting predict_future for CGO
[2025-12-08T20:18:58.574131] [DEBUG] [LOCAL     ] No optimal features file found for CGO: ./output/feature-sets/CGO.txt
[2025-12-08T20:18:58.574182] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:58.574238] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:58.574267] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:58.574343] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:58.634362] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:58.635017] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:58.635095] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:58.635135] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:58.751350] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:58.751500] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:58.751540] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:58.751588] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:58.754915] [DEBUG] [FORECASTER] CGO: Forecast T+1@11:T+2@11: UP (p=71.67%)
[2025-12-08T20:18:58.755183] [INFO ] [FORECASTER] Completed predict_future for CGO
[2025-12-08T20:18:58.755472] [INFO ] [sig       ] CGO: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:18:58.895525] [INFO ] [LOCAL     ] Saved forecast: CGO	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CGO.txt
[2025-12-08T20:18:58.895678] [INFO ] [sig       ] [683/3624] Completed CGO in 0.3s | 2.91 sym/s | Total: 3.9m | ETA: 16.8m
[2025-12-08T20:18:58.895718] [INFO ] [sig       ] [684/3624] Forecasting CGON...
[2025-12-08T20:18:58.895747] [INFO ] [sig       ] Generating forecast for: CGON
[2025-12-08T20:18:58.895775] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGON' from 'https://tdm.silogroup.org/data/derivative_storage/CGON.csv'.
[2025-12-08T20:18:58.908177] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGON'.
[2025-12-08T20:18:58.908537] [INFO ] [FORECASTER] Starting predict_future for CGON
[2025-12-08T20:18:58.909319] [DEBUG] [LOCAL     ] No optimal features file found for CGON: ./output/feature-sets/CGON.txt
[2025-12-08T20:18:58.909369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:58.909399] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:58.909425] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:58.909480] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:58.965832] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:58.966551] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:58.966642] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:58.966673] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:59.088331] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:59.088483] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:59.088523] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:59.088552] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:59.091874] [DEBUG] [FORECASTER] CGON: Forecast T+1@11:T+2@11: DOWN (p=13.70%)
[2025-12-08T20:18:59.092140] [INFO ] [FORECASTER] Completed predict_future for CGON
[2025-12-08T20:18:59.092262] [INFO ] [sig       ] CGON: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:18:59.232267] [INFO ] [LOCAL     ] Saved forecast: CGON	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CGON.txt
[2025-12-08T20:18:59.232398] [INFO ] [sig       ] [684/3624] Completed CGON in 0.3s | 2.91 sym/s | Total: 3.9m | ETA: 16.8m
[2025-12-08T20:18:59.232440] [INFO ] [sig       ] [685/3624] Forecasting CGTX...
[2025-12-08T20:18:59.232480] [INFO ] [sig       ] Generating forecast for: CGTX
[2025-12-08T20:18:59.232514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGTX' from 'https://tdm.silogroup.org/data/derivative_storage/CGTX.csv'.
[2025-12-08T20:18:59.244705] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGTX'.
[2025-12-08T20:18:59.245045] [INFO ] [FORECASTER] Starting predict_future for CGTX
[2025-12-08T20:18:59.245831] [DEBUG] [LOCAL     ] No optimal features file found for CGTX: ./output/feature-sets/CGTX.txt
[2025-12-08T20:18:59.245883] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:59.245915] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:59.245941] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:59.245996] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:59.302881] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:59.303706] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:59.303782] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:59.303814] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:59.424978] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:59.425125] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:59.425162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:59.425208] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:59.428495] [DEBUG] [FORECASTER] CGTX: Forecast T+1@11:T+2@11: DOWN (p=7.19%)
[2025-12-08T20:18:59.428773] [INFO ] [FORECASTER] Completed predict_future for CGTX
[2025-12-08T20:18:59.428893] [INFO ] [sig       ] CGTX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:18:59.566080] [INFO ] [LOCAL     ] Saved forecast: CGTX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CGTX.txt
[2025-12-08T20:18:59.566215] [INFO ] [sig       ] [685/3624] Completed CGTX in 0.3s | 2.91 sym/s | Total: 3.9m | ETA: 16.8m
[2025-12-08T20:18:59.566254] [INFO ] [sig       ] [686/3624] Forecasting CHCI...
[2025-12-08T20:18:59.566283] [INFO ] [sig       ] Generating forecast for: CHCI
[2025-12-08T20:18:59.566313] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHCI' from 'https://tdm.silogroup.org/data/derivative_storage/CHCI.csv'.
[2025-12-08T20:18:59.579761] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHCI'.
[2025-12-08T20:18:59.580116] [INFO ] [FORECASTER] Starting predict_future for CHCI
[2025-12-08T20:18:59.580992] [DEBUG] [LOCAL     ] No optimal features file found for CHCI: ./output/feature-sets/CHCI.txt
[2025-12-08T20:18:59.581046] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:59.581079] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:59.581107] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:59.581163] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:59.638699] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:59.639360] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:59.639439] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:59.639472] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:18:59.757351] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:18:59.757536] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:18:59.757590] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:18:59.757651] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:18:59.761368] [DEBUG] [FORECASTER] CHCI: Forecast T+1@11:T+2@11: UP (p=92.85%)
[2025-12-08T20:18:59.761665] [INFO ] [FORECASTER] Completed predict_future for CHCI
[2025-12-08T20:18:59.761798] [INFO ] [sig       ] CHCI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:18:59.906067] [INFO ] [LOCAL     ] Saved forecast: CHCI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CHCI.txt
[2025-12-08T20:18:59.906192] [INFO ] [sig       ] [686/3624] Completed CHCI in 0.3s | 2.91 sym/s | Total: 3.9m | ETA: 16.8m
[2025-12-08T20:18:59.906232] [INFO ] [sig       ] [687/3624] Forecasting CHCO...
[2025-12-08T20:18:59.906261] [INFO ] [sig       ] Generating forecast for: CHCO
[2025-12-08T20:18:59.906290] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHCO' from 'https://tdm.silogroup.org/data/derivative_storage/CHCO.csv'.
[2025-12-08T20:18:59.918654] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHCO'.
[2025-12-08T20:18:59.919003] [INFO ] [FORECASTER] Starting predict_future for CHCO
[2025-12-08T20:18:59.919790] [DEBUG] [LOCAL     ] No optimal features file found for CHCO: ./output/feature-sets/CHCO.txt
[2025-12-08T20:18:59.919840] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:18:59.919871] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:18:59.919898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:18:59.919953] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:18:59.976338] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:18:59.977250] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:18:59.977420] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:18:59.977457] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:00.100664] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:00.100820] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:00.100857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:00.100885] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:00.104536] [DEBUG] [FORECASTER] CHCO: Forecast T+1@11:T+2@11: UP (p=85.49%)
[2025-12-08T20:19:00.104821] [INFO ] [FORECASTER] Completed predict_future for CHCO
[2025-12-08T20:19:00.104942] [INFO ] [sig       ] CHCO: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:19:00.250002] [INFO ] [LOCAL     ] Saved forecast: CHCO	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CHCO.txt
[2025-12-08T20:19:00.250137] [INFO ] [sig       ] [687/3624] Completed CHCO in 0.3s | 2.91 sym/s | Total: 3.9m | ETA: 16.8m
[2025-12-08T20:19:00.250177] [INFO ] [sig       ] [688/3624] Forecasting CHD...
[2025-12-08T20:19:00.250207] [INFO ] [sig       ] Generating forecast for: CHD
[2025-12-08T20:19:00.250237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHD' from 'https://tdm.silogroup.org/data/derivative_storage/CHD.csv'.
[2025-12-08T20:19:00.262742] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHD'.
[2025-12-08T20:19:00.263078] [INFO ] [FORECASTER] Starting predict_future for CHD
[2025-12-08T20:19:00.263849] [DEBUG] [LOCAL     ] No optimal features file found for CHD: ./output/feature-sets/CHD.txt
[2025-12-08T20:19:00.263898] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:00.263928] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:00.263954] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:00.264009] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:00.319543] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:00.320236] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:00.320312] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:00.320344] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:00.441751] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:00.441909] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:00.441947] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:00.441976] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:00.445218] [DEBUG] [FORECASTER] CHD: Forecast T+1@11:T+2@11: DOWN (p=37.38%)
[2025-12-08T20:19:00.445477] [INFO ] [FORECASTER] Completed predict_future for CHD
[2025-12-08T20:19:00.445614] [INFO ] [sig       ] CHD: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:19:00.583564] [INFO ] [LOCAL     ] Saved forecast: CHD	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CHD.txt
[2025-12-08T20:19:00.583707] [INFO ] [sig       ] [688/3624] Completed CHD in 0.3s | 2.91 sym/s | Total: 3.9m | ETA: 16.8m
[2025-12-08T20:19:00.583747] [INFO ] [sig       ] [689/3624] Forecasting CHDN...
[2025-12-08T20:19:00.583775] [INFO ] [sig       ] Generating forecast for: CHDN
[2025-12-08T20:19:00.583804] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHDN' from 'https://tdm.silogroup.org/data/derivative_storage/CHDN.csv'.
[2025-12-08T20:19:00.595785] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHDN'.
[2025-12-08T20:19:00.596165] [INFO ] [FORECASTER] Starting predict_future for CHDN
[2025-12-08T20:19:00.596945] [DEBUG] [LOCAL     ] No optimal features file found for CHDN: ./output/feature-sets/CHDN.txt
[2025-12-08T20:19:00.597005] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:00.597043] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:00.597087] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:00.597149] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:00.654003] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:00.654838] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:00.654913] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:00.654945] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:00.777016] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:00.777172] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:00.777209] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:00.777237] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:00.780595] [DEBUG] [FORECASTER] CHDN: Forecast T+1@11:T+2@11: UP (p=82.36%)
[2025-12-08T20:19:00.780856] [INFO ] [FORECASTER] Completed predict_future for CHDN
[2025-12-08T20:19:00.780972] [INFO ] [sig       ] CHDN: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:19:00.920043] [INFO ] [LOCAL     ] Saved forecast: CHDN	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CHDN.txt
[2025-12-08T20:19:00.920213] [INFO ] [sig       ] [689/3624] Completed CHDN in 0.3s | 2.91 sym/s | Total: 3.9m | ETA: 16.8m
[2025-12-08T20:19:00.920255] [INFO ] [sig       ] [690/3624] Forecasting CHE...
[2025-12-08T20:19:00.920283] [INFO ] [sig       ] Generating forecast for: CHE
[2025-12-08T20:19:00.920312] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHE' from 'https://tdm.silogroup.org/data/derivative_storage/CHE.csv'.
[2025-12-08T20:19:00.932032] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHE'.
[2025-12-08T20:19:00.932393] [INFO ] [FORECASTER] Starting predict_future for CHE
[2025-12-08T20:19:00.933198] [DEBUG] [LOCAL     ] No optimal features file found for CHE: ./output/feature-sets/CHE.txt
[2025-12-08T20:19:00.933248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:00.933279] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:00.933304] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:00.933359] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:00.988702] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:00.989367] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:00.989443] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:00.989474] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:01.106194] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:01.106354] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:01.106390] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:01.106417] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:01.112766] [DEBUG] [FORECASTER] CHE: Forecast T+1@11:T+2@11: UP (p=64.37%)
[2025-12-08T20:19:01.113056] [INFO ] [FORECASTER] Completed predict_future for CHE
[2025-12-08T20:19:01.113174] [INFO ] [sig       ] CHE: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:19:01.264058] [INFO ] [LOCAL     ] Saved forecast: CHE	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CHE.txt
[2025-12-08T20:19:01.264192] [INFO ] [sig       ] [690/3624] Completed CHE in 0.3s | 2.91 sym/s | Total: 3.9m | ETA: 16.8m
[2025-12-08T20:19:01.264233] [INFO ] [sig       ] [691/3624] Forecasting CHEF...
[2025-12-08T20:19:01.264262] [INFO ] [sig       ] Generating forecast for: CHEF
[2025-12-08T20:19:01.264291] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHEF' from 'https://tdm.silogroup.org/data/derivative_storage/CHEF.csv'.
[2025-12-08T20:19:01.278557] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHEF'.
[2025-12-08T20:19:01.278935] [INFO ] [FORECASTER] Starting predict_future for CHEF
[2025-12-08T20:19:01.279738] [DEBUG] [LOCAL     ] No optimal features file found for CHEF: ./output/feature-sets/CHEF.txt
[2025-12-08T20:19:01.279789] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:01.279820] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:01.279847] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:01.279904] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:01.346847] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:01.347755] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:01.347835] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:01.347868] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:01.462968] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:01.463118] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:01.463157] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:01.463185] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:01.466511] [DEBUG] [FORECASTER] CHEF: Forecast T+1@11:T+2@11: UP (p=92.99%)
[2025-12-08T20:19:01.466797] [INFO ] [FORECASTER] Completed predict_future for CHEF
[2025-12-08T20:19:01.466920] [INFO ] [sig       ] CHEF: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:19:01.631281] [INFO ] [LOCAL     ] Saved forecast: CHEF	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CHEF.txt
[2025-12-08T20:19:01.631429] [INFO ] [sig       ] [691/3624] Completed CHEF in 0.4s | 2.91 sym/s | Total: 4.0m | ETA: 16.8m
[2025-12-08T20:19:01.631469] [INFO ] [sig       ] [692/3624] Forecasting CHH...
[2025-12-08T20:19:01.631497] [INFO ] [sig       ] Generating forecast for: CHH
[2025-12-08T20:19:01.631526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHH' from 'https://tdm.silogroup.org/data/derivative_storage/CHH.csv'.
[2025-12-08T20:19:01.645893] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHH'.
[2025-12-08T20:19:01.646333] [INFO ] [FORECASTER] Starting predict_future for CHH
[2025-12-08T20:19:01.647200] [DEBUG] [LOCAL     ] No optimal features file found for CHH: ./output/feature-sets/CHH.txt
[2025-12-08T20:19:01.647461] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:01.647495] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:01.647522] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:01.647594] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:01.710009] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:01.710933] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:01.711022] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:01.711057] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:01.846559] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:01.846748] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:01.846786] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:01.846813] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:01.850259] [DEBUG] [FORECASTER] CHH: Forecast T+1@11:T+2@11: DOWN (p=44.06%)
[2025-12-08T20:19:01.850562] [INFO ] [FORECASTER] Completed predict_future for CHH
[2025-12-08T20:19:01.850715] [INFO ] [sig       ] CHH: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:19:01.991882] [INFO ] [LOCAL     ] Saved forecast: CHH	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CHH.txt
[2025-12-08T20:19:01.992033] [INFO ] [sig       ] [692/3624] Completed CHH in 0.4s | 2.91 sym/s | Total: 4.0m | ETA: 16.8m
[2025-12-08T20:19:01.992073] [INFO ] [sig       ] [693/3624] Forecasting CHI...
[2025-12-08T20:19:01.992103] [INFO ] [sig       ] Generating forecast for: CHI
[2025-12-08T20:19:01.992137] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHI' from 'https://tdm.silogroup.org/data/derivative_storage/CHI.csv'.
[2025-12-08T20:19:02.005972] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHI'.
[2025-12-08T20:19:02.006593] [INFO ] [FORECASTER] Starting predict_future for CHI
[2025-12-08T20:19:02.007408] [DEBUG] [LOCAL     ] No optimal features file found for CHI: ./output/feature-sets/CHI.txt
[2025-12-08T20:19:02.007460] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:02.007490] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:02.007518] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:02.007590] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:02.065960] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:02.066879] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:02.067338] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:02.067571] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:02.211814] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:02.212077] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:02.212129] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:02.212157] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:02.217057] [DEBUG] [FORECASTER] CHI: Forecast T+1@11:T+2@11: DOWN (p=38.02%)
[2025-12-08T20:19:02.217681] [INFO ] [FORECASTER] Completed predict_future for CHI
[2025-12-08T20:19:02.217887] [INFO ] [sig       ] CHI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:19:02.374735] [INFO ] [LOCAL     ] Saved forecast: CHI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CHI.txt
[2025-12-08T20:19:02.374949] [INFO ] [sig       ] [693/3624] Completed CHI in 0.4s | 2.91 sym/s | Total: 4.0m | ETA: 16.8m
[2025-12-08T20:19:02.374994] [INFO ] [sig       ] [694/3624] Forecasting CHKP...
[2025-12-08T20:19:02.375028] [INFO ] [sig       ] Generating forecast for: CHKP
[2025-12-08T20:19:02.375060] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHKP' from 'https://tdm.silogroup.org/data/derivative_storage/CHKP.csv'.
[2025-12-08T20:19:02.391986] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHKP'.
[2025-12-08T20:19:02.392796] [INFO ] [FORECASTER] Starting predict_future for CHKP
[2025-12-08T20:19:02.394029] [DEBUG] [LOCAL     ] No optimal features file found for CHKP: ./output/feature-sets/CHKP.txt
[2025-12-08T20:19:02.394089] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:02.394122] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:02.394151] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:02.394242] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:02.457635] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:02.458883] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:02.459006] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:02.459040] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:02.591365] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:02.591632] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:02.591682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:02.591715] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:02.596347] [DEBUG] [FORECASTER] CHKP: Forecast T+1@11:T+2@11: DOWN (p=5.62%)
[2025-12-08T20:19:02.596812] [INFO ] [FORECASTER] Completed predict_future for CHKP
[2025-12-08T20:19:02.596981] [INFO ] [sig       ] CHKP: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:19:02.757252] [INFO ] [LOCAL     ] Saved forecast: CHKP	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CHKP.txt
[2025-12-08T20:19:02.757464] [INFO ] [sig       ] [694/3624] Completed CHKP in 0.4s | 2.91 sym/s | Total: 4.0m | ETA: 16.8m
[2025-12-08T20:19:02.757509] [INFO ] [sig       ] [695/3624] Forecasting CHMI...
[2025-12-08T20:19:02.757540] [INFO ] [sig       ] Generating forecast for: CHMI
[2025-12-08T20:19:02.757589] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHMI' from 'https://tdm.silogroup.org/data/derivative_storage/CHMI.csv'.
[2025-12-08T20:19:02.771205] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHMI'.
[2025-12-08T20:19:02.771648] [INFO ] [FORECASTER] Starting predict_future for CHMI
[2025-12-08T20:19:02.772484] [DEBUG] [LOCAL     ] No optimal features file found for CHMI: ./output/feature-sets/CHMI.txt
[2025-12-08T20:19:02.772535] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:02.772566] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:02.772622] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:02.772677] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:02.830001] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:02.830999] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:02.831119] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:02.831155] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:02.950390] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:02.950555] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:02.950617] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:02.950647] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:02.954201] [DEBUG] [FORECASTER] CHMI: Forecast T+1@11:T+2@11: UP (p=99.33%)
[2025-12-08T20:19:02.954538] [INFO ] [FORECASTER] Completed predict_future for CHMI
[2025-12-08T20:19:02.954704] [INFO ] [sig       ] CHMI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:19:03.096904] [INFO ] [LOCAL     ] Saved forecast: CHMI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CHMI.txt
[2025-12-08T20:19:03.097071] [INFO ] [sig       ] [695/3624] Completed CHMI in 0.3s | 2.91 sym/s | Total: 4.0m | ETA: 16.8m
[2025-12-08T20:19:03.097111] [INFO ] [sig       ] [696/3624] Forecasting CHRD...
[2025-12-08T20:19:03.097141] [INFO ] [sig       ] Generating forecast for: CHRD
[2025-12-08T20:19:03.097170] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHRD' from 'https://tdm.silogroup.org/data/derivative_storage/CHRD.csv'.
[2025-12-08T20:19:03.112705] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHRD'.
[2025-12-08T20:19:03.113544] [INFO ] [FORECASTER] Starting predict_future for CHRD
[2025-12-08T20:19:03.114760] [DEBUG] [LOCAL     ] No optimal features file found for CHRD: ./output/feature-sets/CHRD.txt
[2025-12-08T20:19:03.114819] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:03.114855] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:03.114883] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:03.114942] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:03.174510] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:03.175694] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:03.175799] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:03.175835] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:03.300478] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:03.300724] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:03.300769] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:03.300800] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:03.304700] [DEBUG] [FORECASTER] CHRD: Forecast T+1@11:T+2@11: UP (p=54.19%)
[2025-12-08T20:19:03.305041] [INFO ] [FORECASTER] Completed predict_future for CHRD
[2025-12-08T20:19:03.305183] [INFO ] [sig       ] CHRD: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:19:03.450834] [INFO ] [LOCAL     ] Saved forecast: CHRD	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CHRD.txt
[2025-12-08T20:19:03.451074] [INFO ] [sig       ] [696/3624] Completed CHRD in 0.4s | 2.91 sym/s | Total: 4.0m | ETA: 16.8m
[2025-12-08T20:19:03.451118] [INFO ] [sig       ] [697/3624] Forecasting CHRS...
[2025-12-08T20:19:03.451152] [INFO ] [sig       ] Generating forecast for: CHRS
[2025-12-08T20:19:03.451185] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHRS' from 'https://tdm.silogroup.org/data/derivative_storage/CHRS.csv'.
[2025-12-08T20:19:03.466399] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHRS'.
[2025-12-08T20:19:03.467027] [INFO ] [FORECASTER] Starting predict_future for CHRS
[2025-12-08T20:19:03.468104] [DEBUG] [LOCAL     ] No optimal features file found for CHRS: ./output/feature-sets/CHRS.txt
[2025-12-08T20:19:03.468158] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:03.468379] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:03.468407] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:03.468466] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:03.527987] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:03.529159] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:03.529271] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:03.529309] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:03.654344] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:03.654561] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:03.654624] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:03.654654] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:03.658677] [DEBUG] [FORECASTER] CHRS: Forecast T+1@11:T+2@11: UP (p=92.89%)
[2025-12-08T20:19:03.658996] [INFO ] [FORECASTER] Completed predict_future for CHRS
[2025-12-08T20:19:03.659144] [INFO ] [sig       ] CHRS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:19:03.804506] [INFO ] [LOCAL     ] Saved forecast: CHRS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CHRS.txt
[2025-12-08T20:19:03.804701] [INFO ] [sig       ] [697/3624] Completed CHRS in 0.4s | 2.91 sym/s | Total: 4.0m | ETA: 16.7m
[2025-12-08T20:19:03.804744] [INFO ] [sig       ] [698/3624] Forecasting CHSCL...
[2025-12-08T20:19:03.804774] [INFO ] [sig       ] Generating forecast for: CHSCL
[2025-12-08T20:19:03.804805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCL' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCL.csv'.
[2025-12-08T20:19:03.818062] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCL'.
[2025-12-08T20:19:03.818455] [INFO ] [FORECASTER] Starting predict_future for CHSCL
[2025-12-08T20:19:03.819248] [DEBUG] [LOCAL     ] No optimal features file found for CHSCL: ./output/feature-sets/CHSCL.txt
[2025-12-08T20:19:03.819298] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:03.819329] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:03.819356] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:03.819411] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:03.874253] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:03.874982] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:03.875061] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:03.875095] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:03.989614] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:03.989777] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:03.989816] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:03.989843] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:03.993118] [DEBUG] [FORECASTER] CHSCL: Forecast T+1@11:T+2@11: DOWN (p=24.77%)
[2025-12-08T20:19:03.993384] [INFO ] [FORECASTER] Completed predict_future for CHSCL
[2025-12-08T20:19:03.993503] [INFO ] [sig       ] CHSCL: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:19:04.131391] [INFO ] [LOCAL     ] Saved forecast: CHSCL	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CHSCL.txt
[2025-12-08T20:19:04.131533] [INFO ] [sig       ] [698/3624] Completed CHSCL in 0.3s | 2.91 sym/s | Total: 4.0m | ETA: 16.7m
[2025-12-08T20:19:04.131591] [INFO ] [sig       ] [699/3624] Forecasting CHSCM...
[2025-12-08T20:19:04.131623] [INFO ] [sig       ] Generating forecast for: CHSCM
[2025-12-08T20:19:04.131652] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCM' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCM.csv'.
[2025-12-08T20:19:04.144183] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCM'.
[2025-12-08T20:19:04.144563] [INFO ] [FORECASTER] Starting predict_future for CHSCM
[2025-12-08T20:19:04.145335] [DEBUG] [LOCAL     ] No optimal features file found for CHSCM: ./output/feature-sets/CHSCM.txt
[2025-12-08T20:19:04.145384] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:04.145416] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:04.145443] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:04.145499] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:04.201122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:04.202009] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:04.202092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:04.202125] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:04.316453] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:04.316630] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:04.316685] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:04.316715] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:04.320089] [DEBUG] [FORECASTER] CHSCM: Forecast T+1@11:T+2@11: DOWN (p=2.41%)
[2025-12-08T20:19:04.320353] [INFO ] [FORECASTER] Completed predict_future for CHSCM
[2025-12-08T20:19:04.320469] [INFO ] [sig       ] CHSCM: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:19:04.458413] [INFO ] [LOCAL     ] Saved forecast: CHSCM	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CHSCM.txt
[2025-12-08T20:19:04.458565] [INFO ] [sig       ] [699/3624] Completed CHSCM in 0.3s | 2.91 sym/s | Total: 4.0m | ETA: 16.7m
[2025-12-08T20:19:04.458624] [INFO ] [sig       ] [700/3624] Forecasting CHSCN...
[2025-12-08T20:19:04.458654] [INFO ] [sig       ] Generating forecast for: CHSCN
[2025-12-08T20:19:04.458682] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCN' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCN.csv'.
[2025-12-08T20:19:04.471347] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCN'.
[2025-12-08T20:19:04.471748] [INFO ] [FORECASTER] Starting predict_future for CHSCN
[2025-12-08T20:19:04.472507] [DEBUG] [LOCAL     ] No optimal features file found for CHSCN: ./output/feature-sets/CHSCN.txt
[2025-12-08T20:19:04.472564] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:04.472650] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:04.472678] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:04.472752] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:04.528592] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:04.529325] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:04.529400] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:04.529431] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:04.641515] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:04.641694] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:04.641732] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:04.641759] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:04.645004] [DEBUG] [FORECASTER] CHSCN: Forecast T+1@11:T+2@11: DOWN (p=8.19%)
[2025-12-08T20:19:04.645266] [INFO ] [FORECASTER] Completed predict_future for CHSCN
[2025-12-08T20:19:04.645385] [INFO ] [sig       ] CHSCN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:19:04.783631] [INFO ] [LOCAL     ] Saved forecast: CHSCN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CHSCN.txt
[2025-12-08T20:19:04.783752] [INFO ] [sig       ] [700/3624] Completed CHSCN in 0.3s | 2.91 sym/s | Total: 4.0m | ETA: 16.7m
[2025-12-08T20:19:04.783791] [INFO ] [sig       ] [701/3624] Forecasting CHSCO...
[2025-12-08T20:19:04.783819] [INFO ] [sig       ] Generating forecast for: CHSCO
[2025-12-08T20:19:04.783848] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCO' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCO.csv'.
[2025-12-08T20:19:04.795956] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCO'.
[2025-12-08T20:19:04.796287] [INFO ] [FORECASTER] Starting predict_future for CHSCO
[2025-12-08T20:19:04.797058] [DEBUG] [LOCAL     ] No optimal features file found for CHSCO: ./output/feature-sets/CHSCO.txt
[2025-12-08T20:19:04.797109] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:04.797142] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:04.797168] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:04.797223] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:04.852321] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:04.852919] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:04.852990] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:04.853022] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:04.967175] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:04.967338] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:04.967389] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:04.967418] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:04.970970] [DEBUG] [FORECASTER] CHSCO: Forecast T+1@11:T+2@11: DOWN (p=12.01%)
[2025-12-08T20:19:04.971273] [INFO ] [FORECASTER] Completed predict_future for CHSCO
[2025-12-08T20:19:04.971388] [INFO ] [sig       ] CHSCO: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:19:05.110161] [INFO ] [LOCAL     ] Saved forecast: CHSCO	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CHSCO.txt
[2025-12-08T20:19:05.110273] [INFO ] [sig       ] [701/3624] Completed CHSCO in 0.3s | 2.91 sym/s | Total: 4.0m | ETA: 16.7m
[2025-12-08T20:19:05.110310] [INFO ] [sig       ] [702/3624] Forecasting CHSCP...
[2025-12-08T20:19:05.110339] [INFO ] [sig       ] Generating forecast for: CHSCP
[2025-12-08T20:19:05.110368] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCP' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCP.csv'.
[2025-12-08T20:19:05.123227] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCP'.
[2025-12-08T20:19:05.123692] [INFO ] [FORECASTER] Starting predict_future for CHSCP
[2025-12-08T20:19:05.124697] [DEBUG] [LOCAL     ] No optimal features file found for CHSCP: ./output/feature-sets/CHSCP.txt
[2025-12-08T20:19:05.124757] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:05.124792] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:05.124819] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:05.124876] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:05.182342] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:05.183311] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:05.183397] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:05.183431] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:05.290640] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:05.290805] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:05.290849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:05.290878] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:05.294343] [DEBUG] [FORECASTER] CHSCP: Forecast T+1@11:T+2@11: DOWN (p=17.14%)
[2025-12-08T20:19:05.294631] [INFO ] [FORECASTER] Completed predict_future for CHSCP
[2025-12-08T20:19:05.294757] [INFO ] [sig       ] CHSCP: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:19:05.436197] [INFO ] [LOCAL     ] Saved forecast: CHSCP	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CHSCP.txt
[2025-12-08T20:19:05.436376] [INFO ] [sig       ] [702/3624] Completed CHSCP in 0.3s | 2.91 sym/s | Total: 4.0m | ETA: 16.7m
[2025-12-08T20:19:05.436431] [INFO ] [sig       ] [703/3624] Forecasting CHWY...
[2025-12-08T20:19:05.436472] [INFO ] [sig       ] Generating forecast for: CHWY
[2025-12-08T20:19:05.436516] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHWY' from 'https://tdm.silogroup.org/data/derivative_storage/CHWY.csv'.
[2025-12-08T20:19:05.454822] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHWY'.
[2025-12-08T20:19:05.455197] [INFO ] [FORECASTER] Starting predict_future for CHWY
[2025-12-08T20:19:05.455981] [DEBUG] [LOCAL     ] No optimal features file found for CHWY: ./output/feature-sets/CHWY.txt
[2025-12-08T20:19:05.456031] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:05.456062] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:05.456088] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:05.456148] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:05.512655] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:05.513251] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:05.513324] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:05.513355] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:05.634791] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:05.634945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:05.634982] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:05.635052] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:05.638428] [DEBUG] [FORECASTER] CHWY: Forecast T+1@11:T+2@11: DOWN (p=22.38%)
[2025-12-08T20:19:05.638707] [INFO ] [FORECASTER] Completed predict_future for CHWY
[2025-12-08T20:19:05.638827] [INFO ] [sig       ] CHWY: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:19:05.776959] [INFO ] [LOCAL     ] Saved forecast: CHWY	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CHWY.txt
[2025-12-08T20:19:05.777082] [INFO ] [sig       ] [703/3624] Completed CHWY in 0.3s | 2.91 sym/s | Total: 4.0m | ETA: 16.7m
[2025-12-08T20:19:05.777121] [INFO ] [sig       ] [704/3624] Forecasting CHY...
[2025-12-08T20:19:05.777149] [INFO ] [sig       ] Generating forecast for: CHY
[2025-12-08T20:19:05.777183] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHY' from 'https://tdm.silogroup.org/data/derivative_storage/CHY.csv'.
[2025-12-08T20:19:05.790047] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHY'.
[2025-12-08T20:19:05.790393] [INFO ] [FORECASTER] Starting predict_future for CHY
[2025-12-08T20:19:05.791156] [DEBUG] [LOCAL     ] No optimal features file found for CHY: ./output/feature-sets/CHY.txt
[2025-12-08T20:19:05.791206] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:05.791236] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:05.791262] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:05.791317] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:05.847259] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:05.847899] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:05.847971] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:05.848002] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:05.964731] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:05.964895] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:05.964933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:05.964961] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:05.968426] [DEBUG] [FORECASTER] CHY: Forecast T+1@11:T+2@11: DOWN (p=9.88%)
[2025-12-08T20:19:05.968757] [INFO ] [FORECASTER] Completed predict_future for CHY
[2025-12-08T20:19:05.968877] [INFO ] [sig       ] CHY: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:19:06.105813] [INFO ] [LOCAL     ] Saved forecast: CHY	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CHY.txt
[2025-12-08T20:19:06.105925] [INFO ] [sig       ] [704/3624] Completed CHY in 0.3s | 2.91 sym/s | Total: 4.0m | ETA: 16.7m
[2025-12-08T20:19:06.105963] [INFO ] [sig       ] [705/3624] Forecasting CI...
[2025-12-08T20:19:06.105991] [INFO ] [sig       ] Generating forecast for: CI
[2025-12-08T20:19:06.106019] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CI' from 'https://tdm.silogroup.org/data/derivative_storage/CI.csv'.
[2025-12-08T20:19:06.119314] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CI'.
[2025-12-08T20:19:06.119667] [INFO ] [FORECASTER] Starting predict_future for CI
[2025-12-08T20:19:06.120418] [DEBUG] [LOCAL     ] No optimal features file found for CI: ./output/feature-sets/CI.txt
[2025-12-08T20:19:06.120467] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:06.120498] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:06.120524] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:06.120597] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:06.176206] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:06.176795] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:06.176867] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:06.176898] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:06.296265] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:06.296409] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:06.296444] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:06.296472] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:06.299777] [DEBUG] [FORECASTER] CI: Forecast T+1@11:T+2@11: DOWN (p=6.54%)
[2025-12-08T20:19:06.300038] [INFO ] [FORECASTER] Completed predict_future for CI
[2025-12-08T20:19:06.300158] [INFO ] [sig       ] CI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:19:06.438433] [INFO ] [LOCAL     ] Saved forecast: CI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CI.txt
[2025-12-08T20:19:06.438552] [INFO ] [sig       ] [705/3624] Completed CI in 0.3s | 2.91 sym/s | Total: 4.0m | ETA: 16.7m
[2025-12-08T20:19:06.438607] [INFO ] [sig       ] [706/3624] Forecasting CIA...
[2025-12-08T20:19:06.438637] [INFO ] [sig       ] Generating forecast for: CIA
[2025-12-08T20:19:06.438666] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIA' from 'https://tdm.silogroup.org/data/derivative_storage/CIA.csv'.
[2025-12-08T20:19:06.450630] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIA'.
[2025-12-08T20:19:06.450958] [INFO ] [FORECASTER] Starting predict_future for CIA
[2025-12-08T20:19:06.451720] [DEBUG] [LOCAL     ] No optimal features file found for CIA: ./output/feature-sets/CIA.txt
[2025-12-08T20:19:06.451769] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:06.451799] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:06.451826] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:06.451885] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:06.510718] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:06.511407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:06.511480] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:06.511512] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:06.626882] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:06.627056] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:06.627095] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:06.627122] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:06.630389] [DEBUG] [FORECASTER] CIA: Forecast T+1@11:T+2@11: DOWN (p=21.64%)
[2025-12-08T20:19:06.630675] [INFO ] [FORECASTER] Completed predict_future for CIA
[2025-12-08T20:19:06.630791] [INFO ] [sig       ] CIA: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:19:06.768365] [INFO ] [LOCAL     ] Saved forecast: CIA	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CIA.txt
[2025-12-08T20:19:06.768498] [INFO ] [sig       ] [706/3624] Completed CIA in 0.3s | 2.91 sym/s | Total: 4.0m | ETA: 16.7m
[2025-12-08T20:19:06.768537] [INFO ] [sig       ] [707/3624] Forecasting CIB...
[2025-12-08T20:19:06.768565] [INFO ] [sig       ] Generating forecast for: CIB
[2025-12-08T20:19:06.768614] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIB' from 'https://tdm.silogroup.org/data/derivative_storage/CIB.csv'.
[2025-12-08T20:19:06.780659] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIB'.
[2025-12-08T20:19:06.780982] [INFO ] [FORECASTER] Starting predict_future for CIB
[2025-12-08T20:19:06.781756] [DEBUG] [LOCAL     ] No optimal features file found for CIB: ./output/feature-sets/CIB.txt
[2025-12-08T20:19:06.781806] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:06.781836] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:06.781863] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:06.781918] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:06.837704] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:06.838285] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:06.838356] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:06.838387] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:06.959170] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:06.959306] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:06.959341] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:06.959368] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:06.962598] [DEBUG] [FORECASTER] CIB: Forecast T+1@11:T+2@11: UP (p=74.60%)
[2025-12-08T20:19:06.962893] [INFO ] [FORECASTER] Completed predict_future for CIB
[2025-12-08T20:19:06.963008] [INFO ] [sig       ] CIB: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:19:07.100270] [INFO ] [LOCAL     ] Saved forecast: CIB	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CIB.txt
[2025-12-08T20:19:07.100393] [INFO ] [sig       ] [707/3624] Completed CIB in 0.3s | 2.91 sym/s | Total: 4.0m | ETA: 16.7m
[2025-12-08T20:19:07.100431] [INFO ] [sig       ] [708/3624] Forecasting CIEN...
[2025-12-08T20:19:07.100459] [INFO ] [sig       ] Generating forecast for: CIEN
[2025-12-08T20:19:07.100488] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIEN' from 'https://tdm.silogroup.org/data/derivative_storage/CIEN.csv'.
[2025-12-08T20:19:07.117024] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIEN'.
[2025-12-08T20:19:07.117395] [INFO ] [FORECASTER] Starting predict_future for CIEN
[2025-12-08T20:19:07.118171] [DEBUG] [LOCAL     ] No optimal features file found for CIEN: ./output/feature-sets/CIEN.txt
[2025-12-08T20:19:07.118222] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:07.118254] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:07.118279] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:07.118333] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:07.173511] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:07.174120] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:07.174205] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:07.174236] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:07.298746] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:07.298900] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:07.298937] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:07.298963] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:07.302257] [DEBUG] [FORECASTER] CIEN: Forecast T+1@11:T+2@11: DOWN (p=8.76%)
[2025-12-08T20:19:07.302518] [INFO ] [FORECASTER] Completed predict_future for CIEN
[2025-12-08T20:19:07.302649] [INFO ] [sig       ] CIEN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:19:07.440827] [INFO ] [LOCAL     ] Saved forecast: CIEN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CIEN.txt
[2025-12-08T20:19:07.440939] [INFO ] [sig       ] [708/3624] Completed CIEN in 0.3s | 2.91 sym/s | Total: 4.0m | ETA: 16.7m
[2025-12-08T20:19:07.440977] [INFO ] [sig       ] [709/3624] Forecasting CIF...
[2025-12-08T20:19:07.441005] [INFO ] [sig       ] Generating forecast for: CIF
[2025-12-08T20:19:07.441034] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIF' from 'https://tdm.silogroup.org/data/derivative_storage/CIF.csv'.
[2025-12-08T20:19:07.453287] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIF'.
[2025-12-08T20:19:07.453620] [INFO ] [FORECASTER] Starting predict_future for CIF
[2025-12-08T20:19:07.454354] [DEBUG] [LOCAL     ] No optimal features file found for CIF: ./output/feature-sets/CIF.txt
[2025-12-08T20:19:07.454402] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:07.454432] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:07.454458] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:07.454517] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:07.508940] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:07.509505] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:07.509592] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:07.509625] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:07.611897] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:07.612024] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:07.612060] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:07.612087] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:07.615156] [DEBUG] [FORECASTER] CIF: Forecast T+1@11:T+2@11: DOWN (p=40.56%)
[2025-12-08T20:19:07.615407] [INFO ] [FORECASTER] Completed predict_future for CIF
[2025-12-08T20:19:07.615520] [INFO ] [sig       ] CIF: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:19:07.756940] [INFO ] [LOCAL     ] Saved forecast: CIF	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CIF.txt
[2025-12-08T20:19:07.757052] [INFO ] [sig       ] [709/3624] Completed CIF in 0.3s | 2.91 sym/s | Total: 4.1m | ETA: 16.7m
[2025-12-08T20:19:07.757089] [INFO ] [sig       ] [710/3624] Forecasting CIG...
[2025-12-08T20:19:07.757117] [INFO ] [sig       ] Generating forecast for: CIG
[2025-12-08T20:19:07.757148] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIG' from 'https://tdm.silogroup.org/data/derivative_storage/CIG.csv'.
[2025-12-08T20:19:07.770099] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIG'.
[2025-12-08T20:19:07.770437] [INFO ] [FORECASTER] Starting predict_future for CIG
[2025-12-08T20:19:07.771225] [DEBUG] [LOCAL     ] No optimal features file found for CIG: ./output/feature-sets/CIG.txt
[2025-12-08T20:19:07.771273] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:07.771304] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:07.771331] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:07.771386] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:07.826735] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:07.827317] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:07.827425] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:07.827460] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:07.943892] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:07.944023] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:07.944059] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:07.944086] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:07.947239] [DEBUG] [FORECASTER] CIG: Forecast T+1@11:T+2@11: UP (p=76.83%)
[2025-12-08T20:19:07.947513] [INFO ] [FORECASTER] Completed predict_future for CIG
[2025-12-08T20:19:07.947647] [INFO ] [sig       ] CIG: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:19:08.086266] [INFO ] [LOCAL     ] Saved forecast: CIG	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CIG.txt
[2025-12-08T20:19:08.086375] [INFO ] [sig       ] [710/3624] Completed CIG in 0.3s | 2.91 sym/s | Total: 4.1m | ETA: 16.7m
[2025-12-08T20:19:08.086412] [INFO ] [sig       ] [711/3624] Forecasting CIGI...
[2025-12-08T20:19:08.086440] [INFO ] [sig       ] Generating forecast for: CIGI
[2025-12-08T20:19:08.086469] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIGI' from 'https://tdm.silogroup.org/data/derivative_storage/CIGI.csv'.
[2025-12-08T20:19:08.099236] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIGI'.
[2025-12-08T20:19:08.099596] [INFO ] [FORECASTER] Starting predict_future for CIGI
[2025-12-08T20:19:08.100335] [DEBUG] [LOCAL     ] No optimal features file found for CIGI: ./output/feature-sets/CIGI.txt
[2025-12-08T20:19:08.100384] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:08.100415] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:08.100441] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:08.100495] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:08.156401] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:08.157097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:08.157172] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:08.157204] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:08.271390] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:08.271545] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:08.271750] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:08.271781] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:08.275087] [DEBUG] [FORECASTER] CIGI: Forecast T+1@11:T+2@11: DOWN (p=29.87%)
[2025-12-08T20:19:08.275357] [INFO ] [FORECASTER] Completed predict_future for CIGI
[2025-12-08T20:19:08.275473] [INFO ] [sig       ] CIGI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:19:08.417238] [INFO ] [LOCAL     ] Saved forecast: CIGI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CIGI.txt
[2025-12-08T20:19:08.417370] [INFO ] [sig       ] [711/3624] Completed CIGI in 0.3s | 2.91 sym/s | Total: 4.1m | ETA: 16.7m
[2025-12-08T20:19:08.417422] [INFO ] [sig       ] [712/3624] Forecasting CII...
[2025-12-08T20:19:08.417452] [INFO ] [sig       ] Generating forecast for: CII
[2025-12-08T20:19:08.417481] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CII' from 'https://tdm.silogroup.org/data/derivative_storage/CII.csv'.
[2025-12-08T20:19:08.430432] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CII'.
[2025-12-08T20:19:08.430779] [INFO ] [FORECASTER] Starting predict_future for CII
[2025-12-08T20:19:08.431523] [DEBUG] [LOCAL     ] No optimal features file found for CII: ./output/feature-sets/CII.txt
[2025-12-08T20:19:08.431589] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:08.431622] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:08.431648] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:08.431712] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:08.487025] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:08.487618] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:08.487698] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:08.487731] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:08.605978] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:08.606111] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:08.606146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:08.606174] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:08.609349] [DEBUG] [FORECASTER] CII: Forecast T+1@11:T+2@11: UP (p=88.24%)
[2025-12-08T20:19:08.609625] [INFO ] [FORECASTER] Completed predict_future for CII
[2025-12-08T20:19:08.609741] [INFO ] [sig       ] CII: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:19:08.746172] [INFO ] [LOCAL     ] Saved forecast: CII	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CII.txt
[2025-12-08T20:19:08.746283] [INFO ] [sig       ] [712/3624] Completed CII in 0.3s | 2.92 sym/s | Total: 4.1m | ETA: 16.6m
[2025-12-08T20:19:08.746320] [INFO ] [sig       ] [713/3624] Forecasting CIM...
[2025-12-08T20:19:08.746348] [INFO ] [sig       ] Generating forecast for: CIM
[2025-12-08T20:19:08.746376] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIM' from 'https://tdm.silogroup.org/data/derivative_storage/CIM.csv'.
[2025-12-08T20:19:08.758981] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIM'.
[2025-12-08T20:19:08.759315] [INFO ] [FORECASTER] Starting predict_future for CIM
[2025-12-08T20:19:08.760081] [DEBUG] [LOCAL     ] No optimal features file found for CIM: ./output/feature-sets/CIM.txt
[2025-12-08T20:19:08.760129] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:08.760170] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:08.760197] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:08.760252] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:08.815622] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:08.816337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:08.816412] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:08.816443] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:08.930901] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:08.931063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:08.931101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:08.931129] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:08.934409] [DEBUG] [FORECASTER] CIM: Forecast T+1@11:T+2@11: UP (p=86.69%)
[2025-12-08T20:19:08.934687] [INFO ] [FORECASTER] Completed predict_future for CIM
[2025-12-08T20:19:08.934807] [INFO ] [sig       ] CIM: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:19:09.074788] [INFO ] [LOCAL     ] Saved forecast: CIM	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CIM.txt
[2025-12-08T20:19:09.074955] [INFO ] [sig       ] [713/3624] Completed CIM in 0.3s | 2.92 sym/s | Total: 4.1m | ETA: 16.6m
[2025-12-08T20:19:09.074996] [INFO ] [sig       ] [714/3624] Forecasting CINF...
[2025-12-08T20:19:09.075025] [INFO ] [sig       ] Generating forecast for: CINF
[2025-12-08T20:19:09.075054] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CINF' from 'https://tdm.silogroup.org/data/derivative_storage/CINF.csv'.
[2025-12-08T20:19:09.087510] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CINF'.
[2025-12-08T20:19:09.087915] [INFO ] [FORECASTER] Starting predict_future for CINF
[2025-12-08T20:19:09.088737] [DEBUG] [LOCAL     ] No optimal features file found for CINF: ./output/feature-sets/CINF.txt
[2025-12-08T20:19:09.088785] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:09.088817] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:09.088843] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:09.088901] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:09.144271] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:09.145170] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:09.145252] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:09.145285] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:09.264035] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:09.264200] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:09.264242] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:09.264270] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:09.267550] [DEBUG] [FORECASTER] CINF: Forecast T+1@11:T+2@11: UP (p=88.66%)
[2025-12-08T20:19:09.267831] [INFO ] [FORECASTER] Completed predict_future for CINF
[2025-12-08T20:19:09.267951] [INFO ] [sig       ] CINF: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:19:09.404132] [INFO ] [LOCAL     ] Saved forecast: CINF	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CINF.txt
[2025-12-08T20:19:09.404260] [INFO ] [sig       ] [714/3624] Completed CINF in 0.3s | 2.92 sym/s | Total: 4.1m | ETA: 16.6m
[2025-12-08T20:19:09.404300] [INFO ] [sig       ] [715/3624] Forecasting CING...
[2025-12-08T20:19:09.404330] [INFO ] [sig       ] Generating forecast for: CING
[2025-12-08T20:19:09.404361] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CING' from 'https://tdm.silogroup.org/data/derivative_storage/CING.csv'.
[2025-12-08T20:19:09.417043] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CING'.
[2025-12-08T20:19:09.417437] [INFO ] [FORECASTER] Starting predict_future for CING
[2025-12-08T20:19:09.418207] [DEBUG] [LOCAL     ] No optimal features file found for CING: ./output/feature-sets/CING.txt
[2025-12-08T20:19:09.418255] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:09.418286] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:09.418313] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:09.418368] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:09.473013] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:09.473866] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:09.473946] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:09.473977] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:09.592040] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:09.592190] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:09.592229] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:09.592257] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:09.595610] [DEBUG] [FORECASTER] CING: Forecast T+1@11:T+2@11: DOWN (p=24.18%)
[2025-12-08T20:19:09.595883] [INFO ] [FORECASTER] Completed predict_future for CING
[2025-12-08T20:19:09.596000] [INFO ] [sig       ] CING: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:19:09.733754] [INFO ] [LOCAL     ] Saved forecast: CING	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CING.txt
[2025-12-08T20:19:09.733881] [INFO ] [sig       ] [715/3624] Completed CING in 0.3s | 2.92 sym/s | Total: 4.1m | ETA: 16.6m
[2025-12-08T20:19:09.733919] [INFO ] [sig       ] [716/3624] Forecasting CIO...
[2025-12-08T20:19:09.733947] [INFO ] [sig       ] Generating forecast for: CIO
[2025-12-08T20:19:09.733977] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIO' from 'https://tdm.silogroup.org/data/derivative_storage/CIO.csv'.
[2025-12-08T20:19:09.746819] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIO'.
[2025-12-08T20:19:09.747200] [INFO ] [FORECASTER] Starting predict_future for CIO
[2025-12-08T20:19:09.748176] [DEBUG] [LOCAL     ] No optimal features file found for CIO: ./output/feature-sets/CIO.txt
[2025-12-08T20:19:09.748226] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:09.748263] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:09.748289] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:09.748344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:09.807108] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:09.807796] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:09.807874] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:09.807907] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:09.926128] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:09.926265] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:09.926301] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:09.926329] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:09.929541] [DEBUG] [FORECASTER] CIO: Forecast T+1@11:T+2@11: DOWN (p=10.47%)
[2025-12-08T20:19:09.929815] [INFO ] [FORECASTER] Completed predict_future for CIO
[2025-12-08T20:19:09.929931] [INFO ] [sig       ] CIO: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:19:10.066539] [INFO ] [LOCAL     ] Saved forecast: CIO	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CIO.txt
[2025-12-08T20:19:10.066681] [INFO ] [sig       ] [716/3624] Completed CIO in 0.3s | 2.92 sym/s | Total: 4.1m | ETA: 16.6m
[2025-12-08T20:19:10.066725] [INFO ] [sig       ] [717/3624] Forecasting CION...
[2025-12-08T20:19:10.066754] [INFO ] [sig       ] Generating forecast for: CION
[2025-12-08T20:19:10.066783] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CION' from 'https://tdm.silogroup.org/data/derivative_storage/CION.csv'.
[2025-12-08T20:19:10.079355] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CION'.
[2025-12-08T20:19:10.079743] [INFO ] [FORECASTER] Starting predict_future for CION
[2025-12-08T20:19:10.080511] [DEBUG] [LOCAL     ] No optimal features file found for CION: ./output/feature-sets/CION.txt
[2025-12-08T20:19:10.080559] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:10.080634] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:10.080662] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:10.080718] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:10.135936] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:10.136694] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:10.136772] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:10.136805] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:10.263621] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:10.263796] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:10.263834] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:10.263862] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:10.267128] [DEBUG] [FORECASTER] CION: Forecast T+1@11:T+2@11: UP (p=94.87%)
[2025-12-08T20:19:10.270275] [INFO ] [FORECASTER] Completed predict_future for CION
[2025-12-08T20:19:10.270466] [INFO ] [sig       ] CION: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:19:10.407131] [INFO ] [LOCAL     ] Saved forecast: CION	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CION.txt
[2025-12-08T20:19:10.407266] [INFO ] [sig       ] [717/3624] Completed CION in 0.3s | 2.92 sym/s | Total: 4.1m | ETA: 16.6m
[2025-12-08T20:19:10.407304] [INFO ] [sig       ] [718/3624] Forecasting CISS...
[2025-12-08T20:19:10.407335] [INFO ] [sig       ] Generating forecast for: CISS
[2025-12-08T20:19:10.407365] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CISS' from 'https://tdm.silogroup.org/data/derivative_storage/CISS.csv'.
[2025-12-08T20:19:10.420184] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CISS'.
[2025-12-08T20:19:10.420541] [INFO ] [FORECASTER] Starting predict_future for CISS
[2025-12-08T20:19:10.421306] [DEBUG] [LOCAL     ] No optimal features file found for CISS: ./output/feature-sets/CISS.txt
[2025-12-08T20:19:10.421356] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:10.421386] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:10.421413] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:10.421468] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:10.476291] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:10.476940] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:10.477014] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:10.477045] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:10.592958] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:10.593105] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:10.593143] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:10.593170] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:10.596397] [DEBUG] [FORECASTER] CISS: Forecast T+1@11:T+2@11: DOWN (p=36.18%)
[2025-12-08T20:19:10.596671] [INFO ] [FORECASTER] Completed predict_future for CISS
[2025-12-08T20:19:10.596805] [INFO ] [sig       ] CISS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:19:10.733703] [INFO ] [LOCAL     ] Saved forecast: CISS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CISS.txt
[2025-12-08T20:19:10.733846] [INFO ] [sig       ] [718/3624] Completed CISS in 0.3s | 2.92 sym/s | Total: 4.1m | ETA: 16.6m
[2025-12-08T20:19:10.733887] [INFO ] [sig       ] [719/3624] Forecasting CIVB...
[2025-12-08T20:19:10.733915] [INFO ] [sig       ] Generating forecast for: CIVB
[2025-12-08T20:19:10.733944] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIVB' from 'https://tdm.silogroup.org/data/derivative_storage/CIVB.csv'.
[2025-12-08T20:19:10.746497] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIVB'.
[2025-12-08T20:19:10.746905] [INFO ] [FORECASTER] Starting predict_future for CIVB
[2025-12-08T20:19:10.747791] [DEBUG] [LOCAL     ] No optimal features file found for CIVB: ./output/feature-sets/CIVB.txt
[2025-12-08T20:19:10.747853] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:10.747898] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:10.747936] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:10.748007] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:10.804909] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:10.805752] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:10.805830] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:10.805864] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:10.929395] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:10.929567] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:10.929630] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:10.929661] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:10.933124] [DEBUG] [FORECASTER] CIVB: Forecast T+1@11:T+2@11: DOWN (p=11.22%)
[2025-12-08T20:19:10.933409] [INFO ] [FORECASTER] Completed predict_future for CIVB
[2025-12-08T20:19:10.933533] [INFO ] [sig       ] CIVB: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:19:11.072515] [INFO ] [LOCAL     ] Saved forecast: CIVB	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CIVB.txt
[2025-12-08T20:19:11.072673] [INFO ] [sig       ] [719/3624] Completed CIVB in 0.3s | 2.92 sym/s | Total: 4.1m | ETA: 16.6m
[2025-12-08T20:19:11.072714] [INFO ] [sig       ] [720/3624] Forecasting CIVI...
[2025-12-08T20:19:11.072742] [INFO ] [sig       ] Generating forecast for: CIVI
[2025-12-08T20:19:11.072772] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIVI' from 'https://tdm.silogroup.org/data/derivative_storage/CIVI.csv'.
[2025-12-08T20:19:11.085429] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIVI'.
[2025-12-08T20:19:11.085831] [INFO ] [FORECASTER] Starting predict_future for CIVI
[2025-12-08T20:19:11.086628] [DEBUG] [LOCAL     ] No optimal features file found for CIVI: ./output/feature-sets/CIVI.txt
[2025-12-08T20:19:11.086678] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:11.086709] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:11.086736] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:11.086791] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:11.141377] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:11.142104] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:11.142183] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:11.142215] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:11.257986] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:11.258131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:11.258168] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:11.258240] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:11.261486] [DEBUG] [FORECASTER] CIVI: Forecast T+1@11:T+2@11: DOWN (p=1.82%)
[2025-12-08T20:19:11.261769] [INFO ] [FORECASTER] Completed predict_future for CIVI
[2025-12-08T20:19:11.261887] [INFO ] [sig       ] CIVI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:19:11.398482] [INFO ] [LOCAL     ] Saved forecast: CIVI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CIVI.txt
[2025-12-08T20:19:11.398635] [INFO ] [sig       ] [720/3624] Completed CIVI in 0.3s | 2.92 sym/s | Total: 4.1m | ETA: 16.6m
[2025-12-08T20:19:11.398678] [INFO ] [sig       ] [721/3624] Forecasting CLB...
[2025-12-08T20:19:11.398708] [INFO ] [sig       ] Generating forecast for: CLB
[2025-12-08T20:19:11.398737] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLB' from 'https://tdm.silogroup.org/data/derivative_storage/CLB.csv'.
[2025-12-08T20:19:11.411457] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLB'.
[2025-12-08T20:19:11.411817] [INFO ] [FORECASTER] Starting predict_future for CLB
[2025-12-08T20:19:11.412566] [DEBUG] [LOCAL     ] No optimal features file found for CLB: ./output/feature-sets/CLB.txt
[2025-12-08T20:19:11.412635] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:11.412666] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:11.412692] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:11.412747] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:11.467605] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:11.468256] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:11.468333] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:11.468363] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:11.584931] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:11.585104] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:11.585144] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:11.585172] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:11.588776] [DEBUG] [FORECASTER] CLB: Forecast T+1@11:T+2@11: DOWN (p=16.62%)
[2025-12-08T20:19:11.589044] [INFO ] [FORECASTER] Completed predict_future for CLB
[2025-12-08T20:19:11.589159] [INFO ] [sig       ] CLB: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:19:11.725925] [INFO ] [LOCAL     ] Saved forecast: CLB	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CLB.txt
[2025-12-08T20:19:11.726073] [INFO ] [sig       ] [721/3624] Completed CLB in 0.3s | 2.92 sym/s | Total: 4.1m | ETA: 16.6m
[2025-12-08T20:19:11.726112] [INFO ] [sig       ] [722/3624] Forecasting CLBK...
[2025-12-08T20:19:11.726140] [INFO ] [sig       ] Generating forecast for: CLBK
[2025-12-08T20:19:11.726168] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLBK' from 'https://tdm.silogroup.org/data/derivative_storage/CLBK.csv'.
[2025-12-08T20:19:11.739297] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLBK'.
[2025-12-08T20:19:11.739690] [INFO ] [FORECASTER] Starting predict_future for CLBK
[2025-12-08T20:19:11.740445] [DEBUG] [LOCAL     ] No optimal features file found for CLBK: ./output/feature-sets/CLBK.txt
[2025-12-08T20:19:11.740494] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:11.740524] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:11.740550] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:11.740625] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:11.795441] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:11.796305] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:11.796400] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:11.796433] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:11.910132] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:11.910284] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:11.910322] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:11.910350] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:11.913564] [DEBUG] [FORECASTER] CLBK: Forecast T+1@11:T+2@11: DOWN (p=8.48%)
[2025-12-08T20:19:11.913844] [INFO ] [FORECASTER] Completed predict_future for CLBK
[2025-12-08T20:19:11.913959] [INFO ] [sig       ] CLBK: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:19:12.050522] [INFO ] [LOCAL     ] Saved forecast: CLBK	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CLBK.txt
[2025-12-08T20:19:12.050670] [INFO ] [sig       ] [722/3624] Completed CLBK in 0.3s | 2.92 sym/s | Total: 4.1m | ETA: 16.6m
[2025-12-08T20:19:12.050709] [INFO ] [sig       ] [723/3624] Forecasting CLCO...
[2025-12-08T20:19:12.050739] [INFO ] [sig       ] Generating forecast for: CLCO
[2025-12-08T20:19:12.050768] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLCO' from 'https://tdm.silogroup.org/data/derivative_storage/CLCO.csv'.
[2025-12-08T20:19:12.063388] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLCO'.
[2025-12-08T20:19:12.063802] [INFO ] [FORECASTER] Starting predict_future for CLCO
[2025-12-08T20:19:12.064602] [DEBUG] [LOCAL     ] No optimal features file found for CLCO: ./output/feature-sets/CLCO.txt
[2025-12-08T20:19:12.064653] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:12.064683] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:12.064709] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:12.064763] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:12.120085] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:12.120907] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:12.120989] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:12.121021] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:12.243061] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:12.243218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:12.243258] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:12.243285] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:12.246613] [DEBUG] [FORECASTER] CLCO: Forecast T+1@11:T+2@11: DOWN (p=7.36%)
[2025-12-08T20:19:12.246876] [INFO ] [FORECASTER] Completed predict_future for CLCO
[2025-12-08T20:19:12.246996] [INFO ] [sig       ] CLCO: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:19:12.390879] [INFO ] [LOCAL     ] Saved forecast: CLCO	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CLCO.txt
[2025-12-08T20:19:12.391023] [INFO ] [sig       ] [723/3624] Completed CLCO in 0.3s | 2.92 sym/s | Total: 4.1m | ETA: 16.6m
[2025-12-08T20:19:12.391063] [INFO ] [sig       ] [724/3624] Forecasting CLDX...
[2025-12-08T20:19:12.391092] [INFO ] [sig       ] Generating forecast for: CLDX
[2025-12-08T20:19:12.391123] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLDX' from 'https://tdm.silogroup.org/data/derivative_storage/CLDX.csv'.
[2025-12-08T20:19:12.403403] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLDX'.
[2025-12-08T20:19:12.403827] [INFO ] [FORECASTER] Starting predict_future for CLDX
[2025-12-08T20:19:12.404713] [DEBUG] [LOCAL     ] No optimal features file found for CLDX: ./output/feature-sets/CLDX.txt
[2025-12-08T20:19:12.404765] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:12.404798] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:12.404837] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:12.404895] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:12.460900] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:12.461755] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:12.461836] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:12.461868] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:12.582004] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:12.582167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:12.582211] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:12.582240] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:12.585690] [DEBUG] [FORECASTER] CLDX: Forecast T+1@11:T+2@11: DOWN (p=22.17%)
[2025-12-08T20:19:12.585973] [INFO ] [FORECASTER] Completed predict_future for CLDX
[2025-12-08T20:19:12.586093] [INFO ] [sig       ] CLDX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:19:12.722038] [INFO ] [LOCAL     ] Saved forecast: CLDX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CLDX.txt
[2025-12-08T20:19:12.722189] [INFO ] [sig       ] [724/3624] Completed CLDX in 0.3s | 2.92 sym/s | Total: 4.1m | ETA: 16.6m
[2025-12-08T20:19:12.722227] [INFO ] [sig       ] [725/3624] Forecasting CLF...
[2025-12-08T20:19:12.722258] [INFO ] [sig       ] Generating forecast for: CLF
[2025-12-08T20:19:12.722290] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLF' from 'https://tdm.silogroup.org/data/derivative_storage/CLF.csv'.
[2025-12-08T20:19:12.734537] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLF'.
[2025-12-08T20:19:12.734950] [INFO ] [FORECASTER] Starting predict_future for CLF
[2025-12-08T20:19:12.735786] [DEBUG] [LOCAL     ] No optimal features file found for CLF: ./output/feature-sets/CLF.txt
[2025-12-08T20:19:12.735839] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:12.735870] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:12.735896] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:12.735951] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:12.791099] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:12.791987] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:12.792072] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:12.792104] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:12.916917] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:12.917071] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:12.917110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:12.917139] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:12.920712] [DEBUG] [FORECASTER] CLF: Forecast T+1@11:T+2@11: DOWN (p=4.50%)
[2025-12-08T20:19:12.921015] [INFO ] [FORECASTER] Completed predict_future for CLF
[2025-12-08T20:19:12.921145] [INFO ] [sig       ] CLF: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:19:13.067794] [INFO ] [LOCAL     ] Saved forecast: CLF	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CLF.txt
[2025-12-08T20:19:13.067945] [INFO ] [sig       ] [725/3624] Completed CLF in 0.3s | 2.92 sym/s | Total: 4.1m | ETA: 16.6m
[2025-12-08T20:19:13.067985] [INFO ] [sig       ] [726/3624] Forecasting CLFD...
[2025-12-08T20:19:13.068013] [INFO ] [sig       ] Generating forecast for: CLFD
[2025-12-08T20:19:13.068042] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLFD' from 'https://tdm.silogroup.org/data/derivative_storage/CLFD.csv'.
[2025-12-08T20:19:13.080362] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLFD'.
[2025-12-08T20:19:13.080772] [INFO ] [FORECASTER] Starting predict_future for CLFD
[2025-12-08T20:19:13.081608] [DEBUG] [LOCAL     ] No optimal features file found for CLFD: ./output/feature-sets/CLFD.txt
[2025-12-08T20:19:13.081660] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:13.081692] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:13.081720] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:13.081777] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:13.142972] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:13.143911] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:13.143994] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:13.144028] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:13.266187] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:13.266333] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:13.266371] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:13.266398] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:13.269800] [DEBUG] [FORECASTER] CLFD: Forecast T+1@11:T+2@11: DOWN (p=25.25%)
[2025-12-08T20:19:13.270127] [INFO ] [FORECASTER] Completed predict_future for CLFD
[2025-12-08T20:19:13.270266] [INFO ] [sig       ] CLFD: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:19:13.409339] [INFO ] [LOCAL     ] Saved forecast: CLFD	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CLFD.txt
[2025-12-08T20:19:13.409500] [INFO ] [sig       ] [726/3624] Completed CLFD in 0.3s | 2.92 sym/s | Total: 4.1m | ETA: 16.6m
[2025-12-08T20:19:13.409549] [INFO ] [sig       ] [727/3624] Forecasting CLH...
[2025-12-08T20:19:13.409600] [INFO ] [sig       ] Generating forecast for: CLH
[2025-12-08T20:19:13.409631] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLH' from 'https://tdm.silogroup.org/data/derivative_storage/CLH.csv'.
[2025-12-08T20:19:13.421595] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLH'.
[2025-12-08T20:19:13.421960] [INFO ] [FORECASTER] Starting predict_future for CLH
[2025-12-08T20:19:13.422759] [DEBUG] [LOCAL     ] No optimal features file found for CLH: ./output/feature-sets/CLH.txt
[2025-12-08T20:19:13.422818] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:13.422858] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:13.422895] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:13.422973] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:13.479849] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:13.480642] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:13.480749] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:13.480782] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:13.601316] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:13.601472] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:13.601515] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:13.601542] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:13.604910] [DEBUG] [FORECASTER] CLH: Forecast T+1@11:T+2@11: UP (p=52.84%)
[2025-12-08T20:19:13.605182] [INFO ] [FORECASTER] Completed predict_future for CLH
[2025-12-08T20:19:13.605307] [INFO ] [sig       ] CLH: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:19:13.745553] [INFO ] [LOCAL     ] Saved forecast: CLH	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CLH.txt
[2025-12-08T20:19:13.745723] [INFO ] [sig       ] [727/3624] Completed CLH in 0.3s | 2.92 sym/s | Total: 4.2m | ETA: 16.6m
[2025-12-08T20:19:13.745764] [INFO ] [sig       ] [728/3624] Forecasting CLLS...
[2025-12-08T20:19:13.745794] [INFO ] [sig       ] Generating forecast for: CLLS
[2025-12-08T20:19:13.745829] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLLS' from 'https://tdm.silogroup.org/data/derivative_storage/CLLS.csv'.
[2025-12-08T20:19:13.758469] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLLS'.
[2025-12-08T20:19:13.758837] [INFO ] [FORECASTER] Starting predict_future for CLLS
[2025-12-08T20:19:13.759612] [DEBUG] [LOCAL     ] No optimal features file found for CLLS: ./output/feature-sets/CLLS.txt
[2025-12-08T20:19:13.759661] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:13.759692] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:13.759718] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:13.759773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:13.814560] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:13.815289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:13.815370] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:13.815401] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:13.935157] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:13.935309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:13.935347] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:13.935374] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:13.938690] [DEBUG] [FORECASTER] CLLS: Forecast T+1@11:T+2@11: DOWN (p=11.56%)
[2025-12-08T20:19:13.938963] [INFO ] [FORECASTER] Completed predict_future for CLLS
[2025-12-08T20:19:13.939083] [INFO ] [sig       ] CLLS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:19:14.076780] [INFO ] [LOCAL     ] Saved forecast: CLLS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CLLS.txt
[2025-12-08T20:19:14.076925] [INFO ] [sig       ] [728/3624] Completed CLLS in 0.3s | 2.92 sym/s | Total: 4.2m | ETA: 16.5m
[2025-12-08T20:19:14.076963] [INFO ] [sig       ] [729/3624] Forecasting CLMB...
[2025-12-08T20:19:14.076993] [INFO ] [sig       ] Generating forecast for: CLMB
[2025-12-08T20:19:14.077022] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLMB' from 'https://tdm.silogroup.org/data/derivative_storage/CLMB.csv'.
[2025-12-08T20:19:14.088996] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLMB'.
[2025-12-08T20:19:14.089377] [INFO ] [FORECASTER] Starting predict_future for CLMB
[2025-12-08T20:19:14.090163] [DEBUG] [LOCAL     ] No optimal features file found for CLMB: ./output/feature-sets/CLMB.txt
[2025-12-08T20:19:14.090214] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:14.090245] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:14.090271] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:14.090326] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:14.145170] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:14.146027] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:14.146104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:14.146136] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:14.264438] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:14.264607] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:14.264650] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:14.264679] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:14.268087] [DEBUG] [FORECASTER] CLMB: Forecast T+1@11:T+2@11: UP (p=69.97%)
[2025-12-08T20:19:14.268365] [INFO ] [FORECASTER] Completed predict_future for CLMB
[2025-12-08T20:19:14.268490] [INFO ] [sig       ] CLMB: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:19:14.414398] [INFO ] [LOCAL     ] Saved forecast: CLMB	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CLMB.txt
[2025-12-08T20:19:14.414546] [INFO ] [sig       ] [729/3624] Completed CLMB in 0.3s | 2.92 sym/s | Total: 4.2m | ETA: 16.5m
[2025-12-08T20:19:14.414604] [INFO ] [sig       ] [730/3624] Forecasting CLNE...
[2025-12-08T20:19:14.414634] [INFO ] [sig       ] Generating forecast for: CLNE
[2025-12-08T20:19:14.414662] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLNE' from 'https://tdm.silogroup.org/data/derivative_storage/CLNE.csv'.
[2025-12-08T20:19:14.426900] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLNE'.
[2025-12-08T20:19:14.427296] [INFO ] [FORECASTER] Starting predict_future for CLNE
[2025-12-08T20:19:14.428163] [DEBUG] [LOCAL     ] No optimal features file found for CLNE: ./output/feature-sets/CLNE.txt
[2025-12-08T20:19:14.428215] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:14.428247] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:14.428273] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:14.428333] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:14.486325] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:14.487175] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:14.487255] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:14.487287] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:14.609434] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:14.609602] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:14.609644] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:14.609675] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:14.613180] [DEBUG] [FORECASTER] CLNE: Forecast T+1@11:T+2@11: UP (p=97.09%)
[2025-12-08T20:19:14.613476] [INFO ] [FORECASTER] Completed predict_future for CLNE
[2025-12-08T20:19:14.613622] [INFO ] [sig       ] CLNE: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:19:14.759279] [INFO ] [LOCAL     ] Saved forecast: CLNE	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CLNE.txt
[2025-12-08T20:19:14.759446] [INFO ] [sig       ] [730/3624] Completed CLNE in 0.3s | 2.92 sym/s | Total: 4.2m | ETA: 16.5m
[2025-12-08T20:19:14.759486] [INFO ] [sig       ] [731/3624] Forecasting CLNN...
[2025-12-08T20:19:14.759519] [INFO ] [sig       ] Generating forecast for: CLNN
[2025-12-08T20:19:14.759549] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLNN' from 'https://tdm.silogroup.org/data/derivative_storage/CLNN.csv'.
[2025-12-08T20:19:14.772607] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLNN'.
[2025-12-08T20:19:14.772983] [INFO ] [FORECASTER] Starting predict_future for CLNN
[2025-12-08T20:19:14.773815] [DEBUG] [LOCAL     ] No optimal features file found for CLNN: ./output/feature-sets/CLNN.txt
[2025-12-08T20:19:14.773866] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:14.773898] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:14.773924] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:14.773980] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:14.834497] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:14.835287] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:14.835371] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:14.835417] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:14.958752] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:14.958908] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:14.958948] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:14.958992] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:14.962554] [DEBUG] [FORECASTER] CLNN: Forecast T+1@11:T+2@11: UP (p=74.30%)
[2025-12-08T20:19:14.962914] [INFO ] [FORECASTER] Completed predict_future for CLNN
[2025-12-08T20:19:14.963069] [INFO ] [sig       ] CLNN: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:19:15.110270] [INFO ] [LOCAL     ] Saved forecast: CLNN	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CLNN.txt
[2025-12-08T20:19:15.110408] [INFO ] [sig       ] [731/3624] Completed CLNN in 0.4s | 2.92 sym/s | Total: 4.2m | ETA: 16.5m
[2025-12-08T20:19:15.110448] [INFO ] [sig       ] [732/3624] Forecasting CLOA...
[2025-12-08T20:19:15.110475] [INFO ] [sig       ] Generating forecast for: CLOA
[2025-12-08T20:19:15.110503] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLOA' from 'https://tdm.silogroup.org/data/derivative_storage/CLOA.csv'.
[2025-12-08T20:19:15.123691] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLOA'.
[2025-12-08T20:19:15.124066] [INFO ] [FORECASTER] Starting predict_future for CLOA
[2025-12-08T20:19:15.125168] [DEBUG] [LOCAL     ] No optimal features file found for CLOA: ./output/feature-sets/CLOA.txt
[2025-12-08T20:19:15.125222] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:15.125258] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:15.125299] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:15.125374] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:15.185495] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:15.186287] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:15.186372] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:15.186417] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:15.291498] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:15.291665] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:15.291705] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:15.291733] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:15.295159] [DEBUG] [FORECASTER] CLOA: Forecast T+1@11:T+2@11: UP (p=74.61%)
[2025-12-08T20:19:15.295469] [INFO ] [FORECASTER] Completed predict_future for CLOA
[2025-12-08T20:19:15.295612] [INFO ] [sig       ] CLOA: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:19:15.436511] [INFO ] [LOCAL     ] Saved forecast: CLOA	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CLOA.txt
[2025-12-08T20:19:15.436685] [INFO ] [sig       ] [732/3624] Completed CLOA in 0.3s | 2.92 sym/s | Total: 4.2m | ETA: 16.5m
[2025-12-08T20:19:15.436728] [INFO ] [sig       ] [733/3624] Forecasting CLRB...
[2025-12-08T20:19:15.436759] [INFO ] [sig       ] Generating forecast for: CLRB
[2025-12-08T20:19:15.436800] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLRB' from 'https://tdm.silogroup.org/data/derivative_storage/CLRB.csv'.
[2025-12-08T20:19:15.448937] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLRB'.
[2025-12-08T20:19:15.449311] [INFO ] [FORECASTER] Starting predict_future for CLRB
[2025-12-08T20:19:15.450127] [DEBUG] [LOCAL     ] No optimal features file found for CLRB: ./output/feature-sets/CLRB.txt
[2025-12-08T20:19:15.450179] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:15.450211] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:15.450239] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:15.450296] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:15.508397] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:15.509257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:15.509337] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:15.509371] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:15.630280] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:15.630449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:15.630490] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:15.630520] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:15.634015] [DEBUG] [FORECASTER] CLRB: Forecast T+1@11:T+2@11: DOWN (p=23.64%)
[2025-12-08T20:19:15.634294] [INFO ] [FORECASTER] Completed predict_future for CLRB
[2025-12-08T20:19:15.634415] [INFO ] [sig       ] CLRB: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:19:15.781982] [INFO ] [LOCAL     ] Saved forecast: CLRB	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CLRB.txt
[2025-12-08T20:19:15.782133] [INFO ] [sig       ] [733/3624] Completed CLRB in 0.3s | 2.92 sym/s | Total: 4.2m | ETA: 16.5m
[2025-12-08T20:19:15.782174] [INFO ] [sig       ] [734/3624] Forecasting CLRO...
[2025-12-08T20:19:15.782203] [INFO ] [sig       ] Generating forecast for: CLRO
[2025-12-08T20:19:15.782232] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLRO' from 'https://tdm.silogroup.org/data/derivative_storage/CLRO.csv'.
[2025-12-08T20:19:15.794014] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLRO'.
[2025-12-08T20:19:15.794360] [INFO ] [FORECASTER] Starting predict_future for CLRO
[2025-12-08T20:19:15.795156] [DEBUG] [LOCAL     ] No optimal features file found for CLRO: ./output/feature-sets/CLRO.txt
[2025-12-08T20:19:15.795207] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:15.795263] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:15.795291] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:15.795347] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:15.852645] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:15.853400] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:15.853477] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:15.853510] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:15.965546] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:15.965719] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:15.965761] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:15.965798] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:15.969244] [DEBUG] [FORECASTER] CLRO: Forecast T+1@11:T+2@11: DOWN (p=16.61%)
[2025-12-08T20:19:15.969530] [INFO ] [FORECASTER] Completed predict_future for CLRO
[2025-12-08T20:19:15.969681] [INFO ] [sig       ] CLRO: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:19:16.118593] [INFO ] [LOCAL     ] Saved forecast: CLRO	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CLRO.txt
[2025-12-08T20:19:16.118747] [INFO ] [sig       ] [734/3624] Completed CLRO in 0.3s | 2.92 sym/s | Total: 4.2m | ETA: 16.5m
[2025-12-08T20:19:16.118786] [INFO ] [sig       ] [735/3624] Forecasting CLS...
[2025-12-08T20:19:16.118816] [INFO ] [sig       ] Generating forecast for: CLS
[2025-12-08T20:19:16.118845] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLS' from 'https://tdm.silogroup.org/data/derivative_storage/CLS.csv'.
[2025-12-08T20:19:16.130975] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLS'.
[2025-12-08T20:19:16.131346] [INFO ] [FORECASTER] Starting predict_future for CLS
[2025-12-08T20:19:16.132157] [DEBUG] [LOCAL     ] No optimal features file found for CLS: ./output/feature-sets/CLS.txt
[2025-12-08T20:19:16.132208] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:16.132239] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:16.132265] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:16.132333] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:16.187619] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:16.188458] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:16.188538] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:16.188569] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:16.318816] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:16.318973] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:16.319012] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:16.319040] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:16.322384] [DEBUG] [FORECASTER] CLS: Forecast T+1@11:T+2@11: UP (p=87.73%)
[2025-12-08T20:19:16.322671] [INFO ] [FORECASTER] Completed predict_future for CLS
[2025-12-08T20:19:16.322794] [INFO ] [sig       ] CLS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:19:16.458847] [INFO ] [LOCAL     ] Saved forecast: CLS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CLS.txt
[2025-12-08T20:19:16.458973] [INFO ] [sig       ] [735/3624] Completed CLS in 0.3s | 2.92 sym/s | Total: 4.2m | ETA: 16.5m
[2025-12-08T20:19:16.459011] [INFO ] [sig       ] [736/3624] Forecasting CLX...
[2025-12-08T20:19:16.459040] [INFO ] [sig       ] Generating forecast for: CLX
[2025-12-08T20:19:16.459069] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLX' from 'https://tdm.silogroup.org/data/derivative_storage/CLX.csv'.
[2025-12-08T20:19:16.471170] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLX'.
[2025-12-08T20:19:16.471529] [INFO ] [FORECASTER] Starting predict_future for CLX
[2025-12-08T20:19:16.472304] [DEBUG] [LOCAL     ] No optimal features file found for CLX: ./output/feature-sets/CLX.txt
[2025-12-08T20:19:16.472354] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:16.472390] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:16.472416] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:16.472470] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:16.528869] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:16.529528] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:16.529622] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:16.529656] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:16.650706] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:16.650877] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:16.650931] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:16.650971] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:16.655242] [DEBUG] [FORECASTER] CLX: Forecast T+1@11:T+2@11: UP (p=95.21%)
[2025-12-08T20:19:16.655531] [INFO ] [FORECASTER] Completed predict_future for CLX
[2025-12-08T20:19:16.655676] [INFO ] [sig       ] CLX: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:19:16.795414] [INFO ] [LOCAL     ] Saved forecast: CLX	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CLX.txt
[2025-12-08T20:19:16.795541] [INFO ] [sig       ] [736/3624] Completed CLX in 0.3s | 2.92 sym/s | Total: 4.2m | ETA: 16.5m
[2025-12-08T20:19:16.795596] [INFO ] [sig       ] [737/3624] Forecasting CM...
[2025-12-08T20:19:16.795628] [INFO ] [sig       ] Generating forecast for: CM
[2025-12-08T20:19:16.795658] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CM' from 'https://tdm.silogroup.org/data/derivative_storage/CM.csv'.
[2025-12-08T20:19:16.807466] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CM'.
[2025-12-08T20:19:16.807837] [INFO ] [FORECASTER] Starting predict_future for CM
[2025-12-08T20:19:16.808659] [DEBUG] [LOCAL     ] No optimal features file found for CM: ./output/feature-sets/CM.txt
[2025-12-08T20:19:16.808718] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:16.808750] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:16.808775] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:16.808830] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:16.863479] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:16.864095] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:16.864169] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:16.864200] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:16.982627] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:16.982779] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:16.982816] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:16.982844] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:16.986155] [DEBUG] [FORECASTER] CM: Forecast T+1@11:T+2@11: UP (p=98.71%)
[2025-12-08T20:19:16.986424] [INFO ] [FORECASTER] Completed predict_future for CM
[2025-12-08T20:19:16.986545] [INFO ] [sig       ] CM: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:19:17.124025] [INFO ] [LOCAL     ] Saved forecast: CM	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CM.txt
[2025-12-08T20:19:17.124155] [INFO ] [sig       ] [737/3624] Completed CM in 0.3s | 2.92 sym/s | Total: 4.2m | ETA: 16.5m
[2025-12-08T20:19:17.124193] [INFO ] [sig       ] [738/3624] Forecasting CMA...
[2025-12-08T20:19:17.124221] [INFO ] [sig       ] Generating forecast for: CMA
[2025-12-08T20:19:17.124249] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMA' from 'https://tdm.silogroup.org/data/derivative_storage/CMA.csv'.
[2025-12-08T20:19:17.135930] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMA'.
[2025-12-08T20:19:17.136286] [INFO ] [FORECASTER] Starting predict_future for CMA
[2025-12-08T20:19:17.137070] [DEBUG] [LOCAL     ] No optimal features file found for CMA: ./output/feature-sets/CMA.txt
[2025-12-08T20:19:17.137118] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:17.137148] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:17.137173] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:17.137226] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:17.198691] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:17.199429] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:17.199506] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:17.199538] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:17.326343] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:17.326503] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:17.326543] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:17.326588] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:17.330009] [DEBUG] [FORECASTER] CMA: Forecast T+1@11:T+2@11: UP (p=87.93%)
[2025-12-08T20:19:17.330311] [INFO ] [FORECASTER] Completed predict_future for CMA
[2025-12-08T20:19:17.330442] [INFO ] [sig       ] CMA: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:19:17.470469] [INFO ] [LOCAL     ] Saved forecast: CMA	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CMA.txt
[2025-12-08T20:19:17.470638] [INFO ] [sig       ] [738/3624] Completed CMA in 0.3s | 2.92 sym/s | Total: 4.2m | ETA: 16.5m
[2025-12-08T20:19:17.470679] [INFO ] [sig       ] [739/3624] Forecasting CMC...
[2025-12-08T20:19:17.470710] [INFO ] [sig       ] Generating forecast for: CMC
[2025-12-08T20:19:17.470739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMC' from 'https://tdm.silogroup.org/data/derivative_storage/CMC.csv'.
[2025-12-08T20:19:17.482771] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMC'.
[2025-12-08T20:19:17.483140] [INFO ] [FORECASTER] Starting predict_future for CMC
[2025-12-08T20:19:17.483965] [DEBUG] [LOCAL     ] No optimal features file found for CMC: ./output/feature-sets/CMC.txt
[2025-12-08T20:19:17.484016] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:17.484048] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:17.484074] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:17.484127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:17.539983] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:17.540781] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:17.540856] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:17.540888] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:17.661652] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:17.661800] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:17.661837] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:17.661864] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:17.665120] [DEBUG] [FORECASTER] CMC: Forecast T+1@11:T+2@11: UP (p=77.15%)
[2025-12-08T20:19:17.665382] [INFO ] [FORECASTER] Completed predict_future for CMC
[2025-12-08T20:19:17.665501] [INFO ] [sig       ] CMC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:19:17.805699] [INFO ] [LOCAL     ] Saved forecast: CMC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CMC.txt
[2025-12-08T20:19:17.805817] [INFO ] [sig       ] [739/3624] Completed CMC in 0.3s | 2.92 sym/s | Total: 4.2m | ETA: 16.5m
[2025-12-08T20:19:17.805855] [INFO ] [sig       ] [740/3624] Forecasting CMCM...
[2025-12-08T20:19:17.805883] [INFO ] [sig       ] Generating forecast for: CMCM
[2025-12-08T20:19:17.805911] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMCM' from 'https://tdm.silogroup.org/data/derivative_storage/CMCM.csv'.
[2025-12-08T20:19:17.818134] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMCM'.
[2025-12-08T20:19:17.818534] [INFO ] [FORECASTER] Starting predict_future for CMCM
[2025-12-08T20:19:17.819318] [DEBUG] [LOCAL     ] No optimal features file found for CMCM: ./output/feature-sets/CMCM.txt
[2025-12-08T20:19:17.819368] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:17.819399] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:17.819425] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:17.819480] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:17.878216] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:17.879080] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:17.879167] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:17.879212] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:17.994139] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:17.994289] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:17.994327] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:17.994354] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:17.998322] [DEBUG] [FORECASTER] CMCM: Forecast T+1@11:T+2@11: DOWN (p=5.11%)
[2025-12-08T20:19:17.998892] [INFO ] [FORECASTER] Completed predict_future for CMCM
[2025-12-08T20:19:17.999069] [INFO ] [sig       ] CMCM: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:19:18.141453] [INFO ] [LOCAL     ] Saved forecast: CMCM	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CMCM.txt
[2025-12-08T20:19:18.141593] [INFO ] [sig       ] [740/3624] Completed CMCM in 0.3s | 2.92 sym/s | Total: 4.2m | ETA: 16.5m
[2025-12-08T20:19:18.141641] [INFO ] [sig       ] [741/3624] Forecasting CMCO...
[2025-12-08T20:19:18.141671] [INFO ] [sig       ] Generating forecast for: CMCO
[2025-12-08T20:19:18.141699] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMCO' from 'https://tdm.silogroup.org/data/derivative_storage/CMCO.csv'.
[2025-12-08T20:19:18.153680] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMCO'.
[2025-12-08T20:19:18.154055] [INFO ] [FORECASTER] Starting predict_future for CMCO
[2025-12-08T20:19:18.154834] [DEBUG] [LOCAL     ] No optimal features file found for CMCO: ./output/feature-sets/CMCO.txt
[2025-12-08T20:19:18.154884] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:18.154915] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:18.154941] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:18.154996] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:18.210888] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:18.211488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:18.211589] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:18.211622] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:18.329044] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:18.329189] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:18.329226] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:18.329253] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:18.332526] [DEBUG] [FORECASTER] CMCO: Forecast T+1@11:T+2@11: DOWN (p=0.33%)
[2025-12-08T20:19:18.332810] [INFO ] [FORECASTER] Completed predict_future for CMCO
[2025-12-08T20:19:18.332931] [INFO ] [sig       ] CMCO: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:19:18.470520] [INFO ] [LOCAL     ] Saved forecast: CMCO	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CMCO.txt
[2025-12-08T20:19:18.470661] [INFO ] [sig       ] [741/3624] Completed CMCO in 0.3s | 2.92 sym/s | Total: 4.2m | ETA: 16.5m
[2025-12-08T20:19:18.470700] [INFO ] [sig       ] [742/3624] Forecasting CMCSA...
[2025-12-08T20:19:18.470729] [INFO ] [sig       ] Generating forecast for: CMCSA
[2025-12-08T20:19:18.470758] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMCSA' from 'https://tdm.silogroup.org/data/derivative_storage/CMCSA.csv'.
[2025-12-08T20:19:18.482883] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMCSA'.
[2025-12-08T20:19:18.483215] [INFO ] [FORECASTER] Starting predict_future for CMCSA
[2025-12-08T20:19:18.483992] [DEBUG] [LOCAL     ] No optimal features file found for CMCSA: ./output/feature-sets/CMCSA.txt
[2025-12-08T20:19:18.484042] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:18.484074] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:18.484100] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:18.484160] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:18.539109] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:18.539704] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:18.539775] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:18.539808] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:18.662747] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:18.662881] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:18.662917] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:18.662944] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:18.666490] [DEBUG] [FORECASTER] CMCSA: Forecast T+1@11:T+2@11: DOWN (p=36.84%)
[2025-12-08T20:19:18.666965] [INFO ] [FORECASTER] Completed predict_future for CMCSA
[2025-12-08T20:19:18.667082] [INFO ] [sig       ] CMCSA: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:19:18.804825] [INFO ] [LOCAL     ] Saved forecast: CMCSA	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CMCSA.txt
[2025-12-08T20:19:18.804947] [INFO ] [sig       ] [742/3624] Completed CMCSA in 0.3s | 2.92 sym/s | Total: 4.2m | ETA: 16.5m
[2025-12-08T20:19:18.804986] [INFO ] [sig       ] [743/3624] Forecasting CME...
[2025-12-08T20:19:18.805016] [INFO ] [sig       ] Generating forecast for: CME
[2025-12-08T20:19:18.805045] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CME' from 'https://tdm.silogroup.org/data/derivative_storage/CME.csv'.
[2025-12-08T20:19:18.818074] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CME'.
[2025-12-08T20:19:18.818496] [INFO ] [FORECASTER] Starting predict_future for CME
[2025-12-08T20:19:18.819309] [DEBUG] [LOCAL     ] No optimal features file found for CME: ./output/feature-sets/CME.txt
[2025-12-08T20:19:18.819359] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:18.819390] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:18.819416] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:18.819470] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:18.875288] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:18.876146] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:18.876226] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:18.876257] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:18.996951] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:18.997105] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:18.997145] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:18.997175] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:19.000547] [DEBUG] [FORECASTER] CME: Forecast T+1@11:T+2@11: DOWN (p=11.50%)
[2025-12-08T20:19:19.000873] [INFO ] [FORECASTER] Completed predict_future for CME
[2025-12-08T20:19:19.001005] [INFO ] [sig       ] CME: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:19:19.138492] [INFO ] [LOCAL     ] Saved forecast: CME	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CME.txt
[2025-12-08T20:19:19.138646] [INFO ] [sig       ] [743/3624] Completed CME in 0.3s | 2.92 sym/s | Total: 4.2m | ETA: 16.5m
[2025-12-08T20:19:19.138688] [INFO ] [sig       ] [744/3624] Forecasting CMG...
[2025-12-08T20:19:19.138716] [INFO ] [sig       ] Generating forecast for: CMG
[2025-12-08T20:19:19.138745] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMG' from 'https://tdm.silogroup.org/data/derivative_storage/CMG.csv'.
[2025-12-08T20:19:19.151400] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMG'.
[2025-12-08T20:19:19.151810] [INFO ] [FORECASTER] Starting predict_future for CMG
[2025-12-08T20:19:19.152622] [DEBUG] [LOCAL     ] No optimal features file found for CMG: ./output/feature-sets/CMG.txt
[2025-12-08T20:19:19.152672] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:19.152702] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:19.152727] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:19.152782] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:19.207663] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:19.208292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:19.208369] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:19.208400] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:19.327871] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:19.328042] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:19.328107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:19.328144] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:19.332829] [DEBUG] [FORECASTER] CMG: Forecast T+1@11:T+2@11: DOWN (p=33.90%)
[2025-12-08T20:19:19.333273] [INFO ] [FORECASTER] Completed predict_future for CMG
[2025-12-08T20:19:19.333465] [INFO ] [sig       ] CMG: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:19:19.479834] [INFO ] [LOCAL     ] Saved forecast: CMG	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CMG.txt
[2025-12-08T20:19:19.479974] [INFO ] [sig       ] [744/3624] Completed CMG in 0.3s | 2.92 sym/s | Total: 4.2m | ETA: 16.5m
[2025-12-08T20:19:19.480013] [INFO ] [sig       ] [745/3624] Forecasting CMI...
[2025-12-08T20:19:19.480042] [INFO ] [sig       ] Generating forecast for: CMI
[2025-12-08T20:19:19.480072] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMI' from 'https://tdm.silogroup.org/data/derivative_storage/CMI.csv'.
[2025-12-08T20:19:19.491970] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMI'.
[2025-12-08T20:19:19.492303] [INFO ] [FORECASTER] Starting predict_future for CMI
[2025-12-08T20:19:19.493067] [DEBUG] [LOCAL     ] No optimal features file found for CMI: ./output/feature-sets/CMI.txt
[2025-12-08T20:19:19.493116] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:19.493147] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:19.493173] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:19.493227] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:19.550751] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:19.551397] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:19.551479] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:19.551511] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:19.677163] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:19.677324] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:19.677368] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:19.677425] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:19.681447] [DEBUG] [FORECASTER] CMI: Forecast T+1@11:T+2@11: DOWN (p=37.36%)
[2025-12-08T20:19:19.681782] [INFO ] [FORECASTER] Completed predict_future for CMI
[2025-12-08T20:19:19.681921] [INFO ] [sig       ] CMI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:19:19.822757] [INFO ] [LOCAL     ] Saved forecast: CMI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CMI.txt
[2025-12-08T20:19:19.822881] [INFO ] [sig       ] [745/3624] Completed CMI in 0.3s | 2.92 sym/s | Total: 4.3m | ETA: 16.4m
[2025-12-08T20:19:19.822919] [INFO ] [sig       ] [746/3624] Forecasting CMMB...
[2025-12-08T20:19:19.822947] [INFO ] [sig       ] Generating forecast for: CMMB
[2025-12-08T20:19:19.822976] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMMB' from 'https://tdm.silogroup.org/data/derivative_storage/CMMB.csv'.
[2025-12-08T20:19:19.834806] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMMB'.
[2025-12-08T20:19:19.835145] [INFO ] [FORECASTER] Starting predict_future for CMMB
[2025-12-08T20:19:19.835909] [DEBUG] [LOCAL     ] No optimal features file found for CMMB: ./output/feature-sets/CMMB.txt
[2025-12-08T20:19:19.835959] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:19.835989] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:19.836015] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:19.836069] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:19.891376] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:19.892043] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:19.892118] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:19.892149] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:20.005689] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:20.005839] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:20.005876] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:20.005904] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:20.009172] [DEBUG] [FORECASTER] CMMB: Forecast T+1@11:T+2@11: UP (p=76.95%)
[2025-12-08T20:19:20.009429] [INFO ] [FORECASTER] Completed predict_future for CMMB
[2025-12-08T20:19:20.009545] [INFO ] [sig       ] CMMB: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:19:20.145746] [INFO ] [LOCAL     ] Saved forecast: CMMB	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CMMB.txt
[2025-12-08T20:19:20.145866] [INFO ] [sig       ] [746/3624] Completed CMMB in 0.3s | 2.92 sym/s | Total: 4.3m | ETA: 16.4m
[2025-12-08T20:19:20.145905] [INFO ] [sig       ] [747/3624] Forecasting CMP...
[2025-12-08T20:19:20.145934] [INFO ] [sig       ] Generating forecast for: CMP
[2025-12-08T20:19:20.145963] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMP' from 'https://tdm.silogroup.org/data/derivative_storage/CMP.csv'.
[2025-12-08T20:19:20.158059] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMP'.
[2025-12-08T20:19:20.158411] [INFO ] [FORECASTER] Starting predict_future for CMP
[2025-12-08T20:19:20.159175] [DEBUG] [LOCAL     ] No optimal features file found for CMP: ./output/feature-sets/CMP.txt
[2025-12-08T20:19:20.159228] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:20.159258] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:20.159284] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:20.159339] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:20.214232] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:20.214866] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:20.214942] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:20.214974] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:20.336634] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:20.336786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:20.336824] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:20.336851] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:20.340236] [DEBUG] [FORECASTER] CMP: Forecast T+1@11:T+2@11: UP (p=95.13%)
[2025-12-08T20:19:20.340529] [INFO ] [FORECASTER] Completed predict_future for CMP
[2025-12-08T20:19:20.340675] [INFO ] [sig       ] CMP: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:19:20.481851] [INFO ] [LOCAL     ] Saved forecast: CMP	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CMP.txt
[2025-12-08T20:19:20.482008] [INFO ] [sig       ] [747/3624] Completed CMP in 0.3s | 2.92 sym/s | Total: 4.3m | ETA: 16.4m
[2025-12-08T20:19:20.482076] [INFO ] [sig       ] [748/3624] Forecasting CMPO...
[2025-12-08T20:19:20.482107] [INFO ] [sig       ] Generating forecast for: CMPO
[2025-12-08T20:19:20.482138] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMPO' from 'https://tdm.silogroup.org/data/derivative_storage/CMPO.csv'.
[2025-12-08T20:19:20.494320] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMPO'.
[2025-12-08T20:19:20.494730] [INFO ] [FORECASTER] Starting predict_future for CMPO
[2025-12-08T20:19:20.495637] [DEBUG] [LOCAL     ] No optimal features file found for CMPO: ./output/feature-sets/CMPO.txt
[2025-12-08T20:19:20.495690] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:20.495734] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:20.495763] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:20.495820] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:20.552334] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:20.553100] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:20.553180] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:20.553212] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:20.678791] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:20.678942] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:20.678982] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:20.679010] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:20.682378] [DEBUG] [FORECASTER] CMPO: Forecast T+1@11:T+2@11: DOWN (p=30.72%)
[2025-12-08T20:19:20.682664] [INFO ] [FORECASTER] Completed predict_future for CMPO
[2025-12-08T20:19:20.682782] [INFO ] [sig       ] CMPO: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:19:20.826845] [INFO ] [LOCAL     ] Saved forecast: CMPO	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CMPO.txt
[2025-12-08T20:19:20.826967] [INFO ] [sig       ] [748/3624] Completed CMPO in 0.3s | 2.92 sym/s | Total: 4.3m | ETA: 16.4m
[2025-12-08T20:19:20.827005] [INFO ] [sig       ] [749/3624] Forecasting CMPS...
[2025-12-08T20:19:20.827034] [INFO ] [sig       ] Generating forecast for: CMPS
[2025-12-08T20:19:20.827062] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMPS' from 'https://tdm.silogroup.org/data/derivative_storage/CMPS.csv'.
[2025-12-08T20:19:20.838756] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMPS'.
[2025-12-08T20:19:20.839092] [INFO ] [FORECASTER] Starting predict_future for CMPS
[2025-12-08T20:19:20.839857] [DEBUG] [LOCAL     ] No optimal features file found for CMPS: ./output/feature-sets/CMPS.txt
[2025-12-08T20:19:20.839905] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:20.839936] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:20.839962] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:20.840018] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:20.900936] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:20.901617] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:20.901692] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:20.901725] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:21.022686] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:21.022833] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:21.022870] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:21.022898] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:21.026119] [DEBUG] [FORECASTER] CMPS: Forecast T+1@11:T+2@11: DOWN (p=5.46%)
[2025-12-08T20:19:21.026376] [INFO ] [FORECASTER] Completed predict_future for CMPS
[2025-12-08T20:19:21.026496] [INFO ] [sig       ] CMPS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:19:21.163750] [INFO ] [LOCAL     ] Saved forecast: CMPS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CMPS.txt
[2025-12-08T20:19:21.163874] [INFO ] [sig       ] [749/3624] Completed CMPS in 0.3s | 2.92 sym/s | Total: 4.3m | ETA: 16.4m
[2025-12-08T20:19:21.163914] [INFO ] [sig       ] [750/3624] Forecasting CMPX...
[2025-12-08T20:19:21.163942] [INFO ] [sig       ] Generating forecast for: CMPX
[2025-12-08T20:19:21.163970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMPX' from 'https://tdm.silogroup.org/data/derivative_storage/CMPX.csv'.
[2025-12-08T20:19:21.175774] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMPX'.
[2025-12-08T20:19:21.176118] [INFO ] [FORECASTER] Starting predict_future for CMPX
[2025-12-08T20:19:21.176882] [DEBUG] [LOCAL     ] No optimal features file found for CMPX: ./output/feature-sets/CMPX.txt
[2025-12-08T20:19:21.176931] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:21.176961] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:21.176988] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:21.177043] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:21.232521] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:21.233130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:21.233203] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:21.233234] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:21.350314] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:21.350470] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:21.350508] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:21.350535] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:21.353890] [DEBUG] [FORECASTER] CMPX: Forecast T+1@11:T+2@11: DOWN (p=2.36%)
[2025-12-08T20:19:21.354164] [INFO ] [FORECASTER] Completed predict_future for CMPX
[2025-12-08T20:19:21.354286] [INFO ] [sig       ] CMPX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:19:21.492126] [INFO ] [LOCAL     ] Saved forecast: CMPX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CMPX.txt
[2025-12-08T20:19:21.492270] [INFO ] [sig       ] [750/3624] Completed CMPX in 0.3s | 2.92 sym/s | Total: 4.3m | ETA: 16.4m
[2025-12-08T20:19:21.492309] [INFO ] [sig       ] [751/3624] Forecasting CMRE...
[2025-12-08T20:19:21.492339] [INFO ] [sig       ] Generating forecast for: CMRE
[2025-12-08T20:19:21.492367] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMRE' from 'https://tdm.silogroup.org/data/derivative_storage/CMRE.csv'.
[2025-12-08T20:19:21.504676] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMRE'.
[2025-12-08T20:19:21.505034] [INFO ] [FORECASTER] Starting predict_future for CMRE
[2025-12-08T20:19:21.505856] [DEBUG] [LOCAL     ] No optimal features file found for CMRE: ./output/feature-sets/CMRE.txt
[2025-12-08T20:19:21.505911] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:21.505942] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:21.505991] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:21.506046] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:21.561633] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:21.562406] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:21.562490] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:21.562521] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:21.683660] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:21.683811] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:21.683849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:21.683876] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:21.687109] [DEBUG] [FORECASTER] CMRE: Forecast T+1@11:T+2@11: DOWN (p=38.49%)
[2025-12-08T20:19:21.687396] [INFO ] [FORECASTER] Completed predict_future for CMRE
[2025-12-08T20:19:21.687519] [INFO ] [sig       ] CMRE: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:19:21.827099] [INFO ] [LOCAL     ] Saved forecast: CMRE	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CMRE.txt
[2025-12-08T20:19:21.827273] [INFO ] [sig       ] [751/3624] Completed CMRE in 0.3s | 2.92 sym/s | Total: 4.3m | ETA: 16.4m
[2025-12-08T20:19:21.827323] [INFO ] [sig       ] [752/3624] Forecasting CMS...
[2025-12-08T20:19:21.827364] [INFO ] [sig       ] Generating forecast for: CMS
[2025-12-08T20:19:21.827425] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMS' from 'https://tdm.silogroup.org/data/derivative_storage/CMS.csv'.
[2025-12-08T20:19:21.839421] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMS'.
[2025-12-08T20:19:21.840011] [INFO ] [FORECASTER] Starting predict_future for CMS
[2025-12-08T20:19:21.840790] [DEBUG] [LOCAL     ] No optimal features file found for CMS: ./output/feature-sets/CMS.txt
[2025-12-08T20:19:21.840840] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:21.840871] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:21.840897] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:21.840952] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:21.898954] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:21.899824] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:21.899904] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:21.899936] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:22.023805] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:22.023955] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:22.023993] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:22.024021] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:22.027322] [DEBUG] [FORECASTER] CMS: Forecast T+1@11:T+2@11: DOWN (p=37.76%)
[2025-12-08T20:19:22.027630] [INFO ] [FORECASTER] Completed predict_future for CMS
[2025-12-08T20:19:22.027753] [INFO ] [sig       ] CMS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:19:22.188979] [INFO ] [LOCAL     ] Saved forecast: CMS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CMS.txt
[2025-12-08T20:19:22.189126] [INFO ] [sig       ] [752/3624] Completed CMS in 0.4s | 2.92 sym/s | Total: 4.3m | ETA: 16.4m
[2025-12-08T20:19:22.189165] [INFO ] [sig       ] [753/3624] Forecasting CMSA...
[2025-12-08T20:19:22.189194] [INFO ] [sig       ] Generating forecast for: CMSA
[2025-12-08T20:19:22.189224] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMSA' from 'https://tdm.silogroup.org/data/derivative_storage/CMSA.csv'.
[2025-12-08T20:19:22.201871] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMSA'.
[2025-12-08T20:19:22.202242] [INFO ] [FORECASTER] Starting predict_future for CMSA
[2025-12-08T20:19:22.203054] [DEBUG] [LOCAL     ] No optimal features file found for CMSA: ./output/feature-sets/CMSA.txt
[2025-12-08T20:19:22.203103] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:22.203134] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:22.203161] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:22.203217] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:22.259221] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:22.259884] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:22.259960] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:22.259992] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:22.374240] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:22.374388] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:22.374428] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:22.374457] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:22.377821] [DEBUG] [FORECASTER] CMSA: Forecast T+1@11:T+2@11: UP (p=90.36%)
[2025-12-08T20:19:22.378084] [INFO ] [FORECASTER] Completed predict_future for CMSA
[2025-12-08T20:19:22.378199] [INFO ] [sig       ] CMSA: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:19:22.523353] [INFO ] [LOCAL     ] Saved forecast: CMSA	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CMSA.txt
[2025-12-08T20:19:22.523500] [INFO ] [sig       ] [753/3624] Completed CMSA in 0.3s | 2.92 sym/s | Total: 4.3m | ETA: 16.4m
[2025-12-08T20:19:22.523538] [INFO ] [sig       ] [754/3624] Forecasting CMSC...
[2025-12-08T20:19:22.523567] [INFO ] [sig       ] Generating forecast for: CMSC
[2025-12-08T20:19:22.523618] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMSC' from 'https://tdm.silogroup.org/data/derivative_storage/CMSC.csv'.
[2025-12-08T20:19:22.535176] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMSC'.
[2025-12-08T20:19:22.535528] [INFO ] [FORECASTER] Starting predict_future for CMSC
[2025-12-08T20:19:22.536336] [DEBUG] [LOCAL     ] No optimal features file found for CMSC: ./output/feature-sets/CMSC.txt
[2025-12-08T20:19:22.536387] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:22.536418] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:22.536443] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:22.536499] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:22.593239] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:22.594012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:22.594100] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:22.594143] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:22.709009] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:22.709154] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:22.709199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:22.709240] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:22.712674] [DEBUG] [FORECASTER] CMSC: Forecast T+1@11:T+2@11: DOWN (p=2.05%)
[2025-12-08T20:19:22.712942] [INFO ] [FORECASTER] Completed predict_future for CMSC
[2025-12-08T20:19:22.713067] [INFO ] [sig       ] CMSC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:19:22.855384] [INFO ] [LOCAL     ] Saved forecast: CMSC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CMSC.txt
[2025-12-08T20:19:22.855531] [INFO ] [sig       ] [754/3624] Completed CMSC in 0.3s | 2.92 sym/s | Total: 4.3m | ETA: 16.4m
[2025-12-08T20:19:22.855598] [INFO ] [sig       ] [755/3624] Forecasting CMSD...
[2025-12-08T20:19:22.855635] [INFO ] [sig       ] Generating forecast for: CMSD
[2025-12-08T20:19:22.855666] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMSD' from 'https://tdm.silogroup.org/data/derivative_storage/CMSD.csv'.
[2025-12-08T20:19:22.868006] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMSD'.
[2025-12-08T20:19:22.868348] [INFO ] [FORECASTER] Starting predict_future for CMSD
[2025-12-08T20:19:22.869118] [DEBUG] [LOCAL     ] No optimal features file found for CMSD: ./output/feature-sets/CMSD.txt
[2025-12-08T20:19:22.869167] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:22.869198] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:22.869223] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:22.869277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:22.927119] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:22.927932] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:22.928011] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:22.928043] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:23.052679] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:23.052815] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:23.052852] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:23.052898] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:23.056302] [DEBUG] [FORECASTER] CMSD: Forecast T+1@11:T+2@11: DOWN (p=19.00%)
[2025-12-08T20:19:23.056590] [INFO ] [FORECASTER] Completed predict_future for CMSD
[2025-12-08T20:19:23.056711] [INFO ] [sig       ] CMSD: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:19:23.197819] [INFO ] [LOCAL     ] Saved forecast: CMSD	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CMSD.txt
[2025-12-08T20:19:23.197945] [INFO ] [sig       ] [755/3624] Completed CMSD in 0.3s | 2.92 sym/s | Total: 4.3m | ETA: 16.4m
[2025-12-08T20:19:23.197984] [INFO ] [sig       ] [756/3624] Forecasting CMTG...
[2025-12-08T20:19:23.198012] [INFO ] [sig       ] Generating forecast for: CMTG
[2025-12-08T20:19:23.198040] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMTG' from 'https://tdm.silogroup.org/data/derivative_storage/CMTG.csv'.
[2025-12-08T20:19:23.209857] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMTG'.
[2025-12-08T20:19:23.210208] [INFO ] [FORECASTER] Starting predict_future for CMTG
[2025-12-08T20:19:23.210980] [DEBUG] [LOCAL     ] No optimal features file found for CMTG: ./output/feature-sets/CMTG.txt
[2025-12-08T20:19:23.211029] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:23.211060] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:23.211086] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:23.211141] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:23.268391] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:23.269108] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:23.269185] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:23.269218] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:23.388851] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:23.389003] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:23.389043] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:23.389072] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:23.392375] [DEBUG] [FORECASTER] CMTG: Forecast T+1@11:T+2@11: DOWN (p=1.44%)
[2025-12-08T20:19:23.392661] [INFO ] [FORECASTER] Completed predict_future for CMTG
[2025-12-08T20:19:23.392784] [INFO ] [sig       ] CMTG: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:19:23.538201] [INFO ] [LOCAL     ] Saved forecast: CMTG	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CMTG.txt
[2025-12-08T20:19:23.538335] [INFO ] [sig       ] [756/3624] Completed CMTG in 0.3s | 2.92 sym/s | Total: 4.3m | ETA: 16.4m
[2025-12-08T20:19:23.538374] [INFO ] [sig       ] [757/3624] Forecasting CMTL...
[2025-12-08T20:19:23.538405] [INFO ] [sig       ] Generating forecast for: CMTL
[2025-12-08T20:19:23.538434] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMTL' from 'https://tdm.silogroup.org/data/derivative_storage/CMTL.csv'.
[2025-12-08T20:19:23.550917] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMTL'.
[2025-12-08T20:19:23.551269] [INFO ] [FORECASTER] Starting predict_future for CMTL
[2025-12-08T20:19:23.552070] [DEBUG] [LOCAL     ] No optimal features file found for CMTL: ./output/feature-sets/CMTL.txt
[2025-12-08T20:19:23.552120] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:23.552151] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:23.552178] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:23.552234] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:23.611912] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:23.612861] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:23.612951] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:23.613002] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:23.740553] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:23.740728] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:23.740768] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:23.740797] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:23.744275] [DEBUG] [FORECASTER] CMTL: Forecast T+1@11:T+2@11: UP (p=58.13%)
[2025-12-08T20:19:23.744613] [INFO ] [FORECASTER] Completed predict_future for CMTL
[2025-12-08T20:19:23.744755] [INFO ] [sig       ] CMTL: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:19:23.894049] [INFO ] [LOCAL     ] Saved forecast: CMTL	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CMTL.txt
[2025-12-08T20:19:23.894203] [INFO ] [sig       ] [757/3624] Completed CMTL in 0.4s | 2.92 sym/s | Total: 4.3m | ETA: 16.4m
[2025-12-08T20:19:23.894244] [INFO ] [sig       ] [758/3624] Forecasting CNA...
[2025-12-08T20:19:23.894271] [INFO ] [sig       ] Generating forecast for: CNA
[2025-12-08T20:19:23.894299] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNA' from 'https://tdm.silogroup.org/data/derivative_storage/CNA.csv'.
[2025-12-08T20:19:23.907061] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNA'.
[2025-12-08T20:19:23.907478] [INFO ] [FORECASTER] Starting predict_future for CNA
[2025-12-08T20:19:23.908295] [DEBUG] [LOCAL     ] No optimal features file found for CNA: ./output/feature-sets/CNA.txt
[2025-12-08T20:19:23.908347] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:23.908378] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:23.908404] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:23.908459] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:23.966733] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:23.967668] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:23.967755] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:23.967787] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:24.090145] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:24.090306] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:24.090347] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:24.090376] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:24.093871] [DEBUG] [FORECASTER] CNA: Forecast T+1@11:T+2@11: UP (p=71.65%)
[2025-12-08T20:19:24.094185] [INFO ] [FORECASTER] Completed predict_future for CNA
[2025-12-08T20:19:24.094318] [INFO ] [sig       ] CNA: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:19:24.242885] [INFO ] [LOCAL     ] Saved forecast: CNA	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CNA.txt
[2025-12-08T20:19:24.243057] [INFO ] [sig       ] [758/3624] Completed CNA in 0.3s | 2.92 sym/s | Total: 4.3m | ETA: 16.4m
[2025-12-08T20:19:24.243106] [INFO ] [sig       ] [759/3624] Forecasting CNC...
[2025-12-08T20:19:24.243137] [INFO ] [sig       ] Generating forecast for: CNC
[2025-12-08T20:19:24.243167] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNC' from 'https://tdm.silogroup.org/data/derivative_storage/CNC.csv'.
[2025-12-08T20:19:24.255544] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNC'.
[2025-12-08T20:19:24.255953] [INFO ] [FORECASTER] Starting predict_future for CNC
[2025-12-08T20:19:24.256775] [DEBUG] [LOCAL     ] No optimal features file found for CNC: ./output/feature-sets/CNC.txt
[2025-12-08T20:19:24.256826] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:24.256858] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:24.256897] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:24.256955] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:24.317192] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:24.318131] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:24.318217] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:24.318250] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:24.438959] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:24.439113] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:24.439151] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:24.439178] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:24.442518] [DEBUG] [FORECASTER] CNC: Forecast T+1@11:T+2@11: DOWN (p=15.63%)
[2025-12-08T20:19:24.442833] [INFO ] [FORECASTER] Completed predict_future for CNC
[2025-12-08T20:19:24.442963] [INFO ] [sig       ] CNC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:19:24.582433] [INFO ] [LOCAL     ] Saved forecast: CNC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CNC.txt
[2025-12-08T20:19:24.582567] [INFO ] [sig       ] [759/3624] Completed CNC in 0.3s | 2.92 sym/s | Total: 4.3m | ETA: 16.4m
[2025-12-08T20:19:24.582630] [INFO ] [sig       ] [760/3624] Forecasting CNF...
[2025-12-08T20:19:24.582659] [INFO ] [sig       ] Generating forecast for: CNF
[2025-12-08T20:19:24.582688] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNF' from 'https://tdm.silogroup.org/data/derivative_storage/CNF.csv'.
[2025-12-08T20:19:24.595033] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNF'.
[2025-12-08T20:19:24.595437] [INFO ] [FORECASTER] Starting predict_future for CNF
[2025-12-08T20:19:24.596343] [DEBUG] [LOCAL     ] No optimal features file found for CNF: ./output/feature-sets/CNF.txt
[2025-12-08T20:19:24.596397] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:24.596428] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:24.596455] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:24.596510] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:24.667793] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:24.668713] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:24.668800] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:24.668832] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:24.778122] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:24.778277] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:24.778317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:24.778344] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:24.781896] [DEBUG] [FORECASTER] CNF: Forecast T+1@11:T+2@11: DOWN (p=23.21%)
[2025-12-08T20:19:24.782222] [INFO ] [FORECASTER] Completed predict_future for CNF
[2025-12-08T20:19:24.782357] [INFO ] [sig       ] CNF: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:19:24.925795] [INFO ] [LOCAL     ] Saved forecast: CNF	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CNF.txt
[2025-12-08T20:19:24.925950] [INFO ] [sig       ] [760/3624] Completed CNF in 0.3s | 2.92 sym/s | Total: 4.3m | ETA: 16.4m
[2025-12-08T20:19:24.925991] [INFO ] [sig       ] [761/3624] Forecasting CNI...
[2025-12-08T20:19:24.926020] [INFO ] [sig       ] Generating forecast for: CNI
[2025-12-08T20:19:24.926048] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNI' from 'https://tdm.silogroup.org/data/derivative_storage/CNI.csv'.
[2025-12-08T20:19:24.938823] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNI'.
[2025-12-08T20:19:24.939236] [INFO ] [FORECASTER] Starting predict_future for CNI
[2025-12-08T20:19:24.940159] [DEBUG] [LOCAL     ] No optimal features file found for CNI: ./output/feature-sets/CNI.txt
[2025-12-08T20:19:24.940236] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:24.940271] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:24.940300] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:24.940357] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:24.999129] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:24.999983] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:25.000062] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:25.000147] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:25.119739] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:25.119885] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:25.119924] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:25.119954] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:25.123363] [DEBUG] [FORECASTER] CNI: Forecast T+1@11:T+2@11: DOWN (p=12.04%)
[2025-12-08T20:19:25.123659] [INFO ] [FORECASTER] Completed predict_future for CNI
[2025-12-08T20:19:25.123781] [INFO ] [sig       ] CNI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:19:25.264950] [INFO ] [LOCAL     ] Saved forecast: CNI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CNI.txt
[2025-12-08T20:19:25.265084] [INFO ] [sig       ] [761/3624] Completed CNI in 0.3s | 2.92 sym/s | Total: 4.3m | ETA: 16.4m
[2025-12-08T20:19:25.265124] [INFO ] [sig       ] [762/3624] Forecasting CNK...
[2025-12-08T20:19:25.265153] [INFO ] [sig       ] Generating forecast for: CNK
[2025-12-08T20:19:25.265182] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNK' from 'https://tdm.silogroup.org/data/derivative_storage/CNK.csv'.
[2025-12-08T20:19:25.276771] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNK'.
[2025-12-08T20:19:25.277116] [INFO ] [FORECASTER] Starting predict_future for CNK
[2025-12-08T20:19:25.277951] [DEBUG] [LOCAL     ] No optimal features file found for CNK: ./output/feature-sets/CNK.txt
[2025-12-08T20:19:25.278002] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:25.278033] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:25.278058] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:25.278112] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:25.334441] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:25.335207] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:25.335285] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:25.335318] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:25.458061] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:25.458208] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:25.458245] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:25.458273] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:25.461508] [DEBUG] [FORECASTER] CNK: Forecast T+1@11:T+2@11: DOWN (p=2.38%)
[2025-12-08T20:19:25.461789] [INFO ] [FORECASTER] Completed predict_future for CNK
[2025-12-08T20:19:25.461907] [INFO ] [sig       ] CNK: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:19:25.600272] [INFO ] [LOCAL     ] Saved forecast: CNK	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CNK.txt
[2025-12-08T20:19:25.600405] [INFO ] [sig       ] [762/3624] Completed CNK in 0.3s | 2.92 sym/s | Total: 4.4m | ETA: 16.3m
[2025-12-08T20:19:25.600445] [INFO ] [sig       ] [763/3624] Forecasting CNM...
[2025-12-08T20:19:25.600475] [INFO ] [sig       ] Generating forecast for: CNM
[2025-12-08T20:19:25.600504] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNM' from 'https://tdm.silogroup.org/data/derivative_storage/CNM.csv'.
[2025-12-08T20:19:25.612367] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNM'.
[2025-12-08T20:19:25.612753] [INFO ] [FORECASTER] Starting predict_future for CNM
[2025-12-08T20:19:25.613533] [DEBUG] [LOCAL     ] No optimal features file found for CNM: ./output/feature-sets/CNM.txt
[2025-12-08T20:19:25.613602] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:25.613637] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:25.613665] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:25.613721] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:25.671989] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:25.672835] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:25.672915] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:25.672949] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:25.804926] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:25.805071] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:25.805109] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:25.805137] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:25.808514] [DEBUG] [FORECASTER] CNM: Forecast T+1@11:T+2@11: DOWN (p=27.86%)
[2025-12-08T20:19:25.808810] [INFO ] [FORECASTER] Completed predict_future for CNM
[2025-12-08T20:19:25.808935] [INFO ] [sig       ] CNM: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:19:25.952532] [INFO ] [LOCAL     ] Saved forecast: CNM	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CNM.txt
[2025-12-08T20:19:25.952688] [INFO ] [sig       ] [763/3624] Completed CNM in 0.4s | 2.92 sym/s | Total: 4.4m | ETA: 16.3m
[2025-12-08T20:19:25.952726] [INFO ] [sig       ] [764/3624] Forecasting CNMD...
[2025-12-08T20:19:25.952754] [INFO ] [sig       ] Generating forecast for: CNMD
[2025-12-08T20:19:25.952784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNMD' from 'https://tdm.silogroup.org/data/derivative_storage/CNMD.csv'.
[2025-12-08T20:19:25.964224] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNMD'.
[2025-12-08T20:19:25.964627] [INFO ] [FORECASTER] Starting predict_future for CNMD
[2025-12-08T20:19:25.965453] [DEBUG] [LOCAL     ] No optimal features file found for CNMD: ./output/feature-sets/CNMD.txt
[2025-12-08T20:19:25.965505] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:25.965538] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:25.965565] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:25.965661] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:26.024776] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:26.025636] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:26.025716] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:26.025759] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:26.150297] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:26.150442] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:26.150480] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:26.150506] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:26.153784] [DEBUG] [FORECASTER] CNMD: Forecast T+1@11:T+2@11: UP (p=81.13%)
[2025-12-08T20:19:26.154045] [INFO ] [FORECASTER] Completed predict_future for CNMD
[2025-12-08T20:19:26.154162] [INFO ] [sig       ] CNMD: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:19:26.297410] [INFO ] [LOCAL     ] Saved forecast: CNMD	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CNMD.txt
[2025-12-08T20:19:26.297644] [INFO ] [sig       ] [764/3624] Completed CNMD in 0.3s | 2.92 sym/s | Total: 4.4m | ETA: 16.3m
[2025-12-08T20:19:26.297703] [INFO ] [sig       ] [765/3624] Forecasting CNNE...
[2025-12-08T20:19:26.297737] [INFO ] [sig       ] Generating forecast for: CNNE
[2025-12-08T20:19:26.297770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNNE' from 'https://tdm.silogroup.org/data/derivative_storage/CNNE.csv'.
[2025-12-08T20:19:26.310512] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNNE'.
[2025-12-08T20:19:26.310913] [INFO ] [FORECASTER] Starting predict_future for CNNE
[2025-12-08T20:19:26.311758] [DEBUG] [LOCAL     ] No optimal features file found for CNNE: ./output/feature-sets/CNNE.txt
[2025-12-08T20:19:26.311810] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:26.311842] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:26.311868] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:26.311924] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:26.374515] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:26.375374] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:26.375455] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:26.375489] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:26.507643] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:26.507797] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:26.507836] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:26.507864] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:26.511174] [DEBUG] [FORECASTER] CNNE: Forecast T+1@11:T+2@11: DOWN (p=15.03%)
[2025-12-08T20:19:26.511448] [INFO ] [FORECASTER] Completed predict_future for CNNE
[2025-12-08T20:19:26.511570] [INFO ] [sig       ] CNNE: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:19:26.653956] [INFO ] [LOCAL     ] Saved forecast: CNNE	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CNNE.txt
[2025-12-08T20:19:26.654120] [INFO ] [sig       ] [765/3624] Completed CNNE in 0.4s | 2.92 sym/s | Total: 4.4m | ETA: 16.3m
[2025-12-08T20:19:26.654163] [INFO ] [sig       ] [766/3624] Forecasting CNO...
[2025-12-08T20:19:26.654192] [INFO ] [sig       ] Generating forecast for: CNO
[2025-12-08T20:19:26.654223] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNO' from 'https://tdm.silogroup.org/data/derivative_storage/CNO.csv'.
[2025-12-08T20:19:26.671471] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNO'.
[2025-12-08T20:19:26.671949] [INFO ] [FORECASTER] Starting predict_future for CNO
[2025-12-08T20:19:26.673123] [DEBUG] [LOCAL     ] No optimal features file found for CNO: ./output/feature-sets/CNO.txt
[2025-12-08T20:19:26.673191] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:26.673241] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:26.673288] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:26.673380] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:26.767025] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:26.768015] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:26.768095] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:26.768127] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:26.886921] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:26.887068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:26.887107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:26.887134] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:26.890445] [DEBUG] [FORECASTER] CNO: Forecast T+1@11:T+2@11: UP (p=54.37%)
[2025-12-08T20:19:26.890740] [INFO ] [FORECASTER] Completed predict_future for CNO
[2025-12-08T20:19:26.890858] [INFO ] [sig       ] CNO: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:19:27.028660] [INFO ] [LOCAL     ] Saved forecast: CNO	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CNO.txt
[2025-12-08T20:19:27.028808] [INFO ] [sig       ] [766/3624] Completed CNO in 0.4s | 2.92 sym/s | Total: 4.4m | ETA: 16.3m
[2025-12-08T20:19:27.028847] [INFO ] [sig       ] [767/3624] Forecasting CNOB...
[2025-12-08T20:19:27.028876] [INFO ] [sig       ] Generating forecast for: CNOB
[2025-12-08T20:19:27.028906] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNOB' from 'https://tdm.silogroup.org/data/derivative_storage/CNOB.csv'.
[2025-12-08T20:19:27.040567] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNOB'.
[2025-12-08T20:19:27.040959] [INFO ] [FORECASTER] Starting predict_future for CNOB
[2025-12-08T20:19:27.041754] [DEBUG] [LOCAL     ] No optimal features file found for CNOB: ./output/feature-sets/CNOB.txt
[2025-12-08T20:19:27.041804] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:27.041835] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:27.041862] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:27.041916] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:27.097479] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:27.098327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:27.098408] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:27.098439] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:27.216836] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:27.216979] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:27.217019] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:27.217048] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:27.220698] [DEBUG] [FORECASTER] CNOB: Forecast T+1@11:T+2@11: DOWN (p=3.29%)
[2025-12-08T20:19:27.220974] [INFO ] [FORECASTER] Completed predict_future for CNOB
[2025-12-08T20:19:27.221096] [INFO ] [sig       ] CNOB: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:19:27.365374] [INFO ] [LOCAL     ] Saved forecast: CNOB	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CNOB.txt
[2025-12-08T20:19:27.365501] [INFO ] [sig       ] [767/3624] Completed CNOB in 0.3s | 2.92 sym/s | Total: 4.4m | ETA: 16.3m
[2025-12-08T20:19:27.365538] [INFO ] [sig       ] [768/3624] Forecasting CNP...
[2025-12-08T20:19:27.365567] [INFO ] [sig       ] Generating forecast for: CNP
[2025-12-08T20:19:27.365625] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNP' from 'https://tdm.silogroup.org/data/derivative_storage/CNP.csv'.
[2025-12-08T20:19:27.378106] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNP'.
[2025-12-08T20:19:27.378453] [INFO ] [FORECASTER] Starting predict_future for CNP
[2025-12-08T20:19:27.379260] [DEBUG] [LOCAL     ] No optimal features file found for CNP: ./output/feature-sets/CNP.txt
[2025-12-08T20:19:27.379309] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:27.379366] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:27.379394] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:27.379449] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:27.437049] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:27.437840] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:27.437920] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:27.437954] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:27.560867] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:27.561030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:27.561075] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:27.561108] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:27.564413] [DEBUG] [FORECASTER] CNP: Forecast T+1@11:T+2@11: UP (p=88.77%)
[2025-12-08T20:19:27.564698] [INFO ] [FORECASTER] Completed predict_future for CNP
[2025-12-08T20:19:27.564819] [INFO ] [sig       ] CNP: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:19:27.713378] [INFO ] [LOCAL     ] Saved forecast: CNP	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CNP.txt
[2025-12-08T20:19:27.713526] [INFO ] [sig       ] [768/3624] Completed CNP in 0.3s | 2.92 sym/s | Total: 4.4m | ETA: 16.3m
[2025-12-08T20:19:27.713567] [INFO ] [sig       ] [769/3624] Forecasting CNQ...
[2025-12-08T20:19:27.713619] [INFO ] [sig       ] Generating forecast for: CNQ
[2025-12-08T20:19:27.713649] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNQ' from 'https://tdm.silogroup.org/data/derivative_storage/CNQ.csv'.
[2025-12-08T20:19:27.726054] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNQ'.
[2025-12-08T20:19:27.726419] [INFO ] [FORECASTER] Starting predict_future for CNQ
[2025-12-08T20:19:27.727220] [DEBUG] [LOCAL     ] No optimal features file found for CNQ: ./output/feature-sets/CNQ.txt
[2025-12-08T20:19:27.727272] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:27.727306] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:27.727333] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:27.727413] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:27.785656] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:27.786277] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:27.786353] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:27.786384] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:27.910229] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:27.910375] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:27.910416] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:27.910445] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:27.913827] [DEBUG] [FORECASTER] CNQ: Forecast T+1@11:T+2@11: DOWN (p=2.45%)
[2025-12-08T20:19:27.914094] [INFO ] [FORECASTER] Completed predict_future for CNQ
[2025-12-08T20:19:27.914218] [INFO ] [sig       ] CNQ: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:19:28.056504] [INFO ] [LOCAL     ] Saved forecast: CNQ	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CNQ.txt
[2025-12-08T20:19:28.056646] [INFO ] [sig       ] [769/3624] Completed CNQ in 0.3s | 2.92 sym/s | Total: 4.4m | ETA: 16.3m
[2025-12-08T20:19:28.056686] [INFO ] [sig       ] [770/3624] Forecasting CNS...
[2025-12-08T20:19:28.056716] [INFO ] [sig       ] Generating forecast for: CNS
[2025-12-08T20:19:28.056745] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNS' from 'https://tdm.silogroup.org/data/derivative_storage/CNS.csv'.
[2025-12-08T20:19:28.068358] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNS'.
[2025-12-08T20:19:28.068723] [INFO ] [FORECASTER] Starting predict_future for CNS
[2025-12-08T20:19:28.069477] [DEBUG] [LOCAL     ] No optimal features file found for CNS: ./output/feature-sets/CNS.txt
[2025-12-08T20:19:28.069525] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:28.069558] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:28.069606] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:28.069662] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:28.125095] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:28.125958] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:28.126041] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:28.126074] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:28.243180] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:28.243329] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:28.243366] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:28.243393] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:28.246693] [DEBUG] [FORECASTER] CNS: Forecast T+1@11:T+2@11: DOWN (p=49.63%)
[2025-12-08T20:19:28.246955] [INFO ] [FORECASTER] Completed predict_future for CNS
[2025-12-08T20:19:28.247073] [INFO ] [sig       ] CNS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:19:28.383397] [INFO ] [LOCAL     ] Saved forecast: CNS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CNS.txt
[2025-12-08T20:19:28.383525] [INFO ] [sig       ] [770/3624] Completed CNS in 0.3s | 2.92 sym/s | Total: 4.4m | ETA: 16.3m
[2025-12-08T20:19:28.383563] [INFO ] [sig       ] [771/3624] Forecasting CNSP...
[2025-12-08T20:19:28.383611] [INFO ] [sig       ] Generating forecast for: CNSP
[2025-12-08T20:19:28.383641] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNSP' from 'https://tdm.silogroup.org/data/derivative_storage/CNSP.csv'.
[2025-12-08T20:19:28.395358] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNSP'.
[2025-12-08T20:19:28.395762] [INFO ] [FORECASTER] Starting predict_future for CNSP
[2025-12-08T20:19:28.396603] [DEBUG] [LOCAL     ] No optimal features file found for CNSP: ./output/feature-sets/CNSP.txt
[2025-12-08T20:19:28.396657] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:28.396688] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:28.396714] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:28.396770] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:28.459854] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:28.460733] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:28.460811] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:28.460842] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:28.584234] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:28.584404] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:28.584442] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:28.584495] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:28.587853] [DEBUG] [FORECASTER] CNSP: Forecast T+1@11:T+2@11: UP (p=84.26%)
[2025-12-08T20:19:28.588112] [INFO ] [FORECASTER] Completed predict_future for CNSP
[2025-12-08T20:19:28.588226] [INFO ] [sig       ] CNSP: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:19:28.724747] [INFO ] [LOCAL     ] Saved forecast: CNSP	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CNSP.txt
[2025-12-08T20:19:28.724881] [INFO ] [sig       ] [771/3624] Completed CNSP in 0.3s | 2.92 sym/s | Total: 4.4m | ETA: 16.3m
[2025-12-08T20:19:28.724919] [INFO ] [sig       ] [772/3624] Forecasting CNTA...
[2025-12-08T20:19:28.724949] [INFO ] [sig       ] Generating forecast for: CNTA
[2025-12-08T20:19:28.724979] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNTA' from 'https://tdm.silogroup.org/data/derivative_storage/CNTA.csv'.
[2025-12-08T20:19:28.737054] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNTA'.
[2025-12-08T20:19:28.737444] [INFO ] [FORECASTER] Starting predict_future for CNTA
[2025-12-08T20:19:28.738221] [DEBUG] [LOCAL     ] No optimal features file found for CNTA: ./output/feature-sets/CNTA.txt
[2025-12-08T20:19:28.738271] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:28.738311] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:28.738338] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:28.738393] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:28.793913] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:28.794508] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:28.794597] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:28.794632] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:28.905655] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:28.905808] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:28.905846] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:28.905873] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:28.909190] [DEBUG] [FORECASTER] CNTA: Forecast T+1@11:T+2@11: UP (p=90.91%)
[2025-12-08T20:19:28.909456] [INFO ] [FORECASTER] Completed predict_future for CNTA
[2025-12-08T20:19:28.909594] [INFO ] [sig       ] CNTA: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:19:29.047671] [INFO ] [LOCAL     ] Saved forecast: CNTA	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CNTA.txt
[2025-12-08T20:19:29.047805] [INFO ] [sig       ] [772/3624] Completed CNTA in 0.3s | 2.92 sym/s | Total: 4.4m | ETA: 16.3m
[2025-12-08T20:19:29.047844] [INFO ] [sig       ] [773/3624] Forecasting CNTY...
[2025-12-08T20:19:29.047872] [INFO ] [sig       ] Generating forecast for: CNTY
[2025-12-08T20:19:29.047900] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNTY' from 'https://tdm.silogroup.org/data/derivative_storage/CNTY.csv'.
[2025-12-08T20:19:29.059778] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNTY'.
[2025-12-08T20:19:29.060121] [INFO ] [FORECASTER] Starting predict_future for CNTY
[2025-12-08T20:19:29.060901] [DEBUG] [LOCAL     ] No optimal features file found for CNTY: ./output/feature-sets/CNTY.txt
[2025-12-08T20:19:29.060950] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:29.060980] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:29.061005] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:29.061058] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:29.115651] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:29.116277] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:29.116352] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:29.116382] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:29.236585] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:29.236739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:29.236776] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:29.236804] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:29.240067] [DEBUG] [FORECASTER] CNTY: Forecast T+1@11:T+2@11: DOWN (p=8.51%)
[2025-12-08T20:19:29.240325] [INFO ] [FORECASTER] Completed predict_future for CNTY
[2025-12-08T20:19:29.240439] [INFO ] [sig       ] CNTY: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:19:29.378517] [INFO ] [LOCAL     ] Saved forecast: CNTY	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CNTY.txt
[2025-12-08T20:19:29.378661] [INFO ] [sig       ] [773/3624] Completed CNTY in 0.3s | 2.92 sym/s | Total: 4.4m | ETA: 16.3m
[2025-12-08T20:19:29.378702] [INFO ] [sig       ] [774/3624] Forecasting CNVS...
[2025-12-08T20:19:29.378731] [INFO ] [sig       ] Generating forecast for: CNVS
[2025-12-08T20:19:29.378759] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNVS' from 'https://tdm.silogroup.org/data/derivative_storage/CNVS.csv'.
[2025-12-08T20:19:29.390495] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNVS'.
[2025-12-08T20:19:29.390867] [INFO ] [FORECASTER] Starting predict_future for CNVS
[2025-12-08T20:19:29.391623] [DEBUG] [LOCAL     ] No optimal features file found for CNVS: ./output/feature-sets/CNVS.txt
[2025-12-08T20:19:29.391672] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:29.391703] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:29.391729] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:29.391784] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:29.446464] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:29.447138] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:29.447211] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:29.447243] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:29.566884] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:29.567038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:29.567079] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:29.567107] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:29.570533] [DEBUG] [FORECASTER] CNVS: Forecast T+1@11:T+2@11: DOWN (p=44.42%)
[2025-12-08T20:19:29.570825] [INFO ] [FORECASTER] Completed predict_future for CNVS
[2025-12-08T20:19:29.570946] [INFO ] [sig       ] CNVS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:19:29.711925] [INFO ] [LOCAL     ] Saved forecast: CNVS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CNVS.txt
[2025-12-08T20:19:29.712060] [INFO ] [sig       ] [774/3624] Completed CNVS in 0.3s | 2.92 sym/s | Total: 4.4m | ETA: 16.3m
[2025-12-08T20:19:29.712100] [INFO ] [sig       ] [775/3624] Forecasting CNX...
[2025-12-08T20:19:29.712129] [INFO ] [sig       ] Generating forecast for: CNX
[2025-12-08T20:19:29.712159] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNX' from 'https://tdm.silogroup.org/data/derivative_storage/CNX.csv'.
[2025-12-08T20:19:29.724367] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNX'.
[2025-12-08T20:19:29.724768] [INFO ] [FORECASTER] Starting predict_future for CNX
[2025-12-08T20:19:29.725561] [DEBUG] [LOCAL     ] No optimal features file found for CNX: ./output/feature-sets/CNX.txt
[2025-12-08T20:19:29.725631] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:29.725668] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:29.725695] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:29.725750] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:29.785011] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:29.785970] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:29.786058] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:29.786090] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:29.916905] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:29.917063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:29.917104] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:29.917134] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:29.920645] [DEBUG] [FORECASTER] CNX: Forecast T+1@11:T+2@11: DOWN (p=13.35%)
[2025-12-08T20:19:29.920933] [INFO ] [FORECASTER] Completed predict_future for CNX
[2025-12-08T20:19:29.921061] [INFO ] [sig       ] CNX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:19:30.072373] [INFO ] [LOCAL     ] Saved forecast: CNX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CNX.txt
[2025-12-08T20:19:30.072564] [INFO ] [sig       ] [775/3624] Completed CNX in 0.4s | 2.92 sym/s | Total: 4.4m | ETA: 16.3m
[2025-12-08T20:19:30.072649] [INFO ] [sig       ] [776/3624] Forecasting CNXC...
[2025-12-08T20:19:30.072691] [INFO ] [sig       ] Generating forecast for: CNXC
[2025-12-08T20:19:30.072734] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNXC' from 'https://tdm.silogroup.org/data/derivative_storage/CNXC.csv'.
[2025-12-08T20:19:30.089813] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNXC'.
[2025-12-08T20:19:30.090303] [INFO ] [FORECASTER] Starting predict_future for CNXC
[2025-12-08T20:19:30.091518] [DEBUG] [LOCAL     ] No optimal features file found for CNXC: ./output/feature-sets/CNXC.txt
[2025-12-08T20:19:30.091615] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:30.091666] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:30.091708] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:30.091795] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:30.168911] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:30.169962] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:30.170058] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:30.170090] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:30.329411] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:30.329618] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:30.329671] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:30.329711] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:30.334998] [DEBUG] [FORECASTER] CNXC: Forecast T+1@11:T+2@11: DOWN (p=14.76%)
[2025-12-08T20:19:30.335539] [INFO ] [FORECASTER] Completed predict_future for CNXC
[2025-12-08T20:19:30.335808] [INFO ] [sig       ] CNXC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:19:30.558523] [INFO ] [LOCAL     ] Saved forecast: CNXC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CNXC.txt
[2025-12-08T20:19:30.558770] [INFO ] [sig       ] [776/3624] Completed CNXC in 0.5s | 2.92 sym/s | Total: 4.4m | ETA: 16.3m
[2025-12-08T20:19:30.558836] [INFO ] [sig       ] [777/3624] Forecasting CNXN...
[2025-12-08T20:19:30.558890] [INFO ] [sig       ] Generating forecast for: CNXN
[2025-12-08T20:19:30.558941] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNXN' from 'https://tdm.silogroup.org/data/derivative_storage/CNXN.csv'.
[2025-12-08T20:19:30.575869] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNXN'.
[2025-12-08T20:19:30.576366] [INFO ] [FORECASTER] Starting predict_future for CNXN
[2025-12-08T20:19:30.577561] [DEBUG] [LOCAL     ] No optimal features file found for CNXN: ./output/feature-sets/CNXN.txt
[2025-12-08T20:19:30.577664] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:30.577711] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:30.577750] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:30.577832] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:30.666996] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:30.668192] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:30.668303] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:30.668352] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:30.801012] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:30.801192] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:30.801242] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:30.801272] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:30.804944] [DEBUG] [FORECASTER] CNXN: Forecast T+1@11:T+2@11: UP (p=51.82%)
[2025-12-08T20:19:30.805426] [INFO ] [FORECASTER] Completed predict_future for CNXN
[2025-12-08T20:19:30.805676] [INFO ] [sig       ] CNXN: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:19:30.951312] [INFO ] [LOCAL     ] Saved forecast: CNXN	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CNXN.txt
[2025-12-08T20:19:30.951463] [INFO ] [sig       ] [777/3624] Completed CNXN in 0.4s | 2.92 sym/s | Total: 4.4m | ETA: 16.3m
[2025-12-08T20:19:30.951503] [INFO ] [sig       ] [778/3624] Forecasting COCO...
[2025-12-08T20:19:30.951536] [INFO ] [sig       ] Generating forecast for: COCO
[2025-12-08T20:19:30.951600] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COCO' from 'https://tdm.silogroup.org/data/derivative_storage/COCO.csv'.
[2025-12-08T20:19:30.964998] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COCO'.
[2025-12-08T20:19:30.965442] [INFO ] [FORECASTER] Starting predict_future for COCO
[2025-12-08T20:19:30.966378] [DEBUG] [LOCAL     ] No optimal features file found for COCO: ./output/feature-sets/COCO.txt
[2025-12-08T20:19:30.966430] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:30.966461] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:30.966488] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:30.966542] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:31.026966] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:31.027948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:31.028075] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:31.028109] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:31.148979] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:31.149145] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:31.149183] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:31.149212] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:31.152696] [DEBUG] [FORECASTER] COCO: Forecast T+1@11:T+2@11: UP (p=63.01%)
[2025-12-08T20:19:31.152983] [INFO ] [FORECASTER] Completed predict_future for COCO
[2025-12-08T20:19:31.153110] [INFO ] [sig       ] COCO: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:19:31.293058] [INFO ] [LOCAL     ] Saved forecast: COCO	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/COCO.txt
[2025-12-08T20:19:31.293191] [INFO ] [sig       ] [778/3624] Completed COCO in 0.3s | 2.92 sym/s | Total: 4.4m | ETA: 16.3m
[2025-12-08T20:19:31.293230] [INFO ] [sig       ] [779/3624] Forecasting CODA...
[2025-12-08T20:19:31.293259] [INFO ] [sig       ] Generating forecast for: CODA
[2025-12-08T20:19:31.293288] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CODA' from 'https://tdm.silogroup.org/data/derivative_storage/CODA.csv'.
[2025-12-08T20:19:31.305479] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CODA'.
[2025-12-08T20:19:31.305917] [INFO ] [FORECASTER] Starting predict_future for CODA
[2025-12-08T20:19:31.306824] [DEBUG] [LOCAL     ] No optimal features file found for CODA: ./output/feature-sets/CODA.txt
[2025-12-08T20:19:31.306887] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:31.306923] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:31.306950] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:31.307006] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:31.363035] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:31.363892] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:31.363977] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:31.364008] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:31.475333] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:31.475487] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:31.475526] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:31.475594] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:31.479104] [DEBUG] [FORECASTER] CODA: Forecast T+1@11:T+2@11: DOWN (p=42.89%)
[2025-12-08T20:19:31.479405] [INFO ] [FORECASTER] Completed predict_future for CODA
[2025-12-08T20:19:31.479542] [INFO ] [sig       ] CODA: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:19:31.622696] [INFO ] [LOCAL     ] Saved forecast: CODA	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CODA.txt
[2025-12-08T20:19:31.622839] [INFO ] [sig       ] [779/3624] Completed CODA in 0.3s | 2.92 sym/s | Total: 4.5m | ETA: 16.3m
[2025-12-08T20:19:31.622879] [INFO ] [sig       ] [780/3624] Forecasting CODI...
[2025-12-08T20:19:31.622908] [INFO ] [sig       ] Generating forecast for: CODI
[2025-12-08T20:19:31.622937] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CODI' from 'https://tdm.silogroup.org/data/derivative_storage/CODI.csv'.
[2025-12-08T20:19:31.634937] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CODI'.
[2025-12-08T20:19:31.635300] [INFO ] [FORECASTER] Starting predict_future for CODI
[2025-12-08T20:19:31.636197] [DEBUG] [LOCAL     ] No optimal features file found for CODI: ./output/feature-sets/CODI.txt
[2025-12-08T20:19:31.636247] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:31.636279] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:31.636305] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:31.636366] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:31.695172] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:31.696039] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:31.696119] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:31.696153] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:31.818712] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:31.818870] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:31.818912] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:31.818940] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:31.822541] [DEBUG] [FORECASTER] CODI: Forecast T+1@11:T+2@11: DOWN (p=8.14%)
[2025-12-08T20:19:31.822847] [INFO ] [FORECASTER] Completed predict_future for CODI
[2025-12-08T20:19:31.822977] [INFO ] [sig       ] CODI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:19:31.961655] [INFO ] [LOCAL     ] Saved forecast: CODI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CODI.txt
[2025-12-08T20:19:31.961795] [INFO ] [sig       ] [780/3624] Completed CODI in 0.3s | 2.92 sym/s | Total: 4.5m | ETA: 16.3m
[2025-12-08T20:19:31.961834] [INFO ] [sig       ] [781/3624] Forecasting COEP...
[2025-12-08T20:19:31.961862] [INFO ] [sig       ] Generating forecast for: COEP
[2025-12-08T20:19:31.961892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COEP' from 'https://tdm.silogroup.org/data/derivative_storage/COEP.csv'.
[2025-12-08T20:19:31.973731] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COEP'.
[2025-12-08T20:19:31.974080] [INFO ] [FORECASTER] Starting predict_future for COEP
[2025-12-08T20:19:31.974861] [DEBUG] [LOCAL     ] No optimal features file found for COEP: ./output/feature-sets/COEP.txt
[2025-12-08T20:19:31.974910] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:31.974942] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:31.974968] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:31.975023] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:32.032480] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:32.033356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:32.033452] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:32.033487] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:32.156554] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:32.156718] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:32.156756] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:32.156785] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:32.163039] [DEBUG] [FORECASTER] COEP: Forecast T+1@11:T+2@11: UP (p=87.47%)
[2025-12-08T20:19:32.163330] [INFO ] [FORECASTER] Completed predict_future for COEP
[2025-12-08T20:19:32.163454] [INFO ] [sig       ] COEP: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:19:32.303266] [INFO ] [LOCAL     ] Saved forecast: COEP	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/COEP.txt
[2025-12-08T20:19:32.303410] [INFO ] [sig       ] [781/3624] Completed COEP in 0.3s | 2.92 sym/s | Total: 4.5m | ETA: 16.2m
[2025-12-08T20:19:32.303450] [INFO ] [sig       ] [782/3624] Forecasting COF...
[2025-12-08T20:19:32.303479] [INFO ] [sig       ] Generating forecast for: COF
[2025-12-08T20:19:32.303508] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COF' from 'https://tdm.silogroup.org/data/derivative_storage/COF.csv'.
[2025-12-08T20:19:32.316152] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COF'.
[2025-12-08T20:19:32.316509] [INFO ] [FORECASTER] Starting predict_future for COF
[2025-12-08T20:19:32.317294] [DEBUG] [LOCAL     ] No optimal features file found for COF: ./output/feature-sets/COF.txt
[2025-12-08T20:19:32.317345] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:32.317409] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:32.317440] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:32.317497] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:32.374008] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:32.374840] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:32.374920] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:32.374953] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:32.503477] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:32.503645] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:32.503689] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:32.503723] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:32.507095] [DEBUG] [FORECASTER] COF: Forecast T+1@11:T+2@11: UP (p=77.06%)
[2025-12-08T20:19:32.507359] [INFO ] [FORECASTER] Completed predict_future for COF
[2025-12-08T20:19:32.507508] [INFO ] [sig       ] COF: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:19:32.646185] [INFO ] [LOCAL     ] Saved forecast: COF	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/COF.txt
[2025-12-08T20:19:32.646315] [INFO ] [sig       ] [782/3624] Completed COF in 0.3s | 2.92 sym/s | Total: 4.5m | ETA: 16.2m
[2025-12-08T20:19:32.646354] [INFO ] [sig       ] [783/3624] Forecasting COFS...
[2025-12-08T20:19:32.646383] [INFO ] [sig       ] Generating forecast for: COFS
[2025-12-08T20:19:32.646411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COFS' from 'https://tdm.silogroup.org/data/derivative_storage/COFS.csv'.
[2025-12-08T20:19:32.658052] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COFS'.
[2025-12-08T20:19:32.658378] [INFO ] [FORECASTER] Starting predict_future for COFS
[2025-12-08T20:19:32.659135] [DEBUG] [LOCAL     ] No optimal features file found for COFS: ./output/feature-sets/COFS.txt
[2025-12-08T20:19:32.659184] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:32.659215] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:32.659252] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:32.659308] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:32.715388] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:32.716124] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:32.716197] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:32.716229] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:32.829234] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:32.829378] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:32.829415] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:32.829442] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:32.832760] [DEBUG] [FORECASTER] COFS: Forecast T+1@11:T+2@11: DOWN (p=1.81%)
[2025-12-08T20:19:32.833037] [INFO ] [FORECASTER] Completed predict_future for COFS
[2025-12-08T20:19:32.833153] [INFO ] [sig       ] COFS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:19:32.972442] [INFO ] [LOCAL     ] Saved forecast: COFS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/COFS.txt
[2025-12-08T20:19:32.972611] [INFO ] [sig       ] [783/3624] Completed COFS in 0.3s | 2.92 sym/s | Total: 4.5m | ETA: 16.2m
[2025-12-08T20:19:32.972651] [INFO ] [sig       ] [784/3624] Forecasting COIN...
[2025-12-08T20:19:32.972681] [INFO ] [sig       ] Generating forecast for: COIN
[2025-12-08T20:19:32.972711] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COIN' from 'https://tdm.silogroup.org/data/derivative_storage/COIN.csv'.
[2025-12-08T20:19:32.984934] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COIN'.
[2025-12-08T20:19:32.985310] [INFO ] [FORECASTER] Starting predict_future for COIN
[2025-12-08T20:19:32.986114] [DEBUG] [LOCAL     ] No optimal features file found for COIN: ./output/feature-sets/COIN.txt
[2025-12-08T20:19:32.986163] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:32.986193] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:32.986218] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:32.986272] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:33.041443] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:33.042347] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:33.042427] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:33.042459] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:33.163371] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:33.163506] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:33.163546] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:33.163592] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:33.166838] [DEBUG] [FORECASTER] COIN: Forecast T+1@11:T+2@11: UP (p=98.45%)
[2025-12-08T20:19:33.167096] [INFO ] [FORECASTER] Completed predict_future for COIN
[2025-12-08T20:19:33.167212] [INFO ] [sig       ] COIN: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:19:33.303023] [INFO ] [LOCAL     ] Saved forecast: COIN	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/COIN.txt
[2025-12-08T20:19:33.303141] [INFO ] [sig       ] [784/3624] Completed COIN in 0.3s | 2.92 sym/s | Total: 4.5m | ETA: 16.2m
[2025-12-08T20:19:33.303179] [INFO ] [sig       ] [785/3624] Forecasting COKE...
[2025-12-08T20:19:33.303208] [INFO ] [sig       ] Generating forecast for: COKE
[2025-12-08T20:19:33.303238] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COKE' from 'https://tdm.silogroup.org/data/derivative_storage/COKE.csv'.
[2025-12-08T20:19:33.315212] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COKE'.
[2025-12-08T20:19:33.315533] [INFO ] [FORECASTER] Starting predict_future for COKE
[2025-12-08T20:19:33.316352] [DEBUG] [LOCAL     ] No optimal features file found for COKE: ./output/feature-sets/COKE.txt
[2025-12-08T20:19:33.316401] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:33.316456] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:33.316482] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:33.316536] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:33.374821] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:33.375474] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:33.375548] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:33.375609] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:33.491459] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:33.491625] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:33.491664] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:33.491691] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:33.494958] [DEBUG] [FORECASTER] COKE: Forecast T+1@11:T+2@11: DOWN (p=28.44%)
[2025-12-08T20:19:33.495215] [INFO ] [FORECASTER] Completed predict_future for COKE
[2025-12-08T20:19:33.495329] [INFO ] [sig       ] COKE: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:19:33.675279] [INFO ] [LOCAL     ] Saved forecast: COKE	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/COKE.txt
[2025-12-08T20:19:33.675408] [INFO ] [sig       ] [785/3624] Completed COKE in 0.4s | 2.92 sym/s | Total: 4.5m | ETA: 16.2m
[2025-12-08T20:19:33.675446] [INFO ] [sig       ] [786/3624] Forecasting COLB...
[2025-12-08T20:19:33.675474] [INFO ] [sig       ] Generating forecast for: COLB
[2025-12-08T20:19:33.675503] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COLB' from 'https://tdm.silogroup.org/data/derivative_storage/COLB.csv'.
[2025-12-08T20:19:33.688424] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COLB'.
[2025-12-08T20:19:33.688866] [INFO ] [FORECASTER] Starting predict_future for COLB
[2025-12-08T20:19:33.689711] [DEBUG] [LOCAL     ] No optimal features file found for COLB: ./output/feature-sets/COLB.txt
[2025-12-08T20:19:33.689764] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:33.689833] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:33.689868] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:33.689925] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:33.752476] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:33.753369] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:33.753452] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:33.753486] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:33.874902] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:33.875056] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:33.875096] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:33.875124] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:33.878424] [DEBUG] [FORECASTER] COLB: Forecast T+1@11:T+2@11: UP (p=63.89%)
[2025-12-08T20:19:33.878703] [INFO ] [FORECASTER] Completed predict_future for COLB
[2025-12-08T20:19:33.878827] [INFO ] [sig       ] COLB: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:19:34.018324] [INFO ] [LOCAL     ] Saved forecast: COLB	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/COLB.txt
[2025-12-08T20:19:34.018452] [INFO ] [sig       ] [786/3624] Completed COLB in 0.3s | 2.92 sym/s | Total: 4.5m | ETA: 16.2m
[2025-12-08T20:19:34.018491] [INFO ] [sig       ] [787/3624] Forecasting COLD...
[2025-12-08T20:19:34.018520] [INFO ] [sig       ] Generating forecast for: COLD
[2025-12-08T20:19:34.018554] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COLD' from 'https://tdm.silogroup.org/data/derivative_storage/COLD.csv'.
[2025-12-08T20:19:34.031605] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COLD'.
[2025-12-08T20:19:34.032012] [INFO ] [FORECASTER] Starting predict_future for COLD
[2025-12-08T20:19:34.032830] [DEBUG] [LOCAL     ] No optimal features file found for COLD: ./output/feature-sets/COLD.txt
[2025-12-08T20:19:34.032880] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:34.032913] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:34.032940] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:34.032995] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:34.090957] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:34.091867] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:34.091952] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:34.091986] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:34.215194] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:34.215357] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:34.215397] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:34.215425] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:34.218925] [DEBUG] [FORECASTER] COLD: Forecast T+1@11:T+2@11: DOWN (p=48.09%)
[2025-12-08T20:19:34.219193] [INFO ] [FORECASTER] Completed predict_future for COLD
[2025-12-08T20:19:34.219320] [INFO ] [sig       ] COLD: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:19:34.364209] [INFO ] [LOCAL     ] Saved forecast: COLD	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/COLD.txt
[2025-12-08T20:19:34.364351] [INFO ] [sig       ] [787/3624] Completed COLD in 0.3s | 2.92 sym/s | Total: 4.5m | ETA: 16.2m
[2025-12-08T20:19:34.364389] [INFO ] [sig       ] [788/3624] Forecasting COLL...
[2025-12-08T20:19:34.364419] [INFO ] [sig       ] Generating forecast for: COLL
[2025-12-08T20:19:34.364448] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COLL' from 'https://tdm.silogroup.org/data/derivative_storage/COLL.csv'.
[2025-12-08T20:19:34.377161] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COLL'.
[2025-12-08T20:19:34.377593] [INFO ] [FORECASTER] Starting predict_future for COLL
[2025-12-08T20:19:34.378376] [DEBUG] [LOCAL     ] No optimal features file found for COLL: ./output/feature-sets/COLL.txt
[2025-12-08T20:19:34.378426] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:34.378458] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:34.378485] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:34.378541] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:34.435351] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:34.436305] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:34.436386] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:34.436418] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:34.560017] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:34.560165] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:34.560205] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:34.560265] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:34.563608] [DEBUG] [FORECASTER] COLL: Forecast T+1@11:T+2@11: UP (p=63.82%)
[2025-12-08T20:19:34.563887] [INFO ] [FORECASTER] Completed predict_future for COLL
[2025-12-08T20:19:34.564008] [INFO ] [sig       ] COLL: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:19:34.701789] [INFO ] [LOCAL     ] Saved forecast: COLL	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/COLL.txt
[2025-12-08T20:19:34.701911] [INFO ] [sig       ] [788/3624] Completed COLL in 0.3s | 2.92 sym/s | Total: 4.5m | ETA: 16.2m
[2025-12-08T20:19:34.701950] [INFO ] [sig       ] [789/3624] Forecasting COLM...
[2025-12-08T20:19:34.701978] [INFO ] [sig       ] Generating forecast for: COLM
[2025-12-08T20:19:34.702007] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COLM' from 'https://tdm.silogroup.org/data/derivative_storage/COLM.csv'.
[2025-12-08T20:19:34.714497] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COLM'.
[2025-12-08T20:19:34.714876] [INFO ] [FORECASTER] Starting predict_future for COLM
[2025-12-08T20:19:34.715656] [DEBUG] [LOCAL     ] No optimal features file found for COLM: ./output/feature-sets/COLM.txt
[2025-12-08T20:19:34.715706] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:34.715737] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:34.715763] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:34.715821] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:34.771135] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:34.771801] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:34.771878] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:34.771911] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:34.887207] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:34.887359] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:34.887419] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:34.887458] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:34.890819] [DEBUG] [FORECASTER] COLM: Forecast T+1@11:T+2@11: UP (p=73.47%)
[2025-12-08T20:19:34.891089] [INFO ] [FORECASTER] Completed predict_future for COLM
[2025-12-08T20:19:34.891224] [INFO ] [sig       ] COLM: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:19:35.032682] [INFO ] [LOCAL     ] Saved forecast: COLM	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/COLM.txt
[2025-12-08T20:19:35.032829] [INFO ] [sig       ] [789/3624] Completed COLM in 0.3s | 2.92 sym/s | Total: 4.5m | ETA: 16.2m
[2025-12-08T20:19:35.032880] [INFO ] [sig       ] [790/3624] Forecasting COMM...
[2025-12-08T20:19:35.032918] [INFO ] [sig       ] Generating forecast for: COMM
[2025-12-08T20:19:35.032949] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COMM' from 'https://tdm.silogroup.org/data/derivative_storage/COMM.csv'.
[2025-12-08T20:19:35.044915] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COMM'.
[2025-12-08T20:19:35.045249] [INFO ] [FORECASTER] Starting predict_future for COMM
[2025-12-08T20:19:35.046038] [DEBUG] [LOCAL     ] No optimal features file found for COMM: ./output/feature-sets/COMM.txt
[2025-12-08T20:19:35.046088] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:35.046118] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:35.046144] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:35.046200] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:35.102356] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:35.103033] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:35.103120] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:35.103154] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:35.224042] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:35.224193] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:35.224231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:35.224275] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:35.227889] [DEBUG] [FORECASTER] COMM: Forecast T+1@11:T+2@11: DOWN (p=21.82%)
[2025-12-08T20:19:35.228198] [INFO ] [FORECASTER] Completed predict_future for COMM
[2025-12-08T20:19:35.228336] [INFO ] [sig       ] COMM: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:19:35.367977] [INFO ] [LOCAL     ] Saved forecast: COMM	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/COMM.txt
[2025-12-08T20:19:35.368164] [INFO ] [sig       ] [790/3624] Completed COMM in 0.3s | 2.92 sym/s | Total: 4.5m | ETA: 16.2m
[2025-12-08T20:19:35.368210] [INFO ] [sig       ] [791/3624] Forecasting COMP...
[2025-12-08T20:19:35.368245] [INFO ] [sig       ] Generating forecast for: COMP
[2025-12-08T20:19:35.368281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COMP' from 'https://tdm.silogroup.org/data/derivative_storage/COMP.csv'.
[2025-12-08T20:19:35.382489] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COMP'.
[2025-12-08T20:19:35.382949] [INFO ] [FORECASTER] Starting predict_future for COMP
[2025-12-08T20:19:35.383966] [DEBUG] [LOCAL     ] No optimal features file found for COMP: ./output/feature-sets/COMP.txt
[2025-12-08T20:19:35.384028] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:35.384068] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:35.384102] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:35.384175] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:35.444513] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:35.445370] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:35.445450] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:35.445484] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:35.566370] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:35.566515] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:35.566552] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:35.566597] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:35.569919] [DEBUG] [FORECASTER] COMP: Forecast T+1@11:T+2@11: DOWN (p=2.14%)
[2025-12-08T20:19:35.570176] [INFO ] [FORECASTER] Completed predict_future for COMP
[2025-12-08T20:19:35.570291] [INFO ] [sig       ] COMP: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:19:35.710970] [INFO ] [LOCAL     ] Saved forecast: COMP	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/COMP.txt
[2025-12-08T20:19:35.711092] [INFO ] [sig       ] [791/3624] Completed COMP in 0.3s | 2.92 sym/s | Total: 4.5m | ETA: 16.2m
[2025-12-08T20:19:35.711130] [INFO ] [sig       ] [792/3624] Forecasting CONL...
[2025-12-08T20:19:35.711160] [INFO ] [sig       ] Generating forecast for: CONL
[2025-12-08T20:19:35.711189] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CONL' from 'https://tdm.silogroup.org/data/derivative_storage/CONL.csv'.
[2025-12-08T20:19:35.722518] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CONL'.
[2025-12-08T20:19:35.722867] [INFO ] [FORECASTER] Starting predict_future for CONL
[2025-12-08T20:19:35.723638] [DEBUG] [LOCAL     ] No optimal features file found for CONL: ./output/feature-sets/CONL.txt
[2025-12-08T20:19:35.723687] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:35.723719] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:35.723746] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:35.723800] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:35.785732] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:35.786620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:35.786703] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:35.786753] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:35.910826] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:35.910975] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:35.911014] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:35.911042] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:35.914299] [DEBUG] [FORECASTER] CONL: Forecast T+1@11:T+2@11: UP (p=90.78%)
[2025-12-08T20:19:35.914557] [INFO ] [FORECASTER] Completed predict_future for CONL
[2025-12-08T20:19:35.914695] [INFO ] [sig       ] CONL: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:19:36.053170] [INFO ] [LOCAL     ] Saved forecast: CONL	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CONL.txt
[2025-12-08T20:19:36.053286] [INFO ] [sig       ] [792/3624] Completed CONL in 0.3s | 2.92 sym/s | Total: 4.5m | ETA: 16.2m
[2025-12-08T20:19:36.053324] [INFO ] [sig       ] [793/3624] Forecasting COO...
[2025-12-08T20:19:36.053353] [INFO ] [sig       ] Generating forecast for: COO
[2025-12-08T20:19:36.053381] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COO' from 'https://tdm.silogroup.org/data/derivative_storage/COO.csv'.
[2025-12-08T20:19:36.065368] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COO'.
[2025-12-08T20:19:36.065734] [INFO ] [FORECASTER] Starting predict_future for COO
[2025-12-08T20:19:36.066556] [DEBUG] [LOCAL     ] No optimal features file found for COO: ./output/feature-sets/COO.txt
[2025-12-08T20:19:36.066631] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:36.066667] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:36.066695] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:36.066753] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:36.123624] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:36.124241] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:36.124321] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:36.124355] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:36.245181] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:36.245330] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:36.245370] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:36.245398] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:36.248757] [DEBUG] [FORECASTER] COO: Forecast T+1@11:T+2@11: DOWN (p=11.53%)
[2025-12-08T20:19:36.249042] [INFO ] [FORECASTER] Completed predict_future for COO
[2025-12-08T20:19:36.249163] [INFO ] [sig       ] COO: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:19:36.418655] [INFO ] [LOCAL     ] Saved forecast: COO	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/COO.txt
[2025-12-08T20:19:36.418888] [INFO ] [sig       ] [793/3624] Completed COO in 0.4s | 2.92 sym/s | Total: 4.5m | ETA: 16.2m
[2025-12-08T20:19:36.418952] [INFO ] [sig       ] [794/3624] Forecasting COP...
[2025-12-08T20:19:36.418997] [INFO ] [sig       ] Generating forecast for: COP
[2025-12-08T20:19:36.419039] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COP' from 'https://tdm.silogroup.org/data/derivative_storage/COP.csv'.
[2025-12-08T20:19:36.433412] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COP'.
[2025-12-08T20:19:36.433827] [INFO ] [FORECASTER] Starting predict_future for COP
[2025-12-08T20:19:36.434721] [DEBUG] [LOCAL     ] No optimal features file found for COP: ./output/feature-sets/COP.txt
[2025-12-08T20:19:36.434775] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:36.434806] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:36.434836] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:36.434907] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:36.495281] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:36.496187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:36.496273] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:36.496305] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:36.617736] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:36.617887] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:36.617927] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:36.617954] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:36.621320] [DEBUG] [FORECASTER] COP: Forecast T+1@11:T+2@11: DOWN (p=33.85%)
[2025-12-08T20:19:36.621611] [INFO ] [FORECASTER] Completed predict_future for COP
[2025-12-08T20:19:36.621737] [INFO ] [sig       ] COP: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:19:36.760424] [INFO ] [LOCAL     ] Saved forecast: COP	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/COP.txt
[2025-12-08T20:19:36.760602] [INFO ] [sig       ] [794/3624] Completed COP in 0.3s | 2.92 sym/s | Total: 4.5m | ETA: 16.2m
[2025-12-08T20:19:36.760642] [INFO ] [sig       ] [795/3624] Forecasting COPP...
[2025-12-08T20:19:36.760672] [INFO ] [sig       ] Generating forecast for: COPP
[2025-12-08T20:19:36.760700] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COPP' from 'https://tdm.silogroup.org/data/derivative_storage/COPP.csv'.
[2025-12-08T20:19:36.772241] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COPP'.
[2025-12-08T20:19:36.772621] [INFO ] [FORECASTER] Starting predict_future for COPP
[2025-12-08T20:19:36.773449] [DEBUG] [LOCAL     ] No optimal features file found for COPP: ./output/feature-sets/COPP.txt
[2025-12-08T20:19:36.773501] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:36.773532] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:36.773558] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:36.773648] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:36.830866] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:36.831647] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:36.831751] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:36.831785] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:36.949882] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:36.950036] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:36.950075] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:36.950103] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:36.953515] [DEBUG] [FORECASTER] COPP: Forecast T+1@11:T+2@11: UP (p=64.21%)
[2025-12-08T20:19:36.953810] [INFO ] [FORECASTER] Completed predict_future for COPP
[2025-12-08T20:19:36.953944] [INFO ] [sig       ] COPP: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:19:37.112758] [INFO ] [LOCAL     ] Saved forecast: COPP	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/COPP.txt
[2025-12-08T20:19:37.112937] [INFO ] [sig       ] [795/3624] Completed COPP in 0.4s | 2.92 sym/s | Total: 4.5m | ETA: 16.2m
[2025-12-08T20:19:37.112981] [INFO ] [sig       ] [796/3624] Forecasting CORZ...
[2025-12-08T20:19:37.113011] [INFO ] [sig       ] Generating forecast for: CORZ
[2025-12-08T20:19:37.113042] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CORZ' from 'https://tdm.silogroup.org/data/derivative_storage/CORZ.csv'.
[2025-12-08T20:19:37.125842] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CORZ'.
[2025-12-08T20:19:37.126256] [INFO ] [FORECASTER] Starting predict_future for CORZ
[2025-12-08T20:19:37.127149] [DEBUG] [LOCAL     ] No optimal features file found for CORZ: ./output/feature-sets/CORZ.txt
[2025-12-08T20:19:37.127216] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:37.127249] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:37.127276] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:37.127334] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:37.185051] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:37.185926] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:37.186005] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:37.186036] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:37.314375] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:37.314519] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:37.314561] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:37.314609] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:37.318198] [DEBUG] [FORECASTER] CORZ: Forecast T+1@11:T+2@11: DOWN (p=18.79%)
[2025-12-08T20:19:37.318471] [INFO ] [FORECASTER] Completed predict_future for CORZ
[2025-12-08T20:19:37.318626] [INFO ] [sig       ] CORZ: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:19:37.469694] [INFO ] [LOCAL     ] Saved forecast: CORZ	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CORZ.txt
[2025-12-08T20:19:37.469844] [INFO ] [sig       ] [796/3624] Completed CORZ in 0.4s | 2.92 sym/s | Total: 4.5m | ETA: 16.2m
[2025-12-08T20:19:37.469886] [INFO ] [sig       ] [797/3624] Forecasting CORZZ...
[2025-12-08T20:19:37.469914] [INFO ] [sig       ] Generating forecast for: CORZZ
[2025-12-08T20:19:37.469943] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CORZZ' from 'https://tdm.silogroup.org/data/derivative_storage/CORZZ.csv'.
[2025-12-08T20:19:37.481923] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CORZZ'.
[2025-12-08T20:19:37.482304] [INFO ] [FORECASTER] Starting predict_future for CORZZ
[2025-12-08T20:19:37.483109] [DEBUG] [LOCAL     ] No optimal features file found for CORZZ: ./output/feature-sets/CORZZ.txt
[2025-12-08T20:19:37.483158] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:37.483189] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:37.483214] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:37.483268] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:37.545847] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:37.546800] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:37.546886] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:37.546920] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:37.661043] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:37.661193] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:37.661230] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:37.661258] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:37.664500] [DEBUG] [FORECASTER] CORZZ: Forecast T+1@11:T+2@11: UP (p=89.61%)
[2025-12-08T20:19:37.664779] [INFO ] [FORECASTER] Completed predict_future for CORZZ
[2025-12-08T20:19:37.664899] [INFO ] [sig       ] CORZZ: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:19:37.800333] [INFO ] [LOCAL     ] Saved forecast: CORZZ	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CORZZ.txt
[2025-12-08T20:19:37.800467] [INFO ] [sig       ] [797/3624] Completed CORZZ in 0.3s | 2.92 sym/s | Total: 4.6m | ETA: 16.2m
[2025-12-08T20:19:37.800507] [INFO ] [sig       ] [798/3624] Forecasting COTY...
[2025-12-08T20:19:37.800536] [INFO ] [sig       ] Generating forecast for: COTY
[2025-12-08T20:19:37.800563] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COTY' from 'https://tdm.silogroup.org/data/derivative_storage/COTY.csv'.
[2025-12-08T20:19:37.812515] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COTY'.
[2025-12-08T20:19:37.812957] [INFO ] [FORECASTER] Starting predict_future for COTY
[2025-12-08T20:19:37.813872] [DEBUG] [LOCAL     ] No optimal features file found for COTY: ./output/feature-sets/COTY.txt
[2025-12-08T20:19:37.813931] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:37.813978] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:37.814016] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:37.814084] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:37.873767] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:37.874512] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:37.874609] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:37.874645] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:38.002858] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:38.003022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:38.003068] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:38.003098] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:38.006626] [DEBUG] [FORECASTER] COTY: Forecast T+1@11:T+2@11: DOWN (p=4.34%)
[2025-12-08T20:19:38.006903] [INFO ] [FORECASTER] Completed predict_future for COTY
[2025-12-08T20:19:38.007029] [INFO ] [sig       ] COTY: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:19:38.151259] [INFO ] [LOCAL     ] Saved forecast: COTY	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/COTY.txt
[2025-12-08T20:19:38.151401] [INFO ] [sig       ] [798/3624] Completed COTY in 0.4s | 2.92 sym/s | Total: 4.6m | ETA: 16.2m
[2025-12-08T20:19:38.151440] [INFO ] [sig       ] [799/3624] Forecasting COWG...
[2025-12-08T20:19:38.151471] [INFO ] [sig       ] Generating forecast for: COWG
[2025-12-08T20:19:38.151499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COWG' from 'https://tdm.silogroup.org/data/derivative_storage/COWG.csv'.
[2025-12-08T20:19:38.163644] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COWG'.
[2025-12-08T20:19:38.164016] [INFO ] [FORECASTER] Starting predict_future for COWG
[2025-12-08T20:19:38.164867] [DEBUG] [LOCAL     ] No optimal features file found for COWG: ./output/feature-sets/COWG.txt
[2025-12-08T20:19:38.164918] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:38.164949] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:38.164974] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:38.165030] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:38.225290] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:38.226092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:38.226180] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:38.226216] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:38.351106] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:38.351266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:38.351311] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:38.351341] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:38.355047] [DEBUG] [FORECASTER] COWG: Forecast T+1@11:T+2@11: UP (p=74.61%)
[2025-12-08T20:19:38.355364] [INFO ] [FORECASTER] Completed predict_future for COWG
[2025-12-08T20:19:38.355522] [INFO ] [sig       ] COWG: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:19:38.504951] [INFO ] [LOCAL     ] Saved forecast: COWG	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/COWG.txt
[2025-12-08T20:19:38.505102] [INFO ] [sig       ] [799/3624] Completed COWG in 0.4s | 2.92 sym/s | Total: 4.6m | ETA: 16.1m
[2025-12-08T20:19:38.505144] [INFO ] [sig       ] [800/3624] Forecasting COYA...
[2025-12-08T20:19:38.505182] [INFO ] [sig       ] Generating forecast for: COYA
[2025-12-08T20:19:38.505220] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COYA' from 'https://tdm.silogroup.org/data/derivative_storage/COYA.csv'.
[2025-12-08T20:19:38.517489] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COYA'.
[2025-12-08T20:19:38.517939] [INFO ] [FORECASTER] Starting predict_future for COYA
[2025-12-08T20:19:38.518825] [DEBUG] [LOCAL     ] No optimal features file found for COYA: ./output/feature-sets/COYA.txt
[2025-12-08T20:19:38.518880] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:38.518912] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:38.518937] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:38.518991] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:38.582493] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:38.583437] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:38.583532] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:38.583567] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:38.702557] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:38.702724] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:38.702762] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:38.702789] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:38.706088] [DEBUG] [FORECASTER] COYA: Forecast T+1@11:T+2@11: DOWN (p=23.74%)
[2025-12-08T20:19:38.706366] [INFO ] [FORECASTER] Completed predict_future for COYA
[2025-12-08T20:19:38.706495] [INFO ] [sig       ] COYA: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:19:38.842512] [INFO ] [LOCAL     ] Saved forecast: COYA	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/COYA.txt
[2025-12-08T20:19:38.842659] [INFO ] [sig       ] [800/3624] Completed COYA in 0.3s | 2.92 sym/s | Total: 4.6m | ETA: 16.1m
[2025-12-08T20:19:38.842700] [INFO ] [sig       ] [801/3624] Forecasting CP...
[2025-12-08T20:19:38.842729] [INFO ] [sig       ] Generating forecast for: CP
[2025-12-08T20:19:38.842758] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CP' from 'https://tdm.silogroup.org/data/derivative_storage/CP.csv'.
[2025-12-08T20:19:38.854245] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CP'.
[2025-12-08T20:19:38.854618] [INFO ] [FORECASTER] Starting predict_future for CP
[2025-12-08T20:19:38.855372] [DEBUG] [LOCAL     ] No optimal features file found for CP: ./output/feature-sets/CP.txt
[2025-12-08T20:19:38.855422] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:38.855453] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:38.855479] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:38.855533] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:38.910036] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:38.910702] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:38.910781] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:38.910812] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:39.029885] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:39.030030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:39.030067] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:39.030096] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:39.033318] [DEBUG] [FORECASTER] CP: Forecast T+1@11:T+2@11: DOWN (p=6.73%)
[2025-12-08T20:19:39.033608] [INFO ] [FORECASTER] Completed predict_future for CP
[2025-12-08T20:19:39.033726] [INFO ] [sig       ] CP: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:19:39.170780] [INFO ] [LOCAL     ] Saved forecast: CP	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CP.txt
[2025-12-08T20:19:39.170900] [INFO ] [sig       ] [801/3624] Completed CP in 0.3s | 2.92 sym/s | Total: 4.6m | ETA: 16.1m
[2025-12-08T20:19:39.170936] [INFO ] [sig       ] [802/3624] Forecasting CPA...
[2025-12-08T20:19:39.170964] [INFO ] [sig       ] Generating forecast for: CPA
[2025-12-08T20:19:39.170993] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPA' from 'https://tdm.silogroup.org/data/derivative_storage/CPA.csv'.
[2025-12-08T20:19:39.182601] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPA'.
[2025-12-08T20:19:39.182951] [INFO ] [FORECASTER] Starting predict_future for CPA
[2025-12-08T20:19:39.183721] [DEBUG] [LOCAL     ] No optimal features file found for CPA: ./output/feature-sets/CPA.txt
[2025-12-08T20:19:39.183796] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:39.183828] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:39.183854] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:39.183909] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:39.238900] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:39.239551] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:39.239643] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:39.239675] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:39.362975] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:39.363124] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:39.363162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:39.363190] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:39.366546] [DEBUG] [FORECASTER] CPA: Forecast T+1@11:T+2@11: UP (p=99.14%)
[2025-12-08T20:19:39.366828] [INFO ] [FORECASTER] Completed predict_future for CPA
[2025-12-08T20:19:39.366949] [INFO ] [sig       ] CPA: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:19:39.504185] [INFO ] [LOCAL     ] Saved forecast: CPA	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CPA.txt
[2025-12-08T20:19:39.504316] [INFO ] [sig       ] [802/3624] Completed CPA in 0.3s | 2.92 sym/s | Total: 4.6m | ETA: 16.1m
[2025-12-08T20:19:39.504355] [INFO ] [sig       ] [803/3624] Forecasting CPB...
[2025-12-08T20:19:39.504385] [INFO ] [sig       ] Generating forecast for: CPB
[2025-12-08T20:19:39.504413] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPB' from 'https://tdm.silogroup.org/data/derivative_storage/CPB.csv'.
[2025-12-08T20:19:39.516291] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPB'.
[2025-12-08T20:19:39.516658] [INFO ] [FORECASTER] Starting predict_future for CPB
[2025-12-08T20:19:39.517460] [DEBUG] [LOCAL     ] No optimal features file found for CPB: ./output/feature-sets/CPB.txt
[2025-12-08T20:19:39.517508] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:39.517538] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:39.517562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:39.517635] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:39.572152] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:39.572796] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:39.572871] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:39.572902] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:39.695870] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:39.696056] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:39.696095] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:39.696130] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:39.700505] [DEBUG] [FORECASTER] CPB: Forecast T+1@11:T+2@11: UP (p=63.57%)
[2025-12-08T20:19:39.700810] [INFO ] [FORECASTER] Completed predict_future for CPB
[2025-12-08T20:19:39.700937] [INFO ] [sig       ] CPB: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:19:39.850764] [INFO ] [LOCAL     ] Saved forecast: CPB	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CPB.txt
[2025-12-08T20:19:39.850927] [INFO ] [sig       ] [803/3624] Completed CPB in 0.3s | 2.92 sym/s | Total: 4.6m | ETA: 16.1m
[2025-12-08T20:19:39.850982] [INFO ] [sig       ] [804/3624] Forecasting CPF...
[2025-12-08T20:19:39.851015] [INFO ] [sig       ] Generating forecast for: CPF
[2025-12-08T20:19:39.851045] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPF' from 'https://tdm.silogroup.org/data/derivative_storage/CPF.csv'.
[2025-12-08T20:19:39.862940] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPF'.
[2025-12-08T20:19:39.863379] [INFO ] [FORECASTER] Starting predict_future for CPF
[2025-12-08T20:19:39.864425] [DEBUG] [LOCAL     ] No optimal features file found for CPF: ./output/feature-sets/CPF.txt
[2025-12-08T20:19:39.864491] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:39.864536] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:39.864569] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:39.864670] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:39.925306] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:39.926070] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:39.926150] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:39.926184] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:40.049568] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:40.049737] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:40.049777] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:40.049807] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:40.053246] [DEBUG] [FORECASTER] CPF: Forecast T+1@11:T+2@11: DOWN (p=37.06%)
[2025-12-08T20:19:40.053558] [INFO ] [FORECASTER] Completed predict_future for CPF
[2025-12-08T20:19:40.053713] [INFO ] [sig       ] CPF: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:19:40.215345] [INFO ] [LOCAL     ] Saved forecast: CPF	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CPF.txt
[2025-12-08T20:19:40.215498] [INFO ] [sig       ] [804/3624] Completed CPF in 0.4s | 2.92 sym/s | Total: 4.6m | ETA: 16.1m
[2025-12-08T20:19:40.215539] [INFO ] [sig       ] [805/3624] Forecasting CPIX...
[2025-12-08T20:19:40.215613] [INFO ] [sig       ] Generating forecast for: CPIX
[2025-12-08T20:19:40.215649] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPIX' from 'https://tdm.silogroup.org/data/derivative_storage/CPIX.csv'.
[2025-12-08T20:19:40.228199] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPIX'.
[2025-12-08T20:19:40.228605] [INFO ] [FORECASTER] Starting predict_future for CPIX
[2025-12-08T20:19:40.229512] [DEBUG] [LOCAL     ] No optimal features file found for CPIX: ./output/feature-sets/CPIX.txt
[2025-12-08T20:19:40.229564] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:40.229626] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:40.229654] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:40.229710] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:40.285322] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:40.286231] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:40.286312] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:40.286346] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:40.411941] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:40.412106] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-08T20:19:40.412188] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:40.412227] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:40.415945] [DEBUG] [FORECASTER] CPIX: Forecast T+1@11:T+2@11: DOWN (p=9.07%)
[2025-12-08T20:19:40.416315] [INFO ] [FORECASTER] Completed predict_future for CPIX
[2025-12-08T20:19:40.416458] [INFO ] [sig       ] CPIX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:19:40.563762] [INFO ] [LOCAL     ] Saved forecast: CPIX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CPIX.txt
[2025-12-08T20:19:40.563909] [INFO ] [sig       ] [805/3624] Completed CPIX in 0.3s | 2.92 sym/s | Total: 4.6m | ETA: 16.1m
[2025-12-08T20:19:40.563950] [INFO ] [sig       ] [806/3624] Forecasting CPK...
[2025-12-08T20:19:40.563982] [INFO ] [sig       ] Generating forecast for: CPK
[2025-12-08T20:19:40.564015] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPK' from 'https://tdm.silogroup.org/data/derivative_storage/CPK.csv'.
[2025-12-08T20:19:40.577047] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPK'.
[2025-12-08T20:19:40.577477] [INFO ] [FORECASTER] Starting predict_future for CPK
[2025-12-08T20:19:40.578370] [DEBUG] [LOCAL     ] No optimal features file found for CPK: ./output/feature-sets/CPK.txt
[2025-12-08T20:19:40.578424] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:40.578456] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:40.578484] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:40.578540] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:40.637072] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:40.637935] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:40.638035] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:40.638075] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:40.760291] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:40.760442] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:40.760482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:40.760512] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:40.763841] [DEBUG] [FORECASTER] CPK: Forecast T+1@11:T+2@11: DOWN (p=37.72%)
[2025-12-08T20:19:40.764117] [INFO ] [FORECASTER] Completed predict_future for CPK
[2025-12-08T20:19:40.764237] [INFO ] [sig       ] CPK: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:19:40.909826] [INFO ] [LOCAL     ] Saved forecast: CPK	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CPK.txt
[2025-12-08T20:19:40.909967] [INFO ] [sig       ] [806/3624] Completed CPK in 0.3s | 2.92 sym/s | Total: 4.6m | ETA: 16.1m
[2025-12-08T20:19:40.910008] [INFO ] [sig       ] [807/3624] Forecasting CPNG...
[2025-12-08T20:19:40.910038] [INFO ] [sig       ] Generating forecast for: CPNG
[2025-12-08T20:19:40.910069] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPNG' from 'https://tdm.silogroup.org/data/derivative_storage/CPNG.csv'.
[2025-12-08T20:19:40.922503] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPNG'.
[2025-12-08T20:19:40.922904] [INFO ] [FORECASTER] Starting predict_future for CPNG
[2025-12-08T20:19:40.923723] [DEBUG] [LOCAL     ] No optimal features file found for CPNG: ./output/feature-sets/CPNG.txt
[2025-12-08T20:19:40.923773] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:40.923815] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:40.923843] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:40.923899] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:40.982250] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:40.982880] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:40.982954] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:40.982986] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:41.106606] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:41.106780] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:41.106820] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:41.106847] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:41.110329] [DEBUG] [FORECASTER] CPNG: Forecast T+1@11:T+2@11: UP (p=90.02%)
[2025-12-08T20:19:41.110619] [INFO ] [FORECASTER] Completed predict_future for CPNG
[2025-12-08T20:19:41.110741] [INFO ] [sig       ] CPNG: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:19:41.248140] [INFO ] [LOCAL     ] Saved forecast: CPNG	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CPNG.txt
[2025-12-08T20:19:41.248269] [INFO ] [sig       ] [807/3624] Completed CPNG in 0.3s | 2.92 sym/s | Total: 4.6m | ETA: 16.1m
[2025-12-08T20:19:41.248307] [INFO ] [sig       ] [808/3624] Forecasting CPRI...
[2025-12-08T20:19:41.248337] [INFO ] [sig       ] Generating forecast for: CPRI
[2025-12-08T20:19:41.248375] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPRI' from 'https://tdm.silogroup.org/data/derivative_storage/CPRI.csv'.
[2025-12-08T20:19:41.261190] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPRI'.
[2025-12-08T20:19:41.261545] [INFO ] [FORECASTER] Starting predict_future for CPRI
[2025-12-08T20:19:41.262314] [DEBUG] [LOCAL     ] No optimal features file found for CPRI: ./output/feature-sets/CPRI.txt
[2025-12-08T20:19:41.262363] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:41.262392] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:41.262418] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:41.262473] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:41.317500] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:41.318150] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:41.318223] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:41.318254] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:41.439345] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:41.439494] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:41.439534] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:41.439563] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:41.443187] [DEBUG] [FORECASTER] CPRI: Forecast T+1@11:T+2@11: DOWN (p=7.33%)
[2025-12-08T20:19:41.443482] [INFO ] [FORECASTER] Completed predict_future for CPRI
[2025-12-08T20:19:41.443637] [INFO ] [sig       ] CPRI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:19:41.587232] [INFO ] [LOCAL     ] Saved forecast: CPRI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CPRI.txt
[2025-12-08T20:19:41.587364] [INFO ] [sig       ] [808/3624] Completed CPRI in 0.3s | 2.92 sym/s | Total: 4.6m | ETA: 16.1m
[2025-12-08T20:19:41.587429] [INFO ] [sig       ] [809/3624] Forecasting CPRX...
[2025-12-08T20:19:41.587460] [INFO ] [sig       ] Generating forecast for: CPRX
[2025-12-08T20:19:41.587538] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPRX' from 'https://tdm.silogroup.org/data/derivative_storage/CPRX.csv'.
[2025-12-08T20:19:41.600018] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPRX'.
[2025-12-08T20:19:41.600416] [INFO ] [FORECASTER] Starting predict_future for CPRX
[2025-12-08T20:19:41.601252] [DEBUG] [LOCAL     ] No optimal features file found for CPRX: ./output/feature-sets/CPRX.txt
[2025-12-08T20:19:41.601304] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:41.601336] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:41.601363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:41.601420] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:41.661458] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:41.662234] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:41.662311] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:41.662344] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:41.784207] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:41.784366] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:41.784415] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:41.784452] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:41.788536] [DEBUG] [FORECASTER] CPRX: Forecast T+1@11:T+2@11: UP (p=94.43%)
[2025-12-08T20:19:41.788832] [INFO ] [FORECASTER] Completed predict_future for CPRX
[2025-12-08T20:19:41.788968] [INFO ] [sig       ] CPRX: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:19:41.938545] [INFO ] [LOCAL     ] Saved forecast: CPRX	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CPRX.txt
[2025-12-08T20:19:41.938710] [INFO ] [sig       ] [809/3624] Completed CPRX in 0.4s | 2.92 sym/s | Total: 4.6m | ETA: 16.1m
[2025-12-08T20:19:41.938751] [INFO ] [sig       ] [810/3624] Forecasting CPS...
[2025-12-08T20:19:41.938780] [INFO ] [sig       ] Generating forecast for: CPS
[2025-12-08T20:19:41.938811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPS' from 'https://tdm.silogroup.org/data/derivative_storage/CPS.csv'.
[2025-12-08T20:19:41.951434] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPS'.
[2025-12-08T20:19:41.951833] [INFO ] [FORECASTER] Starting predict_future for CPS
[2025-12-08T20:19:41.952685] [DEBUG] [LOCAL     ] No optimal features file found for CPS: ./output/feature-sets/CPS.txt
[2025-12-08T20:19:41.952737] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:41.952769] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:41.952797] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:41.952852] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:42.012899] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:42.013735] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:42.013816] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:42.013849] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:42.137834] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:42.137982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:42.138022] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:42.138055] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:42.141392] [DEBUG] [FORECASTER] CPS: Forecast T+1@11:T+2@11: UP (p=97.59%)
[2025-12-08T20:19:42.141677] [INFO ] [FORECASTER] Completed predict_future for CPS
[2025-12-08T20:19:42.141801] [INFO ] [sig       ] CPS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:19:42.284149] [INFO ] [LOCAL     ] Saved forecast: CPS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CPS.txt
[2025-12-08T20:19:42.284293] [INFO ] [sig       ] [810/3624] Completed CPS in 0.3s | 2.92 sym/s | Total: 4.6m | ETA: 16.1m
[2025-12-08T20:19:42.284337] [INFO ] [sig       ] [811/3624] Forecasting CPSH...
[2025-12-08T20:19:42.284368] [INFO ] [sig       ] Generating forecast for: CPSH
[2025-12-08T20:19:42.284397] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPSH' from 'https://tdm.silogroup.org/data/derivative_storage/CPSH.csv'.
[2025-12-08T20:19:42.296839] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPSH'.
[2025-12-08T20:19:42.297204] [INFO ] [FORECASTER] Starting predict_future for CPSH
[2025-12-08T20:19:42.298017] [DEBUG] [LOCAL     ] No optimal features file found for CPSH: ./output/feature-sets/CPSH.txt
[2025-12-08T20:19:42.298066] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:42.298097] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:42.298122] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:42.298175] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:42.354881] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:42.355540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:42.355635] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:42.355671] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:42.481091] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:42.481240] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:42.481278] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:42.481305] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:42.484597] [DEBUG] [FORECASTER] CPSH: Forecast T+1@11:T+2@11: UP (p=64.46%)
[2025-12-08T20:19:42.484861] [INFO ] [FORECASTER] Completed predict_future for CPSH
[2025-12-08T20:19:42.484979] [INFO ] [sig       ] CPSH: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:19:42.624674] [INFO ] [LOCAL     ] Saved forecast: CPSH	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CPSH.txt
[2025-12-08T20:19:42.624796] [INFO ] [sig       ] [811/3624] Completed CPSH in 0.3s | 2.92 sym/s | Total: 4.6m | ETA: 16.1m
[2025-12-08T20:19:42.624835] [INFO ] [sig       ] [812/3624] Forecasting CPSS...
[2025-12-08T20:19:42.624863] [INFO ] [sig       ] Generating forecast for: CPSS
[2025-12-08T20:19:42.624892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPSS' from 'https://tdm.silogroup.org/data/derivative_storage/CPSS.csv'.
[2025-12-08T20:19:42.639178] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPSS'.
[2025-12-08T20:19:42.639841] [INFO ] [FORECASTER] Starting predict_future for CPSS
[2025-12-08T20:19:42.640817] [DEBUG] [LOCAL     ] No optimal features file found for CPSS: ./output/feature-sets/CPSS.txt
[2025-12-08T20:19:42.640869] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:42.640904] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:42.640930] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:42.640986] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:42.699001] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:42.700122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:42.700217] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:42.700251] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:42.815024] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:42.815256] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:42.815299] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:42.815328] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:42.819297] [DEBUG] [FORECASTER] CPSS: Forecast T+1@11:T+2@11: UP (p=91.74%)
[2025-12-08T20:19:42.819623] [INFO ] [FORECASTER] Completed predict_future for CPSS
[2025-12-08T20:19:42.819791] [INFO ] [sig       ] CPSS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:19:42.966920] [INFO ] [LOCAL     ] Saved forecast: CPSS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CPSS.txt
[2025-12-08T20:19:42.967178] [INFO ] [sig       ] [812/3624] Completed CPSS in 0.3s | 2.92 sym/s | Total: 4.6m | ETA: 16.1m
[2025-12-08T20:19:42.967225] [INFO ] [sig       ] [813/3624] Forecasting CPZ...
[2025-12-08T20:19:42.967257] [INFO ] [sig       ] Generating forecast for: CPZ
[2025-12-08T20:19:42.967291] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPZ' from 'https://tdm.silogroup.org/data/derivative_storage/CPZ.csv'.
[2025-12-08T20:19:42.983120] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPZ'.
[2025-12-08T20:19:42.983934] [INFO ] [FORECASTER] Starting predict_future for CPZ
[2025-12-08T20:19:42.985431] [DEBUG] [LOCAL     ] No optimal features file found for CPZ: ./output/feature-sets/CPZ.txt
[2025-12-08T20:19:42.985484] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:42.985518] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:42.985545] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:42.985621] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:43.046876] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:43.048112] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:43.048220] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:43.048272] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:43.172831] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:43.173058] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:43.173101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:43.173129] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:43.176838] [DEBUG] [FORECASTER] CPZ: Forecast T+1@11:T+2@11: UP (p=89.61%)
[2025-12-08T20:19:43.177131] [INFO ] [FORECASTER] Completed predict_future for CPZ
[2025-12-08T20:19:43.177256] [INFO ] [sig       ] CPZ: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:19:43.318751] [INFO ] [LOCAL     ] Saved forecast: CPZ	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CPZ.txt
[2025-12-08T20:19:43.318942] [INFO ] [sig       ] [813/3624] Completed CPZ in 0.4s | 2.92 sym/s | Total: 4.6m | ETA: 16.1m
[2025-12-08T20:19:43.318985] [INFO ] [sig       ] [814/3624] Forecasting CQP...
[2025-12-08T20:19:43.319014] [INFO ] [sig       ] Generating forecast for: CQP
[2025-12-08T20:19:43.319044] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CQP' from 'https://tdm.silogroup.org/data/derivative_storage/CQP.csv'.
[2025-12-08T20:19:43.333331] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CQP'.
[2025-12-08T20:19:43.333911] [INFO ] [FORECASTER] Starting predict_future for CQP
[2025-12-08T20:19:43.334833] [DEBUG] [LOCAL     ] No optimal features file found for CQP: ./output/feature-sets/CQP.txt
[2025-12-08T20:19:43.334884] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:43.334915] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:43.334941] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:43.334998] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:43.392188] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:43.393328] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:43.393431] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:43.393470] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:43.517788] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:43.518026] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:43.518076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:43.518135] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:43.522085] [DEBUG] [FORECASTER] CQP: Forecast T+1@11:T+2@11: DOWN (p=46.11%)
[2025-12-08T20:19:43.522401] [INFO ] [FORECASTER] Completed predict_future for CQP
[2025-12-08T20:19:43.522547] [INFO ] [sig       ] CQP: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:19:43.666854] [INFO ] [LOCAL     ] Saved forecast: CQP	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CQP.txt
[2025-12-08T20:19:43.667068] [INFO ] [sig       ] [814/3624] Completed CQP in 0.3s | 2.92 sym/s | Total: 4.7m | ETA: 16.1m
[2025-12-08T20:19:43.667118] [INFO ] [sig       ] [815/3624] Forecasting CRAI...
[2025-12-08T20:19:43.667153] [INFO ] [sig       ] Generating forecast for: CRAI
[2025-12-08T20:19:43.667185] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRAI' from 'https://tdm.silogroup.org/data/derivative_storage/CRAI.csv'.
[2025-12-08T20:19:43.681749] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRAI'.
[2025-12-08T20:19:43.682338] [INFO ] [FORECASTER] Starting predict_future for CRAI
[2025-12-08T20:19:43.683286] [DEBUG] [LOCAL     ] No optimal features file found for CRAI: ./output/feature-sets/CRAI.txt
[2025-12-08T20:19:43.683339] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:43.683372] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:43.683399] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:43.683457] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:43.742009] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:43.743141] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:43.743233] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:43.743267] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:43.866330] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:43.866613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:43.866660] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:43.866689] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:43.870870] [DEBUG] [FORECASTER] CRAI: Forecast T+1@11:T+2@11: DOWN (p=28.99%)
[2025-12-08T20:19:43.871224] [INFO ] [FORECASTER] Completed predict_future for CRAI
[2025-12-08T20:19:43.871415] [INFO ] [sig       ] CRAI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:19:44.017409] [INFO ] [LOCAL     ] Saved forecast: CRAI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CRAI.txt
[2025-12-08T20:19:44.017618] [INFO ] [sig       ] [815/3624] Completed CRAI in 0.4s | 2.92 sym/s | Total: 4.7m | ETA: 16.1m
[2025-12-08T20:19:44.017664] [INFO ] [sig       ] [816/3624] Forecasting CRBG...
[2025-12-08T20:19:44.017694] [INFO ] [sig       ] Generating forecast for: CRBG
[2025-12-08T20:19:44.017724] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRBG' from 'https://tdm.silogroup.org/data/derivative_storage/CRBG.csv'.
[2025-12-08T20:19:44.031546] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRBG'.
[2025-12-08T20:19:44.032136] [INFO ] [FORECASTER] Starting predict_future for CRBG
[2025-12-08T20:19:44.033080] [DEBUG] [LOCAL     ] No optimal features file found for CRBG: ./output/feature-sets/CRBG.txt
[2025-12-08T20:19:44.033131] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:44.033163] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:44.033189] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:44.033245] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:44.089813] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:44.090949] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:44.091041] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:44.091154] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:44.215318] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:44.215529] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:44.215587] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:44.215619] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:44.219424] [DEBUG] [FORECASTER] CRBG: Forecast T+1@11:T+2@11: UP (p=99.65%)
[2025-12-08T20:19:44.219733] [INFO ] [FORECASTER] Completed predict_future for CRBG
[2025-12-08T20:19:44.219864] [INFO ] [sig       ] CRBG: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:19:44.367950] [INFO ] [LOCAL     ] Saved forecast: CRBG	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CRBG.txt
[2025-12-08T20:19:44.368220] [INFO ] [sig       ] [816/3624] Completed CRBG in 0.4s | 2.92 sym/s | Total: 4.7m | ETA: 16.1m
[2025-12-08T20:19:44.368275] [INFO ] [sig       ] [817/3624] Forecasting CRBP...
[2025-12-08T20:19:44.368305] [INFO ] [sig       ] Generating forecast for: CRBP
[2025-12-08T20:19:44.368335] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRBP' from 'https://tdm.silogroup.org/data/derivative_storage/CRBP.csv'.
[2025-12-08T20:19:44.384283] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRBP'.
[2025-12-08T20:19:44.384818] [INFO ] [FORECASTER] Starting predict_future for CRBP
[2025-12-08T20:19:44.385718] [DEBUG] [LOCAL     ] No optimal features file found for CRBP: ./output/feature-sets/CRBP.txt
[2025-12-08T20:19:44.385769] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:44.385801] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:44.385829] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:44.385891] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:44.446523] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:44.447681] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:44.447781] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:44.447813] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:44.580325] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:44.580557] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:44.580623] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:44.580655] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:44.585118] [DEBUG] [FORECASTER] CRBP: Forecast T+1@11:T+2@11: UP (p=88.27%)
[2025-12-08T20:19:44.586052] [INFO ] [FORECASTER] Completed predict_future for CRBP
[2025-12-08T20:19:44.586607] [INFO ] [sig       ] CRBP: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:19:44.736049] [INFO ] [LOCAL     ] Saved forecast: CRBP	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CRBP.txt
[2025-12-08T20:19:44.736215] [INFO ] [sig       ] [817/3624] Completed CRBP in 0.4s | 2.92 sym/s | Total: 4.7m | ETA: 16.0m
[2025-12-08T20:19:44.736253] [INFO ] [sig       ] [818/3624] Forecasting CRC...
[2025-12-08T20:19:44.736284] [INFO ] [sig       ] Generating forecast for: CRC
[2025-12-08T20:19:44.736313] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRC' from 'https://tdm.silogroup.org/data/derivative_storage/CRC.csv'.
[2025-12-08T20:19:44.748893] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRC'.
[2025-12-08T20:19:44.749290] [INFO ] [FORECASTER] Starting predict_future for CRC
[2025-12-08T20:19:44.750157] [DEBUG] [LOCAL     ] No optimal features file found for CRC: ./output/feature-sets/CRC.txt
[2025-12-08T20:19:44.750209] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:44.750241] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:44.750282] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:44.750350] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:44.809822] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:44.810731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:44.810823] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:44.810859] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:44.933799] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:44.933952] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:44.933993] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:44.934026] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:44.937303] [DEBUG] [FORECASTER] CRC: Forecast T+1@11:T+2@11: DOWN (p=17.62%)
[2025-12-08T20:19:44.937602] [INFO ] [FORECASTER] Completed predict_future for CRC
[2025-12-08T20:19:44.937724] [INFO ] [sig       ] CRC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:19:45.078067] [INFO ] [LOCAL     ] Saved forecast: CRC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CRC.txt
[2025-12-08T20:19:45.078231] [INFO ] [sig       ] [818/3624] Completed CRC in 0.3s | 2.92 sym/s | Total: 4.7m | ETA: 16.0m
[2025-12-08T20:19:45.078273] [INFO ] [sig       ] [819/3624] Forecasting CRDF...
[2025-12-08T20:19:45.078301] [INFO ] [sig       ] Generating forecast for: CRDF
[2025-12-08T20:19:45.078331] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRDF' from 'https://tdm.silogroup.org/data/derivative_storage/CRDF.csv'.
[2025-12-08T20:19:45.090794] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRDF'.
[2025-12-08T20:19:45.091179] [INFO ] [FORECASTER] Starting predict_future for CRDF
[2025-12-08T20:19:45.092023] [DEBUG] [LOCAL     ] No optimal features file found for CRDF: ./output/feature-sets/CRDF.txt
[2025-12-08T20:19:45.092075] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:45.092110] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:45.092137] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:45.092194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:45.150155] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:45.150999] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:45.151095] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:45.151134] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:45.268786] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:45.268940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:45.268980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:45.269009] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:45.272321] [DEBUG] [FORECASTER] CRDF: Forecast T+1@11:T+2@11: DOWN (p=19.16%)
[2025-12-08T20:19:45.272606] [INFO ] [FORECASTER] Completed predict_future for CRDF
[2025-12-08T20:19:45.272728] [INFO ] [sig       ] CRDF: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:19:45.414413] [INFO ] [LOCAL     ] Saved forecast: CRDF	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CRDF.txt
[2025-12-08T20:19:45.414545] [INFO ] [sig       ] [819/3624] Completed CRDF in 0.3s | 2.92 sym/s | Total: 4.7m | ETA: 16.0m
[2025-12-08T20:19:45.414599] [INFO ] [sig       ] [820/3624] Forecasting CRDO...
[2025-12-08T20:19:45.414630] [INFO ] [sig       ] Generating forecast for: CRDO
[2025-12-08T20:19:45.414659] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRDO' from 'https://tdm.silogroup.org/data/derivative_storage/CRDO.csv'.
[2025-12-08T20:19:45.427033] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRDO'.
[2025-12-08T20:19:45.427402] [INFO ] [FORECASTER] Starting predict_future for CRDO
[2025-12-08T20:19:45.428243] [DEBUG] [LOCAL     ] No optimal features file found for CRDO: ./output/feature-sets/CRDO.txt
[2025-12-08T20:19:45.428294] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:45.428326] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:45.428353] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:45.428409] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:45.486018] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:45.486767] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:45.486846] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:45.486877] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:45.606412] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:45.606586] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:45.606627] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:45.606655] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:45.609939] [DEBUG] [FORECASTER] CRDO: Forecast T+1@11:T+2@11: DOWN (p=5.63%)
[2025-12-08T20:19:45.610208] [INFO ] [FORECASTER] Completed predict_future for CRDO
[2025-12-08T20:19:45.610329] [INFO ] [sig       ] CRDO: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:19:45.756907] [INFO ] [LOCAL     ] Saved forecast: CRDO	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CRDO.txt
[2025-12-08T20:19:45.757123] [INFO ] [sig       ] [820/3624] Completed CRDO in 0.3s | 2.92 sym/s | Total: 4.7m | ETA: 16.0m
[2025-12-08T20:19:45.757180] [INFO ] [sig       ] [821/3624] Forecasting CREG...
[2025-12-08T20:19:45.757225] [INFO ] [sig       ] Generating forecast for: CREG
[2025-12-08T20:19:45.757267] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CREG' from 'https://tdm.silogroup.org/data/derivative_storage/CREG.csv'.
[2025-12-08T20:19:45.769508] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CREG'.
[2025-12-08T20:19:45.769925] [INFO ] [FORECASTER] Starting predict_future for CREG
[2025-12-08T20:19:45.770742] [DEBUG] [LOCAL     ] No optimal features file found for CREG: ./output/feature-sets/CREG.txt
[2025-12-08T20:19:45.770792] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:45.770823] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:45.770848] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:45.770902] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:45.826539] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:45.827413] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:45.827506] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:45.827539] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:45.934235] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:45.934394] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:45.934432] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:45.934460] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:45.937951] [DEBUG] [FORECASTER] CREG: Forecast T+1@11:T+2@11: UP (p=66.40%)
[2025-12-08T20:19:45.938257] [INFO ] [FORECASTER] Completed predict_future for CREG
[2025-12-08T20:19:45.938391] [INFO ] [sig       ] CREG: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:19:46.078056] [INFO ] [LOCAL     ] Saved forecast: CREG	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CREG.txt
[2025-12-08T20:19:46.078212] [INFO ] [sig       ] [821/3624] Completed CREG in 0.3s | 2.92 sym/s | Total: 4.7m | ETA: 16.0m
[2025-12-08T20:19:46.078253] [INFO ] [sig       ] [822/3624] Forecasting CRESY...
[2025-12-08T20:19:46.078281] [INFO ] [sig       ] Generating forecast for: CRESY
[2025-12-08T20:19:46.078316] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRESY' from 'https://tdm.silogroup.org/data/derivative_storage/CRESY.csv'.
[2025-12-08T20:19:46.091136] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRESY'.
[2025-12-08T20:19:46.091521] [INFO ] [FORECASTER] Starting predict_future for CRESY
[2025-12-08T20:19:46.092398] [DEBUG] [LOCAL     ] No optimal features file found for CRESY: ./output/feature-sets/CRESY.txt
[2025-12-08T20:19:46.092458] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:46.092491] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:46.092519] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:46.092598] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:46.153888] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:46.154828] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:46.154908] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:46.154940] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:46.275155] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:46.275327] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:46.275367] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:46.275394] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:46.278876] [DEBUG] [FORECASTER] CRESY: Forecast T+1@11:T+2@11: DOWN (p=3.16%)
[2025-12-08T20:19:46.279147] [INFO ] [FORECASTER] Completed predict_future for CRESY
[2025-12-08T20:19:46.279273] [INFO ] [sig       ] CRESY: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:19:46.417287] [INFO ] [LOCAL     ] Saved forecast: CRESY	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CRESY.txt
[2025-12-08T20:19:46.417436] [INFO ] [sig       ] [822/3624] Completed CRESY in 0.3s | 2.92 sym/s | Total: 4.7m | ETA: 16.0m
[2025-12-08T20:19:46.417476] [INFO ] [sig       ] [823/3624] Forecasting CREX...
[2025-12-08T20:19:46.417508] [INFO ] [sig       ] Generating forecast for: CREX
[2025-12-08T20:19:46.417536] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CREX' from 'https://tdm.silogroup.org/data/derivative_storage/CREX.csv'.
[2025-12-08T20:19:46.429813] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CREX'.
[2025-12-08T20:19:46.430174] [INFO ] [FORECASTER] Starting predict_future for CREX
[2025-12-08T20:19:46.431018] [DEBUG] [LOCAL     ] No optimal features file found for CREX: ./output/feature-sets/CREX.txt
[2025-12-08T20:19:46.431070] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:46.431104] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:46.431133] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:46.431189] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:46.491784] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:46.492635] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:46.492715] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:46.492748] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:46.613358] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:46.613506] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:46.613545] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:46.613589] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:46.616853] [DEBUG] [FORECASTER] CREX: Forecast T+1@11:T+2@11: DOWN (p=14.91%)
[2025-12-08T20:19:46.617114] [INFO ] [FORECASTER] Completed predict_future for CREX
[2025-12-08T20:19:46.617232] [INFO ] [sig       ] CREX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:19:46.757406] [INFO ] [LOCAL     ] Saved forecast: CREX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CREX.txt
[2025-12-08T20:19:46.757566] [INFO ] [sig       ] [823/3624] Completed CREX in 0.3s | 2.92 sym/s | Total: 4.7m | ETA: 16.0m
[2025-12-08T20:19:46.757623] [INFO ] [sig       ] [824/3624] Forecasting CRGO...
[2025-12-08T20:19:46.757651] [INFO ] [sig       ] Generating forecast for: CRGO
[2025-12-08T20:19:46.757680] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRGO' from 'https://tdm.silogroup.org/data/derivative_storage/CRGO.csv'.
[2025-12-08T20:19:46.769799] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRGO'.
[2025-12-08T20:19:46.770138] [INFO ] [FORECASTER] Starting predict_future for CRGO
[2025-12-08T20:19:46.770911] [DEBUG] [LOCAL     ] No optimal features file found for CRGO: ./output/feature-sets/CRGO.txt
[2025-12-08T20:19:46.770960] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:46.770990] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:46.771016] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:46.771070] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:46.828067] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:46.828917] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:46.829000] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:46.829034] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:46.960316] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:46.960472] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:46.960515] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:46.960545] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:46.964299] [DEBUG] [FORECASTER] CRGO: Forecast T+1@11:T+2@11: DOWN (p=23.38%)
[2025-12-08T20:19:46.964594] [INFO ] [FORECASTER] Completed predict_future for CRGO
[2025-12-08T20:19:46.964719] [INFO ] [sig       ] CRGO: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:19:47.107107] [INFO ] [LOCAL     ] Saved forecast: CRGO	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CRGO.txt
[2025-12-08T20:19:47.107242] [INFO ] [sig       ] [824/3624] Completed CRGO in 0.3s | 2.92 sym/s | Total: 4.7m | ETA: 16.0m
[2025-12-08T20:19:47.107282] [INFO ] [sig       ] [825/3624] Forecasting CRGY...
[2025-12-08T20:19:47.107311] [INFO ] [sig       ] Generating forecast for: CRGY
[2025-12-08T20:19:47.107339] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRGY' from 'https://tdm.silogroup.org/data/derivative_storage/CRGY.csv'.
[2025-12-08T20:19:47.119925] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRGY'.
[2025-12-08T20:19:47.120287] [INFO ] [FORECASTER] Starting predict_future for CRGY
[2025-12-08T20:19:47.121063] [DEBUG] [LOCAL     ] No optimal features file found for CRGY: ./output/feature-sets/CRGY.txt
[2025-12-08T20:19:47.121121] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:47.121153] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:47.121180] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:47.121235] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:47.177209] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:47.178085] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:47.178165] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:47.178198] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:47.300411] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:47.300584] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:47.300627] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:47.300677] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:47.304083] [DEBUG] [FORECASTER] CRGY: Forecast T+1@11:T+2@11: DOWN (p=6.21%)
[2025-12-08T20:19:47.304361] [INFO ] [FORECASTER] Completed predict_future for CRGY
[2025-12-08T20:19:47.304483] [INFO ] [sig       ] CRGY: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:19:47.450053] [INFO ] [LOCAL     ] Saved forecast: CRGY	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CRGY.txt
[2025-12-08T20:19:47.450191] [INFO ] [sig       ] [825/3624] Completed CRGY in 0.3s | 2.92 sym/s | Total: 4.7m | ETA: 16.0m
[2025-12-08T20:19:47.450252] [INFO ] [sig       ] [826/3624] Forecasting CRH...
[2025-12-08T20:19:47.450281] [INFO ] [sig       ] Generating forecast for: CRH
[2025-12-08T20:19:47.450310] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRH' from 'https://tdm.silogroup.org/data/derivative_storage/CRH.csv'.
[2025-12-08T20:19:47.462959] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRH'.
[2025-12-08T20:19:47.463338] [INFO ] [FORECASTER] Starting predict_future for CRH
[2025-12-08T20:19:47.464193] [DEBUG] [LOCAL     ] No optimal features file found for CRH: ./output/feature-sets/CRH.txt
[2025-12-08T20:19:47.464245] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:47.464277] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:47.464303] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:47.464359] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:47.523607] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:47.524294] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:47.524373] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:47.524405] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:47.651400] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:47.651554] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:47.651611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:47.651640] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:47.654938] [DEBUG] [FORECASTER] CRH: Forecast T+1@11:T+2@11: DOWN (p=20.51%)
[2025-12-08T20:19:47.655201] [INFO ] [FORECASTER] Completed predict_future for CRH
[2025-12-08T20:19:47.655319] [INFO ] [sig       ] CRH: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:19:47.798724] [INFO ] [LOCAL     ] Saved forecast: CRH	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CRH.txt
[2025-12-08T20:19:47.798861] [INFO ] [sig       ] [826/3624] Completed CRH in 0.3s | 2.92 sym/s | Total: 4.7m | ETA: 16.0m
[2025-12-08T20:19:47.798900] [INFO ] [sig       ] [827/3624] Forecasting CRI...
[2025-12-08T20:19:47.798928] [INFO ] [sig       ] Generating forecast for: CRI
[2025-12-08T20:19:47.798957] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRI' from 'https://tdm.silogroup.org/data/derivative_storage/CRI.csv'.
[2025-12-08T20:19:47.811088] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRI'.
[2025-12-08T20:19:47.811426] [INFO ] [FORECASTER] Starting predict_future for CRI
[2025-12-08T20:19:47.812236] [DEBUG] [LOCAL     ] No optimal features file found for CRI: ./output/feature-sets/CRI.txt
[2025-12-08T20:19:47.812286] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:47.812319] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:47.812347] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:47.812404] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:47.870538] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:47.871285] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:47.871363] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:47.871395] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:47.992879] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:47.993029] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:47.993068] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:47.993099] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:47.996479] [DEBUG] [FORECASTER] CRI: Forecast T+1@11:T+2@11: DOWN (p=14.40%)
[2025-12-08T20:19:47.996759] [INFO ] [FORECASTER] Completed predict_future for CRI
[2025-12-08T20:19:47.996880] [INFO ] [sig       ] CRI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:19:48.143791] [INFO ] [LOCAL     ] Saved forecast: CRI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CRI.txt
[2025-12-08T20:19:48.143929] [INFO ] [sig       ] [827/3624] Completed CRI in 0.3s | 2.92 sym/s | Total: 4.7m | ETA: 16.0m
[2025-12-08T20:19:48.143969] [INFO ] [sig       ] [828/3624] Forecasting CRIS...
[2025-12-08T20:19:48.143998] [INFO ] [sig       ] Generating forecast for: CRIS
[2025-12-08T20:19:48.144028] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRIS' from 'https://tdm.silogroup.org/data/derivative_storage/CRIS.csv'.
[2025-12-08T20:19:48.156331] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRIS'.
[2025-12-08T20:19:48.156692] [INFO ] [FORECASTER] Starting predict_future for CRIS
[2025-12-08T20:19:48.157504] [DEBUG] [LOCAL     ] No optimal features file found for CRIS: ./output/feature-sets/CRIS.txt
[2025-12-08T20:19:48.157554] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:48.157605] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:48.157635] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:48.157691] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:48.215552] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:48.216377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:48.216456] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:48.216489] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:48.338566] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:48.338727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:48.338766] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:48.338794] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:48.342114] [DEBUG] [FORECASTER] CRIS: Forecast T+1@11:T+2@11: DOWN (p=7.09%)
[2025-12-08T20:19:48.342422] [INFO ] [FORECASTER] Completed predict_future for CRIS
[2025-12-08T20:19:48.342548] [INFO ] [sig       ] CRIS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:19:48.484523] [INFO ] [LOCAL     ] Saved forecast: CRIS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CRIS.txt
[2025-12-08T20:19:48.484685] [INFO ] [sig       ] [828/3624] Completed CRIS in 0.3s | 2.92 sym/s | Total: 4.7m | ETA: 16.0m
[2025-12-08T20:19:48.484727] [INFO ] [sig       ] [829/3624] Forecasting CRK...
[2025-12-08T20:19:48.484758] [INFO ] [sig       ] Generating forecast for: CRK
[2025-12-08T20:19:48.484788] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRK' from 'https://tdm.silogroup.org/data/derivative_storage/CRK.csv'.
[2025-12-08T20:19:48.497010] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRK'.
[2025-12-08T20:19:48.497441] [INFO ] [FORECASTER] Starting predict_future for CRK
[2025-12-08T20:19:48.498284] [DEBUG] [LOCAL     ] No optimal features file found for CRK: ./output/feature-sets/CRK.txt
[2025-12-08T20:19:48.498336] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:48.498369] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:48.498421] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:48.498490] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:48.556010] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:48.556850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:48.556925] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:48.556956] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:48.682355] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:48.682534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:48.682594] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:48.682627] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:48.686061] [DEBUG] [FORECASTER] CRK: Forecast T+1@11:T+2@11: UP (p=91.37%)
[2025-12-08T20:19:48.686365] [INFO ] [FORECASTER] Completed predict_future for CRK
[2025-12-08T20:19:48.686500] [INFO ] [sig       ] CRK: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:19:48.830745] [INFO ] [LOCAL     ] Saved forecast: CRK	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CRK.txt
[2025-12-08T20:19:48.830869] [INFO ] [sig       ] [829/3624] Completed CRK in 0.3s | 2.92 sym/s | Total: 4.7m | ETA: 16.0m
[2025-12-08T20:19:48.830906] [INFO ] [sig       ] [830/3624] Forecasting CRL...
[2025-12-08T20:19:48.830934] [INFO ] [sig       ] Generating forecast for: CRL
[2025-12-08T20:19:48.830963] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRL' from 'https://tdm.silogroup.org/data/derivative_storage/CRL.csv'.
[2025-12-08T20:19:48.843077] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRL'.
[2025-12-08T20:19:48.843442] [INFO ] [FORECASTER] Starting predict_future for CRL
[2025-12-08T20:19:48.844207] [DEBUG] [LOCAL     ] No optimal features file found for CRL: ./output/feature-sets/CRL.txt
[2025-12-08T20:19:48.844257] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:48.844286] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:48.844312] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:48.844367] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:48.900628] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:48.901366] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:48.901439] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:48.901471] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:49.024723] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:49.024873] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:49.024911] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:49.024941] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:49.028297] [DEBUG] [FORECASTER] CRL: Forecast T+1@11:T+2@11: UP (p=92.43%)
[2025-12-08T20:19:49.028565] [INFO ] [FORECASTER] Completed predict_future for CRL
[2025-12-08T20:19:49.028707] [INFO ] [sig       ] CRL: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:19:49.175291] [INFO ] [LOCAL     ] Saved forecast: CRL	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CRL.txt
[2025-12-08T20:19:49.175429] [INFO ] [sig       ] [830/3624] Completed CRL in 0.3s | 2.92 sym/s | Total: 4.7m | ETA: 16.0m
[2025-12-08T20:19:49.175469] [INFO ] [sig       ] [831/3624] Forecasting CRM...
[2025-12-08T20:19:49.175497] [INFO ] [sig       ] Generating forecast for: CRM
[2025-12-08T20:19:49.175526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRM' from 'https://tdm.silogroup.org/data/derivative_storage/CRM.csv'.
[2025-12-08T20:19:49.187554] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRM'.
[2025-12-08T20:19:49.187925] [INFO ] [FORECASTER] Starting predict_future for CRM
[2025-12-08T20:19:49.188718] [DEBUG] [LOCAL     ] No optimal features file found for CRM: ./output/feature-sets/CRM.txt
[2025-12-08T20:19:49.188780] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:49.188813] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:49.188840] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:49.188897] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:49.245409] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:49.246240] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:49.246316] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:49.246348] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:49.364366] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:49.364524] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:49.364563] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:49.364611] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:49.367907] [DEBUG] [FORECASTER] CRM: Forecast T+1@11:T+2@11: DOWN (p=5.65%)
[2025-12-08T20:19:49.368171] [INFO ] [FORECASTER] Completed predict_future for CRM
[2025-12-08T20:19:49.368286] [INFO ] [sig       ] CRM: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:19:49.506970] [INFO ] [LOCAL     ] Saved forecast: CRM	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CRM.txt
[2025-12-08T20:19:49.507118] [INFO ] [sig       ] [831/3624] Completed CRM in 0.3s | 2.92 sym/s | Total: 4.8m | ETA: 16.0m
[2025-12-08T20:19:49.507157] [INFO ] [sig       ] [832/3624] Forecasting CRMD...
[2025-12-08T20:19:49.507186] [INFO ] [sig       ] Generating forecast for: CRMD
[2025-12-08T20:19:49.507215] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRMD' from 'https://tdm.silogroup.org/data/derivative_storage/CRMD.csv'.
[2025-12-08T20:19:49.519475] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRMD'.
[2025-12-08T20:19:49.519863] [INFO ] [FORECASTER] Starting predict_future for CRMD
[2025-12-08T20:19:49.520647] [DEBUG] [LOCAL     ] No optimal features file found for CRMD: ./output/feature-sets/CRMD.txt
[2025-12-08T20:19:49.520696] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:49.520726] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:49.520752] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:49.520805] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:49.576844] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:49.577685] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:49.577760] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:49.577792] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:49.694401] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:49.694550] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:49.694608] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:49.694638] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:49.697998] [DEBUG] [FORECASTER] CRMD: Forecast T+1@11:T+2@11: DOWN (p=10.50%)
[2025-12-08T20:19:49.698299] [INFO ] [FORECASTER] Completed predict_future for CRMD
[2025-12-08T20:19:49.698422] [INFO ] [sig       ] CRMD: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:19:49.846143] [INFO ] [LOCAL     ] Saved forecast: CRMD	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CRMD.txt
[2025-12-08T20:19:49.846295] [INFO ] [sig       ] [832/3624] Completed CRMD in 0.3s | 2.92 sym/s | Total: 4.8m | ETA: 16.0m
[2025-12-08T20:19:49.846335] [INFO ] [sig       ] [833/3624] Forecasting CRML...
[2025-12-08T20:19:49.846364] [INFO ] [sig       ] Generating forecast for: CRML
[2025-12-08T20:19:49.846392] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRML' from 'https://tdm.silogroup.org/data/derivative_storage/CRML.csv'.
[2025-12-08T20:19:49.858458] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRML'.
[2025-12-08T20:19:49.858834] [INFO ] [FORECASTER] Starting predict_future for CRML
[2025-12-08T20:19:49.859616] [DEBUG] [LOCAL     ] No optimal features file found for CRML: ./output/feature-sets/CRML.txt
[2025-12-08T20:19:49.859665] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:49.859696] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:49.859722] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:49.859778] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:49.917096] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:49.917976] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:49.918054] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:49.918088] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:50.046670] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:50.046839] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:50.046895] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:50.046942] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:50.050384] [DEBUG] [FORECASTER] CRML: Forecast T+1@11:T+2@11: DOWN (p=38.80%)
[2025-12-08T20:19:50.050680] [INFO ] [FORECASTER] Completed predict_future for CRML
[2025-12-08T20:19:50.050807] [INFO ] [sig       ] CRML: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:19:50.196243] [INFO ] [LOCAL     ] Saved forecast: CRML	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CRML.txt
[2025-12-08T20:19:50.196405] [INFO ] [sig       ] [833/3624] Completed CRML in 0.4s | 2.92 sym/s | Total: 4.8m | ETA: 16.0m
[2025-12-08T20:19:50.196450] [INFO ] [sig       ] [834/3624] Forecasting CRNC...
[2025-12-08T20:19:50.196479] [INFO ] [sig       ] Generating forecast for: CRNC
[2025-12-08T20:19:50.196507] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRNC' from 'https://tdm.silogroup.org/data/derivative_storage/CRNC.csv'.
[2025-12-08T20:19:50.209520] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRNC'.
[2025-12-08T20:19:50.209916] [INFO ] [FORECASTER] Starting predict_future for CRNC
[2025-12-08T20:19:50.210696] [DEBUG] [LOCAL     ] No optimal features file found for CRNC: ./output/feature-sets/CRNC.txt
[2025-12-08T20:19:50.210746] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:50.210777] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:50.210803] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:50.210858] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:50.268341] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:50.269178] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:50.269261] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:50.269294] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:50.388213] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:50.388378] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:50.388419] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:50.388447] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:50.391837] [DEBUG] [FORECASTER] CRNC: Forecast T+1@11:T+2@11: DOWN (p=3.37%)
[2025-12-08T20:19:50.392109] [INFO ] [FORECASTER] Completed predict_future for CRNC
[2025-12-08T20:19:50.392236] [INFO ] [sig       ] CRNC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:19:50.534084] [INFO ] [LOCAL     ] Saved forecast: CRNC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CRNC.txt
[2025-12-08T20:19:50.534210] [INFO ] [sig       ] [834/3624] Completed CRNC in 0.3s | 2.92 sym/s | Total: 4.8m | ETA: 15.9m
[2025-12-08T20:19:50.534254] [INFO ] [sig       ] [835/3624] Forecasting CRNX...
[2025-12-08T20:19:50.534283] [INFO ] [sig       ] Generating forecast for: CRNX
[2025-12-08T20:19:50.534313] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRNX' from 'https://tdm.silogroup.org/data/derivative_storage/CRNX.csv'.
[2025-12-08T20:19:50.546122] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRNX'.
[2025-12-08T20:19:50.546458] [INFO ] [FORECASTER] Starting predict_future for CRNX
[2025-12-08T20:19:50.547257] [DEBUG] [LOCAL     ] No optimal features file found for CRNX: ./output/feature-sets/CRNX.txt
[2025-12-08T20:19:50.547308] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:50.547340] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:50.547368] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:50.547452] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:50.605767] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:50.606399] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:50.606504] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:50.606538] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:50.732842] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:50.732994] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:50.733034] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:50.733064] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:50.736457] [DEBUG] [FORECASTER] CRNX: Forecast T+1@11:T+2@11: DOWN (p=8.97%)
[2025-12-08T20:19:50.736755] [INFO ] [FORECASTER] Completed predict_future for CRNX
[2025-12-08T20:19:50.736883] [INFO ] [sig       ] CRNX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:19:50.883749] [INFO ] [LOCAL     ] Saved forecast: CRNX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CRNX.txt
[2025-12-08T20:19:50.883879] [INFO ] [sig       ] [835/3624] Completed CRNX in 0.3s | 2.92 sym/s | Total: 4.8m | ETA: 15.9m
[2025-12-08T20:19:50.883916] [INFO ] [sig       ] [836/3624] Forecasting CRON...
[2025-12-08T20:19:50.883946] [INFO ] [sig       ] Generating forecast for: CRON
[2025-12-08T20:19:50.883974] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRON' from 'https://tdm.silogroup.org/data/derivative_storage/CRON.csv'.
[2025-12-08T20:19:50.896795] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRON'.
[2025-12-08T20:19:50.897159] [INFO ] [FORECASTER] Starting predict_future for CRON
[2025-12-08T20:19:50.897995] [DEBUG] [LOCAL     ] No optimal features file found for CRON: ./output/feature-sets/CRON.txt
[2025-12-08T20:19:50.898046] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:50.898077] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:50.898103] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:50.898160] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:50.955872] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:50.956556] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:50.956651] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:50.956684] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:51.082109] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:51.082278] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:51.082318] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:51.082347] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:51.085778] [DEBUG] [FORECASTER] CRON: Forecast T+1@11:T+2@11: DOWN (p=36.10%)
[2025-12-08T20:19:51.086055] [INFO ] [FORECASTER] Completed predict_future for CRON
[2025-12-08T20:19:51.086176] [INFO ] [sig       ] CRON: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:19:51.228534] [INFO ] [LOCAL     ] Saved forecast: CRON	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CRON.txt
[2025-12-08T20:19:51.228698] [INFO ] [sig       ] [836/3624] Completed CRON in 0.3s | 2.92 sym/s | Total: 4.8m | ETA: 15.9m
[2025-12-08T20:19:51.228737] [INFO ] [sig       ] [837/3624] Forecasting CROX...
[2025-12-08T20:19:51.228767] [INFO ] [sig       ] Generating forecast for: CROX
[2025-12-08T20:19:51.228796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CROX' from 'https://tdm.silogroup.org/data/derivative_storage/CROX.csv'.
[2025-12-08T20:19:51.241042] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CROX'.
[2025-12-08T20:19:51.241409] [INFO ] [FORECASTER] Starting predict_future for CROX
[2025-12-08T20:19:51.242206] [DEBUG] [LOCAL     ] No optimal features file found for CROX: ./output/feature-sets/CROX.txt
[2025-12-08T20:19:51.242258] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:51.242290] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:51.242318] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:51.242374] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:51.299159] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:51.300010] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:51.300094] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:51.300127] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:51.416847] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:51.417002] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:51.417041] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:51.417071] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:51.420393] [DEBUG] [FORECASTER] CROX: Forecast T+1@11:T+2@11: UP (p=74.92%)
[2025-12-08T20:19:51.420680] [INFO ] [FORECASTER] Completed predict_future for CROX
[2025-12-08T20:19:51.420800] [INFO ] [sig       ] CROX: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:19:51.570052] [INFO ] [LOCAL     ] Saved forecast: CROX	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CROX.txt
[2025-12-08T20:19:51.570174] [INFO ] [sig       ] [837/3624] Completed CROX in 0.3s | 2.92 sym/s | Total: 4.8m | ETA: 15.9m
[2025-12-08T20:19:51.570212] [INFO ] [sig       ] [838/3624] Forecasting CRS...
[2025-12-08T20:19:51.570241] [INFO ] [sig       ] Generating forecast for: CRS
[2025-12-08T20:19:51.570270] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRS' from 'https://tdm.silogroup.org/data/derivative_storage/CRS.csv'.
[2025-12-08T20:19:51.582528] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRS'.
[2025-12-08T20:19:51.582889] [INFO ] [FORECASTER] Starting predict_future for CRS
[2025-12-08T20:19:51.583685] [DEBUG] [LOCAL     ] No optimal features file found for CRS: ./output/feature-sets/CRS.txt
[2025-12-08T20:19:51.583734] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:51.583765] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:51.583791] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:51.583847] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:51.642087] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:51.642924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:51.643003] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:51.643037] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:51.764465] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:51.764633] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:51.764691] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:51.764721] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:51.768125] [DEBUG] [FORECASTER] CRS: Forecast T+1@11:T+2@11: UP (p=71.37%)
[2025-12-08T20:19:51.768395] [INFO ] [FORECASTER] Completed predict_future for CRS
[2025-12-08T20:19:51.768522] [INFO ] [sig       ] CRS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:19:51.908078] [INFO ] [LOCAL     ] Saved forecast: CRS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CRS.txt
[2025-12-08T20:19:51.908205] [INFO ] [sig       ] [838/3624] Completed CRS in 0.3s | 2.92 sym/s | Total: 4.8m | ETA: 15.9m
[2025-12-08T20:19:51.908243] [INFO ] [sig       ] [839/3624] Forecasting CRSP...
[2025-12-08T20:19:51.908271] [INFO ] [sig       ] Generating forecast for: CRSP
[2025-12-08T20:19:51.908299] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRSP' from 'https://tdm.silogroup.org/data/derivative_storage/CRSP.csv'.
[2025-12-08T20:19:51.920215] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRSP'.
[2025-12-08T20:19:51.920596] [INFO ] [FORECASTER] Starting predict_future for CRSP
[2025-12-08T20:19:51.921348] [DEBUG] [LOCAL     ] No optimal features file found for CRSP: ./output/feature-sets/CRSP.txt
[2025-12-08T20:19:51.921397] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:51.921427] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:51.921453] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:51.921508] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:51.977363] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:51.977988] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:51.978059] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:51.978091] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:52.094684] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:52.094835] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:52.094873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:52.094901] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:52.098238] [DEBUG] [FORECASTER] CRSP: Forecast T+1@11:T+2@11: UP (p=86.55%)
[2025-12-08T20:19:52.098591] [INFO ] [FORECASTER] Completed predict_future for CRSP
[2025-12-08T20:19:52.098728] [INFO ] [sig       ] CRSP: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:19:52.242517] [INFO ] [LOCAL     ] Saved forecast: CRSP	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CRSP.txt
[2025-12-08T20:19:52.242677] [INFO ] [sig       ] [839/3624] Completed CRSP in 0.3s | 2.92 sym/s | Total: 4.8m | ETA: 15.9m
[2025-12-08T20:19:52.242719] [INFO ] [sig       ] [840/3624] Forecasting CRTO...
[2025-12-08T20:19:52.242747] [INFO ] [sig       ] Generating forecast for: CRTO
[2025-12-08T20:19:52.242776] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRTO' from 'https://tdm.silogroup.org/data/derivative_storage/CRTO.csv'.
[2025-12-08T20:19:52.254933] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRTO'.
[2025-12-08T20:19:52.255287] [INFO ] [FORECASTER] Starting predict_future for CRTO
[2025-12-08T20:19:52.256096] [DEBUG] [LOCAL     ] No optimal features file found for CRTO: ./output/feature-sets/CRTO.txt
[2025-12-08T20:19:52.256147] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:52.256181] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:52.256211] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:52.256269] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:52.316398] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:52.317193] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:52.317270] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:52.317302] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:52.438474] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:52.438635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:52.438673] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:52.438701] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:52.442034] [DEBUG] [FORECASTER] CRTO: Forecast T+1@11:T+2@11: UP (p=89.36%)
[2025-12-08T20:19:52.442322] [INFO ] [FORECASTER] Completed predict_future for CRTO
[2025-12-08T20:19:52.442448] [INFO ] [sig       ] CRTO: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:19:52.594149] [INFO ] [LOCAL     ] Saved forecast: CRTO	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CRTO.txt
[2025-12-08T20:19:52.594302] [INFO ] [sig       ] [840/3624] Completed CRTO in 0.4s | 2.92 sym/s | Total: 4.8m | ETA: 15.9m
[2025-12-08T20:19:52.594342] [INFO ] [sig       ] [841/3624] Forecasting CRUS...
[2025-12-08T20:19:52.594371] [INFO ] [sig       ] Generating forecast for: CRUS
[2025-12-08T20:19:52.594400] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRUS' from 'https://tdm.silogroup.org/data/derivative_storage/CRUS.csv'.
[2025-12-08T20:19:52.606589] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRUS'.
[2025-12-08T20:19:52.606931] [INFO ] [FORECASTER] Starting predict_future for CRUS
[2025-12-08T20:19:52.607776] [DEBUG] [LOCAL     ] No optimal features file found for CRUS: ./output/feature-sets/CRUS.txt
[2025-12-08T20:19:52.607826] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:52.607856] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:52.607882] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:52.607936] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:52.664924] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:52.665802] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:52.665882] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:52.665914] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:52.785310] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:52.785464] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:52.785506] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:52.785534] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:52.789016] [DEBUG] [FORECASTER] CRUS: Forecast T+1@11:T+2@11: DOWN (p=3.79%)
[2025-12-08T20:19:52.789288] [INFO ] [FORECASTER] Completed predict_future for CRUS
[2025-12-08T20:19:52.789408] [INFO ] [sig       ] CRUS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:19:52.927278] [INFO ] [LOCAL     ] Saved forecast: CRUS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CRUS.txt
[2025-12-08T20:19:52.927420] [INFO ] [sig       ] [841/3624] Completed CRUS in 0.3s | 2.92 sym/s | Total: 4.8m | ETA: 15.9m
[2025-12-08T20:19:52.927460] [INFO ] [sig       ] [842/3624] Forecasting CRVL...
[2025-12-08T20:19:52.927488] [INFO ] [sig       ] Generating forecast for: CRVL
[2025-12-08T20:19:52.927516] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRVL' from 'https://tdm.silogroup.org/data/derivative_storage/CRVL.csv'.
[2025-12-08T20:19:52.940448] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRVL'.
[2025-12-08T20:19:52.940822] [INFO ] [FORECASTER] Starting predict_future for CRVL
[2025-12-08T20:19:52.941652] [DEBUG] [LOCAL     ] No optimal features file found for CRVL: ./output/feature-sets/CRVL.txt
[2025-12-08T20:19:52.941703] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:52.941753] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:52.941790] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:52.941851] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:53.006337] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:53.007294] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:53.007408] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:53.007450] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:53.128469] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:53.128635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:53.128676] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:53.128704] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:53.131990] [DEBUG] [FORECASTER] CRVL: Forecast T+1@11:T+2@11: DOWN (p=15.87%)
[2025-12-08T20:19:53.132253] [INFO ] [FORECASTER] Completed predict_future for CRVL
[2025-12-08T20:19:53.132370] [INFO ] [sig       ] CRVL: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:19:53.270064] [INFO ] [LOCAL     ] Saved forecast: CRVL	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CRVL.txt
[2025-12-08T20:19:53.270198] [INFO ] [sig       ] [842/3624] Completed CRVL in 0.3s | 2.92 sym/s | Total: 4.8m | ETA: 15.9m
[2025-12-08T20:19:53.270261] [INFO ] [sig       ] [843/3624] Forecasting CRVO...
[2025-12-08T20:19:53.270292] [INFO ] [sig       ] Generating forecast for: CRVO
[2025-12-08T20:19:53.270321] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRVO' from 'https://tdm.silogroup.org/data/derivative_storage/CRVO.csv'.
[2025-12-08T20:19:53.282368] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRVO'.
[2025-12-08T20:19:53.282734] [INFO ] [FORECASTER] Starting predict_future for CRVO
[2025-12-08T20:19:53.283515] [DEBUG] [LOCAL     ] No optimal features file found for CRVO: ./output/feature-sets/CRVO.txt
[2025-12-08T20:19:53.283565] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:53.283618] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:53.283650] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:53.283707] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:53.340703] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:53.341430] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:53.341510] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:53.341543] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:53.462086] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:53.462235] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:53.462273] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:53.462301] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:53.465603] [DEBUG] [FORECASTER] CRVO: Forecast T+1@11:T+2@11: UP (p=61.40%)
[2025-12-08T20:19:53.465862] [INFO ] [FORECASTER] Completed predict_future for CRVO
[2025-12-08T20:19:53.465979] [INFO ] [sig       ] CRVO: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:19:53.604747] [INFO ] [LOCAL     ] Saved forecast: CRVO	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CRVO.txt
[2025-12-08T20:19:53.604867] [INFO ] [sig       ] [843/3624] Completed CRVO in 0.3s | 2.92 sym/s | Total: 4.8m | ETA: 15.9m
[2025-12-08T20:19:53.604913] [INFO ] [sig       ] [844/3624] Forecasting CRVS...
[2025-12-08T20:19:53.604942] [INFO ] [sig       ] Generating forecast for: CRVS
[2025-12-08T20:19:53.604971] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRVS' from 'https://tdm.silogroup.org/data/derivative_storage/CRVS.csv'.
[2025-12-08T20:19:53.616760] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRVS'.
[2025-12-08T20:19:53.617112] [INFO ] [FORECASTER] Starting predict_future for CRVS
[2025-12-08T20:19:53.617920] [DEBUG] [LOCAL     ] No optimal features file found for CRVS: ./output/feature-sets/CRVS.txt
[2025-12-08T20:19:53.617969] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:53.618000] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:53.618027] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:53.618081] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:53.674907] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:53.675762] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:53.675843] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:53.675875] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:53.811680] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:53.811838] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:53.811877] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:53.811905] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:53.815723] [DEBUG] [FORECASTER] CRVS: Forecast T+1@11:T+2@11: DOWN (p=9.40%)
[2025-12-08T20:19:53.816023] [INFO ] [FORECASTER] Completed predict_future for CRVS
[2025-12-08T20:19:53.816152] [INFO ] [sig       ] CRVS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:19:53.958894] [INFO ] [LOCAL     ] Saved forecast: CRVS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CRVS.txt
[2025-12-08T20:19:53.959055] [INFO ] [sig       ] [844/3624] Completed CRVS in 0.4s | 2.92 sym/s | Total: 4.8m | ETA: 15.9m
[2025-12-08T20:19:53.959096] [INFO ] [sig       ] [845/3624] Forecasting CRWD...
[2025-12-08T20:19:53.959127] [INFO ] [sig       ] Generating forecast for: CRWD
[2025-12-08T20:19:53.959156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRWD' from 'https://tdm.silogroup.org/data/derivative_storage/CRWD.csv'.
[2025-12-08T20:19:53.972684] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRWD'.
[2025-12-08T20:19:53.973061] [INFO ] [FORECASTER] Starting predict_future for CRWD
[2025-12-08T20:19:53.973876] [DEBUG] [LOCAL     ] No optimal features file found for CRWD: ./output/feature-sets/CRWD.txt
[2025-12-08T20:19:53.973925] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:53.973956] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:53.973984] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:53.974040] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:54.030315] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:54.031191] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:54.031278] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:54.031315] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:54.152380] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:54.152545] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:54.152601] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:54.152630] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:54.155880] [DEBUG] [FORECASTER] CRWD: Forecast T+1@11:T+2@11: UP (p=94.72%)
[2025-12-08T20:19:54.156135] [INFO ] [FORECASTER] Completed predict_future for CRWD
[2025-12-08T20:19:54.156250] [INFO ] [sig       ] CRWD: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:19:54.296106] [INFO ] [LOCAL     ] Saved forecast: CRWD	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CRWD.txt
[2025-12-08T20:19:54.296263] [INFO ] [sig       ] [845/3624] Completed CRWD in 0.3s | 2.92 sym/s | Total: 4.8m | ETA: 15.9m
[2025-12-08T20:19:54.296311] [INFO ] [sig       ] [846/3624] Forecasting CRWS...
[2025-12-08T20:19:54.296341] [INFO ] [sig       ] Generating forecast for: CRWS
[2025-12-08T20:19:54.296370] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRWS' from 'https://tdm.silogroup.org/data/derivative_storage/CRWS.csv'.
[2025-12-08T20:19:54.308745] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRWS'.
[2025-12-08T20:19:54.309097] [INFO ] [FORECASTER] Starting predict_future for CRWS
[2025-12-08T20:19:54.309882] [DEBUG] [LOCAL     ] No optimal features file found for CRWS: ./output/feature-sets/CRWS.txt
[2025-12-08T20:19:54.309930] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:54.309961] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:54.310012] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:54.310069] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:54.366324] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:54.366930] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:54.367004] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:54.367035] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:54.486736] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:54.486910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:54.486967] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:54.486998] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:54.490613] [DEBUG] [FORECASTER] CRWS: Forecast T+1@11:T+2@11: UP (p=67.51%)
[2025-12-08T20:19:54.490901] [INFO ] [FORECASTER] Completed predict_future for CRWS
[2025-12-08T20:19:54.491035] [INFO ] [sig       ] CRWS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:19:54.640878] [INFO ] [LOCAL     ] Saved forecast: CRWS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CRWS.txt
[2025-12-08T20:19:54.641086] [INFO ] [sig       ] [846/3624] Completed CRWS in 0.3s | 2.92 sym/s | Total: 4.8m | ETA: 15.9m
[2025-12-08T20:19:54.641134] [INFO ] [sig       ] [847/3624] Forecasting CSAN...
[2025-12-08T20:19:54.641172] [INFO ] [sig       ] Generating forecast for: CSAN
[2025-12-08T20:19:54.641214] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSAN' from 'https://tdm.silogroup.org/data/derivative_storage/CSAN.csv'.
[2025-12-08T20:19:54.656374] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSAN'.
[2025-12-08T20:19:54.656981] [INFO ] [FORECASTER] Starting predict_future for CSAN
[2025-12-08T20:19:54.658209] [DEBUG] [LOCAL     ] No optimal features file found for CSAN: ./output/feature-sets/CSAN.txt
[2025-12-08T20:19:54.658277] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:54.658312] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:54.658339] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:54.658398] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:54.718682] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:54.719861] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:54.719983] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:54.720019] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:54.847129] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:54.847360] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:54.847437] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:54.847469] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:54.851564] [DEBUG] [FORECASTER] CSAN: Forecast T+1@11:T+2@11: UP (p=88.09%)
[2025-12-08T20:19:54.851979] [INFO ] [FORECASTER] Completed predict_future for CSAN
[2025-12-08T20:19:54.852173] [INFO ] [sig       ] CSAN: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:19:55.013491] [INFO ] [LOCAL     ] Saved forecast: CSAN	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CSAN.txt
[2025-12-08T20:19:55.013668] [INFO ] [sig       ] [847/3624] Completed CSAN in 0.4s | 2.92 sym/s | Total: 4.8m | ETA: 15.9m
[2025-12-08T20:19:55.013709] [INFO ] [sig       ] [848/3624] Forecasting CSB...
[2025-12-08T20:19:55.013739] [INFO ] [sig       ] Generating forecast for: CSB
[2025-12-08T20:19:55.013769] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSB' from 'https://tdm.silogroup.org/data/derivative_storage/CSB.csv'.
[2025-12-08T20:19:55.026874] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSB'.
[2025-12-08T20:19:55.027238] [INFO ] [FORECASTER] Starting predict_future for CSB
[2025-12-08T20:19:55.028057] [DEBUG] [LOCAL     ] No optimal features file found for CSB: ./output/feature-sets/CSB.txt
[2025-12-08T20:19:55.028107] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:55.028138] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:55.028164] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:55.028219] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:55.083566] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:55.084391] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:55.084469] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:55.084500] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:55.197631] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:55.197786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:55.197825] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:55.197852] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:55.201537] [DEBUG] [FORECASTER] CSB: Forecast T+1@11:T+2@11: DOWN (p=8.08%)
[2025-12-08T20:19:55.201840] [INFO ] [FORECASTER] Completed predict_future for CSB
[2025-12-08T20:19:55.201968] [INFO ] [sig       ] CSB: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:19:55.352424] [INFO ] [LOCAL     ] Saved forecast: CSB	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CSB.txt
[2025-12-08T20:19:55.352602] [INFO ] [sig       ] [848/3624] Completed CSB in 0.3s | 2.92 sym/s | Total: 4.8m | ETA: 15.9m
[2025-12-08T20:19:55.352643] [INFO ] [sig       ] [849/3624] Forecasting CSCO...
[2025-12-08T20:19:55.352674] [INFO ] [sig       ] Generating forecast for: CSCO
[2025-12-08T20:19:55.352703] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSCO' from 'https://tdm.silogroup.org/data/derivative_storage/CSCO.csv'.
[2025-12-08T20:19:55.365917] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSCO'.
[2025-12-08T20:19:55.366312] [INFO ] [FORECASTER] Starting predict_future for CSCO
[2025-12-08T20:19:55.367150] [DEBUG] [LOCAL     ] No optimal features file found for CSCO: ./output/feature-sets/CSCO.txt
[2025-12-08T20:19:55.367203] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:55.367235] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:55.367262] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:55.367318] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:55.426254] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:55.427121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:55.427200] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:55.427234] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:55.554870] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:55.555019] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:55.555058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:55.555105] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:55.558973] [DEBUG] [FORECASTER] CSCO: Forecast T+1@11:T+2@11: UP (p=80.96%)
[2025-12-08T20:19:55.559253] [INFO ] [FORECASTER] Completed predict_future for CSCO
[2025-12-08T20:19:55.559402] [INFO ] [sig       ] CSCO: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:19:55.739863] [INFO ] [LOCAL     ] Saved forecast: CSCO	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CSCO.txt
[2025-12-08T20:19:55.740007] [INFO ] [sig       ] [849/3624] Completed CSCO in 0.4s | 2.92 sym/s | Total: 4.9m | ETA: 15.9m
[2025-12-08T20:19:55.740047] [INFO ] [sig       ] [850/3624] Forecasting CSGP...
[2025-12-08T20:19:55.740077] [INFO ] [sig       ] Generating forecast for: CSGP
[2025-12-08T20:19:55.740107] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSGP' from 'https://tdm.silogroup.org/data/derivative_storage/CSGP.csv'.
[2025-12-08T20:19:55.753758] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSGP'.
[2025-12-08T20:19:55.754221] [INFO ] [FORECASTER] Starting predict_future for CSGP
[2025-12-08T20:19:55.755052] [DEBUG] [LOCAL     ] No optimal features file found for CSGP: ./output/feature-sets/CSGP.txt
[2025-12-08T20:19:55.755104] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:55.755138] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:55.755177] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:55.755240] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:55.817215] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:55.818225] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:55.818312] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:55.818345] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:55.951735] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:55.951900] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:55.951941] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:55.951970] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:55.956175] [DEBUG] [FORECASTER] CSGP: Forecast T+1@11:T+2@11: DOWN (p=12.64%)
[2025-12-08T20:19:55.956474] [INFO ] [FORECASTER] Completed predict_future for CSGP
[2025-12-08T20:19:55.956626] [INFO ] [sig       ] CSGP: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:19:56.097096] [INFO ] [LOCAL     ] Saved forecast: CSGP	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CSGP.txt
[2025-12-08T20:19:56.097222] [INFO ] [sig       ] [850/3624] Completed CSGP in 0.4s | 2.91 sym/s | Total: 4.9m | ETA: 15.9m
[2025-12-08T20:19:56.097260] [INFO ] [sig       ] [851/3624] Forecasting CSGS...
[2025-12-08T20:19:56.097288] [INFO ] [sig       ] Generating forecast for: CSGS
[2025-12-08T20:19:56.097318] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSGS' from 'https://tdm.silogroup.org/data/derivative_storage/CSGS.csv'.
[2025-12-08T20:19:56.109252] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSGS'.
[2025-12-08T20:19:56.109607] [INFO ] [FORECASTER] Starting predict_future for CSGS
[2025-12-08T20:19:56.110367] [DEBUG] [LOCAL     ] No optimal features file found for CSGS: ./output/feature-sets/CSGS.txt
[2025-12-08T20:19:56.110415] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:56.110444] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:56.110469] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:56.110522] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:56.165675] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:56.166241] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:56.166327] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:56.166358] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:56.284871] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:56.285011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:56.285047] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:56.285075] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:56.288395] [DEBUG] [FORECASTER] CSGS: Forecast T+1@11:T+2@11: UP (p=89.74%)
[2025-12-08T20:19:56.288671] [INFO ] [FORECASTER] Completed predict_future for CSGS
[2025-12-08T20:19:56.288790] [INFO ] [sig       ] CSGS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:19:56.425625] [INFO ] [LOCAL     ] Saved forecast: CSGS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CSGS.txt
[2025-12-08T20:19:56.425729] [INFO ] [sig       ] [851/3624] Completed CSGS in 0.3s | 2.92 sym/s | Total: 4.9m | ETA: 15.9m
[2025-12-08T20:19:56.425767] [INFO ] [sig       ] [852/3624] Forecasting CSIQ...
[2025-12-08T20:19:56.425795] [INFO ] [sig       ] Generating forecast for: CSIQ
[2025-12-08T20:19:56.425824] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSIQ' from 'https://tdm.silogroup.org/data/derivative_storage/CSIQ.csv'.
[2025-12-08T20:19:56.437944] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSIQ'.
[2025-12-08T20:19:56.438270] [INFO ] [FORECASTER] Starting predict_future for CSIQ
[2025-12-08T20:19:56.439082] [DEBUG] [LOCAL     ] No optimal features file found for CSIQ: ./output/feature-sets/CSIQ.txt
[2025-12-08T20:19:56.439131] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:56.439162] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:56.439187] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:56.439241] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:56.495365] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:56.495951] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:56.496026] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:56.496057] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:56.621335] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:56.621484] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:56.621521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:56.621588] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:56.624795] [DEBUG] [FORECASTER] CSIQ: Forecast T+1@11:T+2@11: UP (p=62.45%)
[2025-12-08T20:19:56.625051] [INFO ] [FORECASTER] Completed predict_future for CSIQ
[2025-12-08T20:19:56.625166] [INFO ] [sig       ] CSIQ: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:19:56.767879] [INFO ] [LOCAL     ] Saved forecast: CSIQ	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CSIQ.txt
[2025-12-08T20:19:56.768002] [INFO ] [sig       ] [852/3624] Completed CSIQ in 0.3s | 2.92 sym/s | Total: 4.9m | ETA: 15.8m
[2025-12-08T20:19:56.768042] [INFO ] [sig       ] [853/3624] Forecasting CSPI...
[2025-12-08T20:19:56.768070] [INFO ] [sig       ] Generating forecast for: CSPI
[2025-12-08T20:19:56.768099] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSPI' from 'https://tdm.silogroup.org/data/derivative_storage/CSPI.csv'.
[2025-12-08T20:19:56.780192] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSPI'.
[2025-12-08T20:19:56.780530] [INFO ] [FORECASTER] Starting predict_future for CSPI
[2025-12-08T20:19:56.781297] [DEBUG] [LOCAL     ] No optimal features file found for CSPI: ./output/feature-sets/CSPI.txt
[2025-12-08T20:19:56.781351] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:56.781382] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:56.781418] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:56.781474] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:56.836964] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:56.837549] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:56.837639] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:56.837670] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:56.947470] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:56.947629] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:56.947667] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:56.947694] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:56.950917] [DEBUG] [FORECASTER] CSPI: Forecast T+1@11:T+2@11: UP (p=93.54%)
[2025-12-08T20:19:56.951176] [INFO ] [FORECASTER] Completed predict_future for CSPI
[2025-12-08T20:19:56.951296] [INFO ] [sig       ] CSPI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:19:57.088497] [INFO ] [LOCAL     ] Saved forecast: CSPI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CSPI.txt
[2025-12-08T20:19:57.088619] [INFO ] [sig       ] [853/3624] Completed CSPI in 0.3s | 2.92 sym/s | Total: 4.9m | ETA: 15.8m
[2025-12-08T20:19:57.088659] [INFO ] [sig       ] [854/3624] Forecasting CSQ...
[2025-12-08T20:19:57.088686] [INFO ] [sig       ] Generating forecast for: CSQ
[2025-12-08T20:19:57.088716] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSQ' from 'https://tdm.silogroup.org/data/derivative_storage/CSQ.csv'.
[2025-12-08T20:19:57.101372] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSQ'.
[2025-12-08T20:19:57.101714] [INFO ] [FORECASTER] Starting predict_future for CSQ
[2025-12-08T20:19:57.102460] [DEBUG] [LOCAL     ] No optimal features file found for CSQ: ./output/feature-sets/CSQ.txt
[2025-12-08T20:19:57.102510] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:57.102540] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:57.102566] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:57.102641] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:57.157391] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:57.157977] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:57.158049] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:57.158080] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:57.272350] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:57.272518] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:57.272556] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:57.272604] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:57.275884] [DEBUG] [FORECASTER] CSQ: Forecast T+1@11:T+2@11: DOWN (p=6.92%)
[2025-12-08T20:19:57.276168] [INFO ] [FORECASTER] Completed predict_future for CSQ
[2025-12-08T20:19:57.276295] [INFO ] [sig       ] CSQ: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:19:57.412457] [INFO ] [LOCAL     ] Saved forecast: CSQ	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CSQ.txt
[2025-12-08T20:19:57.412594] [INFO ] [sig       ] [854/3624] Completed CSQ in 0.3s | 2.92 sym/s | Total: 4.9m | ETA: 15.8m
[2025-12-08T20:19:57.412633] [INFO ] [sig       ] [855/3624] Forecasting CSTL...
[2025-12-08T20:19:57.412662] [INFO ] [sig       ] Generating forecast for: CSTL
[2025-12-08T20:19:57.412691] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSTL' from 'https://tdm.silogroup.org/data/derivative_storage/CSTL.csv'.
[2025-12-08T20:19:57.424432] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSTL'.
[2025-12-08T20:19:57.424768] [INFO ] [FORECASTER] Starting predict_future for CSTL
[2025-12-08T20:19:57.425528] [DEBUG] [LOCAL     ] No optimal features file found for CSTL: ./output/feature-sets/CSTL.txt
[2025-12-08T20:19:57.425595] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:57.425627] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:57.425653] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:57.425707] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:57.481822] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:57.482423] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:57.482497] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:57.482529] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:57.605495] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:57.605648] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:57.605685] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:57.605712] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:57.608916] [DEBUG] [FORECASTER] CSTL: Forecast T+1@11:T+2@11: UP (p=92.77%)
[2025-12-08T20:19:57.609172] [INFO ] [FORECASTER] Completed predict_future for CSTL
[2025-12-08T20:19:57.609287] [INFO ] [sig       ] CSTL: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:19:57.746965] [INFO ] [LOCAL     ] Saved forecast: CSTL	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CSTL.txt
[2025-12-08T20:19:57.747087] [INFO ] [sig       ] [855/3624] Completed CSTL in 0.3s | 2.92 sym/s | Total: 4.9m | ETA: 15.8m
[2025-12-08T20:19:57.747124] [INFO ] [sig       ] [856/3624] Forecasting CSTM...
[2025-12-08T20:19:57.747152] [INFO ] [sig       ] Generating forecast for: CSTM
[2025-12-08T20:19:57.747180] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSTM' from 'https://tdm.silogroup.org/data/derivative_storage/CSTM.csv'.
[2025-12-08T20:19:57.759436] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSTM'.
[2025-12-08T20:19:57.759786] [INFO ] [FORECASTER] Starting predict_future for CSTM
[2025-12-08T20:19:57.760543] [DEBUG] [LOCAL     ] No optimal features file found for CSTM: ./output/feature-sets/CSTM.txt
[2025-12-08T20:19:57.760608] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:57.760640] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:57.760666] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:57.760722] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:57.815977] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:57.816563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:57.816678] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:57.816710] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:57.935388] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:57.935534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:57.935589] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:57.935619] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:57.938843] [DEBUG] [FORECASTER] CSTM: Forecast T+1@11:T+2@11: DOWN (p=46.26%)
[2025-12-08T20:19:57.939100] [INFO ] [FORECASTER] Completed predict_future for CSTM
[2025-12-08T20:19:57.939215] [INFO ] [sig       ] CSTM: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:19:58.075239] [INFO ] [LOCAL     ] Saved forecast: CSTM	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CSTM.txt
[2025-12-08T20:19:58.075351] [INFO ] [sig       ] [856/3624] Completed CSTM in 0.3s | 2.92 sym/s | Total: 4.9m | ETA: 15.8m
[2025-12-08T20:19:58.075388] [INFO ] [sig       ] [857/3624] Forecasting CSWC...
[2025-12-08T20:19:58.075418] [INFO ] [sig       ] Generating forecast for: CSWC
[2025-12-08T20:19:58.075453] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSWC' from 'https://tdm.silogroup.org/data/derivative_storage/CSWC.csv'.
[2025-12-08T20:19:58.087355] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSWC'.
[2025-12-08T20:19:58.087731] [INFO ] [FORECASTER] Starting predict_future for CSWC
[2025-12-08T20:19:58.088482] [DEBUG] [LOCAL     ] No optimal features file found for CSWC: ./output/feature-sets/CSWC.txt
[2025-12-08T20:19:58.088531] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:58.088562] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:58.088607] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:58.088663] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:58.143883] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:58.144463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:58.144536] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:58.144566] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:58.259994] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:58.260123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:58.260158] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:58.260185] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:58.263724] [DEBUG] [FORECASTER] CSWC: Forecast T+1@11:T+2@11: DOWN (p=10.29%)
[2025-12-08T20:19:58.263980] [INFO ] [FORECASTER] Completed predict_future for CSWC
[2025-12-08T20:19:58.264096] [INFO ] [sig       ] CSWC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:19:58.401223] [INFO ] [LOCAL     ] Saved forecast: CSWC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CSWC.txt
[2025-12-08T20:19:58.401334] [INFO ] [sig       ] [857/3624] Completed CSWC in 0.3s | 2.92 sym/s | Total: 4.9m | ETA: 15.8m
[2025-12-08T20:19:58.401372] [INFO ] [sig       ] [858/3624] Forecasting CSX...
[2025-12-08T20:19:58.401400] [INFO ] [sig       ] Generating forecast for: CSX
[2025-12-08T20:19:58.401428] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSX' from 'https://tdm.silogroup.org/data/derivative_storage/CSX.csv'.
[2025-12-08T20:19:58.413015] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSX'.
[2025-12-08T20:19:58.413329] [INFO ] [FORECASTER] Starting predict_future for CSX
[2025-12-08T20:19:58.414097] [DEBUG] [LOCAL     ] No optimal features file found for CSX: ./output/feature-sets/CSX.txt
[2025-12-08T20:19:58.414146] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:58.414176] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:58.414202] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:58.414256] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:58.469969] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:58.470549] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:58.470639] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:58.470670] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:58.591040] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:58.591160] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:58.591195] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:58.591222] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:58.594306] [DEBUG] [FORECASTER] CSX: Forecast T+1@11:T+2@11: UP (p=66.84%)
[2025-12-08T20:19:58.594563] [INFO ] [FORECASTER] Completed predict_future for CSX
[2025-12-08T20:19:58.594700] [INFO ] [sig       ] CSX: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:19:58.732617] [INFO ] [LOCAL     ] Saved forecast: CSX	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CSX.txt
[2025-12-08T20:19:58.732775] [INFO ] [sig       ] [858/3624] Completed CSX in 0.3s | 2.92 sym/s | Total: 4.9m | ETA: 15.8m
[2025-12-08T20:19:58.732817] [INFO ] [sig       ] [859/3624] Forecasting CTAS...
[2025-12-08T20:19:58.732846] [INFO ] [sig       ] Generating forecast for: CTAS
[2025-12-08T20:19:58.732875] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTAS' from 'https://tdm.silogroup.org/data/derivative_storage/CTAS.csv'.
[2025-12-08T20:19:58.745058] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTAS'.
[2025-12-08T20:19:58.745456] [INFO ] [FORECASTER] Starting predict_future for CTAS
[2025-12-08T20:19:58.746256] [DEBUG] [LOCAL     ] No optimal features file found for CTAS: ./output/feature-sets/CTAS.txt
[2025-12-08T20:19:58.746307] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:58.746341] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:58.746369] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:58.746424] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:58.804310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:58.805185] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:58.805266] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:58.805300] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:58.919180] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:58.919337] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:58.919377] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:58.919406] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:58.922684] [DEBUG] [FORECASTER] CTAS: Forecast T+1@11:T+2@11: DOWN (p=43.70%)
[2025-12-08T20:19:58.922948] [INFO ] [FORECASTER] Completed predict_future for CTAS
[2025-12-08T20:19:58.923068] [INFO ] [sig       ] CTAS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:19:59.063281] [INFO ] [LOCAL     ] Saved forecast: CTAS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CTAS.txt
[2025-12-08T20:19:59.063456] [INFO ] [sig       ] [859/3624] Completed CTAS in 0.3s | 2.92 sym/s | Total: 4.9m | ETA: 15.8m
[2025-12-08T20:19:59.063510] [INFO ] [sig       ] [860/3624] Forecasting CTBB...
[2025-12-08T20:19:59.063560] [INFO ] [sig       ] Generating forecast for: CTBB
[2025-12-08T20:19:59.063625] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTBB' from 'https://tdm.silogroup.org/data/derivative_storage/CTBB.csv'.
[2025-12-08T20:19:59.075527] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTBB'.
[2025-12-08T20:19:59.075904] [INFO ] [FORECASTER] Starting predict_future for CTBB
[2025-12-08T20:19:59.076703] [DEBUG] [LOCAL     ] No optimal features file found for CTBB: ./output/feature-sets/CTBB.txt
[2025-12-08T20:19:59.076755] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:59.076788] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:59.076818] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:59.076876] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:59.135126] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:59.135759] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:59.135835] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:59.135868] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:59.249941] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:59.250070] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:59.250106] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:59.250150] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:59.253393] [DEBUG] [FORECASTER] CTBB: Forecast T+1@11:T+2@11: UP (p=92.49%)
[2025-12-08T20:19:59.253673] [INFO ] [FORECASTER] Completed predict_future for CTBB
[2025-12-08T20:19:59.253792] [INFO ] [sig       ] CTBB: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:19:59.391972] [INFO ] [LOCAL     ] Saved forecast: CTBB	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CTBB.txt
[2025-12-08T20:19:59.392081] [INFO ] [sig       ] [860/3624] Completed CTBB in 0.3s | 2.92 sym/s | Total: 4.9m | ETA: 15.8m
[2025-12-08T20:19:59.392119] [INFO ] [sig       ] [861/3624] Forecasting CTBI...
[2025-12-08T20:19:59.392146] [INFO ] [sig       ] Generating forecast for: CTBI
[2025-12-08T20:19:59.392175] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTBI' from 'https://tdm.silogroup.org/data/derivative_storage/CTBI.csv'.
[2025-12-08T20:19:59.403894] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTBI'.
[2025-12-08T20:19:59.404238] [INFO ] [FORECASTER] Starting predict_future for CTBI
[2025-12-08T20:19:59.405040] [DEBUG] [LOCAL     ] No optimal features file found for CTBI: ./output/feature-sets/CTBI.txt
[2025-12-08T20:19:59.405090] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:59.405123] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:59.405150] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:59.405207] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:59.463230] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:59.463870] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:59.463946] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:59.463979] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:59.585490] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:59.585631] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:59.585669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:59.585696] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:59.588900] [DEBUG] [FORECASTER] CTBI: Forecast T+1@11:T+2@11: UP (p=60.62%)
[2025-12-08T20:19:59.589157] [INFO ] [FORECASTER] Completed predict_future for CTBI
[2025-12-08T20:19:59.589272] [INFO ] [sig       ] CTBI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:19:59.726913] [INFO ] [LOCAL     ] Saved forecast: CTBI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CTBI.txt
[2025-12-08T20:19:59.727027] [INFO ] [sig       ] [861/3624] Completed CTBI in 0.3s | 2.92 sym/s | Total: 4.9m | ETA: 15.8m
[2025-12-08T20:19:59.727065] [INFO ] [sig       ] [862/3624] Forecasting CTDD...
[2025-12-08T20:19:59.727094] [INFO ] [sig       ] Generating forecast for: CTDD
[2025-12-08T20:19:59.727122] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTDD' from 'https://tdm.silogroup.org/data/derivative_storage/CTDD.csv'.
[2025-12-08T20:19:59.738936] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTDD'.
[2025-12-08T20:19:59.739262] [INFO ] [FORECASTER] Starting predict_future for CTDD
[2025-12-08T20:19:59.740034] [DEBUG] [LOCAL     ] No optimal features file found for CTDD: ./output/feature-sets/CTDD.txt
[2025-12-08T20:19:59.740083] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:19:59.740114] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:19:59.740140] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:19:59.740195] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:19:59.795818] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:19:59.796467] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:19:59.796541] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:19:59.796589] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:19:59.908365] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:19:59.908503] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:19:59.908540] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:19:59.908584] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:19:59.911782] [DEBUG] [FORECASTER] CTDD: Forecast T+1@11:T+2@11: UP (p=81.85%)
[2025-12-08T20:19:59.912039] [INFO ] [FORECASTER] Completed predict_future for CTDD
[2025-12-08T20:19:59.912152] [INFO ] [sig       ] CTDD: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:20:00.050547] [INFO ] [LOCAL     ] Saved forecast: CTDD	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CTDD.txt
[2025-12-08T20:20:00.050709] [INFO ] [sig       ] [862/3624] Completed CTDD in 0.3s | 2.92 sym/s | Total: 4.9m | ETA: 15.8m
[2025-12-08T20:20:00.050749] [INFO ] [sig       ] [863/3624] Forecasting CTKB...
[2025-12-08T20:20:00.050778] [INFO ] [sig       ] Generating forecast for: CTKB
[2025-12-08T20:20:00.050808] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTKB' from 'https://tdm.silogroup.org/data/derivative_storage/CTKB.csv'.
[2025-12-08T20:20:00.062465] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTKB'.
[2025-12-08T20:20:00.062819] [INFO ] [FORECASTER] Starting predict_future for CTKB
[2025-12-08T20:20:00.063589] [DEBUG] [LOCAL     ] No optimal features file found for CTKB: ./output/feature-sets/CTKB.txt
[2025-12-08T20:20:00.063642] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:00.063698] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:00.063725] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:00.063780] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:00.121226] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:00.122039] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:00.122118] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:00.122150] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:00.240348] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:00.240461] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:00.240498] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:00.240525] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:00.243800] [DEBUG] [FORECASTER] CTKB: Forecast T+1@11:T+2@11: UP (p=99.31%)
[2025-12-08T20:20:00.244066] [INFO ] [FORECASTER] Completed predict_future for CTKB
[2025-12-08T20:20:00.244184] [INFO ] [sig       ] CTKB: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:20:00.391951] [INFO ] [LOCAL     ] Saved forecast: CTKB	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CTKB.txt
[2025-12-08T20:20:00.392086] [INFO ] [sig       ] [863/3624] Completed CTKB in 0.3s | 2.92 sym/s | Total: 4.9m | ETA: 15.8m
[2025-12-08T20:20:00.392125] [INFO ] [sig       ] [864/3624] Forecasting CTLP...
[2025-12-08T20:20:00.392155] [INFO ] [sig       ] Generating forecast for: CTLP
[2025-12-08T20:20:00.392184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTLP' from 'https://tdm.silogroup.org/data/derivative_storage/CTLP.csv'.
[2025-12-08T20:20:00.403813] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTLP'.
[2025-12-08T20:20:00.404140] [INFO ] [FORECASTER] Starting predict_future for CTLP
[2025-12-08T20:20:00.404919] [DEBUG] [LOCAL     ] No optimal features file found for CTLP: ./output/feature-sets/CTLP.txt
[2025-12-08T20:20:00.404969] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:00.404999] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:00.405025] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:00.405088] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:00.461126] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:00.461923] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:00.462020] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:00.462051] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:00.579864] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:00.579982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:00.580021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:00.580050] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:00.583360] [DEBUG] [FORECASTER] CTLP: Forecast T+1@11:T+2@11: DOWN (p=9.79%)
[2025-12-08T20:20:00.583663] [INFO ] [FORECASTER] Completed predict_future for CTLP
[2025-12-08T20:20:00.583786] [INFO ] [sig       ] CTLP: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:20:00.723343] [INFO ] [LOCAL     ] Saved forecast: CTLP	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CTLP.txt
[2025-12-08T20:20:00.723480] [INFO ] [sig       ] [864/3624] Completed CTLP in 0.3s | 2.92 sym/s | Total: 4.9m | ETA: 15.8m
[2025-12-08T20:20:00.723519] [INFO ] [sig       ] [865/3624] Forecasting CTMX...
[2025-12-08T20:20:00.723548] [INFO ] [sig       ] Generating forecast for: CTMX
[2025-12-08T20:20:00.723596] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTMX' from 'https://tdm.silogroup.org/data/derivative_storage/CTMX.csv'.
[2025-12-08T20:20:00.735177] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTMX'.
[2025-12-08T20:20:00.735495] [INFO ] [FORECASTER] Starting predict_future for CTMX
[2025-12-08T20:20:00.736271] [DEBUG] [LOCAL     ] No optimal features file found for CTMX: ./output/feature-sets/CTMX.txt
[2025-12-08T20:20:00.736320] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:00.736351] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:00.736377] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:00.736431] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:00.792510] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:00.793149] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:00.793223] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:00.793254] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:00.914610] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:00.914762] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:00.914798] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:00.914826] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:00.918159] [DEBUG] [FORECASTER] CTMX: Forecast T+1@11:T+2@11: UP (p=63.91%)
[2025-12-08T20:20:00.918478] [INFO ] [FORECASTER] Completed predict_future for CTMX
[2025-12-08T20:20:00.918626] [INFO ] [sig       ] CTMX: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:20:01.058543] [INFO ] [LOCAL     ] Saved forecast: CTMX	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CTMX.txt
[2025-12-08T20:20:01.058682] [INFO ] [sig       ] [865/3624] Completed CTMX in 0.3s | 2.92 sym/s | Total: 4.9m | ETA: 15.8m
[2025-12-08T20:20:01.058719] [INFO ] [sig       ] [866/3624] Forecasting CTNM...
[2025-12-08T20:20:01.058749] [INFO ] [sig       ] Generating forecast for: CTNM
[2025-12-08T20:20:01.058778] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTNM' from 'https://tdm.silogroup.org/data/derivative_storage/CTNM.csv'.
[2025-12-08T20:20:01.070339] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTNM'.
[2025-12-08T20:20:01.070675] [INFO ] [FORECASTER] Starting predict_future for CTNM
[2025-12-08T20:20:01.071427] [DEBUG] [LOCAL     ] No optimal features file found for CTNM: ./output/feature-sets/CTNM.txt
[2025-12-08T20:20:01.071485] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:01.071517] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:01.071543] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:01.071621] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:01.127496] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:01.128104] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:01.128176] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:01.128207] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:01.245592] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:01.245729] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:01.245766] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:01.245822] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:01.249045] [DEBUG] [FORECASTER] CTNM: Forecast T+1@11:T+2@11: DOWN (p=16.86%)
[2025-12-08T20:20:01.249304] [INFO ] [FORECASTER] Completed predict_future for CTNM
[2025-12-08T20:20:01.249423] [INFO ] [sig       ] CTNM: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:20:01.386232] [INFO ] [LOCAL     ] Saved forecast: CTNM	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CTNM.txt
[2025-12-08T20:20:01.386343] [INFO ] [sig       ] [866/3624] Completed CTNM in 0.3s | 2.92 sym/s | Total: 4.9m | ETA: 15.8m
[2025-12-08T20:20:01.386381] [INFO ] [sig       ] [867/3624] Forecasting CTO...
[2025-12-08T20:20:01.386411] [INFO ] [sig       ] Generating forecast for: CTO
[2025-12-08T20:20:01.386442] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTO' from 'https://tdm.silogroup.org/data/derivative_storage/CTO.csv'.
[2025-12-08T20:20:01.471262] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTO'.
[2025-12-08T20:20:01.471628] [INFO ] [FORECASTER] Starting predict_future for CTO
[2025-12-08T20:20:01.472458] [DEBUG] [LOCAL     ] No optimal features file found for CTO: ./output/feature-sets/CTO.txt
[2025-12-08T20:20:01.472510] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:01.472543] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:01.472600] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:01.472677] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:01.528936] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:01.529528] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:01.529622] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:01.529656] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:01.651023] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:01.651177] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:01.651214] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:01.651242] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:01.654548] [DEBUG] [FORECASTER] CTO: Forecast T+1@11:T+2@11: UP (p=90.49%)
[2025-12-08T20:20:01.654869] [INFO ] [FORECASTER] Completed predict_future for CTO
[2025-12-08T20:20:01.654992] [INFO ] [sig       ] CTO: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:20:01.826646] [INFO ] [LOCAL     ] Saved forecast: CTO	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CTO.txt
[2025-12-08T20:20:01.826803] [INFO ] [sig       ] [867/3624] Completed CTO in 0.4s | 2.92 sym/s | Total: 5.0m | ETA: 15.8m
[2025-12-08T20:20:01.826845] [INFO ] [sig       ] [868/3624] Forecasting CTRA...
[2025-12-08T20:20:01.826875] [INFO ] [sig       ] Generating forecast for: CTRA
[2025-12-08T20:20:01.826904] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTRA' from 'https://tdm.silogroup.org/data/derivative_storage/CTRA.csv'.
[2025-12-08T20:20:01.839759] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTRA'.
[2025-12-08T20:20:01.840148] [INFO ] [FORECASTER] Starting predict_future for CTRA
[2025-12-08T20:20:01.840982] [DEBUG] [LOCAL     ] No optimal features file found for CTRA: ./output/feature-sets/CTRA.txt
[2025-12-08T20:20:01.841036] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:01.841069] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:01.841096] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:01.841154] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:01.900330] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:01.901243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:01.901334] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:01.901369] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:02.020251] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:02.020407] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:02.020448] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:02.020478] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:02.023945] [DEBUG] [FORECASTER] CTRA: Forecast T+1@11:T+2@11: DOWN (p=27.12%)
[2025-12-08T20:20:02.024248] [INFO ] [FORECASTER] Completed predict_future for CTRA
[2025-12-08T20:20:02.024380] [INFO ] [sig       ] CTRA: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:20:02.166353] [INFO ] [LOCAL     ] Saved forecast: CTRA	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CTRA.txt
[2025-12-08T20:20:02.167213] [INFO ] [sig       ] [868/3624] Completed CTRA in 0.3s | 2.92 sym/s | Total: 5.0m | ETA: 15.8m
[2025-12-08T20:20:02.167261] [INFO ] [sig       ] [869/3624] Forecasting CTRE...
[2025-12-08T20:20:02.167292] [INFO ] [sig       ] Generating forecast for: CTRE
[2025-12-08T20:20:02.167325] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTRE' from 'https://tdm.silogroup.org/data/derivative_storage/CTRE.csv'.
[2025-12-08T20:20:02.179968] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTRE'.
[2025-12-08T20:20:02.180355] [INFO ] [FORECASTER] Starting predict_future for CTRE
[2025-12-08T20:20:02.181191] [DEBUG] [LOCAL     ] No optimal features file found for CTRE: ./output/feature-sets/CTRE.txt
[2025-12-08T20:20:02.181244] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:02.181278] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:02.181306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:02.181362] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:02.238257] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:02.239122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:02.239204] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:02.239239] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:02.363984] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:02.364147] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:02.364188] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:02.364217] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:02.367947] [DEBUG] [FORECASTER] CTRE: Forecast T+1@11:T+2@11: DOWN (p=44.81%)
[2025-12-08T20:20:02.368297] [INFO ] [FORECASTER] Completed predict_future for CTRE
[2025-12-08T20:20:02.368442] [INFO ] [sig       ] CTRE: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:20:02.525793] [INFO ] [LOCAL     ] Saved forecast: CTRE	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CTRE.txt
[2025-12-08T20:20:02.525957] [INFO ] [sig       ] [869/3624] Completed CTRE in 0.4s | 2.92 sym/s | Total: 5.0m | ETA: 15.7m
[2025-12-08T20:20:02.525996] [INFO ] [sig       ] [870/3624] Forecasting CTRM...
[2025-12-08T20:20:02.526026] [INFO ] [sig       ] Generating forecast for: CTRM
[2025-12-08T20:20:02.526055] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTRM' from 'https://tdm.silogroup.org/data/derivative_storage/CTRM.csv'.
[2025-12-08T20:20:02.538112] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTRM'.
[2025-12-08T20:20:02.538532] [INFO ] [FORECASTER] Starting predict_future for CTRM
[2025-12-08T20:20:02.539377] [DEBUG] [LOCAL     ] No optimal features file found for CTRM: ./output/feature-sets/CTRM.txt
[2025-12-08T20:20:02.539431] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:02.539464] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:02.539492] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:02.539548] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:02.602348] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:02.603484] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:02.603591] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:02.603629] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:02.727021] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:02.727180] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:02.727222] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:02.727253] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:02.730763] [DEBUG] [FORECASTER] CTRM: Forecast T+1@11:T+2@11: DOWN (p=9.03%)
[2025-12-08T20:20:02.731068] [INFO ] [FORECASTER] Completed predict_future for CTRM
[2025-12-08T20:20:02.731200] [INFO ] [sig       ] CTRM: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:20:02.880323] [INFO ] [LOCAL     ] Saved forecast: CTRM	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CTRM.txt
[2025-12-08T20:20:02.880479] [INFO ] [sig       ] [870/3624] Completed CTRM in 0.4s | 2.92 sym/s | Total: 5.0m | ETA: 15.7m
[2025-12-08T20:20:02.880520] [INFO ] [sig       ] [871/3624] Forecasting CTRN...
[2025-12-08T20:20:02.880551] [INFO ] [sig       ] Generating forecast for: CTRN
[2025-12-08T20:20:02.880604] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTRN' from 'https://tdm.silogroup.org/data/derivative_storage/CTRN.csv'.
[2025-12-08T20:20:02.893836] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTRN'.
[2025-12-08T20:20:02.894236] [INFO ] [FORECASTER] Starting predict_future for CTRN
[2025-12-08T20:20:02.895074] [DEBUG] [LOCAL     ] No optimal features file found for CTRN: ./output/feature-sets/CTRN.txt
[2025-12-08T20:20:02.895126] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:02.895157] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:02.895183] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:02.895240] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:02.951820] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:02.952711] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:02.952796] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:02.952831] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:03.083594] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:03.083743] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:03.083781] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:03.083809] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:03.087079] [DEBUG] [FORECASTER] CTRN: Forecast T+1@11:T+2@11: UP (p=85.27%)
[2025-12-08T20:20:03.087366] [INFO ] [FORECASTER] Completed predict_future for CTRN
[2025-12-08T20:20:03.087524] [INFO ] [sig       ] CTRN: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:20:03.228237] [INFO ] [LOCAL     ] Saved forecast: CTRN	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CTRN.txt
[2025-12-08T20:20:03.228395] [INFO ] [sig       ] [871/3624] Completed CTRN in 0.3s | 2.92 sym/s | Total: 5.0m | ETA: 15.7m
[2025-12-08T20:20:03.228435] [INFO ] [sig       ] [872/3624] Forecasting CTS...
[2025-12-08T20:20:03.228466] [INFO ] [sig       ] Generating forecast for: CTS
[2025-12-08T20:20:03.228497] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTS' from 'https://tdm.silogroup.org/data/derivative_storage/CTS.csv'.
[2025-12-08T20:20:03.323561] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTS'.
[2025-12-08T20:20:03.323920] [INFO ] [FORECASTER] Starting predict_future for CTS
[2025-12-08T20:20:03.324701] [DEBUG] [LOCAL     ] No optimal features file found for CTS: ./output/feature-sets/CTS.txt
[2025-12-08T20:20:03.324752] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:03.324783] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:03.324809] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:03.324863] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:03.392017] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:03.392840] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:03.392918] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:03.392950] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:03.512040] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:03.512210] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:03.512251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:03.512279] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:03.515622] [DEBUG] [FORECASTER] CTS: Forecast T+1@11:T+2@11: DOWN (p=1.46%)
[2025-12-08T20:20:03.515909] [INFO ] [FORECASTER] Completed predict_future for CTS
[2025-12-08T20:20:03.516035] [INFO ] [sig       ] CTS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:20:03.659651] [INFO ] [LOCAL     ] Saved forecast: CTS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CTS.txt
[2025-12-08T20:20:03.659799] [INFO ] [sig       ] [872/3624] Completed CTS in 0.4s | 2.91 sym/s | Total: 5.0m | ETA: 15.7m
[2025-12-08T20:20:03.659839] [INFO ] [sig       ] [873/3624] Forecasting CTSH...
[2025-12-08T20:20:03.659869] [INFO ] [sig       ] Generating forecast for: CTSH
[2025-12-08T20:20:03.659899] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTSH' from 'https://tdm.silogroup.org/data/derivative_storage/CTSH.csv'.
[2025-12-08T20:20:03.671788] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTSH'.
[2025-12-08T20:20:03.672179] [INFO ] [FORECASTER] Starting predict_future for CTSH
[2025-12-08T20:20:03.672997] [DEBUG] [LOCAL     ] No optimal features file found for CTSH: ./output/feature-sets/CTSH.txt
[2025-12-08T20:20:03.673049] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:03.673080] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:03.673107] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:03.673163] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:03.729829] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:03.730682] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:03.730798] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:03.730836] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:03.853423] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:03.853608] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:03.853651] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:03.853680] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:03.857128] [DEBUG] [FORECASTER] CTSH: Forecast T+1@11:T+2@11: UP (p=81.68%)
[2025-12-08T20:20:03.857446] [INFO ] [FORECASTER] Completed predict_future for CTSH
[2025-12-08T20:20:03.857590] [INFO ] [sig       ] CTSH: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:20:04.005647] [INFO ] [LOCAL     ] Saved forecast: CTSH	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CTSH.txt
[2025-12-08T20:20:04.005800] [INFO ] [sig       ] [873/3624] Completed CTSH in 0.3s | 2.91 sym/s | Total: 5.0m | ETA: 15.7m
[2025-12-08T20:20:04.005838] [INFO ] [sig       ] [874/3624] Forecasting CTVA...
[2025-12-08T20:20:04.005874] [INFO ] [sig       ] Generating forecast for: CTVA
[2025-12-08T20:20:04.005904] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTVA' from 'https://tdm.silogroup.org/data/derivative_storage/CTVA.csv'.
[2025-12-08T20:20:04.017747] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTVA'.
[2025-12-08T20:20:04.018117] [INFO ] [FORECASTER] Starting predict_future for CTVA
[2025-12-08T20:20:04.018907] [DEBUG] [LOCAL     ] No optimal features file found for CTVA: ./output/feature-sets/CTVA.txt
[2025-12-08T20:20:04.018956] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:04.018987] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:04.019014] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:04.019070] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:04.076637] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:04.077597] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:04.077682] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:04.077714] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:04.208352] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:04.208507] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:04.208546] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:04.208593] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:04.212564] [DEBUG] [FORECASTER] CTVA: Forecast T+1@11:T+2@11: UP (p=78.24%)
[2025-12-08T20:20:04.212963] [INFO ] [FORECASTER] Completed predict_future for CTVA
[2025-12-08T20:20:04.213125] [INFO ] [sig       ] CTVA: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:20:04.356988] [INFO ] [LOCAL     ] Saved forecast: CTVA	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CTVA.txt
[2025-12-08T20:20:04.357137] [INFO ] [sig       ] [874/3624] Completed CTVA in 0.4s | 2.91 sym/s | Total: 5.0m | ETA: 15.7m
[2025-12-08T20:20:04.357177] [INFO ] [sig       ] [875/3624] Forecasting CUBE...
[2025-12-08T20:20:04.357206] [INFO ] [sig       ] Generating forecast for: CUBE
[2025-12-08T20:20:04.357235] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUBE' from 'https://tdm.silogroup.org/data/derivative_storage/CUBE.csv'.
[2025-12-08T20:20:04.369194] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CUBE'.
[2025-12-08T20:20:04.369533] [INFO ] [FORECASTER] Starting predict_future for CUBE
[2025-12-08T20:20:04.370323] [DEBUG] [LOCAL     ] No optimal features file found for CUBE: ./output/feature-sets/CUBE.txt
[2025-12-08T20:20:04.370374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:04.370405] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:04.370431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:04.370487] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:04.426453] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:04.427298] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:04.427391] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:04.427424] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:04.543642] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:04.543773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:04.543810] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:04.543838] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:04.547050] [DEBUG] [FORECASTER] CUBE: Forecast T+1@11:T+2@11: UP (p=75.57%)
[2025-12-08T20:20:04.547308] [INFO ] [FORECASTER] Completed predict_future for CUBE
[2025-12-08T20:20:04.547439] [INFO ] [sig       ] CUBE: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:20:04.684700] [INFO ] [LOCAL     ] Saved forecast: CUBE	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CUBE.txt
[2025-12-08T20:20:04.684824] [INFO ] [sig       ] [875/3624] Completed CUBE in 0.3s | 2.91 sym/s | Total: 5.0m | ETA: 15.7m
[2025-12-08T20:20:04.684863] [INFO ] [sig       ] [876/3624] Forecasting CUBI...
[2025-12-08T20:20:04.684891] [INFO ] [sig       ] Generating forecast for: CUBI
[2025-12-08T20:20:04.684918] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUBI' from 'https://tdm.silogroup.org/data/derivative_storage/CUBI.csv'.
[2025-12-08T20:20:04.696781] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CUBI'.
[2025-12-08T20:20:04.697123] [INFO ] [FORECASTER] Starting predict_future for CUBI
[2025-12-08T20:20:04.697937] [DEBUG] [LOCAL     ] No optimal features file found for CUBI: ./output/feature-sets/CUBI.txt
[2025-12-08T20:20:04.697987] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:04.698019] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:04.698046] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:04.698101] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:04.754179] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:04.754767] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:04.754839] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:04.754870] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:04.879731] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:04.879883] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:04.879921] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:04.879951] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:04.883153] [DEBUG] [FORECASTER] CUBI: Forecast T+1@11:T+2@11: DOWN (p=3.81%)
[2025-12-08T20:20:04.883409] [INFO ] [FORECASTER] Completed predict_future for CUBI
[2025-12-08T20:20:04.883525] [INFO ] [sig       ] CUBI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:20:05.020432] [INFO ] [LOCAL     ] Saved forecast: CUBI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CUBI.txt
[2025-12-08T20:20:05.020596] [INFO ] [sig       ] [876/3624] Completed CUBI in 0.3s | 2.91 sym/s | Total: 5.0m | ETA: 15.7m
[2025-12-08T20:20:05.020644] [INFO ] [sig       ] [877/3624] Forecasting CUK...
[2025-12-08T20:20:05.020675] [INFO ] [sig       ] Generating forecast for: CUK
[2025-12-08T20:20:05.020705] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUK' from 'https://tdm.silogroup.org/data/derivative_storage/CUK.csv'.
[2025-12-08T20:20:05.032955] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CUK'.
[2025-12-08T20:20:05.033298] [INFO ] [FORECASTER] Starting predict_future for CUK
[2025-12-08T20:20:05.034071] [DEBUG] [LOCAL     ] No optimal features file found for CUK: ./output/feature-sets/CUK.txt
[2025-12-08T20:20:05.034120] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:05.034161] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:05.034189] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:05.034244] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:05.089936] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:05.090832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:05.090910] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:05.090943] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:05.217747] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:05.217909] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:05.217957] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:05.217992] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:05.222356] [DEBUG] [FORECASTER] CUK: Forecast T+1@11:T+2@11: DOWN (p=18.69%)
[2025-12-08T20:20:05.222709] [INFO ] [FORECASTER] Completed predict_future for CUK
[2025-12-08T20:20:05.222859] [INFO ] [sig       ] CUK: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:20:05.371523] [INFO ] [LOCAL     ] Saved forecast: CUK	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CUK.txt
[2025-12-08T20:20:05.371683] [INFO ] [sig       ] [877/3624] Completed CUK in 0.4s | 2.91 sym/s | Total: 5.0m | ETA: 15.7m
[2025-12-08T20:20:05.371724] [INFO ] [sig       ] [878/3624] Forecasting CULP...
[2025-12-08T20:20:05.371754] [INFO ] [sig       ] Generating forecast for: CULP
[2025-12-08T20:20:05.371791] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CULP' from 'https://tdm.silogroup.org/data/derivative_storage/CULP.csv'.
[2025-12-08T20:20:05.383178] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CULP'.
[2025-12-08T20:20:05.383541] [INFO ] [FORECASTER] Starting predict_future for CULP
[2025-12-08T20:20:05.384337] [DEBUG] [LOCAL     ] No optimal features file found for CULP: ./output/feature-sets/CULP.txt
[2025-12-08T20:20:05.384387] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:05.384417] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:05.384443] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:05.384497] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:05.441386] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:05.442129] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:05.442205] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:05.442236] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:05.542290] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:05.542393] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:05.542428] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:05.542455] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:05.545547] [DEBUG] [FORECASTER] CULP: Forecast T+1@11:T+2@11: UP (p=92.65%)
[2025-12-08T20:20:05.545820] [INFO ] [FORECASTER] Completed predict_future for CULP
[2025-12-08T20:20:05.545934] [INFO ] [sig       ] CULP: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:20:05.686154] [INFO ] [LOCAL     ] Saved forecast: CULP	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CULP.txt
[2025-12-08T20:20:05.686274] [INFO ] [sig       ] [878/3624] Completed CULP in 0.3s | 2.92 sym/s | Total: 5.0m | ETA: 15.7m
[2025-12-08T20:20:05.686312] [INFO ] [sig       ] [879/3624] Forecasting CURI...
[2025-12-08T20:20:05.686339] [INFO ] [sig       ] Generating forecast for: CURI
[2025-12-08T20:20:05.686367] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CURI' from 'https://tdm.silogroup.org/data/derivative_storage/CURI.csv'.
[2025-12-08T20:20:05.698892] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CURI'.
[2025-12-08T20:20:05.699236] [INFO ] [FORECASTER] Starting predict_future for CURI
[2025-12-08T20:20:05.700132] [DEBUG] [LOCAL     ] No optimal features file found for CURI: ./output/feature-sets/CURI.txt
[2025-12-08T20:20:05.700181] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:05.700213] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:05.700238] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:05.700293] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:05.756071] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:05.756662] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:05.756734] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:05.756765] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:05.875726] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:05.875856] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:05.875892] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:05.875919] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:05.879146] [DEBUG] [FORECASTER] CURI: Forecast T+1@11:T+2@11: DOWN (p=17.12%)
[2025-12-08T20:20:05.879399] [INFO ] [FORECASTER] Completed predict_future for CURI
[2025-12-08T20:20:05.879529] [INFO ] [sig       ] CURI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:20:06.022536] [INFO ] [LOCAL     ] Saved forecast: CURI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CURI.txt
[2025-12-08T20:20:06.022675] [INFO ] [sig       ] [879/3624] Completed CURI in 0.3s | 2.92 sym/s | Total: 5.0m | ETA: 15.7m
[2025-12-08T20:20:06.022714] [INFO ] [sig       ] [880/3624] Forecasting CUZ...
[2025-12-08T20:20:06.022742] [INFO ] [sig       ] Generating forecast for: CUZ
[2025-12-08T20:20:06.022771] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUZ' from 'https://tdm.silogroup.org/data/derivative_storage/CUZ.csv'.
[2025-12-08T20:20:06.035466] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CUZ'.
[2025-12-08T20:20:06.035844] [INFO ] [FORECASTER] Starting predict_future for CUZ
[2025-12-08T20:20:06.036708] [DEBUG] [LOCAL     ] No optimal features file found for CUZ: ./output/feature-sets/CUZ.txt
[2025-12-08T20:20:06.036758] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:06.036817] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:06.036845] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:06.036901] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:06.094353] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:06.094968] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:06.095043] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:06.095074] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:06.214618] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:06.214766] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:06.214803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:06.214830] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:06.218121] [DEBUG] [FORECASTER] CUZ: Forecast T+1@11:T+2@11: UP (p=98.09%)
[2025-12-08T20:20:06.218375] [INFO ] [FORECASTER] Completed predict_future for CUZ
[2025-12-08T20:20:06.218490] [INFO ] [sig       ] CUZ: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:20:06.354928] [INFO ] [LOCAL     ] Saved forecast: CUZ	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CUZ.txt
[2025-12-08T20:20:06.355036] [INFO ] [sig       ] [880/3624] Completed CUZ in 0.3s | 2.92 sym/s | Total: 5.0m | ETA: 15.7m
[2025-12-08T20:20:06.355079] [INFO ] [sig       ] [881/3624] Forecasting CVAC...
[2025-12-08T20:20:06.355109] [INFO ] [sig       ] Generating forecast for: CVAC
[2025-12-08T20:20:06.355137] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVAC' from 'https://tdm.silogroup.org/data/derivative_storage/CVAC.csv'.
[2025-12-08T20:20:06.366974] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVAC'.
[2025-12-08T20:20:06.367308] [INFO ] [FORECASTER] Starting predict_future for CVAC
[2025-12-08T20:20:06.368140] [DEBUG] [LOCAL     ] No optimal features file found for CVAC: ./output/feature-sets/CVAC.txt
[2025-12-08T20:20:06.368190] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:06.368221] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:06.368248] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:06.368305] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:06.426150] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:06.426786] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:06.426861] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:06.426894] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:06.548632] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:06.548793] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:06.548833] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:06.548861] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:06.552260] [DEBUG] [FORECASTER] CVAC: Forecast T+1@11:T+2@11: UP (p=55.45%)
[2025-12-08T20:20:06.552526] [INFO ] [FORECASTER] Completed predict_future for CVAC
[2025-12-08T20:20:06.552664] [INFO ] [sig       ] CVAC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:20:06.690895] [INFO ] [LOCAL     ] Saved forecast: CVAC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CVAC.txt
[2025-12-08T20:20:06.691023] [INFO ] [sig       ] [881/3624] Completed CVAC in 0.3s | 2.92 sym/s | Total: 5.0m | ETA: 15.7m
[2025-12-08T20:20:06.691061] [INFO ] [sig       ] [882/3624] Forecasting CVBF...
[2025-12-08T20:20:06.691089] [INFO ] [sig       ] Generating forecast for: CVBF
[2025-12-08T20:20:06.691118] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVBF' from 'https://tdm.silogroup.org/data/derivative_storage/CVBF.csv'.
[2025-12-08T20:20:06.704161] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVBF'.
[2025-12-08T20:20:06.704519] [INFO ] [FORECASTER] Starting predict_future for CVBF
[2025-12-08T20:20:06.705299] [DEBUG] [LOCAL     ] No optimal features file found for CVBF: ./output/feature-sets/CVBF.txt
[2025-12-08T20:20:06.705348] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:06.705378] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:06.705403] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:06.705457] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:06.760169] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:06.760790] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:06.760861] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:06.760892] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:06.878219] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:06.878370] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:06.878407] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:06.878434] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:06.881668] [DEBUG] [FORECASTER] CVBF: Forecast T+1@11:T+2@11: UP (p=87.98%)
[2025-12-08T20:20:06.881925] [INFO ] [FORECASTER] Completed predict_future for CVBF
[2025-12-08T20:20:06.882056] [INFO ] [sig       ] CVBF: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:20:07.018602] [INFO ] [LOCAL     ] Saved forecast: CVBF	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CVBF.txt
[2025-12-08T20:20:07.018723] [INFO ] [sig       ] [882/3624] Completed CVBF in 0.3s | 2.92 sym/s | Total: 5.0m | ETA: 15.7m
[2025-12-08T20:20:07.018761] [INFO ] [sig       ] [883/3624] Forecasting CVCO...
[2025-12-08T20:20:07.018790] [INFO ] [sig       ] Generating forecast for: CVCO
[2025-12-08T20:20:07.018819] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVCO' from 'https://tdm.silogroup.org/data/derivative_storage/CVCO.csv'.
[2025-12-08T20:20:07.030388] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVCO'.
[2025-12-08T20:20:07.030731] [INFO ] [FORECASTER] Starting predict_future for CVCO
[2025-12-08T20:20:07.031468] [DEBUG] [LOCAL     ] No optimal features file found for CVCO: ./output/feature-sets/CVCO.txt
[2025-12-08T20:20:07.031517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:07.031547] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:07.031601] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:07.031659] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:07.086202] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:07.086826] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:07.086900] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:07.086931] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:07.201671] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:07.201825] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:07.201862] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:07.201920] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:07.205142] [DEBUG] [FORECASTER] CVCO: Forecast T+1@11:T+2@11: UP (p=93.08%)
[2025-12-08T20:20:07.205400] [INFO ] [FORECASTER] Completed predict_future for CVCO
[2025-12-08T20:20:07.205515] [INFO ] [sig       ] CVCO: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:20:07.342436] [INFO ] [LOCAL     ] Saved forecast: CVCO	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CVCO.txt
[2025-12-08T20:20:07.342560] [INFO ] [sig       ] [883/3624] Completed CVCO in 0.3s | 2.92 sym/s | Total: 5.0m | ETA: 15.7m
[2025-12-08T20:20:07.342615] [INFO ] [sig       ] [884/3624] Forecasting CVE...
[2025-12-08T20:20:07.342644] [INFO ] [sig       ] Generating forecast for: CVE
[2025-12-08T20:20:07.342858] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVE' from 'https://tdm.silogroup.org/data/derivative_storage/CVE.csv'.
[2025-12-08T20:20:07.356776] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVE'.
[2025-12-08T20:20:07.357099] [INFO ] [FORECASTER] Starting predict_future for CVE
[2025-12-08T20:20:07.357893] [DEBUG] [LOCAL     ] No optimal features file found for CVE: ./output/feature-sets/CVE.txt
[2025-12-08T20:20:07.357942] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:07.357973] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:07.357999] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:07.358055] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:07.413043] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:07.413646] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:07.413719] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:07.413750] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:07.534765] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:07.534918] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:07.534956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:07.535001] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:07.538616] [DEBUG] [FORECASTER] CVE: Forecast T+1@11:T+2@11: UP (p=78.46%)
[2025-12-08T20:20:07.538870] [INFO ] [FORECASTER] Completed predict_future for CVE
[2025-12-08T20:20:07.538985] [INFO ] [sig       ] CVE: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:20:07.676112] [INFO ] [LOCAL     ] Saved forecast: CVE	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CVE.txt
[2025-12-08T20:20:07.676235] [INFO ] [sig       ] [884/3624] Completed CVE in 0.3s | 2.92 sym/s | Total: 5.1m | ETA: 15.7m
[2025-12-08T20:20:07.676273] [INFO ] [sig       ] [885/3624] Forecasting CVEO...
[2025-12-08T20:20:07.676302] [INFO ] [sig       ] Generating forecast for: CVEO
[2025-12-08T20:20:07.676330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVEO' from 'https://tdm.silogroup.org/data/derivative_storage/CVEO.csv'.
[2025-12-08T20:20:07.688466] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVEO'.
[2025-12-08T20:20:07.688804] [INFO ] [FORECASTER] Starting predict_future for CVEO
[2025-12-08T20:20:07.689543] [DEBUG] [LOCAL     ] No optimal features file found for CVEO: ./output/feature-sets/CVEO.txt
[2025-12-08T20:20:07.689610] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:07.689642] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:07.689667] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:07.689722] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:07.746105] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:07.746697] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:07.746770] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:07.746801] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:07.862523] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:07.862689] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:07.862731] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:07.862759] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:07.865983] [DEBUG] [FORECASTER] CVEO: Forecast T+1@11:T+2@11: DOWN (p=36.65%)
[2025-12-08T20:20:07.866245] [INFO ] [FORECASTER] Completed predict_future for CVEO
[2025-12-08T20:20:07.866360] [INFO ] [sig       ] CVEO: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:20:08.004138] [INFO ] [LOCAL     ] Saved forecast: CVEO	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CVEO.txt
[2025-12-08T20:20:08.004261] [INFO ] [sig       ] [885/3624] Completed CVEO in 0.3s | 2.92 sym/s | Total: 5.1m | ETA: 15.7m
[2025-12-08T20:20:08.004298] [INFO ] [sig       ] [886/3624] Forecasting CVGI...
[2025-12-08T20:20:08.004328] [INFO ] [sig       ] Generating forecast for: CVGI
[2025-12-08T20:20:08.004359] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVGI' from 'https://tdm.silogroup.org/data/derivative_storage/CVGI.csv'.
[2025-12-08T20:20:08.017741] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVGI'.
[2025-12-08T20:20:08.018059] [INFO ] [FORECASTER] Starting predict_future for CVGI
[2025-12-08T20:20:08.018820] [DEBUG] [LOCAL     ] No optimal features file found for CVGI: ./output/feature-sets/CVGI.txt
[2025-12-08T20:20:08.018868] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:08.018898] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:08.018924] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:08.018978] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:08.073622] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:08.074354] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:08.074439] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:08.074471] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:08.196792] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:08.196939] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:08.196980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:08.197007] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:08.200658] [DEBUG] [FORECASTER] CVGI: Forecast T+1@11:T+2@11: DOWN (p=24.18%)
[2025-12-08T20:20:08.201067] [INFO ] [FORECASTER] Completed predict_future for CVGI
[2025-12-08T20:20:08.201184] [INFO ] [sig       ] CVGI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:20:08.337847] [INFO ] [LOCAL     ] Saved forecast: CVGI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CVGI.txt
[2025-12-08T20:20:08.337968] [INFO ] [sig       ] [886/3624] Completed CVGI in 0.3s | 2.92 sym/s | Total: 5.1m | ETA: 15.6m
[2025-12-08T20:20:08.338006] [INFO ] [sig       ] [887/3624] Forecasting CVI...
[2025-12-08T20:20:08.338035] [INFO ] [sig       ] Generating forecast for: CVI
[2025-12-08T20:20:08.338064] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVI' from 'https://tdm.silogroup.org/data/derivative_storage/CVI.csv'.
[2025-12-08T20:20:08.349950] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVI'.
[2025-12-08T20:20:08.350276] [INFO ] [FORECASTER] Starting predict_future for CVI
[2025-12-08T20:20:08.351039] [DEBUG] [LOCAL     ] No optimal features file found for CVI: ./output/feature-sets/CVI.txt
[2025-12-08T20:20:08.351088] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:08.351119] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:08.351146] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:08.351202] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:08.405628] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:08.406226] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:08.406299] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:08.406329] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:08.526939] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:08.527082] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:08.527119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:08.527146] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:08.530410] [DEBUG] [FORECASTER] CVI: Forecast T+1@11:T+2@11: DOWN (p=9.04%)
[2025-12-08T20:20:08.530696] [INFO ] [FORECASTER] Completed predict_future for CVI
[2025-12-08T20:20:08.530812] [INFO ] [sig       ] CVI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:20:08.669644] [INFO ] [LOCAL     ] Saved forecast: CVI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CVI.txt
[2025-12-08T20:20:08.669767] [INFO ] [sig       ] [887/3624] Completed CVI in 0.3s | 2.92 sym/s | Total: 5.1m | ETA: 15.6m
[2025-12-08T20:20:08.669805] [INFO ] [sig       ] [888/3624] Forecasting CVKD...
[2025-12-08T20:20:08.669833] [INFO ] [sig       ] Generating forecast for: CVKD
[2025-12-08T20:20:08.670016] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVKD' from 'https://tdm.silogroup.org/data/derivative_storage/CVKD.csv'.
[2025-12-08T20:20:08.682846] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVKD'.
[2025-12-08T20:20:08.683169] [INFO ] [FORECASTER] Starting predict_future for CVKD
[2025-12-08T20:20:08.683932] [DEBUG] [LOCAL     ] No optimal features file found for CVKD: ./output/feature-sets/CVKD.txt
[2025-12-08T20:20:08.683981] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:08.684011] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:08.684048] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:08.684105] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:08.742066] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:08.742683] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:08.742911] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:08.742941] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:08.864022] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:08.864176] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:08.864213] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:08.864241] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:08.867549] [DEBUG] [FORECASTER] CVKD: Forecast T+1@11:T+2@11: DOWN (p=41.23%)
[2025-12-08T20:20:08.867845] [INFO ] [FORECASTER] Completed predict_future for CVKD
[2025-12-08T20:20:08.867969] [INFO ] [sig       ] CVKD: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:20:09.009016] [INFO ] [LOCAL     ] Saved forecast: CVKD	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CVKD.txt
[2025-12-08T20:20:09.009170] [INFO ] [sig       ] [888/3624] Completed CVKD in 0.3s | 2.92 sym/s | Total: 5.1m | ETA: 15.6m
[2025-12-08T20:20:09.009209] [INFO ] [sig       ] [889/3624] Forecasting CVNA...
[2025-12-08T20:20:09.009240] [INFO ] [sig       ] Generating forecast for: CVNA
[2025-12-08T20:20:09.009269] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVNA' from 'https://tdm.silogroup.org/data/derivative_storage/CVNA.csv'.
[2025-12-08T20:20:09.021447] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVNA'.
[2025-12-08T20:20:09.021840] [INFO ] [FORECASTER] Starting predict_future for CVNA
[2025-12-08T20:20:09.022624] [DEBUG] [LOCAL     ] No optimal features file found for CVNA: ./output/feature-sets/CVNA.txt
[2025-12-08T20:20:09.022673] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:09.022704] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:09.022731] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:09.022787] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:09.082587] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:09.083430] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:09.083508] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:09.083540] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:09.205126] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:09.205281] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:09.205317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:09.205345] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:09.208625] [DEBUG] [FORECASTER] CVNA: Forecast T+1@11:T+2@11: DOWN (p=9.29%)
[2025-12-08T20:20:09.208892] [INFO ] [FORECASTER] Completed predict_future for CVNA
[2025-12-08T20:20:09.209010] [INFO ] [sig       ] CVNA: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:20:09.354898] [INFO ] [LOCAL     ] Saved forecast: CVNA	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CVNA.txt
[2025-12-08T20:20:09.355074] [INFO ] [sig       ] [889/3624] Completed CVNA in 0.3s | 2.92 sym/s | Total: 5.1m | ETA: 15.6m
[2025-12-08T20:20:09.355124] [INFO ] [sig       ] [890/3624] Forecasting CVRX...
[2025-12-08T20:20:09.355164] [INFO ] [sig       ] Generating forecast for: CVRX
[2025-12-08T20:20:09.355201] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVRX' from 'https://tdm.silogroup.org/data/derivative_storage/CVRX.csv'.
[2025-12-08T20:20:09.368729] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVRX'.
[2025-12-08T20:20:09.369131] [INFO ] [FORECASTER] Starting predict_future for CVRX
[2025-12-08T20:20:09.369988] [DEBUG] [LOCAL     ] No optimal features file found for CVRX: ./output/feature-sets/CVRX.txt
[2025-12-08T20:20:09.370041] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:09.370076] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:09.370105] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:09.370163] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:09.426889] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:09.427992] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:09.428106] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:09.428139] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:09.554803] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:09.554964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:09.555005] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:09.555034] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:09.558783] [DEBUG] [FORECASTER] CVRX: Forecast T+1@11:T+2@11: UP (p=60.16%)
[2025-12-08T20:20:09.559090] [INFO ] [FORECASTER] Completed predict_future for CVRX
[2025-12-08T20:20:09.559230] [INFO ] [sig       ] CVRX: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:20:09.704747] [INFO ] [LOCAL     ] Saved forecast: CVRX	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CVRX.txt
[2025-12-08T20:20:09.704906] [INFO ] [sig       ] [890/3624] Completed CVRX in 0.3s | 2.92 sym/s | Total: 5.1m | ETA: 15.6m
[2025-12-08T20:20:09.704947] [INFO ] [sig       ] [891/3624] Forecasting CVS...
[2025-12-08T20:20:09.704977] [INFO ] [sig       ] Generating forecast for: CVS
[2025-12-08T20:20:09.705006] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVS' from 'https://tdm.silogroup.org/data/derivative_storage/CVS.csv'.
[2025-12-08T20:20:09.721457] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVS'.
[2025-12-08T20:20:09.721858] [INFO ] [FORECASTER] Starting predict_future for CVS
[2025-12-08T20:20:09.722706] [DEBUG] [LOCAL     ] No optimal features file found for CVS: ./output/feature-sets/CVS.txt
[2025-12-08T20:20:09.722758] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:09.722791] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:09.722828] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:09.722903] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:09.782368] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:09.783309] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:09.783401] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:09.783460] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:09.908627] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:09.908776] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:09.908815] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:09.908843] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:09.912315] [DEBUG] [FORECASTER] CVS: Forecast T+1@11:T+2@11: UP (p=50.39%)
[2025-12-08T20:20:09.912605] [INFO ] [FORECASTER] Completed predict_future for CVS
[2025-12-08T20:20:09.912730] [INFO ] [sig       ] CVS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:20:10.059117] [INFO ] [LOCAL     ] Saved forecast: CVS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CVS.txt
[2025-12-08T20:20:10.059310] [INFO ] [sig       ] [891/3624] Completed CVS in 0.4s | 2.92 sym/s | Total: 5.1m | ETA: 15.6m
[2025-12-08T20:20:10.059372] [INFO ] [sig       ] [892/3624] Forecasting CVX...
[2025-12-08T20:20:10.059417] [INFO ] [sig       ] Generating forecast for: CVX
[2025-12-08T20:20:10.059464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVX' from 'https://tdm.silogroup.org/data/derivative_storage/CVX.csv'.
[2025-12-08T20:20:10.073131] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVX'.
[2025-12-08T20:20:10.073523] [INFO ] [FORECASTER] Starting predict_future for CVX
[2025-12-08T20:20:10.074525] [DEBUG] [LOCAL     ] No optimal features file found for CVX: ./output/feature-sets/CVX.txt
[2025-12-08T20:20:10.074595] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:10.074628] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:10.074655] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:10.074709] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:10.133802] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:10.134654] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:10.134735] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:10.134769] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:10.260009] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:10.260185] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:10.260246] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:10.260292] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:10.264240] [DEBUG] [FORECASTER] CVX: Forecast T+1@11:T+2@11: UP (p=76.96%)
[2025-12-08T20:20:10.264529] [INFO ] [FORECASTER] Completed predict_future for CVX
[2025-12-08T20:20:10.264679] [INFO ] [sig       ] CVX: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:20:10.412968] [INFO ] [LOCAL     ] Saved forecast: CVX	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CVX.txt
[2025-12-08T20:20:10.413122] [INFO ] [sig       ] [892/3624] Completed CVX in 0.4s | 2.92 sym/s | Total: 5.1m | ETA: 15.6m
[2025-12-08T20:20:10.413169] [INFO ] [sig       ] [893/3624] Forecasting CWAN...
[2025-12-08T20:20:10.413232] [INFO ] [sig       ] Generating forecast for: CWAN
[2025-12-08T20:20:10.413269] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWAN' from 'https://tdm.silogroup.org/data/derivative_storage/CWAN.csv'.
[2025-12-08T20:20:10.425717] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWAN'.
[2025-12-08T20:20:10.426130] [INFO ] [FORECASTER] Starting predict_future for CWAN
[2025-12-08T20:20:10.427053] [DEBUG] [LOCAL     ] No optimal features file found for CWAN: ./output/feature-sets/CWAN.txt
[2025-12-08T20:20:10.427104] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:10.427137] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:10.427164] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:10.427220] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:10.491423] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:10.492551] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:10.492665] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:10.492704] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:10.620321] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:10.620473] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:10.620514] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:10.620546] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:10.624004] [DEBUG] [FORECASTER] CWAN: Forecast T+1@11:T+2@11: DOWN (p=0.43%)
[2025-12-08T20:20:10.624275] [INFO ] [FORECASTER] Completed predict_future for CWAN
[2025-12-08T20:20:10.624398] [INFO ] [sig       ] CWAN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:20:10.772970] [INFO ] [LOCAL     ] Saved forecast: CWAN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CWAN.txt
[2025-12-08T20:20:10.773150] [INFO ] [sig       ] [893/3624] Completed CWAN in 0.4s | 2.92 sym/s | Total: 5.1m | ETA: 15.6m
[2025-12-08T20:20:10.773200] [INFO ] [sig       ] [894/3624] Forecasting CWBC...
[2025-12-08T20:20:10.773234] [INFO ] [sig       ] Generating forecast for: CWBC
[2025-12-08T20:20:10.773266] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWBC' from 'https://tdm.silogroup.org/data/derivative_storage/CWBC.csv'.
[2025-12-08T20:20:10.786146] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWBC'.
[2025-12-08T20:20:10.786529] [INFO ] [FORECASTER] Starting predict_future for CWBC
[2025-12-08T20:20:10.787404] [DEBUG] [LOCAL     ] No optimal features file found for CWBC: ./output/feature-sets/CWBC.txt
[2025-12-08T20:20:10.787457] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:10.787491] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:10.787518] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:10.787595] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:10.847423] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:10.848267] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:10.848348] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:10.848382] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:10.977277] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:10.977472] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:10.977520] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:10.977556] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:10.982560] [DEBUG] [FORECASTER] CWBC: Forecast T+1@11:T+2@11: DOWN (p=35.36%)
[2025-12-08T20:20:10.983131] [INFO ] [FORECASTER] Completed predict_future for CWBC
[2025-12-08T20:20:10.983293] [INFO ] [sig       ] CWBC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:20:11.129365] [INFO ] [LOCAL     ] Saved forecast: CWBC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CWBC.txt
[2025-12-08T20:20:11.129516] [INFO ] [sig       ] [894/3624] Completed CWBC in 0.4s | 2.92 sym/s | Total: 5.1m | ETA: 15.6m
[2025-12-08T20:20:11.129557] [INFO ] [sig       ] [895/3624] Forecasting CWCO...
[2025-12-08T20:20:11.129611] [INFO ] [sig       ] Generating forecast for: CWCO
[2025-12-08T20:20:11.129644] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWCO' from 'https://tdm.silogroup.org/data/derivative_storage/CWCO.csv'.
[2025-12-08T20:20:11.141685] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWCO'.
[2025-12-08T20:20:11.142065] [INFO ] [FORECASTER] Starting predict_future for CWCO
[2025-12-08T20:20:11.142871] [DEBUG] [LOCAL     ] No optimal features file found for CWCO: ./output/feature-sets/CWCO.txt
[2025-12-08T20:20:11.142921] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:11.142952] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:11.142979] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:11.143038] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:11.198801] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:11.199622] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:11.199701] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:11.199732] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:11.316194] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:11.316347] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:11.316385] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:11.316413] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:11.319712] [DEBUG] [FORECASTER] CWCO: Forecast T+1@11:T+2@11: UP (p=58.08%)
[2025-12-08T20:20:11.319970] [INFO ] [FORECASTER] Completed predict_future for CWCO
[2025-12-08T20:20:11.320087] [INFO ] [sig       ] CWCO: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:20:11.457592] [INFO ] [LOCAL     ] Saved forecast: CWCO	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CWCO.txt
[2025-12-08T20:20:11.457741] [INFO ] [sig       ] [895/3624] Completed CWCO in 0.3s | 2.92 sym/s | Total: 5.1m | ETA: 15.6m
[2025-12-08T20:20:11.457781] [INFO ] [sig       ] [896/3624] Forecasting CWD...
[2025-12-08T20:20:11.457809] [INFO ] [sig       ] Generating forecast for: CWD
[2025-12-08T20:20:11.457839] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWD' from 'https://tdm.silogroup.org/data/derivative_storage/CWD.csv'.
[2025-12-08T20:20:11.469395] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWD'.
[2025-12-08T20:20:11.469776] [INFO ] [FORECASTER] Starting predict_future for CWD
[2025-12-08T20:20:11.470530] [DEBUG] [LOCAL     ] No optimal features file found for CWD: ./output/feature-sets/CWD.txt
[2025-12-08T20:20:11.470599] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:11.470637] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:11.470663] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:11.470718] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:11.525935] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:11.526764] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:11.526841] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:11.526873] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:11.632061] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:11.632204] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:11.632241] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:11.632269] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:11.635494] [DEBUG] [FORECASTER] CWD: Forecast T+1@11:T+2@11: DOWN (p=1.04%)
[2025-12-08T20:20:11.635767] [INFO ] [FORECASTER] Completed predict_future for CWD
[2025-12-08T20:20:11.635883] [INFO ] [sig       ] CWD: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:20:11.773119] [INFO ] [LOCAL     ] Saved forecast: CWD	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CWD.txt
[2025-12-08T20:20:11.773227] [INFO ] [sig       ] [896/3624] Completed CWD in 0.3s | 2.92 sym/s | Total: 5.1m | ETA: 15.6m
[2025-12-08T20:20:11.773265] [INFO ] [sig       ] [897/3624] Forecasting CWEN...
[2025-12-08T20:20:11.773293] [INFO ] [sig       ] Generating forecast for: CWEN
[2025-12-08T20:20:11.773320] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWEN' from 'https://tdm.silogroup.org/data/derivative_storage/CWEN.csv'.
[2025-12-08T20:20:11.787235] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWEN'.
[2025-12-08T20:20:11.787608] [INFO ] [FORECASTER] Starting predict_future for CWEN
[2025-12-08T20:20:11.788368] [DEBUG] [LOCAL     ] No optimal features file found for CWEN: ./output/feature-sets/CWEN.txt
[2025-12-08T20:20:11.788417] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:11.788472] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:11.788499] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:11.788558] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:11.844402] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:11.845019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:11.845095] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:11.845127] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:11.965095] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:11.965248] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:11.965285] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:11.965314] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:11.968593] [DEBUG] [FORECASTER] CWEN: Forecast T+1@11:T+2@11: DOWN (p=14.58%)
[2025-12-08T20:20:11.968853] [INFO ] [FORECASTER] Completed predict_future for CWEN
[2025-12-08T20:20:11.968970] [INFO ] [sig       ] CWEN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:20:12.107692] [INFO ] [LOCAL     ] Saved forecast: CWEN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CWEN.txt
[2025-12-08T20:20:12.107818] [INFO ] [sig       ] [897/3624] Completed CWEN in 0.3s | 2.92 sym/s | Total: 5.1m | ETA: 15.6m
[2025-12-08T20:20:12.107858] [INFO ] [sig       ] [898/3624] Forecasting CWH...
[2025-12-08T20:20:12.107887] [INFO ] [sig       ] Generating forecast for: CWH
[2025-12-08T20:20:12.107916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWH' from 'https://tdm.silogroup.org/data/derivative_storage/CWH.csv'.
[2025-12-08T20:20:12.119640] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWH'.
[2025-12-08T20:20:12.119965] [INFO ] [FORECASTER] Starting predict_future for CWH
[2025-12-08T20:20:12.120738] [DEBUG] [LOCAL     ] No optimal features file found for CWH: ./output/feature-sets/CWH.txt
[2025-12-08T20:20:12.120787] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:12.120817] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:12.120843] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:12.120899] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:12.175966] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:12.176559] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:12.176649] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:12.176681] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:12.293368] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:12.293508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:12.293545] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:12.293591] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:12.296813] [DEBUG] [FORECASTER] CWH: Forecast T+1@11:T+2@11: DOWN (p=31.18%)
[2025-12-08T20:20:12.297071] [INFO ] [FORECASTER] Completed predict_future for CWH
[2025-12-08T20:20:12.297187] [INFO ] [sig       ] CWH: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:20:12.434175] [INFO ] [LOCAL     ] Saved forecast: CWH	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CWH.txt
[2025-12-08T20:20:12.434322] [INFO ] [sig       ] [898/3624] Completed CWH in 0.3s | 2.92 sym/s | Total: 5.1m | ETA: 15.6m
[2025-12-08T20:20:12.434359] [INFO ] [sig       ] [899/3624] Forecasting CWK...
[2025-12-08T20:20:12.434389] [INFO ] [sig       ] Generating forecast for: CWK
[2025-12-08T20:20:12.434419] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWK' from 'https://tdm.silogroup.org/data/derivative_storage/CWK.csv'.
[2025-12-08T20:20:12.446973] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWK'.
[2025-12-08T20:20:12.447412] [INFO ] [FORECASTER] Starting predict_future for CWK
[2025-12-08T20:20:12.448292] [DEBUG] [LOCAL     ] No optimal features file found for CWK: ./output/feature-sets/CWK.txt
[2025-12-08T20:20:12.448346] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:12.448379] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:12.448407] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:12.448465] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:12.506402] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:12.507268] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:12.507353] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:12.507413] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:12.629130] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:12.629289] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:12.629327] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:12.629355] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:12.633184] [DEBUG] [FORECASTER] CWK: Forecast T+1@11:T+2@11: UP (p=85.83%)
[2025-12-08T20:20:12.633525] [INFO ] [FORECASTER] Completed predict_future for CWK
[2025-12-08T20:20:12.633686] [INFO ] [sig       ] CWK: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:20:12.780844] [INFO ] [LOCAL     ] Saved forecast: CWK	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CWK.txt
[2025-12-08T20:20:12.780990] [INFO ] [sig       ] [899/3624] Completed CWK in 0.3s | 2.92 sym/s | Total: 5.1m | ETA: 15.6m
[2025-12-08T20:20:12.781028] [INFO ] [sig       ] [900/3624] Forecasting CXDO...
[2025-12-08T20:20:12.781058] [INFO ] [sig       ] Generating forecast for: CXDO
[2025-12-08T20:20:12.781090] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CXDO' from 'https://tdm.silogroup.org/data/derivative_storage/CXDO.csv'.
[2025-12-08T20:20:12.793265] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CXDO'.
[2025-12-08T20:20:12.793647] [INFO ] [FORECASTER] Starting predict_future for CXDO
[2025-12-08T20:20:12.794415] [DEBUG] [LOCAL     ] No optimal features file found for CXDO: ./output/feature-sets/CXDO.txt
[2025-12-08T20:20:12.794466] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:12.794498] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:12.794525] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:12.794599] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:12.851095] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:12.851704] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:12.851782] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:12.851825] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:12.975371] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:12.975543] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:12.975618] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:12.975726] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:12.979381] [DEBUG] [FORECASTER] CXDO: Forecast T+1@11:T+2@11: DOWN (p=31.06%)
[2025-12-08T20:20:12.979689] [INFO ] [FORECASTER] Completed predict_future for CXDO
[2025-12-08T20:20:12.979842] [INFO ] [sig       ] CXDO: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:20:13.124396] [INFO ] [LOCAL     ] Saved forecast: CXDO	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CXDO.txt
[2025-12-08T20:20:13.124521] [INFO ] [sig       ] [900/3624] Completed CXDO in 0.3s | 2.92 sym/s | Total: 5.1m | ETA: 15.6m
[2025-12-08T20:20:13.124560] [INFO ] [sig       ] [901/3624] Forecasting CXE...
[2025-12-08T20:20:13.124607] [INFO ] [sig       ] Generating forecast for: CXE
[2025-12-08T20:20:13.124638] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CXE' from 'https://tdm.silogroup.org/data/derivative_storage/CXE.csv'.
[2025-12-08T20:20:13.135907] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CXE'.
[2025-12-08T20:20:13.136235] [INFO ] [FORECASTER] Starting predict_future for CXE
[2025-12-08T20:20:13.137021] [DEBUG] [LOCAL     ] No optimal features file found for CXE: ./output/feature-sets/CXE.txt
[2025-12-08T20:20:13.137080] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:13.137112] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:13.137138] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:13.137193] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:13.194277] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:13.194938] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:13.195023] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:13.195056] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:13.308090] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:13.308218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:13.308255] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:13.308285] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:13.311637] [DEBUG] [FORECASTER] CXE: Forecast T+1@11:T+2@11: DOWN (p=25.86%)
[2025-12-08T20:20:13.311906] [INFO ] [FORECASTER] Completed predict_future for CXE
[2025-12-08T20:20:13.312027] [INFO ] [sig       ] CXE: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:20:13.451476] [INFO ] [LOCAL     ] Saved forecast: CXE	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CXE.txt
[2025-12-08T20:20:13.451641] [INFO ] [sig       ] [901/3624] Completed CXE in 0.3s | 2.92 sym/s | Total: 5.1m | ETA: 15.6m
[2025-12-08T20:20:13.451683] [INFO ] [sig       ] [902/3624] Forecasting CXSE...
[2025-12-08T20:20:13.451711] [INFO ] [sig       ] Generating forecast for: CXSE
[2025-12-08T20:20:13.451740] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CXSE' from 'https://tdm.silogroup.org/data/derivative_storage/CXSE.csv'.
[2025-12-08T20:20:13.466941] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CXSE'.
[2025-12-08T20:20:13.467312] [INFO ] [FORECASTER] Starting predict_future for CXSE
[2025-12-08T20:20:13.468236] [DEBUG] [LOCAL     ] No optimal features file found for CXSE: ./output/feature-sets/CXSE.txt
[2025-12-08T20:20:13.468289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:13.468320] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:13.468346] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:13.468404] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:13.524757] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:13.525568] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:13.525669] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:13.525704] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:13.636327] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:13.636484] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:13.636524] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:13.636552] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:13.640014] [DEBUG] [FORECASTER] CXSE: Forecast T+1@11:T+2@11: DOWN (p=49.32%)
[2025-12-08T20:20:13.640290] [INFO ] [FORECASTER] Completed predict_future for CXSE
[2025-12-08T20:20:13.640415] [INFO ] [sig       ] CXSE: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:20:13.786870] [INFO ] [LOCAL     ] Saved forecast: CXSE	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CXSE.txt
[2025-12-08T20:20:13.787027] [INFO ] [sig       ] [902/3624] Completed CXSE in 0.3s | 2.92 sym/s | Total: 5.2m | ETA: 15.6m
[2025-12-08T20:20:13.787067] [INFO ] [sig       ] [903/3624] Forecasting CYD...
[2025-12-08T20:20:13.787095] [INFO ] [sig       ] Generating forecast for: CYD
[2025-12-08T20:20:13.787124] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYD' from 'https://tdm.silogroup.org/data/derivative_storage/CYD.csv'.
[2025-12-08T20:20:13.803853] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYD'.
[2025-12-08T20:20:13.804230] [INFO ] [FORECASTER] Starting predict_future for CYD
[2025-12-08T20:20:13.805034] [DEBUG] [LOCAL     ] No optimal features file found for CYD: ./output/feature-sets/CYD.txt
[2025-12-08T20:20:13.805083] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:13.805113] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:13.805138] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:13.805192] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:13.861978] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:13.862802] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:13.862889] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:13.862922] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:13.979419] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:13.979591] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:13.979632] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:13.979660] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:13.982950] [DEBUG] [FORECASTER] CYD: Forecast T+1@11:T+2@11: UP (p=98.98%)
[2025-12-08T20:20:13.983239] [INFO ] [FORECASTER] Completed predict_future for CYD
[2025-12-08T20:20:13.983363] [INFO ] [sig       ] CYD: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:20:14.121507] [INFO ] [LOCAL     ] Saved forecast: CYD	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CYD.txt
[2025-12-08T20:20:14.121678] [INFO ] [sig       ] [903/3624] Completed CYD in 0.3s | 2.92 sym/s | Total: 5.2m | ETA: 15.5m
[2025-12-08T20:20:14.121723] [INFO ] [sig       ] [904/3624] Forecasting CYH...
[2025-12-08T20:20:14.121751] [INFO ] [sig       ] Generating forecast for: CYH
[2025-12-08T20:20:14.121781] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYH' from 'https://tdm.silogroup.org/data/derivative_storage/CYH.csv'.
[2025-12-08T20:20:14.133589] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYH'.
[2025-12-08T20:20:14.133957] [INFO ] [FORECASTER] Starting predict_future for CYH
[2025-12-08T20:20:14.134754] [DEBUG] [LOCAL     ] No optimal features file found for CYH: ./output/feature-sets/CYH.txt
[2025-12-08T20:20:14.134803] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:14.134836] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:14.134863] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:14.134921] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:14.191301] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:14.192089] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:14.192168] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:14.192200] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:14.314493] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:14.314660] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:14.314699] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:14.314729] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:14.318049] [DEBUG] [FORECASTER] CYH: Forecast T+1@11:T+2@11: DOWN (p=35.76%)
[2025-12-08T20:20:14.318316] [INFO ] [FORECASTER] Completed predict_future for CYH
[2025-12-08T20:20:14.318443] [INFO ] [sig       ] CYH: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:20:14.460622] [INFO ] [LOCAL     ] Saved forecast: CYH	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CYH.txt
[2025-12-08T20:20:14.460776] [INFO ] [sig       ] [904/3624] Completed CYH in 0.3s | 2.92 sym/s | Total: 5.2m | ETA: 15.5m
[2025-12-08T20:20:14.460821] [INFO ] [sig       ] [905/3624] Forecasting CYN...
[2025-12-08T20:20:14.460853] [INFO ] [sig       ] Generating forecast for: CYN
[2025-12-08T20:20:14.460882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYN' from 'https://tdm.silogroup.org/data/derivative_storage/CYN.csv'.
[2025-12-08T20:20:14.472792] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYN'.
[2025-12-08T20:20:14.473161] [INFO ] [FORECASTER] Starting predict_future for CYN
[2025-12-08T20:20:14.473937] [DEBUG] [LOCAL     ] No optimal features file found for CYN: ./output/feature-sets/CYN.txt
[2025-12-08T20:20:14.473986] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:14.474016] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:14.474041] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:14.474095] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:14.529608] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:14.530454] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:14.530535] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:14.530568] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:14.658630] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:14.658795] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:14.658843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:14.658872] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:14.663131] [DEBUG] [FORECASTER] CYN: Forecast T+1@11:T+2@11: DOWN (p=36.75%)
[2025-12-08T20:20:14.663527] [INFO ] [FORECASTER] Completed predict_future for CYN
[2025-12-08T20:20:14.663714] [INFO ] [sig       ] CYN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:20:14.812712] [INFO ] [LOCAL     ] Saved forecast: CYN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CYN.txt
[2025-12-08T20:20:14.812839] [INFO ] [sig       ] [905/3624] Completed CYN in 0.4s | 2.92 sym/s | Total: 5.2m | ETA: 15.5m
[2025-12-08T20:20:14.812878] [INFO ] [sig       ] [906/3624] Forecasting CYRX...
[2025-12-08T20:20:14.812907] [INFO ] [sig       ] Generating forecast for: CYRX
[2025-12-08T20:20:14.812936] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYRX' from 'https://tdm.silogroup.org/data/derivative_storage/CYRX.csv'.
[2025-12-08T20:20:14.824209] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYRX'.
[2025-12-08T20:20:14.824529] [INFO ] [FORECASTER] Starting predict_future for CYRX
[2025-12-08T20:20:14.825295] [DEBUG] [LOCAL     ] No optimal features file found for CYRX: ./output/feature-sets/CYRX.txt
[2025-12-08T20:20:14.825344] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:14.825375] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:14.825401] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:14.825455] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:14.881418] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:14.882010] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:14.882082] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:14.882114] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:15.011779] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:15.011949] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:15.011991] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:15.012021] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:15.015882] [DEBUG] [FORECASTER] CYRX: Forecast T+1@11:T+2@11: DOWN (p=8.46%)
[2025-12-08T20:20:15.016267] [INFO ] [FORECASTER] Completed predict_future for CYRX
[2025-12-08T20:20:15.016440] [INFO ] [sig       ] CYRX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:20:15.156394] [INFO ] [LOCAL     ] Saved forecast: CYRX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CYRX.txt
[2025-12-08T20:20:15.156542] [INFO ] [sig       ] [906/3624] Completed CYRX in 0.3s | 2.92 sym/s | Total: 5.2m | ETA: 15.5m
[2025-12-08T20:20:15.156600] [INFO ] [sig       ] [907/3624] Forecasting CYTK...
[2025-12-08T20:20:15.156631] [INFO ] [sig       ] Generating forecast for: CYTK
[2025-12-08T20:20:15.156661] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYTK' from 'https://tdm.silogroup.org/data/derivative_storage/CYTK.csv'.
[2025-12-08T20:20:15.168727] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYTK'.
[2025-12-08T20:20:15.169103] [INFO ] [FORECASTER] Starting predict_future for CYTK
[2025-12-08T20:20:15.169959] [DEBUG] [LOCAL     ] No optimal features file found for CYTK: ./output/feature-sets/CYTK.txt
[2025-12-08T20:20:15.170009] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:15.170041] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:15.170070] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:15.170127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:15.229401] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:15.230041] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:15.230140] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:15.230175] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:15.353554] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:15.353708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:15.353751] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:15.353778] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:15.356995] [DEBUG] [FORECASTER] CYTK: Forecast T+1@11:T+2@11: UP (p=88.92%)
[2025-12-08T20:20:15.357254] [INFO ] [FORECASTER] Completed predict_future for CYTK
[2025-12-08T20:20:15.357382] [INFO ] [sig       ] CYTK: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:20:15.493934] [INFO ] [LOCAL     ] Saved forecast: CYTK	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CYTK.txt
[2025-12-08T20:20:15.494045] [INFO ] [sig       ] [907/3624] Completed CYTK in 0.3s | 2.92 sym/s | Total: 5.2m | ETA: 15.5m
[2025-12-08T20:20:15.494082] [INFO ] [sig       ] [908/3624] Forecasting CZFS...
[2025-12-08T20:20:15.494111] [INFO ] [sig       ] Generating forecast for: CZFS
[2025-12-08T20:20:15.494139] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CZFS' from 'https://tdm.silogroup.org/data/derivative_storage/CZFS.csv'.
[2025-12-08T20:20:15.504323] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CZFS'.
[2025-12-08T20:20:15.504589] [INFO ] [FORECASTER] Starting predict_future for CZFS
[2025-12-08T20:20:15.505330] [DEBUG] [LOCAL     ] No optimal features file found for CZFS: ./output/feature-sets/CZFS.txt
[2025-12-08T20:20:15.505378] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:15.505409] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:15.505436] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:15.505491] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:15.561559] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:15.562145] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:15.562217] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:15.562248] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:15.652741] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:15.652871] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:15.652922] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:15.652951] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:15.656121] [DEBUG] [FORECASTER] CZFS: Forecast T+1@11:T+2@11: UP (p=71.80%)
[2025-12-08T20:20:15.656376] [INFO ] [FORECASTER] Completed predict_future for CZFS
[2025-12-08T20:20:15.656490] [INFO ] [sig       ] CZFS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:20:15.802795] [INFO ] [LOCAL     ] Saved forecast: CZFS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CZFS.txt
[2025-12-08T20:20:15.802940] [INFO ] [sig       ] [908/3624] Completed CZFS in 0.3s | 2.92 sym/s | Total: 5.2m | ETA: 15.5m
[2025-12-08T20:20:15.802979] [INFO ] [sig       ] [909/3624] Forecasting CZNC...
[2025-12-08T20:20:15.803009] [INFO ] [sig       ] Generating forecast for: CZNC
[2025-12-08T20:20:15.803038] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CZNC' from 'https://tdm.silogroup.org/data/derivative_storage/CZNC.csv'.
[2025-12-08T20:20:15.814962] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CZNC'.
[2025-12-08T20:20:15.815323] [INFO ] [FORECASTER] Starting predict_future for CZNC
[2025-12-08T20:20:15.816123] [DEBUG] [LOCAL     ] No optimal features file found for CZNC: ./output/feature-sets/CZNC.txt
[2025-12-08T20:20:15.816173] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:15.816205] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:15.816232] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:15.816286] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:15.874905] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:15.875692] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:15.875777] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:15.875810] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:16.003273] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:16.003425] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:16.003464] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:16.003492] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:16.006787] [DEBUG] [FORECASTER] CZNC: Forecast T+1@11:T+2@11: DOWN (p=13.59%)
[2025-12-08T20:20:16.007063] [INFO ] [FORECASTER] Completed predict_future for CZNC
[2025-12-08T20:20:16.007187] [INFO ] [sig       ] CZNC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:20:16.144602] [INFO ] [LOCAL     ] Saved forecast: CZNC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/CZNC.txt
[2025-12-08T20:20:16.144755] [INFO ] [sig       ] [909/3624] Completed CZNC in 0.3s | 2.92 sym/s | Total: 5.2m | ETA: 15.5m
[2025-12-08T20:20:16.144798] [INFO ] [sig       ] [910/3624] Forecasting CZWI...
[2025-12-08T20:20:16.144826] [INFO ] [sig       ] Generating forecast for: CZWI
[2025-12-08T20:20:16.144854] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CZWI' from 'https://tdm.silogroup.org/data/derivative_storage/CZWI.csv'.
[2025-12-08T20:20:16.156600] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CZWI'.
[2025-12-08T20:20:16.156973] [INFO ] [FORECASTER] Starting predict_future for CZWI
[2025-12-08T20:20:16.157780] [DEBUG] [LOCAL     ] No optimal features file found for CZWI: ./output/feature-sets/CZWI.txt
[2025-12-08T20:20:16.157830] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:16.157860] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:16.157886] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:16.157941] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:16.212735] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:16.213616] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:16.213704] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:16.213735] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:16.333114] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:16.333280] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:16.333327] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:16.333356] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:16.336893] [DEBUG] [FORECASTER] CZWI: Forecast T+1@11:T+2@11: UP (p=76.42%)
[2025-12-08T20:20:16.337185] [INFO ] [FORECASTER] Completed predict_future for CZWI
[2025-12-08T20:20:16.337313] [INFO ] [sig       ] CZWI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:20:16.480514] [INFO ] [LOCAL     ] Saved forecast: CZWI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/CZWI.txt
[2025-12-08T20:20:16.480710] [INFO ] [sig       ] [910/3624] Completed CZWI in 0.3s | 2.92 sym/s | Total: 5.2m | ETA: 15.5m
[2025-12-08T20:20:16.480752] [INFO ] [sig       ] [911/3624] Forecasting DAIO...
[2025-12-08T20:20:16.480783] [INFO ] [sig       ] Generating forecast for: DAIO
[2025-12-08T20:20:16.480813] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAIO' from 'https://tdm.silogroup.org/data/derivative_storage/DAIO.csv'.
[2025-12-08T20:20:16.492705] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAIO'.
[2025-12-08T20:20:16.493154] [INFO ] [FORECASTER] Starting predict_future for DAIO
[2025-12-08T20:20:16.494046] [DEBUG] [LOCAL     ] No optimal features file found for DAIO: ./output/feature-sets/DAIO.txt
[2025-12-08T20:20:16.494099] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:16.494133] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:16.494161] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:16.494217] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:16.555437] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:16.556315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:16.556400] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:16.556433] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:16.664448] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:16.664619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:16.664663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:16.664693] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:16.668192] [DEBUG] [FORECASTER] DAIO: Forecast T+1@11:T+2@11: DOWN (p=21.20%)
[2025-12-08T20:20:16.668462] [INFO ] [FORECASTER] Completed predict_future for DAIO
[2025-12-08T20:20:16.668604] [INFO ] [sig       ] DAIO: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:20:16.806317] [INFO ] [LOCAL     ] Saved forecast: DAIO	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/DAIO.txt
[2025-12-08T20:20:16.806443] [INFO ] [sig       ] [911/3624] Completed DAIO in 0.3s | 2.92 sym/s | Total: 5.2m | ETA: 15.5m
[2025-12-08T20:20:16.806482] [INFO ] [sig       ] [912/3624] Forecasting DAL...
[2025-12-08T20:20:16.806510] [INFO ] [sig       ] Generating forecast for: DAL
[2025-12-08T20:20:16.806539] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAL' from 'https://tdm.silogroup.org/data/derivative_storage/DAL.csv'.
[2025-12-08T20:20:16.818837] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAL'.
[2025-12-08T20:20:16.819230] [INFO ] [FORECASTER] Starting predict_future for DAL
[2025-12-08T20:20:16.820093] [DEBUG] [LOCAL     ] No optimal features file found for DAL: ./output/feature-sets/DAL.txt
[2025-12-08T20:20:16.820144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:16.820189] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:16.820220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:16.820277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:16.879101] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:16.879889] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:16.879977] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:16.880017] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:17.003953] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:17.004115] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:17.004155] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:17.004186] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:17.007650] [DEBUG] [FORECASTER] DAL: Forecast T+1@11:T+2@11: DOWN (p=1.55%)
[2025-12-08T20:20:17.007960] [INFO ] [FORECASTER] Completed predict_future for DAL
[2025-12-08T20:20:17.008105] [INFO ] [sig       ] DAL: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:20:17.153384] [INFO ] [LOCAL     ] Saved forecast: DAL	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/DAL.txt
[2025-12-08T20:20:17.153537] [INFO ] [sig       ] [912/3624] Completed DAL in 0.3s | 2.92 sym/s | Total: 5.2m | ETA: 15.5m
[2025-12-08T20:20:17.153594] [INFO ] [sig       ] [913/3624] Forecasting DAN...
[2025-12-08T20:20:17.153626] [INFO ] [sig       ] Generating forecast for: DAN
[2025-12-08T20:20:17.153654] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAN' from 'https://tdm.silogroup.org/data/derivative_storage/DAN.csv'.
[2025-12-08T20:20:17.168296] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAN'.
[2025-12-08T20:20:17.168737] [INFO ] [FORECASTER] Starting predict_future for DAN
[2025-12-08T20:20:17.169660] [DEBUG] [LOCAL     ] No optimal features file found for DAN: ./output/feature-sets/DAN.txt
[2025-12-08T20:20:17.169724] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:17.169772] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:17.169806] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:17.169862] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:17.233772] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:17.234698] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:17.234786] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:17.234828] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:17.370507] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:17.370721] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:17.370786] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:17.370837] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:17.376171] [DEBUG] [FORECASTER] DAN: Forecast T+1@11:T+2@11: DOWN (p=4.91%)
[2025-12-08T20:20:17.376656] [INFO ] [FORECASTER] Completed predict_future for DAN
[2025-12-08T20:20:17.376848] [INFO ] [sig       ] DAN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:20:17.569868] [INFO ] [LOCAL     ] Saved forecast: DAN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/DAN.txt
[2025-12-08T20:20:17.570096] [INFO ] [sig       ] [913/3624] Completed DAN in 0.4s | 2.92 sym/s | Total: 5.2m | ETA: 15.5m
[2025-12-08T20:20:17.570165] [INFO ] [sig       ] [914/3624] Forecasting DAO...
[2025-12-08T20:20:17.570217] [INFO ] [sig       ] Generating forecast for: DAO
[2025-12-08T20:20:17.570268] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAO' from 'https://tdm.silogroup.org/data/derivative_storage/DAO.csv'.
[2025-12-08T20:20:17.586629] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAO'.
[2025-12-08T20:20:17.587118] [INFO ] [FORECASTER] Starting predict_future for DAO
[2025-12-08T20:20:17.588183] [DEBUG] [LOCAL     ] No optimal features file found for DAO: ./output/feature-sets/DAO.txt
[2025-12-08T20:20:17.588240] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:17.588309] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:17.588347] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:17.588428] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:17.656384] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:17.657641] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:17.657759] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:17.657798] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:17.832549] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:17.832750] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:17.832793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:17.832821] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:17.836974] [DEBUG] [FORECASTER] DAO: Forecast T+1@11:T+2@11: UP (p=74.70%)
[2025-12-08T20:20:17.837397] [INFO ] [FORECASTER] Completed predict_future for DAO
[2025-12-08T20:20:17.837552] [INFO ] [sig       ] DAO: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:20:17.997282] [INFO ] [LOCAL     ] Saved forecast: DAO	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/DAO.txt
[2025-12-08T20:20:17.997476] [INFO ] [sig       ] [914/3624] Completed DAO in 0.4s | 2.92 sym/s | Total: 5.2m | ETA: 15.5m
[2025-12-08T20:20:17.997521] [INFO ] [sig       ] [915/3624] Forecasting DAPP...
[2025-12-08T20:20:17.997551] [INFO ] [sig       ] Generating forecast for: DAPP
[2025-12-08T20:20:17.997597] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAPP' from 'https://tdm.silogroup.org/data/derivative_storage/DAPP.csv'.
[2025-12-08T20:20:18.010568] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAPP'.
[2025-12-08T20:20:18.011032] [INFO ] [FORECASTER] Starting predict_future for DAPP
[2025-12-08T20:20:18.011943] [DEBUG] [LOCAL     ] No optimal features file found for DAPP: ./output/feature-sets/DAPP.txt
[2025-12-08T20:20:18.012001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:18.012035] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:18.012061] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:18.012116] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:18.090174] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:18.091204] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:18.091288] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:18.091322] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:18.226455] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:18.226649] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:18.226702] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:18.226754] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:18.230650] [DEBUG] [FORECASTER] DAPP: Forecast T+1@11:T+2@11: DOWN (p=33.27%)
[2025-12-08T20:20:18.231003] [INFO ] [FORECASTER] Completed predict_future for DAPP
[2025-12-08T20:20:18.231145] [INFO ] [sig       ] DAPP: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:20:18.377977] [INFO ] [LOCAL     ] Saved forecast: DAPP	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/DAPP.txt
[2025-12-08T20:20:18.378121] [INFO ] [sig       ] [915/3624] Completed DAPP in 0.4s | 2.92 sym/s | Total: 5.2m | ETA: 15.5m
[2025-12-08T20:20:18.378161] [INFO ] [sig       ] [916/3624] Forecasting DARE...
[2025-12-08T20:20:18.378195] [INFO ] [sig       ] Generating forecast for: DARE
[2025-12-08T20:20:18.378226] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DARE' from 'https://tdm.silogroup.org/data/derivative_storage/DARE.csv'.
[2025-12-08T20:20:18.390017] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DARE'.
[2025-12-08T20:20:18.390407] [INFO ] [FORECASTER] Starting predict_future for DARE
[2025-12-08T20:20:18.391226] [DEBUG] [LOCAL     ] No optimal features file found for DARE: ./output/feature-sets/DARE.txt
[2025-12-08T20:20:18.391277] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:18.391311] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:18.391339] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:18.391396] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:18.451535] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:18.452273] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:18.452351] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:18.452383] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:18.566485] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:18.566659] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:18.566697] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:18.566725] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:18.570013] [DEBUG] [FORECASTER] DARE: Forecast T+1@11:T+2@11: UP (p=65.65%)
[2025-12-08T20:20:18.570272] [INFO ] [FORECASTER] Completed predict_future for DARE
[2025-12-08T20:20:18.570388] [INFO ] [sig       ] DARE: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:20:18.755745] [INFO ] [LOCAL     ] Saved forecast: DARE	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/DARE.txt
[2025-12-08T20:20:18.755921] [INFO ] [sig       ] [916/3624] Completed DARE in 0.4s | 2.91 sym/s | Total: 5.2m | ETA: 15.5m
[2025-12-08T20:20:18.755966] [INFO ] [sig       ] [917/3624] Forecasting DASH...
[2025-12-08T20:20:18.755995] [INFO ] [sig       ] Generating forecast for: DASH
[2025-12-08T20:20:18.756025] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DASH' from 'https://tdm.silogroup.org/data/derivative_storage/DASH.csv'.
[2025-12-08T20:20:18.768747] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DASH'.
[2025-12-08T20:20:18.769132] [INFO ] [FORECASTER] Starting predict_future for DASH
[2025-12-08T20:20:18.769931] [DEBUG] [LOCAL     ] No optimal features file found for DASH: ./output/feature-sets/DASH.txt
[2025-12-08T20:20:18.769980] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:18.770011] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:18.770037] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:18.770092] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:18.827405] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:18.828237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:18.828319] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:18.828352] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:18.954464] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:18.954627] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:18.954679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:18.954737] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:18.958116] [DEBUG] [FORECASTER] DASH: Forecast T+1@11:T+2@11: UP (p=87.45%)
[2025-12-08T20:20:18.958402] [INFO ] [FORECASTER] Completed predict_future for DASH
[2025-12-08T20:20:18.958532] [INFO ] [sig       ] DASH: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:20:19.098290] [INFO ] [LOCAL     ] Saved forecast: DASH	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/DASH.txt
[2025-12-08T20:20:19.098432] [INFO ] [sig       ] [917/3624] Completed DASH in 0.3s | 2.91 sym/s | Total: 5.2m | ETA: 15.5m
[2025-12-08T20:20:19.098471] [INFO ] [sig       ] [918/3624] Forecasting DAVA...
[2025-12-08T20:20:19.098501] [INFO ] [sig       ] Generating forecast for: DAVA
[2025-12-08T20:20:19.098530] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAVA' from 'https://tdm.silogroup.org/data/derivative_storage/DAVA.csv'.
[2025-12-08T20:20:19.110560] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAVA'.
[2025-12-08T20:20:19.110958] [INFO ] [FORECASTER] Starting predict_future for DAVA
[2025-12-08T20:20:19.111751] [DEBUG] [LOCAL     ] No optimal features file found for DAVA: ./output/feature-sets/DAVA.txt
[2025-12-08T20:20:19.111801] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:19.111831] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:19.111857] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:19.111911] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:19.167078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:19.167929] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:19.168009] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:19.168041] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:19.288138] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:19.288301] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:19.288354] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:19.288393] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:19.291796] [DEBUG] [FORECASTER] DAVA: Forecast T+1@11:T+2@11: UP (p=81.01%)
[2025-12-08T20:20:19.292096] [INFO ] [FORECASTER] Completed predict_future for DAVA
[2025-12-08T20:20:19.292229] [INFO ] [sig       ] DAVA: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:20:19.435444] [INFO ] [LOCAL     ] Saved forecast: DAVA	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/DAVA.txt
[2025-12-08T20:20:19.435592] [INFO ] [sig       ] [918/3624] Completed DAVA in 0.3s | 2.91 sym/s | Total: 5.2m | ETA: 15.5m
[2025-12-08T20:20:19.435633] [INFO ] [sig       ] [919/3624] Forecasting DAVE...
[2025-12-08T20:20:19.435662] [INFO ] [sig       ] Generating forecast for: DAVE
[2025-12-08T20:20:19.435691] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAVE' from 'https://tdm.silogroup.org/data/derivative_storage/DAVE.csv'.
[2025-12-08T20:20:19.448288] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAVE'.
[2025-12-08T20:20:19.448653] [INFO ] [FORECASTER] Starting predict_future for DAVE
[2025-12-08T20:20:19.449433] [DEBUG] [LOCAL     ] No optimal features file found for DAVE: ./output/feature-sets/DAVE.txt
[2025-12-08T20:20:19.449485] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:19.449518] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:19.449547] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:19.449624] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:19.509840] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:19.510482] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:19.510558] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:19.510610] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:19.636878] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:19.637039] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:19.637083] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:19.637146] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:19.640838] [DEBUG] [FORECASTER] DAVE: Forecast T+1@11:T+2@11: UP (p=99.15%)
[2025-12-08T20:20:19.641116] [INFO ] [FORECASTER] Completed predict_future for DAVE
[2025-12-08T20:20:19.641254] [INFO ] [sig       ] DAVE: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:20:19.792210] [INFO ] [LOCAL     ] Saved forecast: DAVE	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/DAVE.txt
[2025-12-08T20:20:19.792367] [INFO ] [sig       ] [919/3624] Completed DAVE in 0.4s | 2.91 sym/s | Total: 5.3m | ETA: 15.5m
[2025-12-08T20:20:19.792416] [INFO ] [sig       ] [920/3624] Forecasting DAWN...
[2025-12-08T20:20:19.792447] [INFO ] [sig       ] Generating forecast for: DAWN
[2025-12-08T20:20:19.792477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAWN' from 'https://tdm.silogroup.org/data/derivative_storage/DAWN.csv'.
[2025-12-08T20:20:19.805618] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAWN'.
[2025-12-08T20:20:19.805977] [INFO ] [FORECASTER] Starting predict_future for DAWN
[2025-12-08T20:20:19.806968] [DEBUG] [LOCAL     ] No optimal features file found for DAWN: ./output/feature-sets/DAWN.txt
[2025-12-08T20:20:19.807029] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:19.807067] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:19.807097] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:19.807157] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:19.869924] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:19.870612] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:19.870695] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:19.870727] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:19.988425] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:19.988591] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:19.988632] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:19.988660] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:19.991891] [DEBUG] [FORECASTER] DAWN: Forecast T+1@11:T+2@11: UP (p=57.62%)
[2025-12-08T20:20:19.992148] [INFO ] [FORECASTER] Completed predict_future for DAWN
[2025-12-08T20:20:19.992265] [INFO ] [sig       ] DAWN: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:20:20.131053] [INFO ] [LOCAL     ] Saved forecast: DAWN	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/DAWN.txt
[2025-12-08T20:20:20.131182] [INFO ] [sig       ] [920/3624] Completed DAWN in 0.3s | 2.91 sym/s | Total: 5.3m | ETA: 15.5m
[2025-12-08T20:20:20.131221] [INFO ] [sig       ] [921/3624] Forecasting DB...
[2025-12-08T20:20:20.131250] [INFO ] [sig       ] Generating forecast for: DB
[2025-12-08T20:20:20.131279] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DB' from 'https://tdm.silogroup.org/data/derivative_storage/DB.csv'.
[2025-12-08T20:20:20.143212] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DB'.
[2025-12-08T20:20:20.143563] [INFO ] [FORECASTER] Starting predict_future for DB
[2025-12-08T20:20:20.144368] [DEBUG] [LOCAL     ] No optimal features file found for DB: ./output/feature-sets/DB.txt
[2025-12-08T20:20:20.144417] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:20.144448] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:20.144474] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:20.144530] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:20.199422] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:20.200057] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:20.200133] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:20.200177] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:20.323479] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:20.323644] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:20.323681] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:20.323710] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:20.326960] [DEBUG] [FORECASTER] DB: Forecast T+1@11:T+2@11: DOWN (p=1.61%)
[2025-12-08T20:20:20.327220] [INFO ] [FORECASTER] Completed predict_future for DB
[2025-12-08T20:20:20.327336] [INFO ] [sig       ] DB: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:20:20.482441] [INFO ] [LOCAL     ] Saved forecast: DB	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/DB.txt
[2025-12-08T20:20:20.482616] [INFO ] [sig       ] [921/3624] Completed DB in 0.4s | 2.91 sym/s | Total: 5.3m | ETA: 15.5m
[2025-12-08T20:20:20.482661] [INFO ] [sig       ] [922/3624] Forecasting DBI...
[2025-12-08T20:20:20.482690] [INFO ] [sig       ] Generating forecast for: DBI
[2025-12-08T20:20:20.482719] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBI' from 'https://tdm.silogroup.org/data/derivative_storage/DBI.csv'.
[2025-12-08T20:20:20.495021] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DBI'.
[2025-12-08T20:20:20.495344] [INFO ] [FORECASTER] Starting predict_future for DBI
[2025-12-08T20:20:20.496132] [DEBUG] [LOCAL     ] No optimal features file found for DBI: ./output/feature-sets/DBI.txt
[2025-12-08T20:20:20.496182] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:20.496213] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:20.496240] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:20.496294] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:20.552891] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:20.553511] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:20.553611] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:20.553648] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:20.669731] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:20.669889] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:20.669935] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:20.669967] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:20.673301] [DEBUG] [FORECASTER] DBI: Forecast T+1@11:T+2@11: DOWN (p=26.48%)
[2025-12-08T20:20:20.673561] [INFO ] [FORECASTER] Completed predict_future for DBI
[2025-12-08T20:20:20.673699] [INFO ] [sig       ] DBI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:20:20.811991] [INFO ] [LOCAL     ] Saved forecast: DBI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/DBI.txt
[2025-12-08T20:20:20.812116] [INFO ] [sig       ] [922/3624] Completed DBI in 0.3s | 2.91 sym/s | Total: 5.3m | ETA: 15.4m
[2025-12-08T20:20:20.812154] [INFO ] [sig       ] [923/3624] Forecasting DBL...
[2025-12-08T20:20:20.812183] [INFO ] [sig       ] Generating forecast for: DBL
[2025-12-08T20:20:20.812212] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBL' from 'https://tdm.silogroup.org/data/derivative_storage/DBL.csv'.
[2025-12-08T20:20:20.824686] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DBL'.
[2025-12-08T20:20:20.825038] [INFO ] [FORECASTER] Starting predict_future for DBL
[2025-12-08T20:20:20.825798] [DEBUG] [LOCAL     ] No optimal features file found for DBL: ./output/feature-sets/DBL.txt
[2025-12-08T20:20:20.825852] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:20.825890] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:20.825921] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:20.825996] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:20.882108] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:20.882728] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:20.882801] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:20.882832] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:21.000117] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:21.000254] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:21.000290] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:21.000317] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:21.003551] [DEBUG] [FORECASTER] DBL: Forecast T+1@11:T+2@11: UP (p=81.89%)
[2025-12-08T20:20:21.003835] [INFO ] [FORECASTER] Completed predict_future for DBL
[2025-12-08T20:20:21.003959] [INFO ] [sig       ] DBL: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:20:21.140701] [INFO ] [LOCAL     ] Saved forecast: DBL	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/DBL.txt
[2025-12-08T20:20:21.140819] [INFO ] [sig       ] [923/3624] Completed DBL in 0.3s | 2.91 sym/s | Total: 5.3m | ETA: 15.4m
[2025-12-08T20:20:21.140858] [INFO ] [sig       ] [924/3624] Forecasting DBRG...
[2025-12-08T20:20:21.140887] [INFO ] [sig       ] Generating forecast for: DBRG
[2025-12-08T20:20:21.140915] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBRG' from 'https://tdm.silogroup.org/data/derivative_storage/DBRG.csv'.
[2025-12-08T20:20:21.153086] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DBRG'.
[2025-12-08T20:20:21.153421] [INFO ] [FORECASTER] Starting predict_future for DBRG
[2025-12-08T20:20:21.154190] [DEBUG] [LOCAL     ] No optimal features file found for DBRG: ./output/feature-sets/DBRG.txt
[2025-12-08T20:20:21.154239] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:21.154270] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:21.154297] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:21.154352] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:21.212212] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:21.212943] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:21.213023] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:21.213085] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:21.331946] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:21.332113] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:21.332154] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:21.332182] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:21.335442] [DEBUG] [FORECASTER] DBRG: Forecast T+1@11:T+2@11: DOWN (p=6.40%)
[2025-12-08T20:20:21.335722] [INFO ] [FORECASTER] Completed predict_future for DBRG
[2025-12-08T20:20:21.335840] [INFO ] [sig       ] DBRG: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:20:21.471655] [INFO ] [LOCAL     ] Saved forecast: DBRG	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/DBRG.txt
[2025-12-08T20:20:21.471799] [INFO ] [sig       ] [924/3624] Completed DBRG in 0.3s | 2.92 sym/s | Total: 5.3m | ETA: 15.4m
[2025-12-08T20:20:21.471838] [INFO ] [sig       ] [925/3624] Forecasting DBX...
[2025-12-08T20:20:21.471867] [INFO ] [sig       ] Generating forecast for: DBX
[2025-12-08T20:20:21.471897] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBX' from 'https://tdm.silogroup.org/data/derivative_storage/DBX.csv'.
[2025-12-08T20:20:21.484697] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DBX'.
[2025-12-08T20:20:21.485119] [INFO ] [FORECASTER] Starting predict_future for DBX
[2025-12-08T20:20:21.486138] [DEBUG] [LOCAL     ] No optimal features file found for DBX: ./output/feature-sets/DBX.txt
[2025-12-08T20:20:21.486202] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:21.486236] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:21.486264] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:21.486321] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:21.543724] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:21.544592] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:21.544673] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:21.544707] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:21.667170] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:21.667318] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:21.667356] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:21.667411] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:21.670782] [DEBUG] [FORECASTER] DBX: Forecast T+1@11:T+2@11: UP (p=65.21%)
[2025-12-08T20:20:21.671054] [INFO ] [FORECASTER] Completed predict_future for DBX
[2025-12-08T20:20:21.671178] [INFO ] [sig       ] DBX: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:20:21.807229] [INFO ] [LOCAL     ] Saved forecast: DBX	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/DBX.txt
[2025-12-08T20:20:21.807357] [INFO ] [sig       ] [925/3624] Completed DBX in 0.3s | 2.92 sym/s | Total: 5.3m | ETA: 15.4m
[2025-12-08T20:20:21.807414] [INFO ] [sig       ] [926/3624] Forecasting DCBO...
[2025-12-08T20:20:21.807444] [INFO ] [sig       ] Generating forecast for: DCBO
[2025-12-08T20:20:21.807473] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCBO' from 'https://tdm.silogroup.org/data/derivative_storage/DCBO.csv'.
[2025-12-08T20:20:21.820201] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCBO'.
[2025-12-08T20:20:21.820603] [INFO ] [FORECASTER] Starting predict_future for DCBO
[2025-12-08T20:20:21.821409] [DEBUG] [LOCAL     ] No optimal features file found for DCBO: ./output/feature-sets/DCBO.txt
[2025-12-08T20:20:21.821460] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:21.821492] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:21.821518] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:21.821599] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:21.878626] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:21.879327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:21.879406] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:21.879439] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:22.004293] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:22.004478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:22.004528] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:22.004559] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:22.008214] [DEBUG] [FORECASTER] DCBO: Forecast T+1@11:T+2@11: DOWN (p=13.79%)
[2025-12-08T20:20:22.008497] [INFO ] [FORECASTER] Completed predict_future for DCBO
[2025-12-08T20:20:22.008638] [INFO ] [sig       ] DCBO: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:20:22.152715] [INFO ] [LOCAL     ] Saved forecast: DCBO	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/DCBO.txt
[2025-12-08T20:20:22.152865] [INFO ] [sig       ] [926/3624] Completed DCBO in 0.3s | 2.92 sym/s | Total: 5.3m | ETA: 15.4m
[2025-12-08T20:20:22.152906] [INFO ] [sig       ] [927/3624] Forecasting DCI...
[2025-12-08T20:20:22.152960] [INFO ] [sig       ] Generating forecast for: DCI
[2025-12-08T20:20:22.153007] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCI' from 'https://tdm.silogroup.org/data/derivative_storage/DCI.csv'.
[2025-12-08T20:20:22.165853] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCI'.
[2025-12-08T20:20:22.166299] [INFO ] [FORECASTER] Starting predict_future for DCI
[2025-12-08T20:20:22.167251] [DEBUG] [LOCAL     ] No optimal features file found for DCI: ./output/feature-sets/DCI.txt
[2025-12-08T20:20:22.167303] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:22.167336] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:22.167366] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:22.167455] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:22.230084] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:22.231142] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:22.231234] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:22.231267] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:22.358152] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:22.358301] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:22.358343] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:22.358373] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:22.361792] [DEBUG] [FORECASTER] DCI: Forecast T+1@11:T+2@11: UP (p=71.13%)
[2025-12-08T20:20:22.362070] [INFO ] [FORECASTER] Completed predict_future for DCI
[2025-12-08T20:20:22.362192] [INFO ] [sig       ] DCI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:20:22.504252] [INFO ] [LOCAL     ] Saved forecast: DCI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/DCI.txt
[2025-12-08T20:20:22.504442] [INFO ] [sig       ] [927/3624] Completed DCI in 0.4s | 2.92 sym/s | Total: 5.3m | ETA: 15.4m
[2025-12-08T20:20:22.504502] [INFO ] [sig       ] [928/3624] Forecasting DCO...
[2025-12-08T20:20:22.504539] [INFO ] [sig       ] Generating forecast for: DCO
[2025-12-08T20:20:22.504593] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCO' from 'https://tdm.silogroup.org/data/derivative_storage/DCO.csv'.
[2025-12-08T20:20:22.516997] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCO'.
[2025-12-08T20:20:22.517449] [INFO ] [FORECASTER] Starting predict_future for DCO
[2025-12-08T20:20:22.518301] [DEBUG] [LOCAL     ] No optimal features file found for DCO: ./output/feature-sets/DCO.txt
[2025-12-08T20:20:22.518362] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:22.518399] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:22.518427] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:22.518484] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:22.579598] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:22.580471] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:22.580564] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:22.580620] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:22.707226] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:22.707397] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:22.707448] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:22.707493] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:22.711254] [DEBUG] [FORECASTER] DCO: Forecast T+1@11:T+2@11: DOWN (p=20.82%)
[2025-12-08T20:20:22.711538] [INFO ] [FORECASTER] Completed predict_future for DCO
[2025-12-08T20:20:22.711710] [INFO ] [sig       ] DCO: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:20:22.858246] [INFO ] [LOCAL     ] Saved forecast: DCO	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/DCO.txt
[2025-12-08T20:20:22.858396] [INFO ] [sig       ] [928/3624] Completed DCO in 0.4s | 2.91 sym/s | Total: 5.3m | ETA: 15.4m
[2025-12-08T20:20:22.858439] [INFO ] [sig       ] [929/3624] Forecasting DCOM...
[2025-12-08T20:20:22.858468] [INFO ] [sig       ] Generating forecast for: DCOM
[2025-12-08T20:20:22.858499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCOM' from 'https://tdm.silogroup.org/data/derivative_storage/DCOM.csv'.
[2025-12-08T20:20:22.872044] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCOM'.
[2025-12-08T20:20:22.872407] [INFO ] [FORECASTER] Starting predict_future for DCOM
[2025-12-08T20:20:22.873214] [DEBUG] [LOCAL     ] No optimal features file found for DCOM: ./output/feature-sets/DCOM.txt
[2025-12-08T20:20:22.873266] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:22.873298] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:22.873326] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:22.873383] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:22.935399] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:22.936165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:22.936245] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:22.936279] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:23.057636] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:23.057790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:23.057828] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:23.057855] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:23.061118] [DEBUG] [FORECASTER] DCOM: Forecast T+1@11:T+2@11: DOWN (p=6.40%)
[2025-12-08T20:20:23.061388] [INFO ] [FORECASTER] Completed predict_future for DCOM
[2025-12-08T20:20:23.061509] [INFO ] [sig       ] DCOM: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:20:23.199509] [INFO ] [LOCAL     ] Saved forecast: DCOM	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/DCOM.txt
[2025-12-08T20:20:23.199671] [INFO ] [sig       ] [929/3624] Completed DCOM in 0.3s | 2.91 sym/s | Total: 5.3m | ETA: 15.4m
[2025-12-08T20:20:23.199714] [INFO ] [sig       ] [930/3624] Forecasting DCTH...
[2025-12-08T20:20:23.199745] [INFO ] [sig       ] Generating forecast for: DCTH
[2025-12-08T20:20:23.199776] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCTH' from 'https://tdm.silogroup.org/data/derivative_storage/DCTH.csv'.
[2025-12-08T20:20:23.212426] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCTH'.
[2025-12-08T20:20:23.212816] [INFO ] [FORECASTER] Starting predict_future for DCTH
[2025-12-08T20:20:23.213631] [DEBUG] [LOCAL     ] No optimal features file found for DCTH: ./output/feature-sets/DCTH.txt
[2025-12-08T20:20:23.213689] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:23.213726] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:23.213753] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:23.213809] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:23.275406] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:23.276254] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:23.276334] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:23.276367] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:23.406097] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:23.406269] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:23.406327] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:23.406361] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:23.410079] [DEBUG] [FORECASTER] DCTH: Forecast T+1@11:T+2@11: DOWN (p=27.11%)
[2025-12-08T20:20:23.410380] [INFO ] [FORECASTER] Completed predict_future for DCTH
[2025-12-08T20:20:23.410542] [INFO ] [sig       ] DCTH: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:20:23.552473] [INFO ] [LOCAL     ] Saved forecast: DCTH	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/DCTH.txt
[2025-12-08T20:20:23.552636] [INFO ] [sig       ] [930/3624] Completed DCTH in 0.4s | 2.91 sym/s | Total: 5.3m | ETA: 15.4m
[2025-12-08T20:20:23.552677] [INFO ] [sig       ] [931/3624] Forecasting DD...
[2025-12-08T20:20:23.552706] [INFO ] [sig       ] Generating forecast for: DD
[2025-12-08T20:20:23.552735] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DD' from 'https://tdm.silogroup.org/data/derivative_storage/DD.csv'.
[2025-12-08T20:20:23.566315] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DD'.
[2025-12-08T20:20:23.566719] [INFO ] [FORECASTER] Starting predict_future for DD
[2025-12-08T20:20:23.567634] [DEBUG] [LOCAL     ] No optimal features file found for DD: ./output/feature-sets/DD.txt
[2025-12-08T20:20:23.567687] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:23.567750] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:23.567779] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:23.567835] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:23.628790] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:23.629856] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:23.629939] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:23.629972] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:23.762131] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:23.762283] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:23.762323] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:23.762353] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:23.766042] [DEBUG] [FORECASTER] DD: Forecast T+1@11:T+2@11: DOWN (p=23.79%)
[2025-12-08T20:20:23.766355] [INFO ] [FORECASTER] Completed predict_future for DD
[2025-12-08T20:20:23.766528] [INFO ] [sig       ] DD: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:20:23.916978] [INFO ] [LOCAL     ] Saved forecast: DD	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/DD.txt
[2025-12-08T20:20:23.917118] [INFO ] [sig       ] [931/3624] Completed DD in 0.4s | 2.91 sym/s | Total: 5.3m | ETA: 15.4m
[2025-12-08T20:20:23.917158] [INFO ] [sig       ] [932/3624] Forecasting DDD...
[2025-12-08T20:20:23.917187] [INFO ] [sig       ] Generating forecast for: DDD
[2025-12-08T20:20:23.917216] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDD' from 'https://tdm.silogroup.org/data/derivative_storage/DDD.csv'.
[2025-12-08T20:20:23.930220] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDD'.
[2025-12-08T20:20:23.930625] [INFO ] [FORECASTER] Starting predict_future for DDD
[2025-12-08T20:20:23.931410] [DEBUG] [LOCAL     ] No optimal features file found for DDD: ./output/feature-sets/DDD.txt
[2025-12-08T20:20:23.931459] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:23.931490] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:23.931515] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:23.931587] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:23.991185] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:23.992022] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:23.992099] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:23.992131] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:24.117521] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:24.117705] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:24.117780] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:24.117817] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:24.121660] [DEBUG] [FORECASTER] DDD: Forecast T+1@11:T+2@11: UP (p=97.01%)
[2025-12-08T20:20:24.121959] [INFO ] [FORECASTER] Completed predict_future for DDD
[2025-12-08T20:20:24.122091] [INFO ] [sig       ] DDD: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:20:24.263718] [INFO ] [LOCAL     ] Saved forecast: DDD	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/DDD.txt
[2025-12-08T20:20:24.263873] [INFO ] [sig       ] [932/3624] Completed DDD in 0.3s | 2.91 sym/s | Total: 5.3m | ETA: 15.4m
[2025-12-08T20:20:24.263916] [INFO ] [sig       ] [933/3624] Forecasting DDI...
[2025-12-08T20:20:24.263953] [INFO ] [sig       ] Generating forecast for: DDI
[2025-12-08T20:20:24.263988] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDI' from 'https://tdm.silogroup.org/data/derivative_storage/DDI.csv'.
[2025-12-08T20:20:24.275696] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDI'.
[2025-12-08T20:20:24.276061] [INFO ] [FORECASTER] Starting predict_future for DDI
[2025-12-08T20:20:24.276872] [DEBUG] [LOCAL     ] No optimal features file found for DDI: ./output/feature-sets/DDI.txt
[2025-12-08T20:20:24.276927] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:24.276966] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:24.276998] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:24.277061] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:24.335255] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:24.336001] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:24.336082] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:24.336115] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:24.456705] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:24.456885] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:24.456926] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:24.456954] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:24.460396] [DEBUG] [FORECASTER] DDI: Forecast T+1@11:T+2@11: UP (p=64.56%)
[2025-12-08T20:20:24.460695] [INFO ] [FORECASTER] Completed predict_future for DDI
[2025-12-08T20:20:24.460833] [INFO ] [sig       ] DDI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:20:24.599217] [INFO ] [LOCAL     ] Saved forecast: DDI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/DDI.txt
[2025-12-08T20:20:24.599348] [INFO ] [sig       ] [933/3624] Completed DDI in 0.3s | 2.91 sym/s | Total: 5.3m | ETA: 15.4m
[2025-12-08T20:20:24.599386] [INFO ] [sig       ] [934/3624] Forecasting DDL...
[2025-12-08T20:20:24.599416] [INFO ] [sig       ] Generating forecast for: DDL
[2025-12-08T20:20:24.599445] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDL' from 'https://tdm.silogroup.org/data/derivative_storage/DDL.csv'.
[2025-12-08T20:20:24.612276] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDL'.
[2025-12-08T20:20:24.612660] [INFO ] [FORECASTER] Starting predict_future for DDL
[2025-12-08T20:20:24.613516] [DEBUG] [LOCAL     ] No optimal features file found for DDL: ./output/feature-sets/DDL.txt
[2025-12-08T20:20:24.613592] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:24.613629] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:24.613658] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:24.613714] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:24.675353] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:24.676163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:24.676244] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:24.676277] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:24.811683] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:24.811866] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:24.811920] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:24.811961] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:24.816770] [DEBUG] [FORECASTER] DDL: Forecast T+1@11:T+2@11: UP (p=53.85%)
[2025-12-08T20:20:24.817183] [INFO ] [FORECASTER] Completed predict_future for DDL
[2025-12-08T20:20:24.817360] [INFO ] [sig       ] DDL: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:20:24.976783] [INFO ] [LOCAL     ] Saved forecast: DDL	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/DDL.txt
[2025-12-08T20:20:24.976958] [INFO ] [sig       ] [934/3624] Completed DDL in 0.4s | 2.91 sym/s | Total: 5.3m | ETA: 15.4m
[2025-12-08T20:20:24.977015] [INFO ] [sig       ] [935/3624] Forecasting DDOG...
[2025-12-08T20:20:24.977056] [INFO ] [sig       ] Generating forecast for: DDOG
[2025-12-08T20:20:24.977091] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDOG' from 'https://tdm.silogroup.org/data/derivative_storage/DDOG.csv'.
[2025-12-08T20:20:24.992924] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDOG'.
[2025-12-08T20:20:24.993307] [INFO ] [FORECASTER] Starting predict_future for DDOG
[2025-12-08T20:20:24.994095] [DEBUG] [LOCAL     ] No optimal features file found for DDOG: ./output/feature-sets/DDOG.txt
[2025-12-08T20:20:24.994145] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:24.994177] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:24.994202] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:24.994255] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:25.051707] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:25.052462] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:25.052538] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:25.052569] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:25.174976] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:25.175108] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:25.175145] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:25.175173] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:25.178619] [DEBUG] [FORECASTER] DDOG: Forecast T+1@11:T+2@11: DOWN (p=40.08%)
[2025-12-08T20:20:25.178886] [INFO ] [FORECASTER] Completed predict_future for DDOG
[2025-12-08T20:20:25.179023] [INFO ] [sig       ] DDOG: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:20:25.326436] [INFO ] [LOCAL     ] Saved forecast: DDOG	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/DDOG.txt
[2025-12-08T20:20:25.326590] [INFO ] [sig       ] [935/3624] Completed DDOG in 0.3s | 2.91 sym/s | Total: 5.3m | ETA: 15.4m
[2025-12-08T20:20:25.326631] [INFO ] [sig       ] [936/3624] Forecasting DDS...
[2025-12-08T20:20:25.326659] [INFO ] [sig       ] Generating forecast for: DDS
[2025-12-08T20:20:25.326688] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDS' from 'https://tdm.silogroup.org/data/derivative_storage/DDS.csv'.
[2025-12-08T20:20:25.338164] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDS'.
[2025-12-08T20:20:25.338507] [INFO ] [FORECASTER] Starting predict_future for DDS
[2025-12-08T20:20:25.339305] [DEBUG] [LOCAL     ] No optimal features file found for DDS: ./output/feature-sets/DDS.txt
[2025-12-08T20:20:25.339353] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:25.339395] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:25.339422] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:25.339477] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:25.394638] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:25.395203] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:25.395275] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:25.395306] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:25.516792] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:25.516940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:25.516979] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:25.517007] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:25.520465] [DEBUG] [FORECASTER] DDS: Forecast T+1@11:T+2@11: DOWN (p=2.76%)
[2025-12-08T20:20:25.520773] [INFO ] [FORECASTER] Completed predict_future for DDS
[2025-12-08T20:20:25.520901] [INFO ] [sig       ] DDS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:20:25.669078] [INFO ] [LOCAL     ] Saved forecast: DDS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/DDS.txt
[2025-12-08T20:20:25.669409] [INFO ] [sig       ] [936/3624] Completed DDS in 0.3s | 2.91 sym/s | Total: 5.4m | ETA: 15.4m
[2025-12-08T20:20:25.669447] [INFO ] [sig       ] [937/3624] Forecasting DE...
[2025-12-08T20:20:25.669476] [INFO ] [sig       ] Generating forecast for: DE
[2025-12-08T20:20:25.669505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DE' from 'https://tdm.silogroup.org/data/derivative_storage/DE.csv'.
[2025-12-08T20:20:25.685108] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DE'.
[2025-12-08T20:20:25.685691] [INFO ] [FORECASTER] Starting predict_future for DE
[2025-12-08T20:20:25.686489] [DEBUG] [LOCAL     ] No optimal features file found for DE: ./output/feature-sets/DE.txt
[2025-12-08T20:20:25.686538] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:25.686592] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:25.686622] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:25.686684] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:25.745048] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:25.745911] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:25.746000] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:25.746034] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:25.870541] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:25.870712] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:25.870751] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:25.870779] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:25.874099] [DEBUG] [FORECASTER] DE: Forecast T+1@11:T+2@11: DOWN (p=5.65%)
[2025-12-08T20:20:25.874358] [INFO ] [FORECASTER] Completed predict_future for DE
[2025-12-08T20:20:25.874473] [INFO ] [sig       ] DE: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:20:26.012385] [INFO ] [LOCAL     ] Saved forecast: DE	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/DE.txt
[2025-12-08T20:20:26.012506] [INFO ] [sig       ] [937/3624] Completed DE in 0.3s | 2.91 sym/s | Total: 5.4m | ETA: 15.4m
[2025-12-08T20:20:26.012546] [INFO ] [sig       ] [938/3624] Forecasting DEA...
[2025-12-08T20:20:26.012591] [INFO ] [sig       ] Generating forecast for: DEA
[2025-12-08T20:20:26.012622] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DEA' from 'https://tdm.silogroup.org/data/derivative_storage/DEA.csv'.
[2025-12-08T20:20:26.024624] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DEA'.
[2025-12-08T20:20:26.025078] [INFO ] [FORECASTER] Starting predict_future for DEA
[2025-12-08T20:20:26.025900] [DEBUG] [LOCAL     ] No optimal features file found for DEA: ./output/feature-sets/DEA.txt
[2025-12-08T20:20:26.025951] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:26.025983] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:26.026010] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:26.026068] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:26.081110] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:26.081835] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:26.081911] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:26.081943] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:26.202849] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:26.203002] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:26.203041] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:26.203069] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:26.206363] [DEBUG] [FORECASTER] DEA: Forecast T+1@11:T+2@11: UP (p=81.65%)
[2025-12-08T20:20:26.206640] [INFO ] [FORECASTER] Completed predict_future for DEA
[2025-12-08T20:20:26.206760] [INFO ] [sig       ] DEA: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:20:26.349428] [INFO ] [LOCAL     ] Saved forecast: DEA	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/DEA.txt
[2025-12-08T20:20:26.349594] [INFO ] [sig       ] [938/3624] Completed DEA in 0.3s | 2.91 sym/s | Total: 5.4m | ETA: 15.4m
[2025-12-08T20:20:26.349636] [INFO ] [sig       ] [939/3624] Forecasting DECK...
[2025-12-08T20:20:26.349665] [INFO ] [sig       ] Generating forecast for: DECK
[2025-12-08T20:20:26.349694] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DECK' from 'https://tdm.silogroup.org/data/derivative_storage/DECK.csv'.
[2025-12-08T20:20:26.365201] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DECK'.
[2025-12-08T20:20:26.365623] [INFO ] [FORECASTER] Starting predict_future for DECK
[2025-12-08T20:20:26.366414] [DEBUG] [LOCAL     ] No optimal features file found for DECK: ./output/feature-sets/DECK.txt
[2025-12-08T20:20:26.366463] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:26.366494] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:26.366520] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:26.366591] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:26.422611] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:26.423415] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:26.423492] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:26.423525] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:26.550687] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:26.550836] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:26.550874] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:26.550901] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:26.554596] [DEBUG] [FORECASTER] DECK: Forecast T+1@11:T+2@11: UP (p=85.13%)
[2025-12-08T20:20:26.554872] [INFO ] [FORECASTER] Completed predict_future for DECK
[2025-12-08T20:20:26.555009] [INFO ] [sig       ] DECK: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:20:26.706475] [INFO ] [LOCAL     ] Saved forecast: DECK	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/DECK.txt
[2025-12-08T20:20:26.706637] [INFO ] [sig       ] [939/3624] Completed DECK in 0.4s | 2.91 sym/s | Total: 5.4m | ETA: 15.4m
[2025-12-08T20:20:26.706679] [INFO ] [sig       ] [940/3624] Forecasting DEI...
[2025-12-08T20:20:26.706718] [INFO ] [sig       ] Generating forecast for: DEI
[2025-12-08T20:20:26.706749] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DEI' from 'https://tdm.silogroup.org/data/derivative_storage/DEI.csv'.
[2025-12-08T20:20:26.720501] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DEI'.
[2025-12-08T20:20:26.720868] [INFO ] [FORECASTER] Starting predict_future for DEI
[2025-12-08T20:20:26.721714] [DEBUG] [LOCAL     ] No optimal features file found for DEI: ./output/feature-sets/DEI.txt
[2025-12-08T20:20:26.721764] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:26.721795] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:26.721822] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:26.721877] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:26.781070] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:26.781995] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:26.782167] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:26.782203] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:26.910207] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:26.910355] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:26.910396] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:26.910425] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:26.914149] [DEBUG] [FORECASTER] DEI: Forecast T+1@11:T+2@11: DOWN (p=43.31%)
[2025-12-08T20:20:26.914440] [INFO ] [FORECASTER] Completed predict_future for DEI
[2025-12-08T20:20:26.914569] [INFO ] [sig       ] DEI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:20:27.067195] [INFO ] [LOCAL     ] Saved forecast: DEI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/DEI.txt
[2025-12-08T20:20:27.067331] [INFO ] [sig       ] [940/3624] Completed DEI in 0.4s | 2.91 sym/s | Total: 5.4m | ETA: 15.4m
[2025-12-08T20:20:27.067387] [INFO ] [sig       ] [941/3624] Forecasting DELL...
[2025-12-08T20:20:27.067421] [INFO ] [sig       ] Generating forecast for: DELL
[2025-12-08T20:20:27.067452] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DELL' from 'https://tdm.silogroup.org/data/derivative_storage/DELL.csv'.
[2025-12-08T20:20:27.080281] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DELL'.
[2025-12-08T20:20:27.080697] [INFO ] [FORECASTER] Starting predict_future for DELL
[2025-12-08T20:20:27.081537] [DEBUG] [LOCAL     ] No optimal features file found for DELL: ./output/feature-sets/DELL.txt
[2025-12-08T20:20:27.081607] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:27.081640] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:27.081669] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:27.081745] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:27.146434] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:27.147368] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:27.147474] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:27.147513] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:27.277153] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:27.277320] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:27.277361] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:27.277416] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:27.280926] [DEBUG] [FORECASTER] DELL: Forecast T+1@11:T+2@11: UP (p=83.04%)
[2025-12-08T20:20:27.281218] [INFO ] [FORECASTER] Completed predict_future for DELL
[2025-12-08T20:20:27.281347] [INFO ] [sig       ] DELL: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:20:27.434611] [INFO ] [LOCAL     ] Saved forecast: DELL	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/DELL.txt
[2025-12-08T20:20:27.434760] [INFO ] [sig       ] [941/3624] Completed DELL in 0.4s | 2.91 sym/s | Total: 5.4m | ETA: 15.3m
[2025-12-08T20:20:27.434800] [INFO ] [sig       ] [942/3624] Forecasting DENN...
[2025-12-08T20:20:27.434832] [INFO ] [sig       ] Generating forecast for: DENN
[2025-12-08T20:20:27.434863] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DENN' from 'https://tdm.silogroup.org/data/derivative_storage/DENN.csv'.
[2025-12-08T20:20:27.454179] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DENN'.
[2025-12-08T20:20:27.454933] [INFO ] [FORECASTER] Starting predict_future for DENN
[2025-12-08T20:20:27.456346] [DEBUG] [LOCAL     ] No optimal features file found for DENN: ./output/feature-sets/DENN.txt
[2025-12-08T20:20:27.456415] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:27.456468] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:27.456516] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:27.456634] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:27.524138] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:27.525471] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:27.525613] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:27.525651] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:27.656811] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:27.657053] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:27.657101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:27.657132] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:27.661486] [DEBUG] [FORECASTER] DENN: Forecast T+1@11:T+2@11: UP (p=66.69%)
[2025-12-08T20:20:27.661940] [INFO ] [FORECASTER] Completed predict_future for DENN
[2025-12-08T20:20:27.662103] [INFO ] [sig       ] DENN: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:20:27.807997] [INFO ] [LOCAL     ] Saved forecast: DENN	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/DENN.txt
[2025-12-08T20:20:27.808242] [INFO ] [sig       ] [942/3624] Completed DENN in 0.4s | 2.91 sym/s | Total: 5.4m | ETA: 15.3m
[2025-12-08T20:20:27.808288] [INFO ] [sig       ] [943/3624] Forecasting DEO...
[2025-12-08T20:20:27.808318] [INFO ] [sig       ] Generating forecast for: DEO
[2025-12-08T20:20:27.808349] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DEO' from 'https://tdm.silogroup.org/data/derivative_storage/DEO.csv'.
[2025-12-08T20:20:27.823913] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DEO'.
[2025-12-08T20:20:27.824475] [INFO ] [FORECASTER] Starting predict_future for DEO
[2025-12-08T20:20:27.825472] [DEBUG] [LOCAL     ] No optimal features file found for DEO: ./output/feature-sets/DEO.txt
[2025-12-08T20:20:27.825543] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:27.825615] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:27.825652] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:27.825713] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:27.886476] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:27.887682] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:27.887781] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:27.887815] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:28.026197] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:28.026430] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:28.026476] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:28.026536] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:28.035646] [DEBUG] [FORECASTER] DEO: Forecast T+1@11:T+2@11: UP (p=88.32%)
[2025-12-08T20:20:28.036106] [INFO ] [FORECASTER] Completed predict_future for DEO
[2025-12-08T20:20:28.036467] [INFO ] [sig       ] DEO: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:20:28.213017] [INFO ] [LOCAL     ] Saved forecast: DEO	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/DEO.txt
[2025-12-08T20:20:28.213440] [INFO ] [sig       ] [943/3624] Completed DEO in 0.4s | 2.91 sym/s | Total: 5.4m | ETA: 15.3m
[2025-12-08T20:20:28.213494] [INFO ] [sig       ] [944/3624] Forecasting DERM...
[2025-12-08T20:20:28.213530] [INFO ] [sig       ] Generating forecast for: DERM
[2025-12-08T20:20:28.213562] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DERM' from 'https://tdm.silogroup.org/data/derivative_storage/DERM.csv'.
[2025-12-08T20:20:28.227858] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DERM'.
[2025-12-08T20:20:28.228343] [INFO ] [FORECASTER] Starting predict_future for DERM
[2025-12-08T20:20:28.229243] [DEBUG] [LOCAL     ] No optimal features file found for DERM: ./output/feature-sets/DERM.txt
[2025-12-08T20:20:28.229296] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:28.229327] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:28.229353] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:28.229411] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:28.294912] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:28.296064] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:28.296182] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:28.296226] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:28.435844] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:28.436006] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:28.436056] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:28.436091] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:28.440271] [DEBUG] [FORECASTER] DERM: Forecast T+1@11:T+2@11: UP (p=95.09%)
[2025-12-08T20:20:28.440674] [INFO ] [FORECASTER] Completed predict_future for DERM
[2025-12-08T20:20:28.440826] [INFO ] [sig       ] DERM: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:20:28.591403] [INFO ] [LOCAL     ] Saved forecast: DERM	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/DERM.txt
[2025-12-08T20:20:28.591552] [INFO ] [sig       ] [944/3624] Completed DERM in 0.4s | 2.91 sym/s | Total: 5.4m | ETA: 15.3m
[2025-12-08T20:20:28.591685] [INFO ] [sig       ] [945/3624] Forecasting DFGP...
[2025-12-08T20:20:28.591726] [INFO ] [sig       ] Generating forecast for: DFGP
[2025-12-08T20:20:28.591765] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFGP' from 'https://tdm.silogroup.org/data/derivative_storage/DFGP.csv'.
[2025-12-08T20:20:28.604830] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFGP'.
[2025-12-08T20:20:28.605244] [INFO ] [FORECASTER] Starting predict_future for DFGP
[2025-12-08T20:20:28.606075] [DEBUG] [LOCAL     ] No optimal features file found for DFGP: ./output/feature-sets/DFGP.txt
[2025-12-08T20:20:28.606127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:28.606160] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:28.606187] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:28.606243] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:28.664165] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:28.665058] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:28.665143] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:28.665175] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:28.796829] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:28.796984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:28.797026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:28.797058] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:28.800690] [DEBUG] [FORECASTER] DFGP: Forecast T+1@11:T+2@11: UP (p=81.97%)
[2025-12-08T20:20:28.800993] [INFO ] [FORECASTER] Completed predict_future for DFGP
[2025-12-08T20:20:28.801123] [INFO ] [sig       ] DFGP: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:20:28.946937] [INFO ] [LOCAL     ] Saved forecast: DFGP	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/DFGP.txt
[2025-12-08T20:20:28.947086] [INFO ] [sig       ] [945/3624] Completed DFGP in 0.4s | 2.91 sym/s | Total: 5.4m | ETA: 15.3m
[2025-12-08T20:20:28.947125] [INFO ] [sig       ] [946/3624] Forecasting DFGX...
[2025-12-08T20:20:28.947155] [INFO ] [sig       ] Generating forecast for: DFGX
[2025-12-08T20:20:28.947184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFGX' from 'https://tdm.silogroup.org/data/derivative_storage/DFGX.csv'.
[2025-12-08T20:20:28.959251] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFGX'.
[2025-12-08T20:20:28.959653] [INFO ] [FORECASTER] Starting predict_future for DFGX
[2025-12-08T20:20:28.960418] [DEBUG] [LOCAL     ] No optimal features file found for DFGX: ./output/feature-sets/DFGX.txt
[2025-12-08T20:20:28.960467] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:28.960497] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:28.960524] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:28.960604] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:29.016213] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:29.017112] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:29.017192] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:29.017224] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:29.141458] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:29.141628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:29.141668] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:29.141695] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:29.144992] [DEBUG] [FORECASTER] DFGX: Forecast T+1@11:T+2@11: DOWN (p=8.17%)
[2025-12-08T20:20:29.145256] [INFO ] [FORECASTER] Completed predict_future for DFGX
[2025-12-08T20:20:29.145378] [INFO ] [sig       ] DFGX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:20:29.283448] [INFO ] [LOCAL     ] Saved forecast: DFGX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/DFGX.txt
[2025-12-08T20:20:29.283625] [INFO ] [sig       ] [946/3624] Completed DFGX in 0.3s | 2.91 sym/s | Total: 5.4m | ETA: 15.3m
[2025-12-08T20:20:29.283669] [INFO ] [sig       ] [947/3624] Forecasting DFH...
[2025-12-08T20:20:29.283699] [INFO ] [sig       ] Generating forecast for: DFH
[2025-12-08T20:20:29.283728] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFH' from 'https://tdm.silogroup.org/data/derivative_storage/DFH.csv'.
[2025-12-08T20:20:29.296817] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFH'.
[2025-12-08T20:20:29.297191] [INFO ] [FORECASTER] Starting predict_future for DFH
[2025-12-08T20:20:29.297989] [DEBUG] [LOCAL     ] No optimal features file found for DFH: ./output/feature-sets/DFH.txt
[2025-12-08T20:20:29.298038] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:29.298069] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:29.298095] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:29.298161] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:29.356010] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:29.356939] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:29.357018] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:29.357050] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:29.474259] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:29.474417] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:29.474455] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:29.474483] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:29.477798] [DEBUG] [FORECASTER] DFH: Forecast T+1@11:T+2@11: DOWN (p=30.99%)
[2025-12-08T20:20:29.478066] [INFO ] [FORECASTER] Completed predict_future for DFH
[2025-12-08T20:20:29.478184] [INFO ] [sig       ] DFH: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:20:29.619236] [INFO ] [LOCAL     ] Saved forecast: DFH	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/DFH.txt
[2025-12-08T20:20:29.619386] [INFO ] [sig       ] [947/3624] Completed DFH in 0.3s | 2.91 sym/s | Total: 5.4m | ETA: 15.3m
[2025-12-08T20:20:29.619425] [INFO ] [sig       ] [948/3624] Forecasting DFIN...
[2025-12-08T20:20:29.619453] [INFO ] [sig       ] Generating forecast for: DFIN
[2025-12-08T20:20:29.619482] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFIN' from 'https://tdm.silogroup.org/data/derivative_storage/DFIN.csv'.
[2025-12-08T20:20:29.632291] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFIN'.
[2025-12-08T20:20:29.632691] [INFO ] [FORECASTER] Starting predict_future for DFIN
[2025-12-08T20:20:29.633473] [DEBUG] [LOCAL     ] No optimal features file found for DFIN: ./output/feature-sets/DFIN.txt
[2025-12-08T20:20:29.633523] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:29.633553] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:29.633624] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:29.633681] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:29.689956] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:29.690803] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:29.690884] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:29.690916] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:29.809834] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:29.809988] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:29.810025] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:29.810054] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:29.813320] [DEBUG] [FORECASTER] DFIN: Forecast T+1@11:T+2@11: DOWN (p=46.61%)
[2025-12-08T20:20:29.813591] [INFO ] [FORECASTER] Completed predict_future for DFIN
[2025-12-08T20:20:29.813708] [INFO ] [sig       ] DFIN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:20:29.953993] [INFO ] [LOCAL     ] Saved forecast: DFIN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/DFIN.txt
[2025-12-08T20:20:29.954111] [INFO ] [sig       ] [948/3624] Completed DFIN in 0.3s | 2.91 sym/s | Total: 5.4m | ETA: 15.3m
[2025-12-08T20:20:29.954148] [INFO ] [sig       ] [949/3624] Forecasting DFP...
[2025-12-08T20:20:29.954177] [INFO ] [sig       ] Generating forecast for: DFP
[2025-12-08T20:20:29.954206] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFP' from 'https://tdm.silogroup.org/data/derivative_storage/DFP.csv'.
[2025-12-08T20:20:29.969677] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFP'.
[2025-12-08T20:20:29.970128] [INFO ] [FORECASTER] Starting predict_future for DFP
[2025-12-08T20:20:29.970963] [DEBUG] [LOCAL     ] No optimal features file found for DFP: ./output/feature-sets/DFP.txt
[2025-12-08T20:20:29.971024] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:29.971056] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:29.971082] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:29.971136] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:30.029987] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:30.030929] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:30.031020] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:30.031053] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:30.161463] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:30.161661] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:30.161703] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:30.161732] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:30.165156] [DEBUG] [FORECASTER] DFP: Forecast T+1@11:T+2@11: UP (p=84.98%)
[2025-12-08T20:20:30.165426] [INFO ] [FORECASTER] Completed predict_future for DFP
[2025-12-08T20:20:30.165551] [INFO ] [sig       ] DFP: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:20:30.314624] [INFO ] [LOCAL     ] Saved forecast: DFP	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/DFP.txt
[2025-12-08T20:20:30.314799] [INFO ] [sig       ] [949/3624] Completed DFP in 0.4s | 2.91 sym/s | Total: 5.4m | ETA: 15.3m
[2025-12-08T20:20:30.314841] [INFO ] [sig       ] [950/3624] Forecasting DG...
[2025-12-08T20:20:30.314869] [INFO ] [sig       ] Generating forecast for: DG
[2025-12-08T20:20:30.314898] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DG' from 'https://tdm.silogroup.org/data/derivative_storage/DG.csv'.
[2025-12-08T20:20:30.329049] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DG'.
[2025-12-08T20:20:30.329474] [INFO ] [FORECASTER] Starting predict_future for DG
[2025-12-08T20:20:30.330274] [DEBUG] [LOCAL     ] No optimal features file found for DG: ./output/feature-sets/DG.txt
[2025-12-08T20:20:30.330507] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:30.330536] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:30.330562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:30.330638] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:30.391656] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:30.392528] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:30.392635] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:30.392669] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:30.518917] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:30.519082] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:30.519129] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:30.519162] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:30.523123] [DEBUG] [FORECASTER] DG: Forecast T+1@11:T+2@11: DOWN (p=1.04%)
[2025-12-08T20:20:30.523614] [INFO ] [FORECASTER] Completed predict_future for DG
[2025-12-08T20:20:30.523740] [INFO ] [sig       ] DG: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:20:30.676553] [INFO ] [LOCAL     ] Saved forecast: DG	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/DG.txt
[2025-12-08T20:20:30.676727] [INFO ] [sig       ] [950/3624] Completed DG in 0.4s | 2.91 sym/s | Total: 5.4m | ETA: 15.3m
[2025-12-08T20:20:30.676766] [INFO ] [sig       ] [951/3624] Forecasting DGCB...
[2025-12-08T20:20:30.676795] [INFO ] [sig       ] Generating forecast for: DGCB
[2025-12-08T20:20:30.676823] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGCB' from 'https://tdm.silogroup.org/data/derivative_storage/DGCB.csv'.
[2025-12-08T20:20:30.691290] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGCB'.
[2025-12-08T20:20:30.691702] [INFO ] [FORECASTER] Starting predict_future for DGCB
[2025-12-08T20:20:30.692480] [DEBUG] [LOCAL     ] No optimal features file found for DGCB: ./output/feature-sets/DGCB.txt
[2025-12-08T20:20:30.692529] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:30.692559] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:30.692611] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:30.692671] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:30.752215] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:30.753441] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:30.753519] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:30.753551] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:30.881514] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:30.881688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:30.881726] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:30.881753] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:30.885547] [DEBUG] [FORECASTER] DGCB: Forecast T+1@11:T+2@11: UP (p=86.64%)
[2025-12-08T20:20:30.885862] [INFO ] [FORECASTER] Completed predict_future for DGCB
[2025-12-08T20:20:30.885984] [INFO ] [sig       ] DGCB: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:20:31.034506] [INFO ] [LOCAL     ] Saved forecast: DGCB	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/DGCB.txt
[2025-12-08T20:20:31.034674] [INFO ] [sig       ] [951/3624] Completed DGCB in 0.4s | 2.91 sym/s | Total: 5.4m | ETA: 15.3m
[2025-12-08T20:20:31.034716] [INFO ] [sig       ] [952/3624] Forecasting DGICA...
[2025-12-08T20:20:31.034745] [INFO ] [sig       ] Generating forecast for: DGICA
[2025-12-08T20:20:31.034774] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGICA' from 'https://tdm.silogroup.org/data/derivative_storage/DGICA.csv'.
[2025-12-08T20:20:31.048469] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGICA'.
[2025-12-08T20:20:31.048864] [INFO ] [FORECASTER] Starting predict_future for DGICA
[2025-12-08T20:20:31.049873] [DEBUG] [LOCAL     ] No optimal features file found for DGICA: ./output/feature-sets/DGICA.txt
[2025-12-08T20:20:31.049922] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:31.049952] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:31.049977] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:31.050032] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:31.108518] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:31.109561] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:31.109660] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:31.109692] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:31.233687] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:31.233846] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:31.233884] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:31.233912] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:31.237214] [DEBUG] [FORECASTER] DGICA: Forecast T+1@11:T+2@11: DOWN (p=19.78%)
[2025-12-08T20:20:31.237496] [INFO ] [FORECASTER] Completed predict_future for DGICA
[2025-12-08T20:20:31.237634] [INFO ] [sig       ] DGICA: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:20:31.383519] [INFO ] [LOCAL     ] Saved forecast: DGICA	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/DGICA.txt
[2025-12-08T20:20:31.383722] [INFO ] [sig       ] [952/3624] Completed DGICA in 0.3s | 2.91 sym/s | Total: 5.4m | ETA: 15.3m
[2025-12-08T20:20:31.383787] [INFO ] [sig       ] [953/3624] Forecasting DGII...
[2025-12-08T20:20:31.383815] [INFO ] [sig       ] Generating forecast for: DGII
[2025-12-08T20:20:31.383843] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGII' from 'https://tdm.silogroup.org/data/derivative_storage/DGII.csv'.
[2025-12-08T20:20:31.397041] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGII'.
[2025-12-08T20:20:31.397614] [INFO ] [FORECASTER] Starting predict_future for DGII
[2025-12-08T20:20:31.398392] [DEBUG] [LOCAL     ] No optimal features file found for DGII: ./output/feature-sets/DGII.txt
[2025-12-08T20:20:31.398441] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:31.398472] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:31.398498] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:31.398552] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:31.457795] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:31.458589] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:31.458667] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:31.458699] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:31.585366] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:31.585525] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:31.585563] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:31.585613] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:31.589288] [DEBUG] [FORECASTER] DGII: Forecast T+1@11:T+2@11: UP (p=75.52%)
[2025-12-08T20:20:31.589550] [INFO ] [FORECASTER] Completed predict_future for DGII
[2025-12-08T20:20:31.589690] [INFO ] [sig       ] DGII: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:20:31.736476] [INFO ] [LOCAL     ] Saved forecast: DGII	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/DGII.txt
[2025-12-08T20:20:31.736647] [INFO ] [sig       ] [953/3624] Completed DGII in 0.4s | 2.91 sym/s | Total: 5.5m | ETA: 15.3m
[2025-12-08T20:20:31.736688] [INFO ] [sig       ] [954/3624] Forecasting DGLY...
[2025-12-08T20:20:31.736717] [INFO ] [sig       ] Generating forecast for: DGLY
[2025-12-08T20:20:31.736746] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGLY' from 'https://tdm.silogroup.org/data/derivative_storage/DGLY.csv'.
[2025-12-08T20:20:31.748671] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGLY'.
[2025-12-08T20:20:31.749042] [INFO ] [FORECASTER] Starting predict_future for DGLY
[2025-12-08T20:20:31.749850] [DEBUG] [LOCAL     ] No optimal features file found for DGLY: ./output/feature-sets/DGLY.txt
[2025-12-08T20:20:31.749899] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:31.749930] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:31.749956] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:31.750010] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:31.806191] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:31.807077] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:31.807156] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:31.807186] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:31.921529] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:31.921705] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:31.921742] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:31.921769] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:31.925287] [DEBUG] [FORECASTER] DGLY: Forecast T+1@11:T+2@11: DOWN (p=2.63%)
[2025-12-08T20:20:31.925611] [INFO ] [FORECASTER] Completed predict_future for DGLY
[2025-12-08T20:20:31.925742] [INFO ] [sig       ] DGLY: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:20:32.067998] [INFO ] [LOCAL     ] Saved forecast: DGLY	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/DGLY.txt
[2025-12-08T20:20:32.068152] [INFO ] [sig       ] [954/3624] Completed DGLY in 0.3s | 2.91 sym/s | Total: 5.5m | ETA: 15.3m
[2025-12-08T20:20:32.068196] [INFO ] [sig       ] [955/3624] Forecasting DGRE...
[2025-12-08T20:20:32.068226] [INFO ] [sig       ] Generating forecast for: DGRE
[2025-12-08T20:20:32.068255] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGRE' from 'https://tdm.silogroup.org/data/derivative_storage/DGRE.csv'.
[2025-12-08T20:20:32.081613] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGRE'.
[2025-12-08T20:20:32.082015] [INFO ] [FORECASTER] Starting predict_future for DGRE
[2025-12-08T20:20:32.082796] [DEBUG] [LOCAL     ] No optimal features file found for DGRE: ./output/feature-sets/DGRE.txt
[2025-12-08T20:20:32.082845] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:32.082876] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:32.082902] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:32.082957] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:32.139987] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:32.140850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:32.140930] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:32.140961] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:32.246526] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:32.246700] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:32.246738] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:32.246767] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:32.250081] [DEBUG] [FORECASTER] DGRE: Forecast T+1@11:T+2@11: DOWN (p=22.17%)
[2025-12-08T20:20:32.250351] [INFO ] [FORECASTER] Completed predict_future for DGRE
[2025-12-08T20:20:32.250473] [INFO ] [sig       ] DGRE: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:20:32.392790] [INFO ] [LOCAL     ] Saved forecast: DGRE	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/DGRE.txt
[2025-12-08T20:20:32.392957] [INFO ] [sig       ] [955/3624] Completed DGRE in 0.3s | 2.91 sym/s | Total: 5.5m | ETA: 15.3m
[2025-12-08T20:20:32.392998] [INFO ] [sig       ] [956/3624] Forecasting DGRS...
[2025-12-08T20:20:32.393027] [INFO ] [sig       ] Generating forecast for: DGRS
[2025-12-08T20:20:32.393056] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGRS' from 'https://tdm.silogroup.org/data/derivative_storage/DGRS.csv'.
[2025-12-08T20:20:32.405184] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGRS'.
[2025-12-08T20:20:32.405599] [INFO ] [FORECASTER] Starting predict_future for DGRS
[2025-12-08T20:20:32.406402] [DEBUG] [LOCAL     ] No optimal features file found for DGRS: ./output/feature-sets/DGRS.txt
[2025-12-08T20:20:32.406452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:32.406482] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:32.406507] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:32.406561] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:32.463714] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:32.464564] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:32.464666] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:32.464698] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:32.583689] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:32.583867] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:32.583907] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:32.583935] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:32.587305] [DEBUG] [FORECASTER] DGRS: Forecast T+1@11:T+2@11: UP (p=62.43%)
[2025-12-08T20:20:32.587655] [INFO ] [FORECASTER] Completed predict_future for DGRS
[2025-12-08T20:20:32.587784] [INFO ] [sig       ] DGRS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:20:32.728705] [INFO ] [LOCAL     ] Saved forecast: DGRS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/DGRS.txt
[2025-12-08T20:20:32.728862] [INFO ] [sig       ] [956/3624] Completed DGRS in 0.3s | 2.91 sym/s | Total: 5.5m | ETA: 15.3m
[2025-12-08T20:20:32.728902] [INFO ] [sig       ] [957/3624] Forecasting DGX...
[2025-12-08T20:20:32.728930] [INFO ] [sig       ] Generating forecast for: DGX
[2025-12-08T20:20:32.728959] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGX' from 'https://tdm.silogroup.org/data/derivative_storage/DGX.csv'.
[2025-12-08T20:20:32.741661] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGX'.
[2025-12-08T20:20:32.742063] [INFO ] [FORECASTER] Starting predict_future for DGX
[2025-12-08T20:20:32.742928] [DEBUG] [LOCAL     ] No optimal features file found for DGX: ./output/feature-sets/DGX.txt
[2025-12-08T20:20:32.742979] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:32.743010] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:32.743035] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:32.743089] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:32.798877] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:32.799766] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:32.799857] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:32.799889] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:32.924656] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:32.924817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:32.924865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:32.924904] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:32.929445] [DEBUG] [FORECASTER] DGX: Forecast T+1@11:T+2@11: UP (p=79.43%)
[2025-12-08T20:20:32.929884] [INFO ] [FORECASTER] Completed predict_future for DGX
[2025-12-08T20:20:32.930050] [INFO ] [sig       ] DGX: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:20:33.090984] [INFO ] [LOCAL     ] Saved forecast: DGX	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/DGX.txt
[2025-12-08T20:20:33.091143] [INFO ] [sig       ] [957/3624] Completed DGX in 0.4s | 2.91 sym/s | Total: 5.5m | ETA: 15.3m
[2025-12-08T20:20:33.091182] [INFO ] [sig       ] [958/3624] Forecasting DH...
[2025-12-08T20:20:33.091211] [INFO ] [sig       ] Generating forecast for: DH
[2025-12-08T20:20:33.091240] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DH' from 'https://tdm.silogroup.org/data/derivative_storage/DH.csv'.
[2025-12-08T20:20:33.108257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DH'.
[2025-12-08T20:20:33.108732] [INFO ] [FORECASTER] Starting predict_future for DH
[2025-12-08T20:20:33.109977] [DEBUG] [LOCAL     ] No optimal features file found for DH: ./output/feature-sets/DH.txt
[2025-12-08T20:20:33.110038] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:33.110078] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:33.110111] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:33.110193] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:33.181980] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:33.183092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:33.183193] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:33.183225] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:33.326858] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:33.327014] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:33.327055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:33.327083] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:33.330969] [DEBUG] [FORECASTER] DH: Forecast T+1@11:T+2@11: UP (p=56.66%)
[2025-12-08T20:20:33.331260] [INFO ] [FORECASTER] Completed predict_future for DH
[2025-12-08T20:20:33.331389] [INFO ] [sig       ] DH: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:20:33.544510] [INFO ] [LOCAL     ] Saved forecast: DH	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/DH.txt
[2025-12-08T20:20:33.544695] [INFO ] [sig       ] [958/3624] Completed DH in 0.5s | 2.91 sym/s | Total: 5.5m | ETA: 15.3m
[2025-12-08T20:20:33.544736] [INFO ] [sig       ] [959/3624] Forecasting DHC...
[2025-12-08T20:20:33.544765] [INFO ] [sig       ] Generating forecast for: DHC
[2025-12-08T20:20:33.544794] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHC' from 'https://tdm.silogroup.org/data/derivative_storage/DHC.csv'.
[2025-12-08T20:20:33.558675] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHC'.
[2025-12-08T20:20:33.559068] [INFO ] [FORECASTER] Starting predict_future for DHC
[2025-12-08T20:20:33.559914] [DEBUG] [LOCAL     ] No optimal features file found for DHC: ./output/feature-sets/DHC.txt
[2025-12-08T20:20:33.559966] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:33.559999] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:33.560025] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:33.560080] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:33.625163] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:33.626078] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:33.626160] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:33.626192] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:33.767508] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:33.767714] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:33.767780] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:33.767829] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:33.771887] [DEBUG] [FORECASTER] DHC: Forecast T+1@11:T+2@11: UP (p=89.39%)
[2025-12-08T20:20:33.772261] [INFO ] [FORECASTER] Completed predict_future for DHC
[2025-12-08T20:20:33.772432] [INFO ] [sig       ] DHC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:20:33.920967] [INFO ] [LOCAL     ] Saved forecast: DHC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/DHC.txt
[2025-12-08T20:20:33.921135] [INFO ] [sig       ] [959/3624] Completed DHC in 0.4s | 2.91 sym/s | Total: 5.5m | ETA: 15.3m
[2025-12-08T20:20:33.921194] [INFO ] [sig       ] [960/3624] Forecasting DHF...
[2025-12-08T20:20:33.921232] [INFO ] [sig       ] Generating forecast for: DHF
[2025-12-08T20:20:33.921271] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHF' from 'https://tdm.silogroup.org/data/derivative_storage/DHF.csv'.
[2025-12-08T20:20:33.933598] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHF'.
[2025-12-08T20:20:33.934036] [INFO ] [FORECASTER] Starting predict_future for DHF
[2025-12-08T20:20:33.935043] [DEBUG] [LOCAL     ] No optimal features file found for DHF: ./output/feature-sets/DHF.txt
[2025-12-08T20:20:33.935103] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:33.935156] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:33.935194] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:33.935274] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:34.012090] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:34.013201] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:34.013305] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:34.013346] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:34.159066] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:34.159247] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:34.159307] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:34.159352] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:34.164044] [DEBUG] [FORECASTER] DHF: Forecast T+1@11:T+2@11: UP (p=98.45%)
[2025-12-08T20:20:34.164493] [INFO ] [FORECASTER] Completed predict_future for DHF
[2025-12-08T20:20:34.164701] [INFO ] [sig       ] DHF: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:20:34.334721] [INFO ] [LOCAL     ] Saved forecast: DHF	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/DHF.txt
[2025-12-08T20:20:34.334883] [INFO ] [sig       ] [960/3624] Completed DHF in 0.4s | 2.91 sym/s | Total: 5.5m | ETA: 15.3m
[2025-12-08T20:20:34.334923] [INFO ] [sig       ] [961/3624] Forecasting DHI...
[2025-12-08T20:20:34.334951] [INFO ] [sig       ] Generating forecast for: DHI
[2025-12-08T20:20:34.334980] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHI' from 'https://tdm.silogroup.org/data/derivative_storage/DHI.csv'.
[2025-12-08T20:20:34.348169] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHI'.
[2025-12-08T20:20:34.348543] [INFO ] [FORECASTER] Starting predict_future for DHI
[2025-12-08T20:20:34.349338] [DEBUG] [LOCAL     ] No optimal features file found for DHI: ./output/feature-sets/DHI.txt
[2025-12-08T20:20:34.349387] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:34.349418] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:34.349444] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:34.349500] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:34.406875] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:34.407872] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:34.407970] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:34.408002] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:34.536169] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:34.536328] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:34.536367] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:34.536394] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:34.539825] [DEBUG] [FORECASTER] DHI: Forecast T+1@11:T+2@11: DOWN (p=45.73%)
[2025-12-08T20:20:34.540101] [INFO ] [FORECASTER] Completed predict_future for DHI
[2025-12-08T20:20:34.540226] [INFO ] [sig       ] DHI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:20:34.680010] [INFO ] [LOCAL     ] Saved forecast: DHI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/DHI.txt
[2025-12-08T20:20:34.680162] [INFO ] [sig       ] [961/3624] Completed DHI in 0.3s | 2.91 sym/s | Total: 5.5m | ETA: 15.2m
[2025-12-08T20:20:34.680230] [INFO ] [sig       ] [962/3624] Forecasting DHIL...
[2025-12-08T20:20:34.680261] [INFO ] [sig       ] Generating forecast for: DHIL
[2025-12-08T20:20:34.680290] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHIL' from 'https://tdm.silogroup.org/data/derivative_storage/DHIL.csv'.
[2025-12-08T20:20:34.692984] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHIL'.
[2025-12-08T20:20:34.693429] [INFO ] [FORECASTER] Starting predict_future for DHIL
[2025-12-08T20:20:34.694254] [DEBUG] [LOCAL     ] No optimal features file found for DHIL: ./output/feature-sets/DHIL.txt
[2025-12-08T20:20:34.694305] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:34.694337] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:34.694364] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:34.694420] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:34.753621] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:34.754453] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:34.754533] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:34.754565] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:34.865473] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:34.865636] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:34.865677] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:34.865705] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:34.869075] [DEBUG] [FORECASTER] DHIL: Forecast T+1@11:T+2@11: DOWN (p=26.41%)
[2025-12-08T20:20:34.869339] [INFO ] [FORECASTER] Completed predict_future for DHIL
[2025-12-08T20:20:34.869458] [INFO ] [sig       ] DHIL: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:20:35.011499] [INFO ] [LOCAL     ] Saved forecast: DHIL	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/DHIL.txt
[2025-12-08T20:20:35.011641] [INFO ] [sig       ] [962/3624] Completed DHIL in 0.3s | 2.91 sym/s | Total: 5.5m | ETA: 15.2m
[2025-12-08T20:20:35.011682] [INFO ] [sig       ] [963/3624] Forecasting DHX...
[2025-12-08T20:20:35.011710] [INFO ] [sig       ] Generating forecast for: DHX
[2025-12-08T20:20:35.011739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHX' from 'https://tdm.silogroup.org/data/derivative_storage/DHX.csv'.
[2025-12-08T20:20:35.027762] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHX'.
[2025-12-08T20:20:35.028124] [INFO ] [FORECASTER] Starting predict_future for DHX
[2025-12-08T20:20:35.028923] [DEBUG] [LOCAL     ] No optimal features file found for DHX: ./output/feature-sets/DHX.txt
[2025-12-08T20:20:35.028972] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:35.029004] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:35.029030] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:35.029084] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:35.088187] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:35.088890] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:35.088965] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:35.088998] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:35.206543] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:35.206707] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:35.206747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:35.206775] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:35.210121] [DEBUG] [FORECASTER] DHX: Forecast T+1@11:T+2@11: UP (p=90.21%)
[2025-12-08T20:20:35.210387] [INFO ] [FORECASTER] Completed predict_future for DHX
[2025-12-08T20:20:35.210508] [INFO ] [sig       ] DHX: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:20:35.353346] [INFO ] [LOCAL     ] Saved forecast: DHX	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/DHX.txt
[2025-12-08T20:20:35.353494] [INFO ] [sig       ] [963/3624] Completed DHX in 0.3s | 2.91 sym/s | Total: 5.5m | ETA: 15.2m
[2025-12-08T20:20:35.353532] [INFO ] [sig       ] [964/3624] Forecasting DIBS...
[2025-12-08T20:20:35.353586] [INFO ] [sig       ] Generating forecast for: DIBS
[2025-12-08T20:20:35.353619] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DIBS' from 'https://tdm.silogroup.org/data/derivative_storage/DIBS.csv'.
[2025-12-08T20:20:35.365203] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DIBS'.
[2025-12-08T20:20:35.365554] [INFO ] [FORECASTER] Starting predict_future for DIBS
[2025-12-08T20:20:35.366364] [DEBUG] [LOCAL     ] No optimal features file found for DIBS: ./output/feature-sets/DIBS.txt
[2025-12-08T20:20:35.366414] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:35.366446] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:35.366474] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:35.366530] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:35.426473] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:35.427298] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:35.427411] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:35.427447] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:35.551654] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:35.551801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:35.551840] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:35.551869] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:35.555267] [DEBUG] [FORECASTER] DIBS: Forecast T+1@11:T+2@11: UP (p=76.26%)
[2025-12-08T20:20:35.555547] [INFO ] [FORECASTER] Completed predict_future for DIBS
[2025-12-08T20:20:35.555685] [INFO ] [sig       ] DIBS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:20:35.695767] [INFO ] [LOCAL     ] Saved forecast: DIBS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/DIBS.txt
[2025-12-08T20:20:35.695894] [INFO ] [sig       ] [964/3624] Completed DIBS in 0.3s | 2.91 sym/s | Total: 5.5m | ETA: 15.2m
[2025-12-08T20:20:35.695932] [INFO ] [sig       ] [965/3624] Forecasting DIN...
[2025-12-08T20:20:35.695961] [INFO ] [sig       ] Generating forecast for: DIN
[2025-12-08T20:20:35.695991] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DIN' from 'https://tdm.silogroup.org/data/derivative_storage/DIN.csv'.
[2025-12-08T20:20:35.708104] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DIN'.
[2025-12-08T20:20:35.708472] [INFO ] [FORECASTER] Starting predict_future for DIN
[2025-12-08T20:20:35.709270] [DEBUG] [LOCAL     ] No optimal features file found for DIN: ./output/feature-sets/DIN.txt
[2025-12-08T20:20:35.709321] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:35.709352] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:35.709405] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:35.709464] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:35.767037] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:35.767871] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:35.767951] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:35.767985] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:35.891853] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:35.892013] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:35.892055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:35.892083] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:35.895468] [DEBUG] [FORECASTER] DIN: Forecast T+1@11:T+2@11: DOWN (p=2.15%)
[2025-12-08T20:20:35.895755] [INFO ] [FORECASTER] Completed predict_future for DIN
[2025-12-08T20:20:35.895880] [INFO ] [sig       ] DIN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:20:36.046696] [INFO ] [LOCAL     ] Saved forecast: DIN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/DIN.txt
[2025-12-08T20:20:36.046852] [INFO ] [sig       ] [965/3624] Completed DIN in 0.4s | 2.91 sym/s | Total: 5.5m | ETA: 15.2m
[2025-12-08T20:20:36.046892] [INFO ] [sig       ] [966/3624] Forecasting DINO...
[2025-12-08T20:20:36.046923] [INFO ] [sig       ] Generating forecast for: DINO
[2025-12-08T20:20:36.046952] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DINO' from 'https://tdm.silogroup.org/data/derivative_storage/DINO.csv'.
[2025-12-08T20:20:36.059916] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DINO'.
[2025-12-08T20:20:36.060318] [INFO ] [FORECASTER] Starting predict_future for DINO
[2025-12-08T20:20:36.061188] [DEBUG] [LOCAL     ] No optimal features file found for DINO: ./output/feature-sets/DINO.txt
[2025-12-08T20:20:36.061241] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:36.061273] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:36.061300] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:36.061357] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:36.123089] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:36.123976] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:36.124057] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:36.124090] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:36.268792] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:36.268943] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:36.268982] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:36.269011] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:36.272495] [DEBUG] [FORECASTER] DINO: Forecast T+1@11:T+2@11: DOWN (p=15.75%)
[2025-12-08T20:20:36.272796] [INFO ] [FORECASTER] Completed predict_future for DINO
[2025-12-08T20:20:36.272923] [INFO ] [sig       ] DINO: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:20:36.431861] [INFO ] [LOCAL     ] Saved forecast: DINO	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/DINO.txt
[2025-12-08T20:20:36.432009] [INFO ] [sig       ] [966/3624] Completed DINO in 0.4s | 2.91 sym/s | Total: 5.5m | ETA: 15.2m
[2025-12-08T20:20:36.432050] [INFO ] [sig       ] [967/3624] Forecasting DIOD...
[2025-12-08T20:20:36.432079] [INFO ] [sig       ] Generating forecast for: DIOD
[2025-12-08T20:20:36.432108] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DIOD' from 'https://tdm.silogroup.org/data/derivative_storage/DIOD.csv'.
[2025-12-08T20:20:36.446600] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DIOD'.
[2025-12-08T20:20:36.446958] [INFO ] [FORECASTER] Starting predict_future for DIOD
[2025-12-08T20:20:36.447996] [DEBUG] [LOCAL     ] No optimal features file found for DIOD: ./output/feature-sets/DIOD.txt
[2025-12-08T20:20:36.448047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:36.448078] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:36.448104] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:36.448160] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:36.516402] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:36.517271] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:36.517348] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:36.517401] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:36.638327] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:36.638470] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:36.638511] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:36.638592] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:36.641937] [DEBUG] [FORECASTER] DIOD: Forecast T+1@11:T+2@11: DOWN (p=37.83%)
[2025-12-08T20:20:36.642201] [INFO ] [FORECASTER] Completed predict_future for DIOD
[2025-12-08T20:20:36.642321] [INFO ] [sig       ] DIOD: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:20:36.782267] [INFO ] [LOCAL     ] Saved forecast: DIOD	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/DIOD.txt
[2025-12-08T20:20:36.782390] [INFO ] [sig       ] [967/3624] Completed DIOD in 0.4s | 2.91 sym/s | Total: 5.5m | ETA: 15.2m
[2025-12-08T20:20:36.782428] [INFO ] [sig       ] [968/3624] Forecasting DIS...
[2025-12-08T20:20:36.782457] [INFO ] [sig       ] Generating forecast for: DIS
[2025-12-08T20:20:36.782485] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DIS' from 'https://tdm.silogroup.org/data/derivative_storage/DIS.csv'.
[2025-12-08T20:20:36.795751] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DIS'.
[2025-12-08T20:20:36.796097] [INFO ] [FORECASTER] Starting predict_future for DIS
[2025-12-08T20:20:36.796886] [DEBUG] [LOCAL     ] No optimal features file found for DIS: ./output/feature-sets/DIS.txt
[2025-12-08T20:20:36.796936] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:36.796967] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:36.796993] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:36.797048] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:36.852272] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:36.852915] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:36.852988] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:36.853021] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:36.972645] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:36.972804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:36.972854] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:36.972883] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:36.976398] [DEBUG] [FORECASTER] DIS: Forecast T+1@11:T+2@11: UP (p=53.91%)
[2025-12-08T20:20:36.976738] [INFO ] [FORECASTER] Completed predict_future for DIS
[2025-12-08T20:20:36.976886] [INFO ] [sig       ] DIS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:20:37.118622] [INFO ] [LOCAL     ] Saved forecast: DIS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/DIS.txt
[2025-12-08T20:20:37.118757] [INFO ] [sig       ] [968/3624] Completed DIS in 0.3s | 2.91 sym/s | Total: 5.5m | ETA: 15.2m
[2025-12-08T20:20:37.118796] [INFO ] [sig       ] [969/3624] Forecasting DJCO...
[2025-12-08T20:20:37.118825] [INFO ] [sig       ] Generating forecast for: DJCO
[2025-12-08T20:20:37.118854] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DJCO' from 'https://tdm.silogroup.org/data/derivative_storage/DJCO.csv'.
[2025-12-08T20:20:37.130291] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DJCO'.
[2025-12-08T20:20:37.130850] [INFO ] [FORECASTER] Starting predict_future for DJCO
[2025-12-08T20:20:37.131717] [DEBUG] [LOCAL     ] No optimal features file found for DJCO: ./output/feature-sets/DJCO.txt
[2025-12-08T20:20:37.131768] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:37.131799] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:37.131825] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:37.131879] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:37.190446] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:37.191146] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:37.191222] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:37.191268] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:37.307560] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:37.307728] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:37.307768] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:37.307795] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:37.311621] [DEBUG] [FORECASTER] DJCO: Forecast T+1@11:T+2@11: DOWN (p=5.82%)
[2025-12-08T20:20:37.311908] [INFO ] [FORECASTER] Completed predict_future for DJCO
[2025-12-08T20:20:37.312030] [INFO ] [sig       ] DJCO: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:20:37.453911] [INFO ] [LOCAL     ] Saved forecast: DJCO	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/DJCO.txt
[2025-12-08T20:20:37.454045] [INFO ] [sig       ] [969/3624] Completed DJCO in 0.3s | 2.91 sym/s | Total: 5.5m | ETA: 15.2m
[2025-12-08T20:20:37.454082] [INFO ] [sig       ] [970/3624] Forecasting DK...
[2025-12-08T20:20:37.454110] [INFO ] [sig       ] Generating forecast for: DK
[2025-12-08T20:20:37.454140] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DK' from 'https://tdm.silogroup.org/data/derivative_storage/DK.csv'.
[2025-12-08T20:20:37.466251] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DK'.
[2025-12-08T20:20:37.466616] [INFO ] [FORECASTER] Starting predict_future for DK
[2025-12-08T20:20:37.467422] [DEBUG] [LOCAL     ] No optimal features file found for DK: ./output/feature-sets/DK.txt
[2025-12-08T20:20:37.467472] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:37.467504] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:37.467530] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:37.467602] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:37.526073] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:37.526870] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:37.526948] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:37.526981] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:37.653784] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:37.653930] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:37.653966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:37.653994] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:37.657336] [DEBUG] [FORECASTER] DK: Forecast T+1@11:T+2@11: DOWN (p=8.83%)
[2025-12-08T20:20:37.657638] [INFO ] [FORECASTER] Completed predict_future for DK
[2025-12-08T20:20:37.657759] [INFO ] [sig       ] DK: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:20:37.804323] [INFO ] [LOCAL     ] Saved forecast: DK	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/DK.txt
[2025-12-08T20:20:37.804679] [INFO ] [sig       ] [970/3624] Completed DK in 0.4s | 2.91 sym/s | Total: 5.6m | ETA: 15.2m
[2025-12-08T20:20:37.804721] [INFO ] [sig       ] [971/3624] Forecasting DKL...
[2025-12-08T20:20:37.804750] [INFO ] [sig       ] Generating forecast for: DKL
[2025-12-08T20:20:37.804778] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DKL' from 'https://tdm.silogroup.org/data/derivative_storage/DKL.csv'.
[2025-12-08T20:20:37.817769] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DKL'.
[2025-12-08T20:20:37.818143] [INFO ] [FORECASTER] Starting predict_future for DKL
[2025-12-08T20:20:37.818991] [DEBUG] [LOCAL     ] No optimal features file found for DKL: ./output/feature-sets/DKL.txt
[2025-12-08T20:20:37.819053] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:37.819093] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:37.819120] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:37.819188] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:37.875755] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:37.876396] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:37.876472] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:37.876505] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:37.997680] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:37.997827] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:37.997865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:37.997893] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:38.002192] [DEBUG] [FORECASTER] DKL: Forecast T+1@11:T+2@11: DOWN (p=13.96%)
[2025-12-08T20:20:38.002780] [INFO ] [FORECASTER] Completed predict_future for DKL
[2025-12-08T20:20:38.002949] [INFO ] [sig       ] DKL: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:20:38.141888] [INFO ] [LOCAL     ] Saved forecast: DKL	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/DKL.txt
[2025-12-08T20:20:38.142043] [INFO ] [sig       ] [971/3624] Completed DKL in 0.3s | 2.91 sym/s | Total: 5.6m | ETA: 15.2m
[2025-12-08T20:20:38.142111] [INFO ] [sig       ] [972/3624] Forecasting DKNG...
[2025-12-08T20:20:38.142153] [INFO ] [sig       ] Generating forecast for: DKNG
[2025-12-08T20:20:38.142183] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DKNG' from 'https://tdm.silogroup.org/data/derivative_storage/DKNG.csv'.
[2025-12-08T20:20:38.154711] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DKNG'.
[2025-12-08T20:20:38.155089] [INFO ] [FORECASTER] Starting predict_future for DKNG
[2025-12-08T20:20:38.155864] [DEBUG] [LOCAL     ] No optimal features file found for DKNG: ./output/feature-sets/DKNG.txt
[2025-12-08T20:20:38.155914] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:38.155946] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:38.155972] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:38.156027] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:38.213360] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:38.214118] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:38.214197] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:38.214231] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:38.331566] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:38.331734] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:38.331772] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:38.331800] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:38.335063] [DEBUG] [FORECASTER] DKNG: Forecast T+1@11:T+2@11: UP (p=77.46%)
[2025-12-08T20:20:38.335328] [INFO ] [FORECASTER] Completed predict_future for DKNG
[2025-12-08T20:20:38.335448] [INFO ] [sig       ] DKNG: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:20:38.476596] [INFO ] [LOCAL     ] Saved forecast: DKNG	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/DKNG.txt
[2025-12-08T20:20:38.476741] [INFO ] [sig       ] [972/3624] Completed DKNG in 0.3s | 2.91 sym/s | Total: 5.6m | ETA: 15.2m
[2025-12-08T20:20:38.476780] [INFO ] [sig       ] [973/3624] Forecasting DKS...
[2025-12-08T20:20:38.476810] [INFO ] [sig       ] Generating forecast for: DKS
[2025-12-08T20:20:38.476840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DKS' from 'https://tdm.silogroup.org/data/derivative_storage/DKS.csv'.
[2025-12-08T20:20:38.488783] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DKS'.
[2025-12-08T20:20:38.489142] [INFO ] [FORECASTER] Starting predict_future for DKS
[2025-12-08T20:20:38.489924] [DEBUG] [LOCAL     ] No optimal features file found for DKS: ./output/feature-sets/DKS.txt
[2025-12-08T20:20:38.489984] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:38.490016] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:38.490042] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:38.490097] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:38.548118] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:38.548900] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:38.548977] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:38.549011] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:38.669868] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:38.670025] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:38.670063] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:38.670091] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:38.673461] [DEBUG] [FORECASTER] DKS: Forecast T+1@11:T+2@11: UP (p=82.32%)
[2025-12-08T20:20:38.673752] [INFO ] [FORECASTER] Completed predict_future for DKS
[2025-12-08T20:20:38.673880] [INFO ] [sig       ] DKS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:20:38.815551] [INFO ] [LOCAL     ] Saved forecast: DKS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/DKS.txt
[2025-12-08T20:20:38.815703] [INFO ] [sig       ] [973/3624] Completed DKS in 0.3s | 2.91 sym/s | Total: 5.6m | ETA: 15.2m
[2025-12-08T20:20:38.815742] [INFO ] [sig       ] [974/3624] Forecasting DLB...
[2025-12-08T20:20:38.815770] [INFO ] [sig       ] Generating forecast for: DLB
[2025-12-08T20:20:38.815798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLB' from 'https://tdm.silogroup.org/data/derivative_storage/DLB.csv'.
[2025-12-08T20:20:38.829046] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLB'.
[2025-12-08T20:20:38.829382] [INFO ] [FORECASTER] Starting predict_future for DLB
[2025-12-08T20:20:38.830148] [DEBUG] [LOCAL     ] No optimal features file found for DLB: ./output/feature-sets/DLB.txt
[2025-12-08T20:20:38.830199] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:38.830229] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:38.830255] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:38.830310] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:38.886855] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:38.887784] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:38.887859] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:38.887889] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:39.010017] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:39.010162] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:39.010200] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:39.010227] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:39.013526] [DEBUG] [FORECASTER] DLB: Forecast T+1@11:T+2@11: DOWN (p=7.71%)
[2025-12-08T20:20:39.013802] [INFO ] [FORECASTER] Completed predict_future for DLB
[2025-12-08T20:20:39.013919] [INFO ] [sig       ] DLB: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:20:39.155773] [INFO ] [LOCAL     ] Saved forecast: DLB	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/DLB.txt
[2025-12-08T20:20:39.155898] [INFO ] [sig       ] [974/3624] Completed DLB in 0.3s | 2.91 sym/s | Total: 5.6m | ETA: 15.2m
[2025-12-08T20:20:39.155936] [INFO ] [sig       ] [975/3624] Forecasting DLHC...
[2025-12-08T20:20:39.155965] [INFO ] [sig       ] Generating forecast for: DLHC
[2025-12-08T20:20:39.155994] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLHC' from 'https://tdm.silogroup.org/data/derivative_storage/DLHC.csv'.
[2025-12-08T20:20:39.167282] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLHC'.
[2025-12-08T20:20:39.167725] [INFO ] [FORECASTER] Starting predict_future for DLHC
[2025-12-08T20:20:39.168486] [DEBUG] [LOCAL     ] No optimal features file found for DLHC: ./output/feature-sets/DLHC.txt
[2025-12-08T20:20:39.168535] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:39.168566] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:39.168613] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:39.168670] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:39.225340] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:39.226094] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:39.226171] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:39.226206] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:39.343733] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:39.343897] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:39.343935] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:39.343963] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:39.347944] [DEBUG] [FORECASTER] DLHC: Forecast T+1@11:T+2@11: UP (p=97.07%)
[2025-12-08T20:20:39.348212] [INFO ] [FORECASTER] Completed predict_future for DLHC
[2025-12-08T20:20:39.348332] [INFO ] [sig       ] DLHC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:20:39.489017] [INFO ] [LOCAL     ] Saved forecast: DLHC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/DLHC.txt
[2025-12-08T20:20:39.489144] [INFO ] [sig       ] [975/3624] Completed DLHC in 0.3s | 2.91 sym/s | Total: 5.6m | ETA: 15.2m
[2025-12-08T20:20:39.489183] [INFO ] [sig       ] [976/3624] Forecasting DLNG...
[2025-12-08T20:20:39.489211] [INFO ] [sig       ] Generating forecast for: DLNG
[2025-12-08T20:20:39.489241] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLNG' from 'https://tdm.silogroup.org/data/derivative_storage/DLNG.csv'.
[2025-12-08T20:20:39.501674] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLNG'.
[2025-12-08T20:20:39.502032] [INFO ] [FORECASTER] Starting predict_future for DLNG
[2025-12-08T20:20:39.502822] [DEBUG] [LOCAL     ] No optimal features file found for DLNG: ./output/feature-sets/DLNG.txt
[2025-12-08T20:20:39.502872] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:39.502904] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:39.502931] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:39.502988] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:39.558893] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:39.559552] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:39.559646] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:39.559680] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:39.673975] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:39.674132] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:39.674170] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:39.674200] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:39.677544] [DEBUG] [FORECASTER] DLNG: Forecast T+1@11:T+2@11: DOWN (p=26.71%)
[2025-12-08T20:20:39.677838] [INFO ] [FORECASTER] Completed predict_future for DLNG
[2025-12-08T20:20:39.677964] [INFO ] [sig       ] DLNG: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:20:39.817473] [INFO ] [LOCAL     ] Saved forecast: DLNG	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/DLNG.txt
[2025-12-08T20:20:39.817623] [INFO ] [sig       ] [976/3624] Completed DLNG in 0.3s | 2.91 sym/s | Total: 5.6m | ETA: 15.2m
[2025-12-08T20:20:39.817665] [INFO ] [sig       ] [977/3624] Forecasting DLO...
[2025-12-08T20:20:39.817694] [INFO ] [sig       ] Generating forecast for: DLO
[2025-12-08T20:20:39.817722] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLO' from 'https://tdm.silogroup.org/data/derivative_storage/DLO.csv'.
[2025-12-08T20:20:39.829844] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLO'.
[2025-12-08T20:20:39.830209] [INFO ] [FORECASTER] Starting predict_future for DLO
[2025-12-08T20:20:39.830997] [DEBUG] [LOCAL     ] No optimal features file found for DLO: ./output/feature-sets/DLO.txt
[2025-12-08T20:20:39.831049] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:39.831081] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:39.831111] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:39.831185] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:39.887146] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:39.887808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:39.887881] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:39.887912] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:40.003470] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:40.003658] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:40.003708] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:40.003744] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:40.007763] [DEBUG] [FORECASTER] DLO: Forecast T+1@11:T+2@11: DOWN (p=10.87%)
[2025-12-08T20:20:40.008113] [INFO ] [FORECASTER] Completed predict_future for DLO
[2025-12-08T20:20:40.008267] [INFO ] [sig       ] DLO: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:20:40.163885] [INFO ] [LOCAL     ] Saved forecast: DLO	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/DLO.txt
[2025-12-08T20:20:40.164038] [INFO ] [sig       ] [977/3624] Completed DLO in 0.3s | 2.91 sym/s | Total: 5.6m | ETA: 15.2m
[2025-12-08T20:20:40.164076] [INFO ] [sig       ] [978/3624] Forecasting DLPN...
[2025-12-08T20:20:40.164106] [INFO ] [sig       ] Generating forecast for: DLPN
[2025-12-08T20:20:40.164136] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLPN' from 'https://tdm.silogroup.org/data/derivative_storage/DLPN.csv'.
[2025-12-08T20:20:40.175913] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLPN'.
[2025-12-08T20:20:40.176250] [INFO ] [FORECASTER] Starting predict_future for DLPN
[2025-12-08T20:20:40.177013] [DEBUG] [LOCAL     ] No optimal features file found for DLPN: ./output/feature-sets/DLPN.txt
[2025-12-08T20:20:40.177062] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:40.177092] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:40.177118] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:40.177174] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:40.232170] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:40.232885] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:40.232959] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:40.232990] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:40.339233] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:40.339377] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:40.339415] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:40.339443] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:40.342675] [DEBUG] [FORECASTER] DLPN: Forecast T+1@11:T+2@11: UP (p=93.94%)
[2025-12-08T20:20:40.342949] [INFO ] [FORECASTER] Completed predict_future for DLPN
[2025-12-08T20:20:40.343068] [INFO ] [sig       ] DLPN: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:20:40.489552] [INFO ] [LOCAL     ] Saved forecast: DLPN	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/DLPN.txt
[2025-12-08T20:20:40.489751] [INFO ] [sig       ] [978/3624] Completed DLPN in 0.3s | 2.91 sym/s | Total: 5.6m | ETA: 15.2m
[2025-12-08T20:20:40.489822] [INFO ] [sig       ] [979/3624] Forecasting DLTH...
[2025-12-08T20:20:40.489855] [INFO ] [sig       ] Generating forecast for: DLTH
[2025-12-08T20:20:40.489887] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLTH' from 'https://tdm.silogroup.org/data/derivative_storage/DLTH.csv'.
[2025-12-08T20:20:40.502721] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLTH'.
[2025-12-08T20:20:40.503313] [INFO ] [FORECASTER] Starting predict_future for DLTH
[2025-12-08T20:20:40.504301] [DEBUG] [LOCAL     ] No optimal features file found for DLTH: ./output/feature-sets/DLTH.txt
[2025-12-08T20:20:40.504352] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:40.504383] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:40.504409] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:40.504465] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:40.562136] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:40.563076] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:40.563171] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:40.563212] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:40.687103] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:40.687252] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:40.687294] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:40.687325] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:40.690705] [DEBUG] [FORECASTER] DLTH: Forecast T+1@11:T+2@11: DOWN (p=1.04%)
[2025-12-08T20:20:40.690976] [INFO ] [FORECASTER] Completed predict_future for DLTH
[2025-12-08T20:20:40.691096] [INFO ] [sig       ] DLTH: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:20:40.832062] [INFO ] [LOCAL     ] Saved forecast: DLTH	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/DLTH.txt
[2025-12-08T20:20:40.832225] [INFO ] [sig       ] [979/3624] Completed DLTH in 0.3s | 2.91 sym/s | Total: 5.6m | ETA: 15.1m
[2025-12-08T20:20:40.832270] [INFO ] [sig       ] [980/3624] Forecasting DLX...
[2025-12-08T20:20:40.832299] [INFO ] [sig       ] Generating forecast for: DLX
[2025-12-08T20:20:40.832330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLX' from 'https://tdm.silogroup.org/data/derivative_storage/DLX.csv'.
[2025-12-08T20:20:40.844863] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLX'.
[2025-12-08T20:20:40.845242] [INFO ] [FORECASTER] Starting predict_future for DLX
[2025-12-08T20:20:40.846182] [DEBUG] [LOCAL     ] No optimal features file found for DLX: ./output/feature-sets/DLX.txt
[2025-12-08T20:20:40.846232] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:40.846264] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:40.846290] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:40.846345] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:40.903703] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:40.904634] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:40.904718] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:40.904750] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:41.030659] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:41.030816] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:41.030873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:41.030903] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:41.034248] [DEBUG] [FORECASTER] DLX: Forecast T+1@11:T+2@11: UP (p=79.56%)
[2025-12-08T20:20:41.034525] [INFO ] [FORECASTER] Completed predict_future for DLX
[2025-12-08T20:20:41.034670] [INFO ] [sig       ] DLX: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:20:41.176047] [INFO ] [LOCAL     ] Saved forecast: DLX	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/DLX.txt
[2025-12-08T20:20:41.176200] [INFO ] [sig       ] [980/3624] Completed DLX in 0.3s | 2.91 sym/s | Total: 5.6m | ETA: 15.1m
[2025-12-08T20:20:41.176241] [INFO ] [sig       ] [981/3624] Forecasting DLY...
[2025-12-08T20:20:41.176271] [INFO ] [sig       ] Generating forecast for: DLY
[2025-12-08T20:20:41.176303] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLY' from 'https://tdm.silogroup.org/data/derivative_storage/DLY.csv'.
[2025-12-08T20:20:41.188663] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLY'.
[2025-12-08T20:20:41.189033] [INFO ] [FORECASTER] Starting predict_future for DLY
[2025-12-08T20:20:41.189829] [DEBUG] [LOCAL     ] No optimal features file found for DLY: ./output/feature-sets/DLY.txt
[2025-12-08T20:20:41.189880] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:41.189912] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:41.189939] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:41.189994] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:41.246159] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:41.246987] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:41.247065] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:41.247097] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:41.374018] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:41.374195] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:41.374252] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:41.374297] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:41.379047] [DEBUG] [FORECASTER] DLY: Forecast T+1@11:T+2@11: UP (p=87.74%)
[2025-12-08T20:20:41.379399] [INFO ] [FORECASTER] Completed predict_future for DLY
[2025-12-08T20:20:41.379561] [INFO ] [sig       ] DLY: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:20:41.543037] [INFO ] [LOCAL     ] Saved forecast: DLY	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/DLY.txt
[2025-12-08T20:20:41.543192] [INFO ] [sig       ] [981/3624] Completed DLY in 0.4s | 2.91 sym/s | Total: 5.6m | ETA: 15.1m
[2025-12-08T20:20:41.543234] [INFO ] [sig       ] [982/3624] Forecasting DMAC...
[2025-12-08T20:20:41.543268] [INFO ] [sig       ] Generating forecast for: DMAC
[2025-12-08T20:20:41.543300] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMAC' from 'https://tdm.silogroup.org/data/derivative_storage/DMAC.csv'.
[2025-12-08T20:20:41.555521] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMAC'.
[2025-12-08T20:20:41.555934] [INFO ] [FORECASTER] Starting predict_future for DMAC
[2025-12-08T20:20:41.556814] [DEBUG] [LOCAL     ] No optimal features file found for DMAC: ./output/feature-sets/DMAC.txt
[2025-12-08T20:20:41.556869] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:41.556903] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:41.556959] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:41.557029] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:41.616936] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:41.617857] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:41.617939] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:41.617974] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:41.748926] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:41.749101] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:41.749147] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:41.749178] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:41.752602] [DEBUG] [FORECASTER] DMAC: Forecast T+1@11:T+2@11: DOWN (p=27.42%)
[2025-12-08T20:20:41.752877] [INFO ] [FORECASTER] Completed predict_future for DMAC
[2025-12-08T20:20:41.753000] [INFO ] [sig       ] DMAC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:20:41.894909] [INFO ] [LOCAL     ] Saved forecast: DMAC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/DMAC.txt
[2025-12-08T20:20:41.895045] [INFO ] [sig       ] [982/3624] Completed DMAC in 0.4s | 2.91 sym/s | Total: 5.6m | ETA: 15.1m
[2025-12-08T20:20:41.895086] [INFO ] [sig       ] [983/3624] Forecasting DMB...
[2025-12-08T20:20:41.895119] [INFO ] [sig       ] Generating forecast for: DMB
[2025-12-08T20:20:41.895151] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMB' from 'https://tdm.silogroup.org/data/derivative_storage/DMB.csv'.
[2025-12-08T20:20:41.907864] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMB'.
[2025-12-08T20:20:41.908218] [INFO ] [FORECASTER] Starting predict_future for DMB
[2025-12-08T20:20:41.909016] [DEBUG] [LOCAL     ] No optimal features file found for DMB: ./output/feature-sets/DMB.txt
[2025-12-08T20:20:41.909069] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:41.909103] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:41.909130] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:41.909187] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:41.967425] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:41.968164] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:41.968248] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:41.968283] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:42.090689] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:42.090841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:42.090881] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:42.090911] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:42.094254] [DEBUG] [FORECASTER] DMB: Forecast T+1@11:T+2@11: DOWN (p=25.97%)
[2025-12-08T20:20:42.094522] [INFO ] [FORECASTER] Completed predict_future for DMB
[2025-12-08T20:20:42.094664] [INFO ] [sig       ] DMB: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:20:42.232600] [INFO ] [LOCAL     ] Saved forecast: DMB	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/DMB.txt
[2025-12-08T20:20:42.232730] [INFO ] [sig       ] [983/3624] Completed DMB in 0.3s | 2.91 sym/s | Total: 5.6m | ETA: 15.1m
[2025-12-08T20:20:42.232769] [INFO ] [sig       ] [984/3624] Forecasting DMLP...
[2025-12-08T20:20:42.232798] [INFO ] [sig       ] Generating forecast for: DMLP
[2025-12-08T20:20:42.232827] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMLP' from 'https://tdm.silogroup.org/data/derivative_storage/DMLP.csv'.
[2025-12-08T20:20:42.245092] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMLP'.
[2025-12-08T20:20:42.245429] [INFO ] [FORECASTER] Starting predict_future for DMLP
[2025-12-08T20:20:42.246358] [DEBUG] [LOCAL     ] No optimal features file found for DMLP: ./output/feature-sets/DMLP.txt
[2025-12-08T20:20:42.246407] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:42.246448] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:42.246475] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:42.246530] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:42.302813] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:42.303537] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:42.303644] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:42.303696] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:42.421138] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:42.421291] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:42.421336] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:42.421363] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:42.424657] [DEBUG] [FORECASTER] DMLP: Forecast T+1@11:T+2@11: UP (p=96.83%)
[2025-12-08T20:20:42.424921] [INFO ] [FORECASTER] Completed predict_future for DMLP
[2025-12-08T20:20:42.425038] [INFO ] [sig       ] DMLP: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:20:42.565289] [INFO ] [LOCAL     ] Saved forecast: DMLP	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/DMLP.txt
[2025-12-08T20:20:42.565441] [INFO ] [sig       ] [984/3624] Completed DMLP in 0.3s | 2.91 sym/s | Total: 5.6m | ETA: 15.1m
[2025-12-08T20:20:42.565479] [INFO ] [sig       ] [985/3624] Forecasting DMO...
[2025-12-08T20:20:42.565508] [INFO ] [sig       ] Generating forecast for: DMO
[2025-12-08T20:20:42.565538] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMO' from 'https://tdm.silogroup.org/data/derivative_storage/DMO.csv'.
[2025-12-08T20:20:42.577952] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMO'.
[2025-12-08T20:20:42.578318] [INFO ] [FORECASTER] Starting predict_future for DMO
[2025-12-08T20:20:42.579124] [DEBUG] [LOCAL     ] No optimal features file found for DMO: ./output/feature-sets/DMO.txt
[2025-12-08T20:20:42.579174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:42.579206] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:42.579232] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:42.579287] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:42.638456] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:42.639330] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:42.639414] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:42.639448] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:42.756059] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:42.756209] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:42.756247] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:42.756274] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:42.759642] [DEBUG] [FORECASTER] DMO: Forecast T+1@11:T+2@11: UP (p=75.85%)
[2025-12-08T20:20:42.759918] [INFO ] [FORECASTER] Completed predict_future for DMO
[2025-12-08T20:20:42.760038] [INFO ] [sig       ] DMO: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:20:42.906662] [INFO ] [LOCAL     ] Saved forecast: DMO	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/DMO.txt
[2025-12-08T20:20:42.906819] [INFO ] [sig       ] [985/3624] Completed DMO in 0.3s | 2.91 sym/s | Total: 5.6m | ETA: 15.1m
[2025-12-08T20:20:42.906861] [INFO ] [sig       ] [986/3624] Forecasting DMRC...
[2025-12-08T20:20:42.906890] [INFO ] [sig       ] Generating forecast for: DMRC
[2025-12-08T20:20:42.906920] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMRC' from 'https://tdm.silogroup.org/data/derivative_storage/DMRC.csv'.
[2025-12-08T20:20:42.919174] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMRC'.
[2025-12-08T20:20:42.919602] [INFO ] [FORECASTER] Starting predict_future for DMRC
[2025-12-08T20:20:42.920430] [DEBUG] [LOCAL     ] No optimal features file found for DMRC: ./output/feature-sets/DMRC.txt
[2025-12-08T20:20:42.920491] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:42.920532] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:42.920563] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:42.920684] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:42.983757] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:42.984677] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:42.984759] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:42.984792] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:43.107274] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:43.107451] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:43.107491] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:43.107520] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:43.110877] [DEBUG] [FORECASTER] DMRC: Forecast T+1@11:T+2@11: DOWN (p=49.69%)
[2025-12-08T20:20:43.111141] [INFO ] [FORECASTER] Completed predict_future for DMRC
[2025-12-08T20:20:43.111259] [INFO ] [sig       ] DMRC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:20:43.260124] [INFO ] [LOCAL     ] Saved forecast: DMRC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/DMRC.txt
[2025-12-08T20:20:43.260270] [INFO ] [sig       ] [986/3624] Completed DMRC in 0.4s | 2.91 sym/s | Total: 5.6m | ETA: 15.1m
[2025-12-08T20:20:43.260310] [INFO ] [sig       ] [987/3624] Forecasting DMXF...
[2025-12-08T20:20:43.260339] [INFO ] [sig       ] Generating forecast for: DMXF
[2025-12-08T20:20:43.260368] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMXF' from 'https://tdm.silogroup.org/data/derivative_storage/DMXF.csv'.
[2025-12-08T20:20:43.274832] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMXF'.
[2025-12-08T20:20:43.275253] [INFO ] [FORECASTER] Starting predict_future for DMXF
[2025-12-08T20:20:43.276300] [DEBUG] [LOCAL     ] No optimal features file found for DMXF: ./output/feature-sets/DMXF.txt
[2025-12-08T20:20:43.276352] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:43.276384] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:43.276410] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:43.276467] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:43.334757] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:43.335602] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:43.335683] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:43.335716] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:43.457482] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:43.457653] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:43.457694] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:43.457721] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:43.461288] [DEBUG] [FORECASTER] DMXF: Forecast T+1@11:T+2@11: DOWN (p=26.37%)
[2025-12-08T20:20:43.461785] [INFO ] [FORECASTER] Completed predict_future for DMXF
[2025-12-08T20:20:43.461927] [INFO ] [sig       ] DMXF: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:20:43.610661] [INFO ] [LOCAL     ] Saved forecast: DMXF	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/DMXF.txt
[2025-12-08T20:20:43.610806] [INFO ] [sig       ] [987/3624] Completed DMXF in 0.4s | 2.91 sym/s | Total: 5.7m | ETA: 15.1m
[2025-12-08T20:20:43.610845] [INFO ] [sig       ] [988/3624] Forecasting DNA...
[2025-12-08T20:20:43.610880] [INFO ] [sig       ] Generating forecast for: DNA
[2025-12-08T20:20:43.610910] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DNA' from 'https://tdm.silogroup.org/data/derivative_storage/DNA.csv'.
[2025-12-08T20:20:43.622910] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DNA'.
[2025-12-08T20:20:43.623283] [INFO ] [FORECASTER] Starting predict_future for DNA
[2025-12-08T20:20:43.624314] [DEBUG] [LOCAL     ] No optimal features file found for DNA: ./output/feature-sets/DNA.txt
[2025-12-08T20:20:43.624366] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:43.624397] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:43.624422] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:43.624477] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:43.682745] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:43.683525] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:43.683623] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:43.683659] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:43.808552] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:43.808735] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:43.808788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:43.808823] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:43.812401] [DEBUG] [FORECASTER] DNA: Forecast T+1@11:T+2@11: DOWN (p=10.87%)
[2025-12-08T20:20:43.812755] [INFO ] [FORECASTER] Completed predict_future for DNA
[2025-12-08T20:20:43.812897] [INFO ] [sig       ] DNA: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:20:43.957258] [INFO ] [LOCAL     ] Saved forecast: DNA	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/DNA.txt
[2025-12-08T20:20:43.957432] [INFO ] [sig       ] [988/3624] Completed DNA in 0.3s | 2.91 sym/s | Total: 5.7m | ETA: 15.1m
[2025-12-08T20:20:43.957474] [INFO ] [sig       ] [989/3624] Forecasting DNLI...
[2025-12-08T20:20:43.957503] [INFO ] [sig       ] Generating forecast for: DNLI
[2025-12-08T20:20:43.957531] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DNLI' from 'https://tdm.silogroup.org/data/derivative_storage/DNLI.csv'.
[2025-12-08T20:20:43.970402] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DNLI'.
[2025-12-08T20:20:43.970770] [INFO ] [FORECASTER] Starting predict_future for DNLI
[2025-12-08T20:20:43.971527] [DEBUG] [LOCAL     ] No optimal features file found for DNLI: ./output/feature-sets/DNLI.txt
[2025-12-08T20:20:43.971596] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:43.971630] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:43.971656] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:43.971712] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:44.031877] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:44.032735] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:44.032814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:44.032848] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:44.155486] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:44.155654] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:44.155697] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:44.155727] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:44.159666] [DEBUG] [FORECASTER] DNLI: Forecast T+1@11:T+2@11: UP (p=95.04%)
[2025-12-08T20:20:44.159926] [INFO ] [FORECASTER] Completed predict_future for DNLI
[2025-12-08T20:20:44.160043] [INFO ] [sig       ] DNLI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:20:44.302352] [INFO ] [LOCAL     ] Saved forecast: DNLI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/DNLI.txt
[2025-12-08T20:20:44.302531] [INFO ] [sig       ] [989/3624] Completed DNLI in 0.3s | 2.91 sym/s | Total: 5.7m | ETA: 15.1m
[2025-12-08T20:20:44.302603] [INFO ] [sig       ] [990/3624] Forecasting DNP...
[2025-12-08T20:20:44.302634] [INFO ] [sig       ] Generating forecast for: DNP
[2025-12-08T20:20:44.302662] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DNP' from 'https://tdm.silogroup.org/data/derivative_storage/DNP.csv'.
[2025-12-08T20:20:44.315293] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DNP'.
[2025-12-08T20:20:44.315696] [INFO ] [FORECASTER] Starting predict_future for DNP
[2025-12-08T20:20:44.316466] [DEBUG] [LOCAL     ] No optimal features file found for DNP: ./output/feature-sets/DNP.txt
[2025-12-08T20:20:44.316516] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:44.316547] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:44.316589] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:44.316647] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:44.372376] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:44.373225] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:44.373303] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:44.373336] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:44.490510] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:44.490682] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:44.490720] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:44.490749] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:44.493995] [DEBUG] [FORECASTER] DNP: Forecast T+1@11:T+2@11: UP (p=98.33%)
[2025-12-08T20:20:44.494256] [INFO ] [FORECASTER] Completed predict_future for DNP
[2025-12-08T20:20:44.494371] [INFO ] [sig       ] DNP: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:20:44.633189] [INFO ] [LOCAL     ] Saved forecast: DNP	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/DNP.txt
[2025-12-08T20:20:44.633296] [INFO ] [sig       ] [990/3624] Completed DNP in 0.3s | 2.91 sym/s | Total: 5.7m | ETA: 15.1m
[2025-12-08T20:20:44.633333] [INFO ] [sig       ] [991/3624] Forecasting DNTH...
[2025-12-08T20:20:44.633360] [INFO ] [sig       ] Generating forecast for: DNTH
[2025-12-08T20:20:44.633387] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DNTH' from 'https://tdm.silogroup.org/data/derivative_storage/DNTH.csv'.
[2025-12-08T20:20:44.651506] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DNTH'.
[2025-12-08T20:20:44.651964] [INFO ] [FORECASTER] Starting predict_future for DNTH
[2025-12-08T20:20:44.652815] [DEBUG] [LOCAL     ] No optimal features file found for DNTH: ./output/feature-sets/DNTH.txt
[2025-12-08T20:20:44.652867] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:44.652898] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:44.652924] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:44.652980] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:44.710242] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:44.711181] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:44.711265] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:44.711317] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:44.840731] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:44.840901] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:44.840940] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:44.840987] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:44.844477] [DEBUG] [FORECASTER] DNTH: Forecast T+1@11:T+2@11: UP (p=96.85%)
[2025-12-08T20:20:44.844790] [INFO ] [FORECASTER] Completed predict_future for DNTH
[2025-12-08T20:20:44.844926] [INFO ] [sig       ] DNTH: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:20:44.988844] [INFO ] [LOCAL     ] Saved forecast: DNTH	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/DNTH.txt
[2025-12-08T20:20:44.989007] [INFO ] [sig       ] [991/3624] Completed DNTH in 0.4s | 2.91 sym/s | Total: 5.7m | ETA: 15.1m
[2025-12-08T20:20:44.989048] [INFO ] [sig       ] [992/3624] Forecasting DOCN...
[2025-12-08T20:20:44.989077] [INFO ] [sig       ] Generating forecast for: DOCN
[2025-12-08T20:20:44.989107] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOCN' from 'https://tdm.silogroup.org/data/derivative_storage/DOCN.csv'.
[2025-12-08T20:20:45.002429] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOCN'.
[2025-12-08T20:20:45.002856] [INFO ] [FORECASTER] Starting predict_future for DOCN
[2025-12-08T20:20:45.003680] [DEBUG] [LOCAL     ] No optimal features file found for DOCN: ./output/feature-sets/DOCN.txt
[2025-12-08T20:20:45.003732] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:45.003765] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:45.003793] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:45.003850] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:45.062519] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:45.063379] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:45.063497] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:45.063530] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:45.183849] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:45.183997] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:45.184034] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:45.184063] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:45.187315] [DEBUG] [FORECASTER] DOCN: Forecast T+1@11:T+2@11: DOWN (p=47.60%)
[2025-12-08T20:20:45.187618] [INFO ] [FORECASTER] Completed predict_future for DOCN
[2025-12-08T20:20:45.187739] [INFO ] [sig       ] DOCN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:20:45.323923] [INFO ] [LOCAL     ] Saved forecast: DOCN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/DOCN.txt
[2025-12-08T20:20:45.324030] [INFO ] [sig       ] [992/3624] Completed DOCN in 0.3s | 2.91 sym/s | Total: 5.7m | ETA: 15.1m
[2025-12-08T20:20:45.324068] [INFO ] [sig       ] [993/3624] Forecasting DOCS...
[2025-12-08T20:20:45.324096] [INFO ] [sig       ] Generating forecast for: DOCS
[2025-12-08T20:20:45.324125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOCS' from 'https://tdm.silogroup.org/data/derivative_storage/DOCS.csv'.
[2025-12-08T20:20:45.337214] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOCS'.
[2025-12-08T20:20:45.337804] [INFO ] [FORECASTER] Starting predict_future for DOCS
[2025-12-08T20:20:45.338591] [DEBUG] [LOCAL     ] No optimal features file found for DOCS: ./output/feature-sets/DOCS.txt
[2025-12-08T20:20:45.338640] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:45.338839] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:45.338864] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:45.338918] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:45.395484] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:45.396080] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:45.396152] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:45.396196] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:45.516891] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:45.517044] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:45.517084] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:45.517113] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:45.520534] [DEBUG] [FORECASTER] DOCS: Forecast T+1@11:T+2@11: UP (p=97.25%)
[2025-12-08T20:20:45.520878] [INFO ] [FORECASTER] Completed predict_future for DOCS
[2025-12-08T20:20:45.521014] [INFO ] [sig       ] DOCS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:20:45.659287] [INFO ] [LOCAL     ] Saved forecast: DOCS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/DOCS.txt
[2025-12-08T20:20:45.659411] [INFO ] [sig       ] [993/3624] Completed DOCS in 0.3s | 2.91 sym/s | Total: 5.7m | ETA: 15.1m
[2025-12-08T20:20:45.659457] [INFO ] [sig       ] [994/3624] Forecasting DOGZ...
[2025-12-08T20:20:45.659492] [INFO ] [sig       ] Generating forecast for: DOGZ
[2025-12-08T20:20:45.659527] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOGZ' from 'https://tdm.silogroup.org/data/derivative_storage/DOGZ.csv'.
[2025-12-08T20:20:45.671878] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOGZ'.
[2025-12-08T20:20:45.672220] [INFO ] [FORECASTER] Starting predict_future for DOGZ
[2025-12-08T20:20:45.673185] [DEBUG] [LOCAL     ] No optimal features file found for DOGZ: ./output/feature-sets/DOGZ.txt
[2025-12-08T20:20:45.673234] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:45.673264] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:45.673290] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:45.673344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:45.729922] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:45.730490] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:45.730563] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:45.730612] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:45.856153] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:45.856293] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:45.856331] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:45.856358] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:45.859664] [DEBUG] [FORECASTER] DOGZ: Forecast T+1@11:T+2@11: UP (p=91.50%)
[2025-12-08T20:20:45.859924] [INFO ] [FORECASTER] Completed predict_future for DOGZ
[2025-12-08T20:20:45.860041] [INFO ] [sig       ] DOGZ: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:20:45.997802] [INFO ] [LOCAL     ] Saved forecast: DOGZ	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/DOGZ.txt
[2025-12-08T20:20:45.997944] [INFO ] [sig       ] [994/3624] Completed DOGZ in 0.3s | 2.91 sym/s | Total: 5.7m | ETA: 15.1m
[2025-12-08T20:20:45.997983] [INFO ] [sig       ] [995/3624] Forecasting DOLE...
[2025-12-08T20:20:45.998011] [INFO ] [sig       ] Generating forecast for: DOLE
[2025-12-08T20:20:45.998039] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOLE' from 'https://tdm.silogroup.org/data/derivative_storage/DOLE.csv'.
[2025-12-08T20:20:46.010329] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOLE'.
[2025-12-08T20:20:46.010691] [INFO ] [FORECASTER] Starting predict_future for DOLE
[2025-12-08T20:20:46.011455] [DEBUG] [LOCAL     ] No optimal features file found for DOLE: ./output/feature-sets/DOLE.txt
[2025-12-08T20:20:46.011504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:46.011535] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:46.011588] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:46.011647] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:46.066293] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:46.066920] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:46.066993] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:46.067025] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:46.185900] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:46.186058] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:46.186098] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:46.186127] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:46.189496] [DEBUG] [FORECASTER] DOLE: Forecast T+1@11:T+2@11: DOWN (p=40.36%)
[2025-12-08T20:20:46.189783] [INFO ] [FORECASTER] Completed predict_future for DOLE
[2025-12-08T20:20:46.189907] [INFO ] [sig       ] DOLE: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:20:46.327086] [INFO ] [LOCAL     ] Saved forecast: DOLE	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/DOLE.txt
[2025-12-08T20:20:46.327225] [INFO ] [sig       ] [995/3624] Completed DOLE in 0.3s | 2.91 sym/s | Total: 5.7m | ETA: 15.1m
[2025-12-08T20:20:46.327263] [INFO ] [sig       ] [996/3624] Forecasting DOMO...
[2025-12-08T20:20:46.327292] [INFO ] [sig       ] Generating forecast for: DOMO
[2025-12-08T20:20:46.327322] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOMO' from 'https://tdm.silogroup.org/data/derivative_storage/DOMO.csv'.
[2025-12-08T20:20:46.338966] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOMO'.
[2025-12-08T20:20:46.339288] [INFO ] [FORECASTER] Starting predict_future for DOMO
[2025-12-08T20:20:46.340091] [DEBUG] [LOCAL     ] No optimal features file found for DOMO: ./output/feature-sets/DOMO.txt
[2025-12-08T20:20:46.340140] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:46.340170] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:46.340196] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:46.340249] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:46.395365] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:46.396116] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:46.396193] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:46.396224] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:46.511895] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:46.512053] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:46.512091] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:46.512119] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:46.515387] [DEBUG] [FORECASTER] DOMO: Forecast T+1@11:T+2@11: DOWN (p=18.56%)
[2025-12-08T20:20:46.515673] [INFO ] [FORECASTER] Completed predict_future for DOMO
[2025-12-08T20:20:46.515793] [INFO ] [sig       ] DOMO: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:20:46.653787] [INFO ] [LOCAL     ] Saved forecast: DOMO	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/DOMO.txt
[2025-12-08T20:20:46.653914] [INFO ] [sig       ] [996/3624] Completed DOMO in 0.3s | 2.91 sym/s | Total: 5.7m | ETA: 15.0m
[2025-12-08T20:20:46.653952] [INFO ] [sig       ] [997/3624] Forecasting DORM...
[2025-12-08T20:20:46.653981] [INFO ] [sig       ] Generating forecast for: DORM
[2025-12-08T20:20:46.654011] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DORM' from 'https://tdm.silogroup.org/data/derivative_storage/DORM.csv'.
[2025-12-08T20:20:46.665559] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DORM'.
[2025-12-08T20:20:46.665934] [INFO ] [FORECASTER] Starting predict_future for DORM
[2025-12-08T20:20:46.666725] [DEBUG] [LOCAL     ] No optimal features file found for DORM: ./output/feature-sets/DORM.txt
[2025-12-08T20:20:46.666775] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:46.666805] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:46.666831] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:46.666885] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:46.721771] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:46.722534] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:46.722634] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:46.722667] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:46.849175] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:46.849328] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:46.849369] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:46.849399] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:46.852836] [DEBUG] [FORECASTER] DORM: Forecast T+1@11:T+2@11: UP (p=58.78%)
[2025-12-08T20:20:46.853111] [INFO ] [FORECASTER] Completed predict_future for DORM
[2025-12-08T20:20:46.853233] [INFO ] [sig       ] DORM: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:20:46.990162] [INFO ] [LOCAL     ] Saved forecast: DORM	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/DORM.txt
[2025-12-08T20:20:46.990318] [INFO ] [sig       ] [997/3624] Completed DORM in 0.3s | 2.91 sym/s | Total: 5.7m | ETA: 15.0m
[2025-12-08T20:20:46.990361] [INFO ] [sig       ] [998/3624] Forecasting DOUG...
[2025-12-08T20:20:46.990393] [INFO ] [sig       ] Generating forecast for: DOUG
[2025-12-08T20:20:46.990424] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOUG' from 'https://tdm.silogroup.org/data/derivative_storage/DOUG.csv'.
[2025-12-08T20:20:47.003071] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOUG'.
[2025-12-08T20:20:47.003419] [INFO ] [FORECASTER] Starting predict_future for DOUG
[2025-12-08T20:20:47.004235] [DEBUG] [LOCAL     ] No optimal features file found for DOUG: ./output/feature-sets/DOUG.txt
[2025-12-08T20:20:47.004285] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:47.004319] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:47.004346] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:47.004403] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:47.062100] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:47.062720] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:47.062798] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:47.062830] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:47.181546] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:47.181727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:47.181774] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:47.181815] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:47.185383] [DEBUG] [FORECASTER] DOUG: Forecast T+1@11:T+2@11: UP (p=53.27%)
[2025-12-08T20:20:47.185704] [INFO ] [FORECASTER] Completed predict_future for DOUG
[2025-12-08T20:20:47.185845] [INFO ] [sig       ] DOUG: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:20:47.325183] [INFO ] [LOCAL     ] Saved forecast: DOUG	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/DOUG.txt
[2025-12-08T20:20:47.325309] [INFO ] [sig       ] [998/3624] Completed DOUG in 0.3s | 2.91 sym/s | Total: 5.7m | ETA: 15.0m
[2025-12-08T20:20:47.325347] [INFO ] [sig       ] [999/3624] Forecasting DOX...
[2025-12-08T20:20:47.325375] [INFO ] [sig       ] Generating forecast for: DOX
[2025-12-08T20:20:47.325409] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOX' from 'https://tdm.silogroup.org/data/derivative_storage/DOX.csv'.
[2025-12-08T20:20:47.337758] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOX'.
[2025-12-08T20:20:47.338101] [INFO ] [FORECASTER] Starting predict_future for DOX
[2025-12-08T20:20:47.338876] [DEBUG] [LOCAL     ] No optimal features file found for DOX: ./output/feature-sets/DOX.txt
[2025-12-08T20:20:47.338925] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:47.338981] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:47.339008] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:47.339064] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:47.396988] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:47.397806] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:47.397887] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:47.397921] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:47.524053] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:47.524206] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:47.524247] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:47.524274] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:47.527592] [DEBUG] [FORECASTER] DOX: Forecast T+1@11:T+2@11: UP (p=98.54%)
[2025-12-08T20:20:47.527875] [INFO ] [FORECASTER] Completed predict_future for DOX
[2025-12-08T20:20:47.528001] [INFO ] [sig       ] DOX: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:20:47.667263] [INFO ] [LOCAL     ] Saved forecast: DOX	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/DOX.txt
[2025-12-08T20:20:47.667428] [INFO ] [sig       ] [999/3624] Completed DOX in 0.3s | 2.91 sym/s | Total: 5.7m | ETA: 15.0m
[2025-12-08T20:20:47.667468] [INFO ] [sig       ] [1000/3624] Forecasting DPG...
[2025-12-08T20:20:47.667497] [INFO ] [sig       ] Generating forecast for: DPG
[2025-12-08T20:20:47.667526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DPG' from 'https://tdm.silogroup.org/data/derivative_storage/DPG.csv'.
[2025-12-08T20:20:47.687197] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DPG'.
[2025-12-08T20:20:47.687598] [INFO ] [FORECASTER] Starting predict_future for DPG
[2025-12-08T20:20:47.688361] [DEBUG] [LOCAL     ] No optimal features file found for DPG: ./output/feature-sets/DPG.txt
[2025-12-08T20:20:47.688410] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:47.688441] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:47.688472] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:47.688539] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:47.743840] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:47.744461] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:47.744539] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:47.744569] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:47.868403] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:47.868546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:47.868603] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:47.868632] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:47.871837] [DEBUG] [FORECASTER] DPG: Forecast T+1@11:T+2@11: DOWN (p=9.30%)
[2025-12-08T20:20:47.872097] [INFO ] [FORECASTER] Completed predict_future for DPG
[2025-12-08T20:20:47.872212] [INFO ] [sig       ] DPG: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:20:48.008596] [INFO ] [LOCAL     ] Saved forecast: DPG	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/DPG.txt
[2025-12-08T20:20:48.008734] [INFO ] [sig       ] [1000/3624] Completed DPG in 0.3s | 2.91 sym/s | Total: 5.7m | ETA: 15.0m
[2025-12-08T20:20:48.008772] [INFO ] [sig       ] [1001/3624] Forecasting DPRO...
[2025-12-08T20:20:48.008801] [INFO ] [sig       ] Generating forecast for: DPRO
[2025-12-08T20:20:48.008830] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DPRO' from 'https://tdm.silogroup.org/data/derivative_storage/DPRO.csv'.
[2025-12-08T20:20:48.024709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DPRO'.
[2025-12-08T20:20:48.025056] [INFO ] [FORECASTER] Starting predict_future for DPRO
[2025-12-08T20:20:48.025832] [DEBUG] [LOCAL     ] No optimal features file found for DPRO: ./output/feature-sets/DPRO.txt
[2025-12-08T20:20:48.025881] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:48.025912] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:48.025938] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:48.025992] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:48.082019] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:48.082865] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:48.082945] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:48.082976] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:48.196739] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:48.196889] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:48.196926] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:48.196954] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:48.200238] [DEBUG] [FORECASTER] DPRO: Forecast T+1@11:T+2@11: UP (p=93.65%)
[2025-12-08T20:20:48.200499] [INFO ] [FORECASTER] Completed predict_future for DPRO
[2025-12-08T20:20:48.200635] [INFO ] [sig       ] DPRO: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:20:48.337888] [INFO ] [LOCAL     ] Saved forecast: DPRO	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/DPRO.txt
[2025-12-08T20:20:48.338022] [INFO ] [sig       ] [1001/3624] Completed DPRO in 0.3s | 2.91 sym/s | Total: 5.7m | ETA: 15.0m
[2025-12-08T20:20:48.338060] [INFO ] [sig       ] [1002/3624] Forecasting DPZ...
[2025-12-08T20:20:48.338088] [INFO ] [sig       ] Generating forecast for: DPZ
[2025-12-08T20:20:48.338117] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DPZ' from 'https://tdm.silogroup.org/data/derivative_storage/DPZ.csv'.
[2025-12-08T20:20:48.350098] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DPZ'.
[2025-12-08T20:20:48.350433] [INFO ] [FORECASTER] Starting predict_future for DPZ
[2025-12-08T20:20:48.351200] [DEBUG] [LOCAL     ] No optimal features file found for DPZ: ./output/feature-sets/DPZ.txt
[2025-12-08T20:20:48.351249] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:48.351280] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:48.351306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:48.351360] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:48.406187] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:48.406826] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:48.406902] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:48.406933] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:48.525749] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:48.525902] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:48.525940] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:48.526000] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:48.529625] [DEBUG] [FORECASTER] DPZ: Forecast T+1@11:T+2@11: UP (p=60.57%)
[2025-12-08T20:20:48.529887] [INFO ] [FORECASTER] Completed predict_future for DPZ
[2025-12-08T20:20:48.530005] [INFO ] [sig       ] DPZ: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:20:48.668870] [INFO ] [LOCAL     ] Saved forecast: DPZ	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/DPZ.txt
[2025-12-08T20:20:48.669018] [INFO ] [sig       ] [1002/3624] Completed DPZ in 0.3s | 2.91 sym/s | Total: 5.7m | ETA: 15.0m
[2025-12-08T20:20:48.669057] [INFO ] [sig       ] [1003/3624] Forecasting DQ...
[2025-12-08T20:20:48.669086] [INFO ] [sig       ] Generating forecast for: DQ
[2025-12-08T20:20:48.669115] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DQ' from 'https://tdm.silogroup.org/data/derivative_storage/DQ.csv'.
[2025-12-08T20:20:48.681401] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DQ'.
[2025-12-08T20:20:48.681761] [INFO ] [FORECASTER] Starting predict_future for DQ
[2025-12-08T20:20:48.682508] [DEBUG] [LOCAL     ] No optimal features file found for DQ: ./output/feature-sets/DQ.txt
[2025-12-08T20:20:48.682557] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:48.682617] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:48.682645] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:48.682699] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:48.737606] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:48.738212] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:48.738284] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:48.738315] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:48.859000] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:48.859151] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:48.859190] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:48.859219] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:48.862536] [DEBUG] [FORECASTER] DQ: Forecast T+1@11:T+2@11: DOWN (p=47.68%)
[2025-12-08T20:20:48.862821] [INFO ] [FORECASTER] Completed predict_future for DQ
[2025-12-08T20:20:48.862941] [INFO ] [sig       ] DQ: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:20:49.002286] [INFO ] [LOCAL     ] Saved forecast: DQ	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/DQ.txt
[2025-12-08T20:20:49.002423] [INFO ] [sig       ] [1003/3624] Completed DQ in 0.3s | 2.91 sym/s | Total: 5.7m | ETA: 15.0m
[2025-12-08T20:20:49.002463] [INFO ] [sig       ] [1004/3624] Forecasting DRD...
[2025-12-08T20:20:49.002491] [INFO ] [sig       ] Generating forecast for: DRD
[2025-12-08T20:20:49.002522] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRD' from 'https://tdm.silogroup.org/data/derivative_storage/DRD.csv'.
[2025-12-08T20:20:49.015503] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRD'.
[2025-12-08T20:20:49.015856] [INFO ] [FORECASTER] Starting predict_future for DRD
[2025-12-08T20:20:49.016617] [DEBUG] [LOCAL     ] No optimal features file found for DRD: ./output/feature-sets/DRD.txt
[2025-12-08T20:20:49.016666] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:49.016696] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:49.016722] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:49.016777] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:49.073550] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:49.074286] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:49.074361] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:49.074392] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:49.196669] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:49.196835] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:49.196876] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:49.196907] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:49.200238] [DEBUG] [FORECASTER] DRD: Forecast T+1@11:T+2@11: UP (p=65.75%)
[2025-12-08T20:20:49.200512] [INFO ] [FORECASTER] Completed predict_future for DRD
[2025-12-08T20:20:49.200654] [INFO ] [sig       ] DRD: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:20:49.346395] [INFO ] [LOCAL     ] Saved forecast: DRD	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/DRD.txt
[2025-12-08T20:20:49.346535] [INFO ] [sig       ] [1004/3624] Completed DRD in 0.3s | 2.91 sym/s | Total: 5.7m | ETA: 15.0m
[2025-12-08T20:20:49.346589] [INFO ] [sig       ] [1005/3624] Forecasting DRH...
[2025-12-08T20:20:49.346621] [INFO ] [sig       ] Generating forecast for: DRH
[2025-12-08T20:20:49.346651] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRH' from 'https://tdm.silogroup.org/data/derivative_storage/DRH.csv'.
[2025-12-08T20:20:49.358544] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRH'.
[2025-12-08T20:20:49.358900] [INFO ] [FORECASTER] Starting predict_future for DRH
[2025-12-08T20:20:49.359666] [DEBUG] [LOCAL     ] No optimal features file found for DRH: ./output/feature-sets/DRH.txt
[2025-12-08T20:20:49.359716] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:49.359746] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:49.359771] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:49.359825] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:49.416596] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:49.417265] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:49.417342] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:49.417393] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:49.536258] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:49.536409] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:49.536447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:49.536474] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:49.539823] [DEBUG] [FORECASTER] DRH: Forecast T+1@11:T+2@11: UP (p=89.96%)
[2025-12-08T20:20:49.540087] [INFO ] [FORECASTER] Completed predict_future for DRH
[2025-12-08T20:20:49.540206] [INFO ] [sig       ] DRH: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:20:49.688371] [INFO ] [LOCAL     ] Saved forecast: DRH	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/DRH.txt
[2025-12-08T20:20:49.688628] [INFO ] [sig       ] [1005/3624] Completed DRH in 0.3s | 2.91 sym/s | Total: 5.8m | ETA: 15.0m
[2025-12-08T20:20:49.688705] [INFO ] [sig       ] [1006/3624] Forecasting DRI...
[2025-12-08T20:20:49.688756] [INFO ] [sig       ] Generating forecast for: DRI
[2025-12-08T20:20:49.688803] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRI' from 'https://tdm.silogroup.org/data/derivative_storage/DRI.csv'.
[2025-12-08T20:20:49.708841] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRI'.
[2025-12-08T20:20:49.709219] [INFO ] [FORECASTER] Starting predict_future for DRI
[2025-12-08T20:20:49.710018] [DEBUG] [LOCAL     ] No optimal features file found for DRI: ./output/feature-sets/DRI.txt
[2025-12-08T20:20:49.710069] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:49.710102] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:49.710129] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:49.710185] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:49.767079] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:49.767916] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:49.767993] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:49.768026] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:49.894420] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:49.894566] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:49.894623] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:49.894651] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:49.897955] [DEBUG] [FORECASTER] DRI: Forecast T+1@11:T+2@11: DOWN (p=22.12%)
[2025-12-08T20:20:49.898217] [INFO ] [FORECASTER] Completed predict_future for DRI
[2025-12-08T20:20:49.898334] [INFO ] [sig       ] DRI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:20:50.037412] [INFO ] [LOCAL     ] Saved forecast: DRI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/DRI.txt
[2025-12-08T20:20:50.037600] [INFO ] [sig       ] [1006/3624] Completed DRI in 0.3s | 2.91 sym/s | Total: 5.8m | ETA: 15.0m
[2025-12-08T20:20:50.037644] [INFO ] [sig       ] [1007/3624] Forecasting DRIO...
[2025-12-08T20:20:50.037675] [INFO ] [sig       ] Generating forecast for: DRIO
[2025-12-08T20:20:50.037706] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRIO' from 'https://tdm.silogroup.org/data/derivative_storage/DRIO.csv'.
[2025-12-08T20:20:50.061379] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRIO'.
[2025-12-08T20:20:50.061810] [INFO ] [FORECASTER] Starting predict_future for DRIO
[2025-12-08T20:20:50.062629] [DEBUG] [LOCAL     ] No optimal features file found for DRIO: ./output/feature-sets/DRIO.txt
[2025-12-08T20:20:50.062682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:50.062716] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:50.062743] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:50.062800] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:50.118430] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:50.119306] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:50.119385] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:50.119416] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:50.234406] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:50.234560] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:50.234618] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:50.234647] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:50.237925] [DEBUG] [FORECASTER] DRIO: Forecast T+1@11:T+2@11: UP (p=62.62%)
[2025-12-08T20:20:50.238186] [INFO ] [FORECASTER] Completed predict_future for DRIO
[2025-12-08T20:20:50.238304] [INFO ] [sig       ] DRIO: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:20:50.375810] [INFO ] [LOCAL     ] Saved forecast: DRIO	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/DRIO.txt
[2025-12-08T20:20:50.375936] [INFO ] [sig       ] [1007/3624] Completed DRIO in 0.3s | 2.91 sym/s | Total: 5.8m | ETA: 15.0m
[2025-12-08T20:20:50.375974] [INFO ] [sig       ] [1008/3624] Forecasting DRLL...
[2025-12-08T20:20:50.376004] [INFO ] [sig       ] Generating forecast for: DRLL
[2025-12-08T20:20:50.376032] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRLL' from 'https://tdm.silogroup.org/data/derivative_storage/DRLL.csv'.
[2025-12-08T20:20:50.389553] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRLL'.
[2025-12-08T20:20:50.389911] [INFO ] [FORECASTER] Starting predict_future for DRLL
[2025-12-08T20:20:50.390678] [DEBUG] [LOCAL     ] No optimal features file found for DRLL: ./output/feature-sets/DRLL.txt
[2025-12-08T20:20:50.390727] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:50.390767] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:50.390794] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:50.390850] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:50.445954] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:50.446648] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:50.446721] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:50.446753] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:50.564999] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:50.565148] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:50.565185] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:50.565213] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:50.568473] [DEBUG] [FORECASTER] DRLL: Forecast T+1@11:T+2@11: DOWN (p=4.17%)
[2025-12-08T20:20:50.568750] [INFO ] [FORECASTER] Completed predict_future for DRLL
[2025-12-08T20:20:50.568867] [INFO ] [sig       ] DRLL: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:20:50.705123] [INFO ] [LOCAL     ] Saved forecast: DRLL	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/DRLL.txt
[2025-12-08T20:20:50.705278] [INFO ] [sig       ] [1008/3624] Completed DRLL in 0.3s | 2.91 sym/s | Total: 5.8m | ETA: 15.0m
[2025-12-08T20:20:50.705320] [INFO ] [sig       ] [1009/3624] Forecasting DRMA...
[2025-12-08T20:20:50.705351] [INFO ] [sig       ] Generating forecast for: DRMA
[2025-12-08T20:20:50.705381] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRMA' from 'https://tdm.silogroup.org/data/derivative_storage/DRMA.csv'.
[2025-12-08T20:20:50.717828] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRMA'.
[2025-12-08T20:20:50.718216] [INFO ] [FORECASTER] Starting predict_future for DRMA
[2025-12-08T20:20:50.719005] [DEBUG] [LOCAL     ] No optimal features file found for DRMA: ./output/feature-sets/DRMA.txt
[2025-12-08T20:20:50.719057] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:50.719089] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:50.719118] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:50.719174] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:50.777308] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:50.778321] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:50.778436] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:50.778468] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:50.898635] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:50.898783] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:50.898823] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:50.898852] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:50.902129] [DEBUG] [FORECASTER] DRMA: Forecast T+1@11:T+2@11: UP (p=76.72%)
[2025-12-08T20:20:50.902393] [INFO ] [FORECASTER] Completed predict_future for DRMA
[2025-12-08T20:20:50.902515] [INFO ] [sig       ] DRMA: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:20:51.047665] [INFO ] [LOCAL     ] Saved forecast: DRMA	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/DRMA.txt
[2025-12-08T20:20:51.047803] [INFO ] [sig       ] [1009/3624] Completed DRMA in 0.3s | 2.91 sym/s | Total: 5.8m | ETA: 15.0m
[2025-12-08T20:20:51.047842] [INFO ] [sig       ] [1010/3624] Forecasting DRS...
[2025-12-08T20:20:51.047871] [INFO ] [sig       ] Generating forecast for: DRS
[2025-12-08T20:20:51.047899] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRS' from 'https://tdm.silogroup.org/data/derivative_storage/DRS.csv'.
[2025-12-08T20:20:51.061215] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRS'.
[2025-12-08T20:20:51.061564] [INFO ] [FORECASTER] Starting predict_future for DRS
[2025-12-08T20:20:51.062335] [DEBUG] [LOCAL     ] No optimal features file found for DRS: ./output/feature-sets/DRS.txt
[2025-12-08T20:20:51.062385] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:51.062415] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:51.062441] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:51.062494] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:51.117154] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:51.117887] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:51.117965] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:51.117995] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:51.234819] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:51.234974] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:51.235013] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:51.235041] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:51.238355] [DEBUG] [FORECASTER] DRS: Forecast T+1@11:T+2@11: DOWN (p=17.50%)
[2025-12-08T20:20:51.238680] [INFO ] [FORECASTER] Completed predict_future for DRS
[2025-12-08T20:20:51.238809] [INFO ] [sig       ] DRS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:20:51.382361] [INFO ] [LOCAL     ] Saved forecast: DRS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/DRS.txt
[2025-12-08T20:20:51.382485] [INFO ] [sig       ] [1010/3624] Completed DRS in 0.3s | 2.91 sym/s | Total: 5.8m | ETA: 15.0m
[2025-12-08T20:20:51.382523] [INFO ] [sig       ] [1011/3624] Forecasting DRTS...
[2025-12-08T20:20:51.382551] [INFO ] [sig       ] Generating forecast for: DRTS
[2025-12-08T20:20:51.382599] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRTS' from 'https://tdm.silogroup.org/data/derivative_storage/DRTS.csv'.
[2025-12-08T20:20:51.394523] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRTS'.
[2025-12-08T20:20:51.394895] [INFO ] [FORECASTER] Starting predict_future for DRTS
[2025-12-08T20:20:51.395670] [DEBUG] [LOCAL     ] No optimal features file found for DRTS: ./output/feature-sets/DRTS.txt
[2025-12-08T20:20:51.395719] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:51.395750] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:51.395775] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:51.395829] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:51.453605] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:51.454373] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:51.454451] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:51.454483] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:51.571660] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:51.571810] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:51.571847] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:51.571876] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:51.575230] [DEBUG] [FORECASTER] DRTS: Forecast T+1@11:T+2@11: UP (p=62.67%)
[2025-12-08T20:20:51.575503] [INFO ] [FORECASTER] Completed predict_future for DRTS
[2025-12-08T20:20:51.575662] [INFO ] [sig       ] DRTS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:20:51.716629] [INFO ] [LOCAL     ] Saved forecast: DRTS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/DRTS.txt
[2025-12-08T20:20:51.716755] [INFO ] [sig       ] [1011/3624] Completed DRTS in 0.3s | 2.91 sym/s | Total: 5.8m | ETA: 15.0m
[2025-12-08T20:20:51.716800] [INFO ] [sig       ] [1012/3624] Forecasting DRUG...
[2025-12-08T20:20:51.716830] [INFO ] [sig       ] Generating forecast for: DRUG
[2025-12-08T20:20:51.716859] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRUG' from 'https://tdm.silogroup.org/data/derivative_storage/DRUG.csv'.
[2025-12-08T20:20:51.729693] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRUG'.
[2025-12-08T20:20:51.730071] [INFO ] [FORECASTER] Starting predict_future for DRUG
[2025-12-08T20:20:51.730893] [DEBUG] [LOCAL     ] No optimal features file found for DRUG: ./output/feature-sets/DRUG.txt
[2025-12-08T20:20:51.730944] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:51.730976] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:51.731002] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:51.731057] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:51.787968] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:51.788831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:51.788908] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:51.788938] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:51.913603] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:51.913764] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:51.913802] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:51.913831] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:51.917227] [DEBUG] [FORECASTER] DRUG: Forecast T+1@11:T+2@11: DOWN (p=1.11%)
[2025-12-08T20:20:51.917543] [INFO ] [FORECASTER] Completed predict_future for DRUG
[2025-12-08T20:20:51.917715] [INFO ] [sig       ] DRUG: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:20:52.060402] [INFO ] [LOCAL     ] Saved forecast: DRUG	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/DRUG.txt
[2025-12-08T20:20:52.060551] [INFO ] [sig       ] [1012/3624] Completed DRUG in 0.3s | 2.91 sym/s | Total: 5.8m | ETA: 15.0m
[2025-12-08T20:20:52.060610] [INFO ] [sig       ] [1013/3624] Forecasting DRVN...
[2025-12-08T20:20:52.060641] [INFO ] [sig       ] Generating forecast for: DRVN
[2025-12-08T20:20:52.060670] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRVN' from 'https://tdm.silogroup.org/data/derivative_storage/DRVN.csv'.
[2025-12-08T20:20:52.074430] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRVN'.
[2025-12-08T20:20:52.074804] [INFO ] [FORECASTER] Starting predict_future for DRVN
[2025-12-08T20:20:52.075561] [DEBUG] [LOCAL     ] No optimal features file found for DRVN: ./output/feature-sets/DRVN.txt
[2025-12-08T20:20:52.075639] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:52.075671] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:52.075698] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:52.075753] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:52.131137] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:52.131795] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:52.131868] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:52.131899] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:52.248275] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:52.248426] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:52.248464] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:52.248494] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:52.251834] [DEBUG] [FORECASTER] DRVN: Forecast T+1@11:T+2@11: UP (p=74.87%)
[2025-12-08T20:20:52.252102] [INFO ] [FORECASTER] Completed predict_future for DRVN
[2025-12-08T20:20:52.252238] [INFO ] [sig       ] DRVN: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:20:52.391048] [INFO ] [LOCAL     ] Saved forecast: DRVN	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/DRVN.txt
[2025-12-08T20:20:52.391183] [INFO ] [sig       ] [1013/3624] Completed DRVN in 0.3s | 2.91 sym/s | Total: 5.8m | ETA: 14.9m
[2025-12-08T20:20:52.391226] [INFO ] [sig       ] [1014/3624] Forecasting DSGN...
[2025-12-08T20:20:52.391255] [INFO ] [sig       ] Generating forecast for: DSGN
[2025-12-08T20:20:52.391284] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSGN' from 'https://tdm.silogroup.org/data/derivative_storage/DSGN.csv'.
[2025-12-08T20:20:52.407237] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSGN'.
[2025-12-08T20:20:52.407638] [INFO ] [FORECASTER] Starting predict_future for DSGN
[2025-12-08T20:20:52.408415] [DEBUG] [LOCAL     ] No optimal features file found for DSGN: ./output/feature-sets/DSGN.txt
[2025-12-08T20:20:52.408464] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:52.408496] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:52.408522] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:52.408596] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:52.464965] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:52.465651] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:52.465728] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:52.465761] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:52.584777] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:52.584918] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:52.584954] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:52.584982] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:52.588223] [DEBUG] [FORECASTER] DSGN: Forecast T+1@11:T+2@11: UP (p=99.80%)
[2025-12-08T20:20:52.588483] [INFO ] [FORECASTER] Completed predict_future for DSGN
[2025-12-08T20:20:52.588617] [INFO ] [sig       ] DSGN: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:20:52.728891] [INFO ] [LOCAL     ] Saved forecast: DSGN	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/DSGN.txt
[2025-12-08T20:20:52.729012] [INFO ] [sig       ] [1014/3624] Completed DSGN in 0.3s | 2.91 sym/s | Total: 5.8m | ETA: 14.9m
[2025-12-08T20:20:52.729049] [INFO ] [sig       ] [1015/3624] Forecasting DSGX...
[2025-12-08T20:20:52.729078] [INFO ] [sig       ] Generating forecast for: DSGX
[2025-12-08T20:20:52.729106] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSGX' from 'https://tdm.silogroup.org/data/derivative_storage/DSGX.csv'.
[2025-12-08T20:20:52.741460] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSGX'.
[2025-12-08T20:20:52.741811] [INFO ] [FORECASTER] Starting predict_future for DSGX
[2025-12-08T20:20:52.742585] [DEBUG] [LOCAL     ] No optimal features file found for DSGX: ./output/feature-sets/DSGX.txt
[2025-12-08T20:20:52.742638] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:52.742671] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:52.742698] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:52.742753] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:52.798649] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:52.799324] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:52.799398] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:52.799430] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:52.913828] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:52.913978] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:52.914033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:52.914062] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:52.917328] [DEBUG] [FORECASTER] DSGX: Forecast T+1@11:T+2@11: UP (p=66.30%)
[2025-12-08T20:20:52.917634] [INFO ] [FORECASTER] Completed predict_future for DSGX
[2025-12-08T20:20:52.917752] [INFO ] [sig       ] DSGX: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:20:53.057568] [INFO ] [LOCAL     ] Saved forecast: DSGX	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/DSGX.txt
[2025-12-08T20:20:53.057710] [INFO ] [sig       ] [1015/3624] Completed DSGX in 0.3s | 2.91 sym/s | Total: 5.8m | ETA: 14.9m
[2025-12-08T20:20:53.057749] [INFO ] [sig       ] [1016/3624] Forecasting DSL...
[2025-12-08T20:20:53.057778] [INFO ] [sig       ] Generating forecast for: DSL
[2025-12-08T20:20:53.057807] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSL' from 'https://tdm.silogroup.org/data/derivative_storage/DSL.csv'.
[2025-12-08T20:20:53.071222] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSL'.
[2025-12-08T20:20:53.071559] [INFO ] [FORECASTER] Starting predict_future for DSL
[2025-12-08T20:20:53.072340] [DEBUG] [LOCAL     ] No optimal features file found for DSL: ./output/feature-sets/DSL.txt
[2025-12-08T20:20:53.072389] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:53.072447] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:53.072475] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:53.072542] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:53.129662] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:53.130407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:53.130481] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:53.130513] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:53.246957] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:53.247112] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:53.247150] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:53.247179] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:53.250460] [DEBUG] [FORECASTER] DSL: Forecast T+1@11:T+2@11: DOWN (p=34.15%)
[2025-12-08T20:20:53.250758] [INFO ] [FORECASTER] Completed predict_future for DSL
[2025-12-08T20:20:53.250877] [INFO ] [sig       ] DSL: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:20:53.389152] [INFO ] [LOCAL     ] Saved forecast: DSL	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/DSL.txt
[2025-12-08T20:20:53.389293] [INFO ] [sig       ] [1016/3624] Completed DSL in 0.3s | 2.91 sym/s | Total: 5.8m | ETA: 14.9m
[2025-12-08T20:20:53.389333] [INFO ] [sig       ] [1017/3624] Forecasting DSM...
[2025-12-08T20:20:53.389362] [INFO ] [sig       ] Generating forecast for: DSM
[2025-12-08T20:20:53.389390] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSM' from 'https://tdm.silogroup.org/data/derivative_storage/DSM.csv'.
[2025-12-08T20:20:53.400912] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSM'.
[2025-12-08T20:20:53.401283] [INFO ] [FORECASTER] Starting predict_future for DSM
[2025-12-08T20:20:53.402074] [DEBUG] [LOCAL     ] No optimal features file found for DSM: ./output/feature-sets/DSM.txt
[2025-12-08T20:20:53.402125] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:53.402155] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:53.402181] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:53.402239] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:53.457611] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:53.458436] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:53.458528] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:53.458559] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:53.574336] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:53.574478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:53.574515] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:53.574542] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:53.577826] [DEBUG] [FORECASTER] DSM: Forecast T+1@11:T+2@11: DOWN (p=23.91%)
[2025-12-08T20:20:53.578089] [INFO ] [FORECASTER] Completed predict_future for DSM
[2025-12-08T20:20:53.578207] [INFO ] [sig       ] DSM: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:20:53.715289] [INFO ] [LOCAL     ] Saved forecast: DSM	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/DSM.txt
[2025-12-08T20:20:53.715414] [INFO ] [sig       ] [1017/3624] Completed DSM in 0.3s | 2.91 sym/s | Total: 5.8m | ETA: 14.9m
[2025-12-08T20:20:53.715452] [INFO ] [sig       ] [1018/3624] Forecasting DSP...
[2025-12-08T20:20:53.715480] [INFO ] [sig       ] Generating forecast for: DSP
[2025-12-08T20:20:53.715509] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSP' from 'https://tdm.silogroup.org/data/derivative_storage/DSP.csv'.
[2025-12-08T20:20:53.728680] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSP'.
[2025-12-08T20:20:53.729114] [INFO ] [FORECASTER] Starting predict_future for DSP
[2025-12-08T20:20:53.729944] [DEBUG] [LOCAL     ] No optimal features file found for DSP: ./output/feature-sets/DSP.txt
[2025-12-08T20:20:53.729995] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:53.730027] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:53.730054] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:53.730110] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:53.787203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:53.788110] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:53.788193] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:53.788226] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:53.917065] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:53.917235] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:53.917277] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:53.917306] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:53.921391] [DEBUG] [FORECASTER] DSP: Forecast T+1@11:T+2@11: UP (p=99.23%)
[2025-12-08T20:20:53.921686] [INFO ] [FORECASTER] Completed predict_future for DSP
[2025-12-08T20:20:53.921811] [INFO ] [sig       ] DSP: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:20:54.070204] [INFO ] [LOCAL     ] Saved forecast: DSP	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/DSP.txt
[2025-12-08T20:20:54.070359] [INFO ] [sig       ] [1018/3624] Completed DSP in 0.4s | 2.91 sym/s | Total: 5.8m | ETA: 14.9m
[2025-12-08T20:20:54.070398] [INFO ] [sig       ] [1019/3624] Forecasting DSX...
[2025-12-08T20:20:54.070428] [INFO ] [sig       ] Generating forecast for: DSX
[2025-12-08T20:20:54.070458] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSX' from 'https://tdm.silogroup.org/data/derivative_storage/DSX.csv'.
[2025-12-08T20:20:54.082891] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSX'.
[2025-12-08T20:20:54.083262] [INFO ] [FORECASTER] Starting predict_future for DSX
[2025-12-08T20:20:54.084057] [DEBUG] [LOCAL     ] No optimal features file found for DSX: ./output/feature-sets/DSX.txt
[2025-12-08T20:20:54.084105] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:54.084135] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:54.084172] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:54.084228] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:54.140397] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:54.141272] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:54.141355] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:54.141386] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:54.267952] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:54.268120] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:54.268160] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:54.268188] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:54.272509] [DEBUG] [FORECASTER] DSX: Forecast T+1@11:T+2@11: DOWN (p=1.25%)
[2025-12-08T20:20:54.273125] [INFO ] [FORECASTER] Completed predict_future for DSX
[2025-12-08T20:20:54.273273] [INFO ] [sig       ] DSX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:20:54.426842] [INFO ] [LOCAL     ] Saved forecast: DSX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/DSX.txt
[2025-12-08T20:20:54.426989] [INFO ] [sig       ] [1019/3624] Completed DSX in 0.4s | 2.91 sym/s | Total: 5.8m | ETA: 14.9m
[2025-12-08T20:20:54.427028] [INFO ] [sig       ] [1020/3624] Forecasting DTB...
[2025-12-08T20:20:54.427057] [INFO ] [sig       ] Generating forecast for: DTB
[2025-12-08T20:20:54.427086] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTB' from 'https://tdm.silogroup.org/data/derivative_storage/DTB.csv'.
[2025-12-08T20:20:54.451221] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTB'.
[2025-12-08T20:20:54.451621] [INFO ] [FORECASTER] Starting predict_future for DTB
[2025-12-08T20:20:54.452384] [DEBUG] [LOCAL     ] No optimal features file found for DTB: ./output/feature-sets/DTB.txt
[2025-12-08T20:20:54.452434] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:54.452465] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:54.452491] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:54.452546] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:54.521329] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:54.522380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:54.522485] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:54.522536] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:54.636423] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:54.636600] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:54.636640] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:54.636667] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:54.640175] [DEBUG] [FORECASTER] DTB: Forecast T+1@11:T+2@11: UP (p=73.42%)
[2025-12-08T20:20:54.640441] [INFO ] [FORECASTER] Completed predict_future for DTB
[2025-12-08T20:20:54.640564] [INFO ] [sig       ] DTB: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:20:54.778461] [INFO ] [LOCAL     ] Saved forecast: DTB	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/DTB.txt
[2025-12-08T20:20:54.778619] [INFO ] [sig       ] [1020/3624] Completed DTB in 0.4s | 2.91 sym/s | Total: 5.8m | ETA: 14.9m
[2025-12-08T20:20:54.778666] [INFO ] [sig       ] [1021/3624] Forecasting DTE...
[2025-12-08T20:20:54.778701] [INFO ] [sig       ] Generating forecast for: DTE
[2025-12-08T20:20:54.778735] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTE' from 'https://tdm.silogroup.org/data/derivative_storage/DTE.csv'.
[2025-12-08T20:20:54.791704] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTE'.
[2025-12-08T20:20:54.792100] [INFO ] [FORECASTER] Starting predict_future for DTE
[2025-12-08T20:20:54.792930] [DEBUG] [LOCAL     ] No optimal features file found for DTE: ./output/feature-sets/DTE.txt
[2025-12-08T20:20:54.792981] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:54.793012] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:54.793039] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:54.793095] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:54.851764] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:54.852421] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:54.852497] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:54.852529] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:54.968673] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:54.968824] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:54.968864] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:54.968893] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:54.972284] [DEBUG] [FORECASTER] DTE: Forecast T+1@11:T+2@11: UP (p=82.03%)
[2025-12-08T20:20:54.972554] [INFO ] [FORECASTER] Completed predict_future for DTE
[2025-12-08T20:20:54.972709] [INFO ] [sig       ] DTE: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:20:55.116075] [INFO ] [LOCAL     ] Saved forecast: DTE	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/DTE.txt
[2025-12-08T20:20:55.116199] [INFO ] [sig       ] [1021/3624] Completed DTE in 0.3s | 2.91 sym/s | Total: 5.8m | ETA: 14.9m
[2025-12-08T20:20:55.116235] [INFO ] [sig       ] [1022/3624] Forecasting DTG...
[2025-12-08T20:20:55.116264] [INFO ] [sig       ] Generating forecast for: DTG
[2025-12-08T20:20:55.116294] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTG' from 'https://tdm.silogroup.org/data/derivative_storage/DTG.csv'.
[2025-12-08T20:20:55.128685] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTG'.
[2025-12-08T20:20:55.129035] [INFO ] [FORECASTER] Starting predict_future for DTG
[2025-12-08T20:20:55.129881] [DEBUG] [LOCAL     ] No optimal features file found for DTG: ./output/feature-sets/DTG.txt
[2025-12-08T20:20:55.129942] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:55.129982] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:55.130012] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:55.130069] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:55.187967] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:55.188732] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:55.188808] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:55.188841] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:55.307465] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:55.307628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:55.307677] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:55.307711] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:55.311211] [DEBUG] [FORECASTER] DTG: Forecast T+1@11:T+2@11: DOWN (p=35.35%)
[2025-12-08T20:20:55.311479] [INFO ] [FORECASTER] Completed predict_future for DTG
[2025-12-08T20:20:55.311621] [INFO ] [sig       ] DTG: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:20:55.458772] [INFO ] [LOCAL     ] Saved forecast: DTG	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/DTG.txt
[2025-12-08T20:20:55.458900] [INFO ] [sig       ] [1022/3624] Completed DTG in 0.3s | 2.91 sym/s | Total: 5.8m | ETA: 14.9m
[2025-12-08T20:20:55.458941] [INFO ] [sig       ] [1023/3624] Forecasting DTIL...
[2025-12-08T20:20:55.458970] [INFO ] [sig       ] Generating forecast for: DTIL
[2025-12-08T20:20:55.459005] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTIL' from 'https://tdm.silogroup.org/data/derivative_storage/DTIL.csv'.
[2025-12-08T20:20:55.471853] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTIL'.
[2025-12-08T20:20:55.472193] [INFO ] [FORECASTER] Starting predict_future for DTIL
[2025-12-08T20:20:55.473005] [DEBUG] [LOCAL     ] No optimal features file found for DTIL: ./output/feature-sets/DTIL.txt
[2025-12-08T20:20:55.473055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:55.473088] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:55.473115] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:55.473171] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:55.532093] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:55.532805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:55.532880] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:55.532913] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:55.648972] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:55.649123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:55.649161] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:55.649189] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:55.652428] [DEBUG] [FORECASTER] DTIL: Forecast T+1@11:T+2@11: UP (p=90.51%)
[2025-12-08T20:20:55.652712] [INFO ] [FORECASTER] Completed predict_future for DTIL
[2025-12-08T20:20:55.652829] [INFO ] [sig       ] DTIL: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:20:55.795568] [INFO ] [LOCAL     ] Saved forecast: DTIL	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/DTIL.txt
[2025-12-08T20:20:55.795738] [INFO ] [sig       ] [1023/3624] Completed DTIL in 0.3s | 2.91 sym/s | Total: 5.9m | ETA: 14.9m
[2025-12-08T20:20:55.795778] [INFO ] [sig       ] [1024/3624] Forecasting DTM...
[2025-12-08T20:20:55.795808] [INFO ] [sig       ] Generating forecast for: DTM
[2025-12-08T20:20:55.795838] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTM' from 'https://tdm.silogroup.org/data/derivative_storage/DTM.csv'.
[2025-12-08T20:20:55.807883] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTM'.
[2025-12-08T20:20:55.808249] [INFO ] [FORECASTER] Starting predict_future for DTM
[2025-12-08T20:20:55.809035] [DEBUG] [LOCAL     ] No optimal features file found for DTM: ./output/feature-sets/DTM.txt
[2025-12-08T20:20:55.809084] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:55.809115] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:55.809141] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:55.809197] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:55.867860] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:55.868727] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:55.868805] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:55.868836] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:55.987964] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:55.988074] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:55.988110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:55.988137] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:55.991195] [DEBUG] [FORECASTER] DTM: Forecast T+1@11:T+2@11: DOWN (p=2.97%)
[2025-12-08T20:20:55.991452] [INFO ] [FORECASTER] Completed predict_future for DTM
[2025-12-08T20:20:55.991566] [INFO ] [sig       ] DTM: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:20:56.128163] [INFO ] [LOCAL     ] Saved forecast: DTM	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/DTM.txt
[2025-12-08T20:20:56.128324] [INFO ] [sig       ] [1024/3624] Completed DTM in 0.3s | 2.91 sym/s | Total: 5.9m | ETA: 14.9m
[2025-12-08T20:20:56.128370] [INFO ] [sig       ] [1025/3624] Forecasting DTSS...
[2025-12-08T20:20:56.128399] [INFO ] [sig       ] Generating forecast for: DTSS
[2025-12-08T20:20:56.128428] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTSS' from 'https://tdm.silogroup.org/data/derivative_storage/DTSS.csv'.
[2025-12-08T20:20:56.140855] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTSS'.
[2025-12-08T20:20:56.141262] [INFO ] [FORECASTER] Starting predict_future for DTSS
[2025-12-08T20:20:56.142058] [DEBUG] [LOCAL     ] No optimal features file found for DTSS: ./output/feature-sets/DTSS.txt
[2025-12-08T20:20:56.142107] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:56.142138] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:56.142164] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:56.142218] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:56.200232] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:56.201150] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:56.201243] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:56.201275] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:56.311885] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:56.312038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:56.312075] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:56.312102] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:56.315341] [DEBUG] [FORECASTER] DTSS: Forecast T+1@11:T+2@11: UP (p=84.37%)
[2025-12-08T20:20:56.315618] [INFO ] [FORECASTER] Completed predict_future for DTSS
[2025-12-08T20:20:56.315735] [INFO ] [sig       ] DTSS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:20:56.453341] [INFO ] [LOCAL     ] Saved forecast: DTSS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/DTSS.txt
[2025-12-08T20:20:56.453463] [INFO ] [sig       ] [1025/3624] Completed DTSS in 0.3s | 2.91 sym/s | Total: 5.9m | ETA: 14.9m
[2025-12-08T20:20:56.453500] [INFO ] [sig       ] [1026/3624] Forecasting DUK...
[2025-12-08T20:20:56.453529] [INFO ] [sig       ] Generating forecast for: DUK
[2025-12-08T20:20:56.453558] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DUK' from 'https://tdm.silogroup.org/data/derivative_storage/DUK.csv'.
[2025-12-08T20:20:56.469408] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DUK'.
[2025-12-08T20:20:56.469795] [INFO ] [FORECASTER] Starting predict_future for DUK
[2025-12-08T20:20:56.470635] [DEBUG] [LOCAL     ] No optimal features file found for DUK: ./output/feature-sets/DUK.txt
[2025-12-08T20:20:56.470690] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:56.470723] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:56.470749] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:56.470806] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:56.528174] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:56.528955] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:56.529058] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:56.529091] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:56.647798] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:56.647940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:56.647977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:56.648005] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:56.651346] [DEBUG] [FORECASTER] DUK: Forecast T+1@11:T+2@11: UP (p=74.29%)
[2025-12-08T20:20:56.651635] [INFO ] [FORECASTER] Completed predict_future for DUK
[2025-12-08T20:20:56.651761] [INFO ] [sig       ] DUK: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:20:56.798023] [INFO ] [LOCAL     ] Saved forecast: DUK	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/DUK.txt
[2025-12-08T20:20:56.798213] [INFO ] [sig       ] [1026/3624] Completed DUK in 0.3s | 2.91 sym/s | Total: 5.9m | ETA: 14.9m
[2025-12-08T20:20:56.798269] [INFO ] [sig       ] [1027/3624] Forecasting DUKB...
[2025-12-08T20:20:56.798310] [INFO ] [sig       ] Generating forecast for: DUKB
[2025-12-08T20:20:56.798350] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DUKB' from 'https://tdm.silogroup.org/data/derivative_storage/DUKB.csv'.
[2025-12-08T20:20:56.813912] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DUKB'.
[2025-12-08T20:20:56.814351] [INFO ] [FORECASTER] Starting predict_future for DUKB
[2025-12-08T20:20:56.815354] [DEBUG] [LOCAL     ] No optimal features file found for DUKB: ./output/feature-sets/DUKB.txt
[2025-12-08T20:20:56.815415] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:56.815456] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:56.815490] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:56.815569] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:56.874740] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:56.875607] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:56.875683] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:56.875719] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:56.993819] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:56.993971] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:56.994009] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:56.994037] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:56.997277] [DEBUG] [FORECASTER] DUKB: Forecast T+1@11:T+2@11: DOWN (p=49.12%)
[2025-12-08T20:20:56.997550] [INFO ] [FORECASTER] Completed predict_future for DUKB
[2025-12-08T20:20:56.997686] [INFO ] [sig       ] DUKB: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:20:57.143025] [INFO ] [LOCAL     ] Saved forecast: DUKB	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/DUKB.txt
[2025-12-08T20:20:57.143159] [INFO ] [sig       ] [1027/3624] Completed DUKB in 0.3s | 2.91 sym/s | Total: 5.9m | ETA: 14.9m
[2025-12-08T20:20:57.143197] [INFO ] [sig       ] [1028/3624] Forecasting DUOL...
[2025-12-08T20:20:57.143227] [INFO ] [sig       ] Generating forecast for: DUOL
[2025-12-08T20:20:57.143256] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DUOL' from 'https://tdm.silogroup.org/data/derivative_storage/DUOL.csv'.
[2025-12-08T20:20:57.155466] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DUOL'.
[2025-12-08T20:20:57.155843] [INFO ] [FORECASTER] Starting predict_future for DUOL
[2025-12-08T20:20:57.156644] [DEBUG] [LOCAL     ] No optimal features file found for DUOL: ./output/feature-sets/DUOL.txt
[2025-12-08T20:20:57.156695] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:57.156727] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:57.156754] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:57.156811] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:57.213681] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:57.214345] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:57.214421] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:57.214454] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:57.344429] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:57.344590] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:57.344631] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:57.344659] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:57.348107] [DEBUG] [FORECASTER] DUOL: Forecast T+1@11:T+2@11: UP (p=93.05%)
[2025-12-08T20:20:57.348373] [INFO ] [FORECASTER] Completed predict_future for DUOL
[2025-12-08T20:20:57.348493] [INFO ] [sig       ] DUOL: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:20:57.487429] [INFO ] [LOCAL     ] Saved forecast: DUOL	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/DUOL.txt
[2025-12-08T20:20:57.487611] [INFO ] [sig       ] [1028/3624] Completed DUOL in 0.3s | 2.91 sym/s | Total: 5.9m | ETA: 14.9m
[2025-12-08T20:20:57.487674] [INFO ] [sig       ] [1029/3624] Forecasting DVA...
[2025-12-08T20:20:57.487704] [INFO ] [sig       ] Generating forecast for: DVA
[2025-12-08T20:20:57.487735] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DVA' from 'https://tdm.silogroup.org/data/derivative_storage/DVA.csv'.
[2025-12-08T20:20:57.500075] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DVA'.
[2025-12-08T20:20:57.500437] [INFO ] [FORECASTER] Starting predict_future for DVA
[2025-12-08T20:20:57.501231] [DEBUG] [LOCAL     ] No optimal features file found for DVA: ./output/feature-sets/DVA.txt
[2025-12-08T20:20:57.501280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:57.501310] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:57.501336] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:57.501391] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:57.557924] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:57.558729] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:57.558812] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:57.558845] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:57.680774] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:57.680923] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:57.680961] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:57.680990] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:57.684352] [DEBUG] [FORECASTER] DVA: Forecast T+1@11:T+2@11: DOWN (p=3.59%)
[2025-12-08T20:20:57.684636] [INFO ] [FORECASTER] Completed predict_future for DVA
[2025-12-08T20:20:57.684758] [INFO ] [sig       ] DVA: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:20:57.824686] [INFO ] [LOCAL     ] Saved forecast: DVA	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/DVA.txt
[2025-12-08T20:20:57.824835] [INFO ] [sig       ] [1029/3624] Completed DVA in 0.3s | 2.91 sym/s | Total: 5.9m | ETA: 14.9m
[2025-12-08T20:20:57.824888] [INFO ] [sig       ] [1030/3624] Forecasting DVAX...
[2025-12-08T20:20:57.824928] [INFO ] [sig       ] Generating forecast for: DVAX
[2025-12-08T20:20:57.824966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DVAX' from 'https://tdm.silogroup.org/data/derivative_storage/DVAX.csv'.
[2025-12-08T20:20:57.837486] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DVAX'.
[2025-12-08T20:20:57.837900] [INFO ] [FORECASTER] Starting predict_future for DVAX
[2025-12-08T20:20:57.838683] [DEBUG] [LOCAL     ] No optimal features file found for DVAX: ./output/feature-sets/DVAX.txt
[2025-12-08T20:20:57.838732] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:57.838764] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:57.838790] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:57.838846] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:57.893636] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:57.894301] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:57.894375] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:57.894406] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:58.016386] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:58.016539] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:58.016594] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:58.016625] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:58.019874] [DEBUG] [FORECASTER] DVAX: Forecast T+1@11:T+2@11: DOWN (p=23.19%)
[2025-12-08T20:20:58.020139] [INFO ] [FORECASTER] Completed predict_future for DVAX
[2025-12-08T20:20:58.020258] [INFO ] [sig       ] DVAX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:20:58.160762] [INFO ] [LOCAL     ] Saved forecast: DVAX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/DVAX.txt
[2025-12-08T20:20:58.160910] [INFO ] [sig       ] [1030/3624] Completed DVAX in 0.3s | 2.91 sym/s | Total: 5.9m | ETA: 14.8m
[2025-12-08T20:20:58.160949] [INFO ] [sig       ] [1031/3624] Forecasting DVN...
[2025-12-08T20:20:58.160977] [INFO ] [sig       ] Generating forecast for: DVN
[2025-12-08T20:20:58.161006] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DVN' from 'https://tdm.silogroup.org/data/derivative_storage/DVN.csv'.
[2025-12-08T20:20:58.173563] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DVN'.
[2025-12-08T20:20:58.173914] [INFO ] [FORECASTER] Starting predict_future for DVN
[2025-12-08T20:20:58.174667] [DEBUG] [LOCAL     ] No optimal features file found for DVN: ./output/feature-sets/DVN.txt
[2025-12-08T20:20:58.174716] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:58.174747] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:58.174773] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:58.174827] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:58.231756] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:58.232376] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:58.232452] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:58.232485] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:58.358421] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:58.358604] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:58.358649] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:58.358679] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:58.362415] [DEBUG] [FORECASTER] DVN: Forecast T+1@11:T+2@11: DOWN (p=37.16%)
[2025-12-08T20:20:58.362780] [INFO ] [FORECASTER] Completed predict_future for DVN
[2025-12-08T20:20:58.362950] [INFO ] [sig       ] DVN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:20:58.518143] [INFO ] [LOCAL     ] Saved forecast: DVN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/DVN.txt
[2025-12-08T20:20:58.518310] [INFO ] [sig       ] [1031/3624] Completed DVN in 0.4s | 2.91 sym/s | Total: 5.9m | ETA: 14.8m
[2025-12-08T20:20:58.518358] [INFO ] [sig       ] [1032/3624] Forecasting DVY...
[2025-12-08T20:20:58.518390] [INFO ] [sig       ] Generating forecast for: DVY
[2025-12-08T20:20:58.518421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DVY' from 'https://tdm.silogroup.org/data/derivative_storage/DVY.csv'.
[2025-12-08T20:20:58.531306] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DVY'.
[2025-12-08T20:20:58.531723] [INFO ] [FORECASTER] Starting predict_future for DVY
[2025-12-08T20:20:58.532605] [DEBUG] [LOCAL     ] No optimal features file found for DVY: ./output/feature-sets/DVY.txt
[2025-12-08T20:20:58.532671] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:58.532707] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:58.532735] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:58.532792] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:58.595415] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:58.596306] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:58.596406] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:58.596444] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:58.725167] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:58.725318] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:58.725357] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:58.725386] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:58.728681] [DEBUG] [FORECASTER] DVY: Forecast T+1@11:T+2@11: UP (p=60.18%)
[2025-12-08T20:20:58.728939] [INFO ] [FORECASTER] Completed predict_future for DVY
[2025-12-08T20:20:58.729060] [INFO ] [sig       ] DVY: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:20:58.870049] [INFO ] [LOCAL     ] Saved forecast: DVY	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/DVY.txt
[2025-12-08T20:20:58.870176] [INFO ] [sig       ] [1032/3624] Completed DVY in 0.4s | 2.91 sym/s | Total: 5.9m | ETA: 14.8m
[2025-12-08T20:20:58.870222] [INFO ] [sig       ] [1033/3624] Forecasting DWAS...
[2025-12-08T20:20:58.870252] [INFO ] [sig       ] Generating forecast for: DWAS
[2025-12-08T20:20:58.870286] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DWAS' from 'https://tdm.silogroup.org/data/derivative_storage/DWAS.csv'.
[2025-12-08T20:20:58.882195] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DWAS'.
[2025-12-08T20:20:58.882585] [INFO ] [FORECASTER] Starting predict_future for DWAS
[2025-12-08T20:20:58.883384] [DEBUG] [LOCAL     ] No optimal features file found for DWAS: ./output/feature-sets/DWAS.txt
[2025-12-08T20:20:58.883434] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:58.883492] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:58.883519] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:58.883591] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:58.940625] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:58.941660] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:58.941740] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:58.941771] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:59.064018] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:59.064176] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:59.064214] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:59.064241] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:59.067602] [DEBUG] [FORECASTER] DWAS: Forecast T+1@11:T+2@11: UP (p=66.71%)
[2025-12-08T20:20:59.067890] [INFO ] [FORECASTER] Completed predict_future for DWAS
[2025-12-08T20:20:59.068011] [INFO ] [sig       ] DWAS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:20:59.209020] [INFO ] [LOCAL     ] Saved forecast: DWAS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/DWAS.txt
[2025-12-08T20:20:59.209169] [INFO ] [sig       ] [1033/3624] Completed DWAS in 0.3s | 2.91 sym/s | Total: 5.9m | ETA: 14.8m
[2025-12-08T20:20:59.209207] [INFO ] [sig       ] [1034/3624] Forecasting DWSH...
[2025-12-08T20:20:59.209236] [INFO ] [sig       ] Generating forecast for: DWSH
[2025-12-08T20:20:59.209266] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DWSH' from 'https://tdm.silogroup.org/data/derivative_storage/DWSH.csv'.
[2025-12-08T20:20:59.221416] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DWSH'.
[2025-12-08T20:20:59.221816] [INFO ] [FORECASTER] Starting predict_future for DWSH
[2025-12-08T20:20:59.222607] [DEBUG] [LOCAL     ] No optimal features file found for DWSH: ./output/feature-sets/DWSH.txt
[2025-12-08T20:20:59.222657] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:59.222687] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:59.222713] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:59.222768] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:59.278566] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:59.279402] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:59.279478] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:59.279509] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:59.382338] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:59.382495] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:59.382537] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:59.382585] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:59.385936] [DEBUG] [FORECASTER] DWSH: Forecast T+1@11:T+2@11: UP (p=90.47%)
[2025-12-08T20:20:59.386203] [INFO ] [FORECASTER] Completed predict_future for DWSH
[2025-12-08T20:20:59.386324] [INFO ] [sig       ] DWSH: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:20:59.524862] [INFO ] [LOCAL     ] Saved forecast: DWSH	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/DWSH.txt
[2025-12-08T20:20:59.525010] [INFO ] [sig       ] [1034/3624] Completed DWSH in 0.3s | 2.91 sym/s | Total: 5.9m | ETA: 14.8m
[2025-12-08T20:20:59.525051] [INFO ] [sig       ] [1035/3624] Forecasting DX...
[2025-12-08T20:20:59.525083] [INFO ] [sig       ] Generating forecast for: DX
[2025-12-08T20:20:59.525114] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DX' from 'https://tdm.silogroup.org/data/derivative_storage/DX.csv'.
[2025-12-08T20:20:59.538043] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DX'.
[2025-12-08T20:20:59.538392] [INFO ] [FORECASTER] Starting predict_future for DX
[2025-12-08T20:20:59.539178] [DEBUG] [LOCAL     ] No optimal features file found for DX: ./output/feature-sets/DX.txt
[2025-12-08T20:20:59.539230] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:59.539263] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:59.539290] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:59.539347] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:59.598930] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:59.599546] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:59.599639] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:59.599674] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:20:59.723053] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:20:59.723212] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:20:59.723250] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:20:59.723278] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:20:59.726636] [DEBUG] [FORECASTER] DX: Forecast T+1@11:T+2@11: DOWN (p=35.49%)
[2025-12-08T20:20:59.726946] [INFO ] [FORECASTER] Completed predict_future for DX
[2025-12-08T20:20:59.727072] [INFO ] [sig       ] DX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:20:59.865646] [INFO ] [LOCAL     ] Saved forecast: DX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/DX.txt
[2025-12-08T20:20:59.865772] [INFO ] [sig       ] [1035/3624] Completed DX in 0.3s | 2.91 sym/s | Total: 5.9m | ETA: 14.8m
[2025-12-08T20:20:59.865815] [INFO ] [sig       ] [1036/3624] Forecasting DXC...
[2025-12-08T20:20:59.865844] [INFO ] [sig       ] Generating forecast for: DXC
[2025-12-08T20:20:59.865874] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DXC' from 'https://tdm.silogroup.org/data/derivative_storage/DXC.csv'.
[2025-12-08T20:20:59.877950] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DXC'.
[2025-12-08T20:20:59.878280] [INFO ] [FORECASTER] Starting predict_future for DXC
[2025-12-08T20:20:59.879077] [DEBUG] [LOCAL     ] No optimal features file found for DXC: ./output/feature-sets/DXC.txt
[2025-12-08T20:20:59.879126] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:20:59.879156] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:20:59.879182] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:20:59.879237] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:20:59.934725] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:20:59.935317] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:20:59.935389] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:20:59.935421] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:00.073143] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:00.073315] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:00.073364] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:00.073439] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:00.079400] [DEBUG] [FORECASTER] DXC: Forecast T+1@11:T+2@11: UP (p=67.40%)
[2025-12-08T20:21:00.079885] [INFO ] [FORECASTER] Completed predict_future for DXC
[2025-12-08T20:21:00.080247] [INFO ] [sig       ] DXC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:21:00.245703] [INFO ] [LOCAL     ] Saved forecast: DXC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/DXC.txt
[2025-12-08T20:21:00.245827] [INFO ] [sig       ] [1036/3624] Completed DXC in 0.4s | 2.91 sym/s | Total: 5.9m | ETA: 14.8m
[2025-12-08T20:21:00.245866] [INFO ] [sig       ] [1037/3624] Forecasting DXCM...
[2025-12-08T20:21:00.245895] [INFO ] [sig       ] Generating forecast for: DXCM
[2025-12-08T20:21:00.245924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DXCM' from 'https://tdm.silogroup.org/data/derivative_storage/DXCM.csv'.
[2025-12-08T20:21:00.258096] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DXCM'.
[2025-12-08T20:21:00.258473] [INFO ] [FORECASTER] Starting predict_future for DXCM
[2025-12-08T20:21:00.259252] [DEBUG] [LOCAL     ] No optimal features file found for DXCM: ./output/feature-sets/DXCM.txt
[2025-12-08T20:21:00.259302] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:00.259334] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:00.259359] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:00.259414] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:00.316395] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:00.317226] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:00.317304] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:00.317337] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:00.442414] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:00.442584] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:00.442625] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:00.442653] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:00.446108] [DEBUG] [FORECASTER] DXCM: Forecast T+1@11:T+2@11: UP (p=92.54%)
[2025-12-08T20:21:00.446374] [INFO ] [FORECASTER] Completed predict_future for DXCM
[2025-12-08T20:21:00.446509] [INFO ] [sig       ] DXCM: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:21:00.586830] [INFO ] [LOCAL     ] Saved forecast: DXCM	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/DXCM.txt
[2025-12-08T20:21:00.586956] [INFO ] [sig       ] [1037/3624] Completed DXCM in 0.3s | 2.91 sym/s | Total: 5.9m | ETA: 14.8m
[2025-12-08T20:21:00.586995] [INFO ] [sig       ] [1038/3624] Forecasting DXPE...
[2025-12-08T20:21:00.587023] [INFO ] [sig       ] Generating forecast for: DXPE
[2025-12-08T20:21:00.587052] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DXPE' from 'https://tdm.silogroup.org/data/derivative_storage/DXPE.csv'.
[2025-12-08T20:21:00.599540] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DXPE'.
[2025-12-08T20:21:00.599886] [INFO ] [FORECASTER] Starting predict_future for DXPE
[2025-12-08T20:21:00.600652] [DEBUG] [LOCAL     ] No optimal features file found for DXPE: ./output/feature-sets/DXPE.txt
[2025-12-08T20:21:00.600701] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:00.600732] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:00.600757] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:00.600813] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:00.658832] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:00.659611] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:00.659687] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:00.659719] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:00.786473] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:00.786664] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:00.786724] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:00.786766] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:00.791591] [DEBUG] [FORECASTER] DXPE: Forecast T+1@11:T+2@11: DOWN (p=8.32%)
[2025-12-08T20:21:00.791945] [INFO ] [FORECASTER] Completed predict_future for DXPE
[2025-12-08T20:21:00.792293] [INFO ] [sig       ] DXPE: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:21:00.938942] [INFO ] [LOCAL     ] Saved forecast: DXPE	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/DXPE.txt
[2025-12-08T20:21:00.939067] [INFO ] [sig       ] [1038/3624] Completed DXPE in 0.4s | 2.91 sym/s | Total: 5.9m | ETA: 14.8m
[2025-12-08T20:21:00.939106] [INFO ] [sig       ] [1039/3624] Forecasting DY...
[2025-12-08T20:21:00.939135] [INFO ] [sig       ] Generating forecast for: DY
[2025-12-08T20:21:00.939165] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DY' from 'https://tdm.silogroup.org/data/derivative_storage/DY.csv'.
[2025-12-08T20:21:00.952489] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DY'.
[2025-12-08T20:21:00.952834] [INFO ] [FORECASTER] Starting predict_future for DY
[2025-12-08T20:21:00.953598] [DEBUG] [LOCAL     ] No optimal features file found for DY: ./output/feature-sets/DY.txt
[2025-12-08T20:21:00.953647] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:00.953678] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:00.953705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:00.953760] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:01.010512] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:01.011122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:01.011197] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:01.011227] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:01.130204] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:01.130353] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:01.130405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:01.130433] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:01.133784] [DEBUG] [FORECASTER] DY: Forecast T+1@11:T+2@11: UP (p=93.09%)
[2025-12-08T20:21:01.134052] [INFO ] [FORECASTER] Completed predict_future for DY
[2025-12-08T20:21:01.134172] [INFO ] [sig       ] DY: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:21:01.289693] [INFO ] [LOCAL     ] Saved forecast: DY	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/DY.txt
[2025-12-08T20:21:01.289822] [INFO ] [sig       ] [1039/3624] Completed DY in 0.4s | 2.91 sym/s | Total: 5.9m | ETA: 14.8m
[2025-12-08T20:21:01.289861] [INFO ] [sig       ] [1040/3624] Forecasting DYN...
[2025-12-08T20:21:01.289889] [INFO ] [sig       ] Generating forecast for: DYN
[2025-12-08T20:21:01.289917] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DYN' from 'https://tdm.silogroup.org/data/derivative_storage/DYN.csv'.
[2025-12-08T20:21:01.309226] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DYN'.
[2025-12-08T20:21:01.309565] [INFO ] [FORECASTER] Starting predict_future for DYN
[2025-12-08T20:21:01.310367] [DEBUG] [LOCAL     ] No optimal features file found for DYN: ./output/feature-sets/DYN.txt
[2025-12-08T20:21:01.310416] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:01.310447] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:01.310474] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:01.310529] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:01.365472] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:01.366072] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:01.366145] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:01.366175] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:01.485139] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:01.485293] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:01.485330] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:01.485358] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:01.488666] [DEBUG] [FORECASTER] DYN: Forecast T+1@11:T+2@11: DOWN (p=7.93%)
[2025-12-08T20:21:01.488929] [INFO ] [FORECASTER] Completed predict_future for DYN
[2025-12-08T20:21:01.489049] [INFO ] [sig       ] DYN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:21:01.626027] [INFO ] [LOCAL     ] Saved forecast: DYN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/DYN.txt
[2025-12-08T20:21:01.626156] [INFO ] [sig       ] [1040/3624] Completed DYN in 0.3s | 2.91 sym/s | Total: 6.0m | ETA: 14.8m
[2025-12-08T20:21:01.626194] [INFO ] [sig       ] [1041/3624] Forecasting E...
[2025-12-08T20:21:01.626222] [INFO ] [sig       ] Generating forecast for: E
[2025-12-08T20:21:01.626251] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'E' from 'https://tdm.silogroup.org/data/derivative_storage/E.csv'.
[2025-12-08T20:21:01.638217] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'E'.
[2025-12-08T20:21:01.638616] [INFO ] [FORECASTER] Starting predict_future for E
[2025-12-08T20:21:01.639383] [DEBUG] [LOCAL     ] No optimal features file found for E: ./output/feature-sets/E.txt
[2025-12-08T20:21:01.639432] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:01.639463] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:01.639489] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:01.639544] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:01.695367] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:01.696017] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:01.696106] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:01.696138] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:01.821485] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:01.821703] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:01.821759] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:01.821801] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:01.826607] [DEBUG] [FORECASTER] E: Forecast T+1@11:T+2@11: UP (p=90.25%)
[2025-12-08T20:21:01.827014] [INFO ] [FORECASTER] Completed predict_future for E
[2025-12-08T20:21:01.827188] [INFO ] [sig       ] E: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:21:01.974218] [INFO ] [LOCAL     ] Saved forecast: E	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/E.txt
[2025-12-08T20:21:01.974359] [INFO ] [sig       ] [1041/3624] Completed E in 0.3s | 2.91 sym/s | Total: 6.0m | ETA: 14.8m
[2025-12-08T20:21:01.974398] [INFO ] [sig       ] [1042/3624] Forecasting EA...
[2025-12-08T20:21:01.974427] [INFO ] [sig       ] Generating forecast for: EA
[2025-12-08T20:21:01.974457] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EA' from 'https://tdm.silogroup.org/data/derivative_storage/EA.csv'.
[2025-12-08T20:21:01.990087] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EA'.
[2025-12-08T20:21:01.990467] [INFO ] [FORECASTER] Starting predict_future for EA
[2025-12-08T20:21:01.991307] [DEBUG] [LOCAL     ] No optimal features file found for EA: ./output/feature-sets/EA.txt
[2025-12-08T20:21:01.991358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:01.991389] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:01.991415] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:01.991470] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:02.053600] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:02.054677] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:02.054785] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:02.054820] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:02.180228] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:02.180401] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:02.181260] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:02.181295] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:02.184563] [DEBUG] [FORECASTER] EA: Forecast T+1@11:T+2@11: UP (p=78.61%)
[2025-12-08T20:21:02.184851] [INFO ] [FORECASTER] Completed predict_future for EA
[2025-12-08T20:21:02.184967] [INFO ] [sig       ] EA: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:21:02.334920] [INFO ] [LOCAL     ] Saved forecast: EA	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/EA.txt
[2025-12-08T20:21:02.335075] [INFO ] [sig       ] [1042/3624] Completed EA in 0.4s | 2.91 sym/s | Total: 6.0m | ETA: 14.8m
[2025-12-08T20:21:02.335114] [INFO ] [sig       ] [1043/3624] Forecasting EAF...
[2025-12-08T20:21:02.335143] [INFO ] [sig       ] Generating forecast for: EAF
[2025-12-08T20:21:02.335171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EAF' from 'https://tdm.silogroup.org/data/derivative_storage/EAF.csv'.
[2025-12-08T20:21:02.352969] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EAF'.
[2025-12-08T20:21:02.353370] [INFO ] [FORECASTER] Starting predict_future for EAF
[2025-12-08T20:21:02.354180] [DEBUG] [LOCAL     ] No optimal features file found for EAF: ./output/feature-sets/EAF.txt
[2025-12-08T20:21:02.354230] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:02.354260] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:02.354299] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:02.354355] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:02.410070] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:02.410930] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:02.411011] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:02.411079] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:02.530666] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:02.530828] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:02.530866] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:02.530895] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:02.534181] [DEBUG] [FORECASTER] EAF: Forecast T+1@11:T+2@11: DOWN (p=7.95%)
[2025-12-08T20:21:02.534454] [INFO ] [FORECASTER] Completed predict_future for EAF
[2025-12-08T20:21:02.534593] [INFO ] [sig       ] EAF: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:21:02.673525] [INFO ] [LOCAL     ] Saved forecast: EAF	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/EAF.txt
[2025-12-08T20:21:02.673698] [INFO ] [sig       ] [1043/3624] Completed EAF in 0.3s | 2.91 sym/s | Total: 6.0m | ETA: 14.8m
[2025-12-08T20:21:02.673737] [INFO ] [sig       ] [1044/3624] Forecasting EAI...
[2025-12-08T20:21:02.673766] [INFO ] [sig       ] Generating forecast for: EAI
[2025-12-08T20:21:02.673796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EAI' from 'https://tdm.silogroup.org/data/derivative_storage/EAI.csv'.
[2025-12-08T20:21:02.686077] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EAI'.
[2025-12-08T20:21:02.686465] [INFO ] [FORECASTER] Starting predict_future for EAI
[2025-12-08T20:21:02.687404] [DEBUG] [LOCAL     ] No optimal features file found for EAI: ./output/feature-sets/EAI.txt
[2025-12-08T20:21:02.687466] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:02.687498] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:02.687524] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:02.687612] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:02.751088] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:02.751945] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:02.752029] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:02.752060] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:02.870657] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:02.870819] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:02.870858] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:02.870887] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:02.874234] [DEBUG] [FORECASTER] EAI: Forecast T+1@11:T+2@11: UP (p=85.93%)
[2025-12-08T20:21:02.874516] [INFO ] [FORECASTER] Completed predict_future for EAI
[2025-12-08T20:21:02.874660] [INFO ] [sig       ] EAI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:21:03.017399] [INFO ] [LOCAL     ] Saved forecast: EAI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/EAI.txt
[2025-12-08T20:21:03.017560] [INFO ] [sig       ] [1044/3624] Completed EAI in 0.3s | 2.91 sym/s | Total: 6.0m | ETA: 14.8m
[2025-12-08T20:21:03.017621] [INFO ] [sig       ] [1045/3624] Forecasting EARN...
[2025-12-08T20:21:03.017651] [INFO ] [sig       ] Generating forecast for: EARN
[2025-12-08T20:21:03.017681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EARN' from 'https://tdm.silogroup.org/data/derivative_storage/EARN.csv'.
[2025-12-08T20:21:03.030527] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EARN'.
[2025-12-08T20:21:03.030911] [INFO ] [FORECASTER] Starting predict_future for EARN
[2025-12-08T20:21:03.031758] [DEBUG] [LOCAL     ] No optimal features file found for EARN: ./output/feature-sets/EARN.txt
[2025-12-08T20:21:03.031808] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:03.031840] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:03.031867] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:03.031923] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:03.093181] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:03.093966] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:03.094045] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:03.094078] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:03.218534] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:03.218699] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:03.218738] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:03.218766] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:03.222035] [DEBUG] [FORECASTER] EARN: Forecast T+1@11:T+2@11: DOWN (p=40.33%)
[2025-12-08T20:21:03.222295] [INFO ] [FORECASTER] Completed predict_future for EARN
[2025-12-08T20:21:03.222412] [INFO ] [sig       ] EARN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:21:03.361398] [INFO ] [LOCAL     ] Saved forecast: EARN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/EARN.txt
[2025-12-08T20:21:03.361545] [INFO ] [sig       ] [1045/3624] Completed EARN in 0.3s | 2.91 sym/s | Total: 6.0m | ETA: 14.8m
[2025-12-08T20:21:03.361602] [INFO ] [sig       ] [1046/3624] Forecasting EB...
[2025-12-08T20:21:03.361632] [INFO ] [sig       ] Generating forecast for: EB
[2025-12-08T20:21:03.361669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EB' from 'https://tdm.silogroup.org/data/derivative_storage/EB.csv'.
[2025-12-08T20:21:03.373727] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EB'.
[2025-12-08T20:21:03.374107] [INFO ] [FORECASTER] Starting predict_future for EB
[2025-12-08T20:21:03.374892] [DEBUG] [LOCAL     ] No optimal features file found for EB: ./output/feature-sets/EB.txt
[2025-12-08T20:21:03.374940] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:03.374971] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:03.374998] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:03.375057] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:03.429939] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:03.430677] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:03.430752] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:03.430783] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:03.551800] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:03.551949] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:03.551988] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:03.552015] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:03.555254] [DEBUG] [FORECASTER] EB: Forecast T+1@11:T+2@11: UP (p=71.97%)
[2025-12-08T20:21:03.555512] [INFO ] [FORECASTER] Completed predict_future for EB
[2025-12-08T20:21:03.555646] [INFO ] [sig       ] EB: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:21:03.691457] [INFO ] [LOCAL     ] Saved forecast: EB	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/EB.txt
[2025-12-08T20:21:03.691642] [INFO ] [sig       ] [1046/3624] Completed EB in 0.3s | 2.91 sym/s | Total: 6.0m | ETA: 14.8m
[2025-12-08T20:21:03.691684] [INFO ] [sig       ] [1047/3624] Forecasting EBAY...
[2025-12-08T20:21:03.691713] [INFO ] [sig       ] Generating forecast for: EBAY
[2025-12-08T20:21:03.691742] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBAY' from 'https://tdm.silogroup.org/data/derivative_storage/EBAY.csv'.
[2025-12-08T20:21:03.703614] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBAY'.
[2025-12-08T20:21:03.704002] [INFO ] [FORECASTER] Starting predict_future for EBAY
[2025-12-08T20:21:03.704816] [DEBUG] [LOCAL     ] No optimal features file found for EBAY: ./output/feature-sets/EBAY.txt
[2025-12-08T20:21:03.704867] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:03.704898] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:03.704924] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:03.704977] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:03.760481] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:03.761341] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:03.761420] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:03.761452] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:03.880374] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:03.880536] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:03.880594] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:03.880626] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:03.883996] [DEBUG] [FORECASTER] EBAY: Forecast T+1@11:T+2@11: UP (p=99.16%)
[2025-12-08T20:21:03.884287] [INFO ] [FORECASTER] Completed predict_future for EBAY
[2025-12-08T20:21:03.884413] [INFO ] [sig       ] EBAY: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:21:04.066144] [INFO ] [LOCAL     ] Saved forecast: EBAY	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/EBAY.txt
[2025-12-08T20:21:04.066296] [INFO ] [sig       ] [1047/3624] Completed EBAY in 0.4s | 2.91 sym/s | Total: 6.0m | ETA: 14.8m
[2025-12-08T20:21:04.066335] [INFO ] [sig       ] [1048/3624] Forecasting EBC...
[2025-12-08T20:21:04.066363] [INFO ] [sig       ] Generating forecast for: EBC
[2025-12-08T20:21:04.066393] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBC' from 'https://tdm.silogroup.org/data/derivative_storage/EBC.csv'.
[2025-12-08T20:21:04.082073] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBC'.
[2025-12-08T20:21:04.082595] [INFO ] [FORECASTER] Starting predict_future for EBC
[2025-12-08T20:21:04.083710] [DEBUG] [LOCAL     ] No optimal features file found for EBC: ./output/feature-sets/EBC.txt
[2025-12-08T20:21:04.083777] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:04.083822] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:04.083858] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:04.083943] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:04.152373] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:04.153280] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:04.153371] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:04.153405] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:04.278838] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:04.278990] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:04.279030] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:04.279059] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:04.282527] [DEBUG] [FORECASTER] EBC: Forecast T+1@11:T+2@11: UP (p=94.83%)
[2025-12-08T20:21:04.282879] [INFO ] [FORECASTER] Completed predict_future for EBC
[2025-12-08T20:21:04.283010] [INFO ] [sig       ] EBC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:21:04.426752] [INFO ] [LOCAL     ] Saved forecast: EBC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/EBC.txt
[2025-12-08T20:21:04.426912] [INFO ] [sig       ] [1048/3624] Completed EBC in 0.4s | 2.91 sym/s | Total: 6.0m | ETA: 14.7m
[2025-12-08T20:21:04.426951] [INFO ] [sig       ] [1049/3624] Forecasting EBF...
[2025-12-08T20:21:04.426981] [INFO ] [sig       ] Generating forecast for: EBF
[2025-12-08T20:21:04.427010] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBF' from 'https://tdm.silogroup.org/data/derivative_storage/EBF.csv'.
[2025-12-08T20:21:04.441538] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBF'.
[2025-12-08T20:21:04.441983] [INFO ] [FORECASTER] Starting predict_future for EBF
[2025-12-08T20:21:04.442855] [DEBUG] [LOCAL     ] No optimal features file found for EBF: ./output/feature-sets/EBF.txt
[2025-12-08T20:21:04.442906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:04.442937] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:04.442963] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:04.443019] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:04.499802] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:04.500650] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:04.500730] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:04.500764] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:04.620514] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:04.620704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:04.620744] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:04.620773] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:04.624254] [DEBUG] [FORECASTER] EBF: Forecast T+1@11:T+2@11: UP (p=96.32%)
[2025-12-08T20:21:04.624524] [INFO ] [FORECASTER] Completed predict_future for EBF
[2025-12-08T20:21:04.624666] [INFO ] [sig       ] EBF: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:21:04.764009] [INFO ] [LOCAL     ] Saved forecast: EBF	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/EBF.txt
[2025-12-08T20:21:04.764168] [INFO ] [sig       ] [1049/3624] Completed EBF in 0.3s | 2.91 sym/s | Total: 6.0m | ETA: 14.7m
[2025-12-08T20:21:04.764209] [INFO ] [sig       ] [1050/3624] Forecasting EBON...
[2025-12-08T20:21:04.764237] [INFO ] [sig       ] Generating forecast for: EBON
[2025-12-08T20:21:04.764266] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBON' from 'https://tdm.silogroup.org/data/derivative_storage/EBON.csv'.
[2025-12-08T20:21:04.776159] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBON'.
[2025-12-08T20:21:04.776552] [INFO ] [FORECASTER] Starting predict_future for EBON
[2025-12-08T20:21:04.777408] [DEBUG] [LOCAL     ] No optimal features file found for EBON: ./output/feature-sets/EBON.txt
[2025-12-08T20:21:04.777460] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:04.777542] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:04.777607] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:04.777690] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:04.832824] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:04.833677] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:04.833756] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:04.833787] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:04.932720] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:04.932877] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:04.932917] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:04.932944] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:04.936367] [DEBUG] [FORECASTER] EBON: Forecast T+1@11:T+2@11: DOWN (p=15.67%)
[2025-12-08T20:21:04.936697] [INFO ] [FORECASTER] Completed predict_future for EBON
[2025-12-08T20:21:04.936833] [INFO ] [sig       ] EBON: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:21:05.090812] [INFO ] [LOCAL     ] Saved forecast: EBON	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/EBON.txt
[2025-12-08T20:21:05.090972] [INFO ] [sig       ] [1050/3624] Completed EBON in 0.3s | 2.91 sym/s | Total: 6.0m | ETA: 14.7m
[2025-12-08T20:21:05.091015] [INFO ] [sig       ] [1051/3624] Forecasting EBS...
[2025-12-08T20:21:05.091045] [INFO ] [sig       ] Generating forecast for: EBS
[2025-12-08T20:21:05.091074] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBS' from 'https://tdm.silogroup.org/data/derivative_storage/EBS.csv'.
[2025-12-08T20:21:05.113497] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBS'.
[2025-12-08T20:21:05.113932] [INFO ] [FORECASTER] Starting predict_future for EBS
[2025-12-08T20:21:05.114901] [DEBUG] [LOCAL     ] No optimal features file found for EBS: ./output/feature-sets/EBS.txt
[2025-12-08T20:21:05.114960] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:05.115002] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:05.115032] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:05.115090] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:05.178104] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:05.179030] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:05.179129] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:05.179165] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:05.305867] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:05.306020] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:05.306059] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:05.306089] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:05.309530] [DEBUG] [FORECASTER] EBS: Forecast T+1@11:T+2@11: DOWN (p=8.95%)
[2025-12-08T20:21:05.309878] [INFO ] [FORECASTER] Completed predict_future for EBS
[2025-12-08T20:21:05.310016] [INFO ] [sig       ] EBS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:21:05.473004] [INFO ] [LOCAL     ] Saved forecast: EBS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/EBS.txt
[2025-12-08T20:21:05.473196] [INFO ] [sig       ] [1051/3624] Completed EBS in 0.4s | 2.91 sym/s | Total: 6.0m | ETA: 14.7m
[2025-12-08T20:21:05.473248] [INFO ] [sig       ] [1052/3624] Forecasting EC...
[2025-12-08T20:21:05.473288] [INFO ] [sig       ] Generating forecast for: EC
[2025-12-08T20:21:05.473329] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EC' from 'https://tdm.silogroup.org/data/derivative_storage/EC.csv'.
[2025-12-08T20:21:05.487187] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EC'.
[2025-12-08T20:21:05.487635] [INFO ] [FORECASTER] Starting predict_future for EC
[2025-12-08T20:21:05.488447] [DEBUG] [LOCAL     ] No optimal features file found for EC: ./output/feature-sets/EC.txt
[2025-12-08T20:21:05.488499] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:05.488532] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:05.488558] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:05.488644] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:05.547065] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:05.547961] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:05.548050] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:05.548082] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:05.668501] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:05.668688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:05.668727] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:05.668754] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:05.672108] [DEBUG] [FORECASTER] EC: Forecast T+1@11:T+2@11: UP (p=80.34%)
[2025-12-08T20:21:05.672413] [INFO ] [FORECASTER] Completed predict_future for EC
[2025-12-08T20:21:05.672544] [INFO ] [sig       ] EC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:21:05.815448] [INFO ] [LOCAL     ] Saved forecast: EC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/EC.txt
[2025-12-08T20:21:05.815616] [INFO ] [sig       ] [1052/3624] Completed EC in 0.3s | 2.91 sym/s | Total: 6.0m | ETA: 14.7m
[2025-12-08T20:21:05.815658] [INFO ] [sig       ] [1053/3624] Forecasting ECC...
[2025-12-08T20:21:05.815687] [INFO ] [sig       ] Generating forecast for: ECC
[2025-12-08T20:21:05.815717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECC' from 'https://tdm.silogroup.org/data/derivative_storage/ECC.csv'.
[2025-12-08T20:21:05.828857] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ECC'.
[2025-12-08T20:21:05.829225] [INFO ] [FORECASTER] Starting predict_future for ECC
[2025-12-08T20:21:05.830007] [DEBUG] [LOCAL     ] No optimal features file found for ECC: ./output/feature-sets/ECC.txt
[2025-12-08T20:21:05.830057] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:05.830087] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:05.830112] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:05.830166] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:05.893622] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:05.894455] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:05.894538] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:05.894570] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:06.013205] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:06.013383] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:06.013436] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:06.013474] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:06.018220] [DEBUG] [FORECASTER] ECC: Forecast T+1@11:T+2@11: UP (p=98.35%)
[2025-12-08T20:21:06.018622] [INFO ] [FORECASTER] Completed predict_future for ECC
[2025-12-08T20:21:06.018787] [INFO ] [sig       ] ECC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:21:06.169278] [INFO ] [LOCAL     ] Saved forecast: ECC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ECC.txt
[2025-12-08T20:21:06.169426] [INFO ] [sig       ] [1053/3624] Completed ECC in 0.4s | 2.91 sym/s | Total: 6.0m | ETA: 14.7m
[2025-12-08T20:21:06.169466] [INFO ] [sig       ] [1054/3624] Forecasting ECL...
[2025-12-08T20:21:06.169494] [INFO ] [sig       ] Generating forecast for: ECL
[2025-12-08T20:21:06.169522] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECL' from 'https://tdm.silogroup.org/data/derivative_storage/ECL.csv'.
[2025-12-08T20:21:06.181964] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ECL'.
[2025-12-08T20:21:06.182346] [INFO ] [FORECASTER] Starting predict_future for ECL
[2025-12-08T20:21:06.183148] [DEBUG] [LOCAL     ] No optimal features file found for ECL: ./output/feature-sets/ECL.txt
[2025-12-08T20:21:06.183198] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:06.183229] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:06.183254] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:06.183309] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:06.239172] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:06.240073] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:06.240150] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:06.240182] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:06.360038] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:06.360207] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:06.360246] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:06.360273] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:06.363677] [DEBUG] [FORECASTER] ECL: Forecast T+1@11:T+2@11: UP (p=79.42%)
[2025-12-08T20:21:06.363969] [INFO ] [FORECASTER] Completed predict_future for ECL
[2025-12-08T20:21:06.364094] [INFO ] [sig       ] ECL: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:21:06.502115] [INFO ] [LOCAL     ] Saved forecast: ECL	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ECL.txt
[2025-12-08T20:21:06.502262] [INFO ] [sig       ] [1054/3624] Completed ECL in 0.3s | 2.91 sym/s | Total: 6.0m | ETA: 14.7m
[2025-12-08T20:21:06.502300] [INFO ] [sig       ] [1055/3624] Forecasting ECPG...
[2025-12-08T20:21:06.502331] [INFO ] [sig       ] Generating forecast for: ECPG
[2025-12-08T20:21:06.502358] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECPG' from 'https://tdm.silogroup.org/data/derivative_storage/ECPG.csv'.
[2025-12-08T20:21:06.519013] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ECPG'.
[2025-12-08T20:21:06.519377] [INFO ] [FORECASTER] Starting predict_future for ECPG
[2025-12-08T20:21:06.520163] [DEBUG] [LOCAL     ] No optimal features file found for ECPG: ./output/feature-sets/ECPG.txt
[2025-12-08T20:21:06.520213] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:06.520243] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:06.520269] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:06.520323] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:06.576415] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:06.577259] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:06.577336] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:06.577367] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:06.691538] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:06.691709] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:06.691747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:06.691776] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:06.695050] [DEBUG] [FORECASTER] ECPG: Forecast T+1@11:T+2@11: DOWN (p=11.03%)
[2025-12-08T20:21:06.695321] [INFO ] [FORECASTER] Completed predict_future for ECPG
[2025-12-08T20:21:06.695442] [INFO ] [sig       ] ECPG: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:21:06.834222] [INFO ] [LOCAL     ] Saved forecast: ECPG	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ECPG.txt
[2025-12-08T20:21:06.834372] [INFO ] [sig       ] [1055/3624] Completed ECPG in 0.3s | 2.91 sym/s | Total: 6.0m | ETA: 14.7m
[2025-12-08T20:21:06.834411] [INFO ] [sig       ] [1056/3624] Forecasting ECX...
[2025-12-08T20:21:06.834438] [INFO ] [sig       ] Generating forecast for: ECX
[2025-12-08T20:21:06.834468] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECX' from 'https://tdm.silogroup.org/data/derivative_storage/ECX.csv'.
[2025-12-08T20:21:06.847438] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ECX'.
[2025-12-08T20:21:06.847851] [INFO ] [FORECASTER] Starting predict_future for ECX
[2025-12-08T20:21:06.848624] [DEBUG] [LOCAL     ] No optimal features file found for ECX: ./output/feature-sets/ECX.txt
[2025-12-08T20:21:06.848673] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:06.848733] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:06.848761] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:06.848814] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:06.904218] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:06.905052] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:06.905129] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:06.905162] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:07.026904] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:07.027067] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:07.027104] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:07.027131] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:07.030458] [DEBUG] [FORECASTER] ECX: Forecast T+1@11:T+2@11: UP (p=96.31%)
[2025-12-08T20:21:07.030759] [INFO ] [FORECASTER] Completed predict_future for ECX
[2025-12-08T20:21:07.030882] [INFO ] [sig       ] ECX: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:21:07.172716] [INFO ] [LOCAL     ] Saved forecast: ECX	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ECX.txt
[2025-12-08T20:21:07.172861] [INFO ] [sig       ] [1056/3624] Completed ECX in 0.3s | 2.91 sym/s | Total: 6.0m | ETA: 14.7m
[2025-12-08T20:21:07.172901] [INFO ] [sig       ] [1057/3624] Forecasting ED...
[2025-12-08T20:21:07.172929] [INFO ] [sig       ] Generating forecast for: ED
[2025-12-08T20:21:07.172961] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ED' from 'https://tdm.silogroup.org/data/derivative_storage/ED.csv'.
[2025-12-08T20:21:07.186985] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ED'.
[2025-12-08T20:21:07.187347] [INFO ] [FORECASTER] Starting predict_future for ED
[2025-12-08T20:21:07.188145] [DEBUG] [LOCAL     ] No optimal features file found for ED: ./output/feature-sets/ED.txt
[2025-12-08T20:21:07.188195] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:07.188225] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:07.188251] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:07.188306] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:07.243491] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:07.244395] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:07.244473] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:07.244504] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:07.365778] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:07.365932] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:07.365969] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:07.365996] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:07.369307] [DEBUG] [FORECASTER] ED: Forecast T+1@11:T+2@11: DOWN (p=3.35%)
[2025-12-08T20:21:07.369565] [INFO ] [FORECASTER] Completed predict_future for ED
[2025-12-08T20:21:07.369698] [INFO ] [sig       ] ED: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:21:07.505780] [INFO ] [LOCAL     ] Saved forecast: ED	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ED.txt
[2025-12-08T20:21:07.505904] [INFO ] [sig       ] [1057/3624] Completed ED in 0.3s | 2.91 sym/s | Total: 6.1m | ETA: 14.7m
[2025-12-08T20:21:07.505942] [INFO ] [sig       ] [1058/3624] Forecasting EDAP...
[2025-12-08T20:21:07.505970] [INFO ] [sig       ] Generating forecast for: EDAP
[2025-12-08T20:21:07.505998] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDAP' from 'https://tdm.silogroup.org/data/derivative_storage/EDAP.csv'.
[2025-12-08T20:21:07.519548] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EDAP'.
[2025-12-08T20:21:07.519909] [INFO ] [FORECASTER] Starting predict_future for EDAP
[2025-12-08T20:21:07.520673] [DEBUG] [LOCAL     ] No optimal features file found for EDAP: ./output/feature-sets/EDAP.txt
[2025-12-08T20:21:07.520722] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:07.520752] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:07.520778] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:07.520832] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:07.576087] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:07.576691] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:07.576762] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:07.576794] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:07.688419] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:07.688543] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:07.688596] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:07.688627] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:07.691835] [DEBUG] [FORECASTER] EDAP: Forecast T+1@11:T+2@11: DOWN (p=23.26%)
[2025-12-08T20:21:07.692091] [INFO ] [FORECASTER] Completed predict_future for EDAP
[2025-12-08T20:21:07.692206] [INFO ] [sig       ] EDAP: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:21:07.836156] [INFO ] [LOCAL     ] Saved forecast: EDAP	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/EDAP.txt
[2025-12-08T20:21:07.836281] [INFO ] [sig       ] [1058/3624] Completed EDAP in 0.3s | 2.91 sym/s | Total: 6.1m | ETA: 14.7m
[2025-12-08T20:21:07.836319] [INFO ] [sig       ] [1059/3624] Forecasting EDBL...
[2025-12-08T20:21:07.836348] [INFO ] [sig       ] Generating forecast for: EDBL
[2025-12-08T20:21:07.836376] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDBL' from 'https://tdm.silogroup.org/data/derivative_storage/EDBL.csv'.
[2025-12-08T20:21:07.851078] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EDBL'.
[2025-12-08T20:21:07.851464] [INFO ] [FORECASTER] Starting predict_future for EDBL
[2025-12-08T20:21:07.852272] [DEBUG] [LOCAL     ] No optimal features file found for EDBL: ./output/feature-sets/EDBL.txt
[2025-12-08T20:21:07.852322] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:07.852352] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:07.852378] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:07.852433] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:07.908611] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:07.909440] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:07.909518] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:07.909549] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:08.031293] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:08.031445] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:08.031484] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:08.031541] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:08.034818] [DEBUG] [FORECASTER] EDBL: Forecast T+1@11:T+2@11: UP (p=55.37%)
[2025-12-08T20:21:08.035075] [INFO ] [FORECASTER] Completed predict_future for EDBL
[2025-12-08T20:21:08.035187] [INFO ] [sig       ] EDBL: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:21:08.172999] [INFO ] [LOCAL     ] Saved forecast: EDBL	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/EDBL.txt
[2025-12-08T20:21:08.173119] [INFO ] [sig       ] [1059/3624] Completed EDBL in 0.3s | 2.91 sym/s | Total: 6.1m | ETA: 14.7m
[2025-12-08T20:21:08.173160] [INFO ] [sig       ] [1060/3624] Forecasting EDD...
[2025-12-08T20:21:08.173207] [INFO ] [sig       ] Generating forecast for: EDD
[2025-12-08T20:21:08.173240] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDD' from 'https://tdm.silogroup.org/data/derivative_storage/EDD.csv'.
[2025-12-08T20:21:08.185457] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EDD'.
[2025-12-08T20:21:08.185799] [INFO ] [FORECASTER] Starting predict_future for EDD
[2025-12-08T20:21:08.186533] [DEBUG] [LOCAL     ] No optimal features file found for EDD: ./output/feature-sets/EDD.txt
[2025-12-08T20:21:08.186600] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:08.186633] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:08.186660] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:08.186713] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:08.241889] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:08.242447] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:08.242545] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:08.242593] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:08.363729] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:08.363866] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:08.363903] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:08.363930] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:08.367150] [DEBUG] [FORECASTER] EDD: Forecast T+1@11:T+2@11: DOWN (p=39.00%)
[2025-12-08T20:21:08.367442] [INFO ] [FORECASTER] Completed predict_future for EDD
[2025-12-08T20:21:08.367565] [INFO ] [sig       ] EDD: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:21:08.505489] [INFO ] [LOCAL     ] Saved forecast: EDD	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/EDD.txt
[2025-12-08T20:21:08.505645] [INFO ] [sig       ] [1060/3624] Completed EDD in 0.3s | 2.91 sym/s | Total: 6.1m | ETA: 14.7m
[2025-12-08T20:21:08.505688] [INFO ] [sig       ] [1061/3624] Forecasting EDF...
[2025-12-08T20:21:08.505717] [INFO ] [sig       ] Generating forecast for: EDF
[2025-12-08T20:21:08.505746] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDF' from 'https://tdm.silogroup.org/data/derivative_storage/EDF.csv'.
[2025-12-08T20:21:08.517254] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EDF'.
[2025-12-08T20:21:08.517659] [INFO ] [FORECASTER] Starting predict_future for EDF
[2025-12-08T20:21:08.518418] [DEBUG] [LOCAL     ] No optimal features file found for EDF: ./output/feature-sets/EDF.txt
[2025-12-08T20:21:08.518467] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:08.518498] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:08.518523] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:08.518595] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:08.576381] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:08.577199] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:08.577275] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:08.577306] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:08.700910] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:08.701084] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:08.701134] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:08.701165] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:08.704760] [DEBUG] [FORECASTER] EDF: Forecast T+1@11:T+2@11: UP (p=95.88%)
[2025-12-08T20:21:08.705058] [INFO ] [FORECASTER] Completed predict_future for EDF
[2025-12-08T20:21:08.705190] [INFO ] [sig       ] EDF: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:21:08.846148] [INFO ] [LOCAL     ] Saved forecast: EDF	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/EDF.txt
[2025-12-08T20:21:08.846297] [INFO ] [sig       ] [1061/3624] Completed EDF in 0.3s | 2.91 sym/s | Total: 6.1m | ETA: 14.7m
[2025-12-08T20:21:08.846336] [INFO ] [sig       ] [1062/3624] Forecasting EDN...
[2025-12-08T20:21:08.846367] [INFO ] [sig       ] Generating forecast for: EDN
[2025-12-08T20:21:08.846396] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDN' from 'https://tdm.silogroup.org/data/derivative_storage/EDN.csv'.
[2025-12-08T20:21:08.859187] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EDN'.
[2025-12-08T20:21:08.859601] [INFO ] [FORECASTER] Starting predict_future for EDN
[2025-12-08T20:21:08.860393] [DEBUG] [LOCAL     ] No optimal features file found for EDN: ./output/feature-sets/EDN.txt
[2025-12-08T20:21:08.860444] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:08.860477] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:08.860505] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:08.860561] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:08.921016] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:08.921854] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:08.921934] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:08.921968] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:09.041795] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:09.041939] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:09.041976] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:09.042003] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:09.045240] [DEBUG] [FORECASTER] EDN: Forecast T+1@11:T+2@11: DOWN (p=40.20%)
[2025-12-08T20:21:09.045501] [INFO ] [FORECASTER] Completed predict_future for EDN
[2025-12-08T20:21:09.045638] [INFO ] [sig       ] EDN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:21:09.185566] [INFO ] [LOCAL     ] Saved forecast: EDN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/EDN.txt
[2025-12-08T20:21:09.185732] [INFO ] [sig       ] [1062/3624] Completed EDN in 0.3s | 2.91 sym/s | Total: 6.1m | ETA: 14.7m
[2025-12-08T20:21:09.185770] [INFO ] [sig       ] [1063/3624] Forecasting EE...
[2025-12-08T20:21:09.185800] [INFO ] [sig       ] Generating forecast for: EE
[2025-12-08T20:21:09.185829] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EE' from 'https://tdm.silogroup.org/data/derivative_storage/EE.csv'.
[2025-12-08T20:21:09.197900] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EE'.
[2025-12-08T20:21:09.198271] [INFO ] [FORECASTER] Starting predict_future for EE
[2025-12-08T20:21:09.199080] [DEBUG] [LOCAL     ] No optimal features file found for EE: ./output/feature-sets/EE.txt
[2025-12-08T20:21:09.199132] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:09.199165] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:09.199192] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:09.199249] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:09.255123] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:09.255953] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:09.256029] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:09.256061] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:09.371978] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:09.372129] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:09.372167] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:09.372213] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:09.375491] [DEBUG] [FORECASTER] EE: Forecast T+1@11:T+2@11: UP (p=78.13%)
[2025-12-08T20:21:09.375798] [INFO ] [FORECASTER] Completed predict_future for EE
[2025-12-08T20:21:09.375924] [INFO ] [sig       ] EE: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:21:09.522994] [INFO ] [LOCAL     ] Saved forecast: EE	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/EE.txt
[2025-12-08T20:21:09.523171] [INFO ] [sig       ] [1063/3624] Completed EE in 0.3s | 2.91 sym/s | Total: 6.1m | ETA: 14.7m
[2025-12-08T20:21:09.523212] [INFO ] [sig       ] [1064/3624] Forecasting EEMA...
[2025-12-08T20:21:09.523244] [INFO ] [sig       ] Generating forecast for: EEMA
[2025-12-08T20:21:09.523274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EEMA' from 'https://tdm.silogroup.org/data/derivative_storage/EEMA.csv'.
[2025-12-08T20:21:09.535213] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EEMA'.
[2025-12-08T20:21:09.535624] [INFO ] [FORECASTER] Starting predict_future for EEMA
[2025-12-08T20:21:09.536466] [DEBUG] [LOCAL     ] No optimal features file found for EEMA: ./output/feature-sets/EEMA.txt
[2025-12-08T20:21:09.536518] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:09.536550] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:09.536607] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:09.536678] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:09.595043] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:09.595861] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:09.595942] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:09.595976] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:09.710563] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:09.710731] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:09.710768] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:09.710796] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:09.714028] [DEBUG] [FORECASTER] EEMA: Forecast T+1@11:T+2@11: UP (p=54.18%)
[2025-12-08T20:21:09.714284] [INFO ] [FORECASTER] Completed predict_future for EEMA
[2025-12-08T20:21:09.714400] [INFO ] [sig       ] EEMA: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:21:09.854376] [INFO ] [LOCAL     ] Saved forecast: EEMA	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/EEMA.txt
[2025-12-08T20:21:09.854524] [INFO ] [sig       ] [1064/3624] Completed EEMA in 0.3s | 2.91 sym/s | Total: 6.1m | ETA: 14.7m
[2025-12-08T20:21:09.854564] [INFO ] [sig       ] [1065/3624] Forecasting EEX...
[2025-12-08T20:21:09.854616] [INFO ] [sig       ] Generating forecast for: EEX
[2025-12-08T20:21:09.854645] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EEX' from 'https://tdm.silogroup.org/data/derivative_storage/EEX.csv'.
[2025-12-08T20:21:09.866206] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EEX'.
[2025-12-08T20:21:09.866562] [INFO ] [FORECASTER] Starting predict_future for EEX
[2025-12-08T20:21:09.867412] [DEBUG] [LOCAL     ] No optimal features file found for EEX: ./output/feature-sets/EEX.txt
[2025-12-08T20:21:09.867464] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:09.867496] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:09.867524] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:09.867603] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:09.925455] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:09.926340] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:09.926421] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:09.926473] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:10.049159] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:10.049308] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:10.049347] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:10.049375] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:10.052639] [DEBUG] [FORECASTER] EEX: Forecast T+1@11:T+2@11: DOWN (p=15.93%)
[2025-12-08T20:21:10.052899] [INFO ] [FORECASTER] Completed predict_future for EEX
[2025-12-08T20:21:10.053016] [INFO ] [sig       ] EEX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:21:10.205350] [INFO ] [LOCAL     ] Saved forecast: EEX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/EEX.txt
[2025-12-08T20:21:10.205504] [INFO ] [sig       ] [1065/3624] Completed EEX in 0.4s | 2.91 sym/s | Total: 6.1m | ETA: 14.6m
[2025-12-08T20:21:10.205544] [INFO ] [sig       ] [1066/3624] Forecasting EFC...
[2025-12-08T20:21:10.205587] [INFO ] [sig       ] Generating forecast for: EFC
[2025-12-08T20:21:10.205619] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EFC' from 'https://tdm.silogroup.org/data/derivative_storage/EFC.csv'.
[2025-12-08T20:21:10.217763] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EFC'.
[2025-12-08T20:21:10.218086] [INFO ] [FORECASTER] Starting predict_future for EFC
[2025-12-08T20:21:10.218897] [DEBUG] [LOCAL     ] No optimal features file found for EFC: ./output/feature-sets/EFC.txt
[2025-12-08T20:21:10.218946] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:10.218977] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:10.219003] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:10.219068] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:10.275593] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:10.276406] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:10.276488] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:10.276520] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:10.389990] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:10.390140] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:10.390177] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:10.390205] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:10.393486] [DEBUG] [FORECASTER] EFC: Forecast T+1@11:T+2@11: DOWN (p=22.73%)
[2025-12-08T20:21:10.393792] [INFO ] [FORECASTER] Completed predict_future for EFC
[2025-12-08T20:21:10.393916] [INFO ] [sig       ] EFC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:21:10.535472] [INFO ] [LOCAL     ] Saved forecast: EFC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/EFC.txt
[2025-12-08T20:21:10.535626] [INFO ] [sig       ] [1066/3624] Completed EFC in 0.3s | 2.91 sym/s | Total: 6.1m | ETA: 14.6m
[2025-12-08T20:21:10.535666] [INFO ] [sig       ] [1067/3624] Forecasting EFSC...
[2025-12-08T20:21:10.535695] [INFO ] [sig       ] Generating forecast for: EFSC
[2025-12-08T20:21:10.535725] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EFSC' from 'https://tdm.silogroup.org/data/derivative_storage/EFSC.csv'.
[2025-12-08T20:21:10.547684] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EFSC'.
[2025-12-08T20:21:10.548017] [INFO ] [FORECASTER] Starting predict_future for EFSC
[2025-12-08T20:21:10.548792] [DEBUG] [LOCAL     ] No optimal features file found for EFSC: ./output/feature-sets/EFSC.txt
[2025-12-08T20:21:10.548841] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:10.548896] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:10.548923] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:10.548989] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:10.605029] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:10.605656] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:10.605732] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:10.605764] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:10.728496] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:10.728663] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:10.728702] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:10.728730] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:10.731979] [DEBUG] [FORECASTER] EFSC: Forecast T+1@11:T+2@11: UP (p=99.14%)
[2025-12-08T20:21:10.732241] [INFO ] [FORECASTER] Completed predict_future for EFSC
[2025-12-08T20:21:10.732357] [INFO ] [sig       ] EFSC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:21:10.871646] [INFO ] [LOCAL     ] Saved forecast: EFSC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/EFSC.txt
[2025-12-08T20:21:10.871768] [INFO ] [sig       ] [1067/3624] Completed EFSC in 0.3s | 2.91 sym/s | Total: 6.1m | ETA: 14.6m
[2025-12-08T20:21:10.871806] [INFO ] [sig       ] [1068/3624] Forecasting EFX...
[2025-12-08T20:21:10.871835] [INFO ] [sig       ] Generating forecast for: EFX
[2025-12-08T20:21:10.871864] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EFX' from 'https://tdm.silogroup.org/data/derivative_storage/EFX.csv'.
[2025-12-08T20:21:10.884144] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EFX'.
[2025-12-08T20:21:10.884467] [INFO ] [FORECASTER] Starting predict_future for EFX
[2025-12-08T20:21:10.885228] [DEBUG] [LOCAL     ] No optimal features file found for EFX: ./output/feature-sets/EFX.txt
[2025-12-08T20:21:10.885276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:10.885307] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:10.885332] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:10.885387] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:10.941125] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:10.941748] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:10.941822] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:10.941854] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:11.062134] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:11.062292] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:11.062330] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:11.062358] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:11.065923] [DEBUG] [FORECASTER] EFX: Forecast T+1@11:T+2@11: UP (p=85.32%)
[2025-12-08T20:21:11.066217] [INFO ] [FORECASTER] Completed predict_future for EFX
[2025-12-08T20:21:11.066337] [INFO ] [sig       ] EFX: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:21:11.205236] [INFO ] [LOCAL     ] Saved forecast: EFX	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/EFX.txt
[2025-12-08T20:21:11.205355] [INFO ] [sig       ] [1068/3624] Completed EFX in 0.3s | 2.91 sym/s | Total: 6.1m | ETA: 14.6m
[2025-12-08T20:21:11.205393] [INFO ] [sig       ] [1069/3624] Forecasting EG...
[2025-12-08T20:21:11.205421] [INFO ] [sig       ] Generating forecast for: EG
[2025-12-08T20:21:11.205449] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EG' from 'https://tdm.silogroup.org/data/derivative_storage/EG.csv'.
[2025-12-08T20:21:11.217302] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EG'.
[2025-12-08T20:21:11.217675] [INFO ] [FORECASTER] Starting predict_future for EG
[2025-12-08T20:21:11.218430] [DEBUG] [LOCAL     ] No optimal features file found for EG: ./output/feature-sets/EG.txt
[2025-12-08T20:21:11.218488] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:11.218520] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:11.218546] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:11.218617] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:11.276736] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:11.277601] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:11.277683] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:11.277716] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:11.398396] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:11.398542] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:11.398604] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:11.398636] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:11.401985] [DEBUG] [FORECASTER] EG: Forecast T+1@11:T+2@11: DOWN (p=18.64%)
[2025-12-08T20:21:11.402258] [INFO ] [FORECASTER] Completed predict_future for EG
[2025-12-08T20:21:11.402379] [INFO ] [sig       ] EG: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:21:11.541032] [INFO ] [LOCAL     ] Saved forecast: EG	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/EG.txt
[2025-12-08T20:21:11.541143] [INFO ] [sig       ] [1069/3624] Completed EG in 0.3s | 2.91 sym/s | Total: 6.1m | ETA: 14.6m
[2025-12-08T20:21:11.541180] [INFO ] [sig       ] [1070/3624] Forecasting EGAN...
[2025-12-08T20:21:11.541208] [INFO ] [sig       ] Generating forecast for: EGAN
[2025-12-08T20:21:11.541237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EGAN' from 'https://tdm.silogroup.org/data/derivative_storage/EGAN.csv'.
[2025-12-08T20:21:11.552841] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EGAN'.
[2025-12-08T20:21:11.553166] [INFO ] [FORECASTER] Starting predict_future for EGAN
[2025-12-08T20:21:11.553933] [DEBUG] [LOCAL     ] No optimal features file found for EGAN: ./output/feature-sets/EGAN.txt
[2025-12-08T20:21:11.553982] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:11.554012] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:11.554037] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:11.554091] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:11.609918] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:11.610487] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:11.610560] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:11.610609] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:11.725738] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:11.725857] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:11.725891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:11.725918] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:11.729124] [DEBUG] [FORECASTER] EGAN: Forecast T+1@11:T+2@11: DOWN (p=10.43%)
[2025-12-08T20:21:11.729381] [INFO ] [FORECASTER] Completed predict_future for EGAN
[2025-12-08T20:21:11.729493] [INFO ] [sig       ] EGAN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:21:11.874199] [INFO ] [LOCAL     ] Saved forecast: EGAN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/EGAN.txt
[2025-12-08T20:21:11.874327] [INFO ] [sig       ] [1070/3624] Completed EGAN in 0.3s | 2.91 sym/s | Total: 6.1m | ETA: 14.6m
[2025-12-08T20:21:11.874366] [INFO ] [sig       ] [1071/3624] Forecasting EGBN...
[2025-12-08T20:21:11.874396] [INFO ] [sig       ] Generating forecast for: EGBN
[2025-12-08T20:21:11.874425] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EGBN' from 'https://tdm.silogroup.org/data/derivative_storage/EGBN.csv'.
[2025-12-08T20:21:11.886773] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EGBN'.
[2025-12-08T20:21:11.887105] [INFO ] [FORECASTER] Starting predict_future for EGBN
[2025-12-08T20:21:11.888007] [DEBUG] [LOCAL     ] No optimal features file found for EGBN: ./output/feature-sets/EGBN.txt
[2025-12-08T20:21:11.888068] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:11.888115] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:11.888143] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:11.888199] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:11.945937] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:11.946562] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:11.946654] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:11.946686] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:12.064308] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:12.064458] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:12.064497] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:12.064525] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:12.067800] [DEBUG] [FORECASTER] EGBN: Forecast T+1@11:T+2@11: UP (p=96.43%)
[2025-12-08T20:21:12.068068] [INFO ] [FORECASTER] Completed predict_future for EGBN
[2025-12-08T20:21:12.068187] [INFO ] [sig       ] EGBN: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:21:12.210348] [INFO ] [LOCAL     ] Saved forecast: EGBN	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/EGBN.txt
[2025-12-08T20:21:12.210460] [INFO ] [sig       ] [1071/3624] Completed EGBN in 0.3s | 2.91 sym/s | Total: 6.1m | ETA: 14.6m
[2025-12-08T20:21:12.210499] [INFO ] [sig       ] [1072/3624] Forecasting EGP...
[2025-12-08T20:21:12.210528] [INFO ] [sig       ] Generating forecast for: EGP
[2025-12-08T20:21:12.210558] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EGP' from 'https://tdm.silogroup.org/data/derivative_storage/EGP.csv'.
[2025-12-08T20:21:12.223633] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EGP'.
[2025-12-08T20:21:12.224038] [INFO ] [FORECASTER] Starting predict_future for EGP
[2025-12-08T20:21:12.224868] [DEBUG] [LOCAL     ] No optimal features file found for EGP: ./output/feature-sets/EGP.txt
[2025-12-08T20:21:12.224918] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:12.224949] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:12.224975] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:12.225031] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:12.299791] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:12.300919] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:12.301027] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:12.301115] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:12.421090] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:12.421247] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:12.421289] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:12.421319] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:12.424696] [DEBUG] [FORECASTER] EGP: Forecast T+1@11:T+2@11: DOWN (p=14.65%)
[2025-12-08T20:21:12.424985] [INFO ] [FORECASTER] Completed predict_future for EGP
[2025-12-08T20:21:12.425120] [INFO ] [sig       ] EGP: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:21:12.561945] [INFO ] [LOCAL     ] Saved forecast: EGP	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/EGP.txt
[2025-12-08T20:21:12.562079] [INFO ] [sig       ] [1072/3624] Completed EGP in 0.4s | 2.91 sym/s | Total: 6.1m | ETA: 14.6m
[2025-12-08T20:21:12.562119] [INFO ] [sig       ] [1073/3624] Forecasting EGY...
[2025-12-08T20:21:12.562147] [INFO ] [sig       ] Generating forecast for: EGY
[2025-12-08T20:21:12.562176] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EGY' from 'https://tdm.silogroup.org/data/derivative_storage/EGY.csv'.
[2025-12-08T20:21:12.574426] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EGY'.
[2025-12-08T20:21:12.574801] [INFO ] [FORECASTER] Starting predict_future for EGY
[2025-12-08T20:21:12.575548] [DEBUG] [LOCAL     ] No optimal features file found for EGY: ./output/feature-sets/EGY.txt
[2025-12-08T20:21:12.575615] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:12.575647] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:12.575673] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:12.575727] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:12.631748] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:12.632412] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:12.632491] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:12.632524] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:12.754514] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:12.754686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:12.754739] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:12.754792] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:12.758306] [DEBUG] [FORECASTER] EGY: Forecast T+1@11:T+2@11: DOWN (p=37.21%)
[2025-12-08T20:21:12.758593] [INFO ] [FORECASTER] Completed predict_future for EGY
[2025-12-08T20:21:12.758716] [INFO ] [sig       ] EGY: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:21:12.896731] [INFO ] [LOCAL     ] Saved forecast: EGY	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/EGY.txt
[2025-12-08T20:21:12.896859] [INFO ] [sig       ] [1073/3624] Completed EGY in 0.3s | 2.91 sym/s | Total: 6.1m | ETA: 14.6m
[2025-12-08T20:21:12.896899] [INFO ] [sig       ] [1074/3624] Forecasting EH...
[2025-12-08T20:21:12.896928] [INFO ] [sig       ] Generating forecast for: EH
[2025-12-08T20:21:12.896956] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EH' from 'https://tdm.silogroup.org/data/derivative_storage/EH.csv'.
[2025-12-08T20:21:12.909056] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EH'.
[2025-12-08T20:21:12.909412] [INFO ] [FORECASTER] Starting predict_future for EH
[2025-12-08T20:21:12.910218] [DEBUG] [LOCAL     ] No optimal features file found for EH: ./output/feature-sets/EH.txt
[2025-12-08T20:21:12.910269] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:12.910302] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:12.910329] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:12.910386] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:12.965807] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:12.966469] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:12.966548] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:12.966595] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:13.082930] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:13.083082] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:13.083119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:13.083146] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:13.086393] [DEBUG] [FORECASTER] EH: Forecast T+1@11:T+2@11: UP (p=63.86%)
[2025-12-08T20:21:13.086693] [INFO ] [FORECASTER] Completed predict_future for EH
[2025-12-08T20:21:13.086813] [INFO ] [sig       ] EH: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:21:13.222386] [INFO ] [LOCAL     ] Saved forecast: EH	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/EH.txt
[2025-12-08T20:21:13.222514] [INFO ] [sig       ] [1074/3624] Completed EH in 0.3s | 2.91 sym/s | Total: 6.1m | ETA: 14.6m
[2025-12-08T20:21:13.222552] [INFO ] [sig       ] [1075/3624] Forecasting EHAB...
[2025-12-08T20:21:13.222598] [INFO ] [sig       ] Generating forecast for: EHAB
[2025-12-08T20:21:13.222629] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EHAB' from 'https://tdm.silogroup.org/data/derivative_storage/EHAB.csv'.
[2025-12-08T20:21:13.234562] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EHAB'.
[2025-12-08T20:21:13.234938] [INFO ] [FORECASTER] Starting predict_future for EHAB
[2025-12-08T20:21:13.235714] [DEBUG] [LOCAL     ] No optimal features file found for EHAB: ./output/feature-sets/EHAB.txt
[2025-12-08T20:21:13.235763] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:13.235794] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:13.235819] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:13.235874] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:13.291556] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:13.292241] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:13.292319] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:13.292351] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:13.414374] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:13.414527] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:13.414566] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:13.414614] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:13.417968] [DEBUG] [FORECASTER] EHAB: Forecast T+1@11:T+2@11: UP (p=77.54%)
[2025-12-08T20:21:13.418237] [INFO ] [FORECASTER] Completed predict_future for EHAB
[2025-12-08T20:21:13.418357] [INFO ] [sig       ] EHAB: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:21:13.555171] [INFO ] [LOCAL     ] Saved forecast: EHAB	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/EHAB.txt
[2025-12-08T20:21:13.555298] [INFO ] [sig       ] [1075/3624] Completed EHAB in 0.3s | 2.91 sym/s | Total: 6.2m | ETA: 14.6m
[2025-12-08T20:21:13.555337] [INFO ] [sig       ] [1076/3624] Forecasting EHC...
[2025-12-08T20:21:13.555365] [INFO ] [sig       ] Generating forecast for: EHC
[2025-12-08T20:21:13.555393] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EHC' from 'https://tdm.silogroup.org/data/derivative_storage/EHC.csv'.
[2025-12-08T20:21:13.568201] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EHC'.
[2025-12-08T20:21:13.568612] [INFO ] [FORECASTER] Starting predict_future for EHC
[2025-12-08T20:21:13.569394] [DEBUG] [LOCAL     ] No optimal features file found for EHC: ./output/feature-sets/EHC.txt
[2025-12-08T20:21:13.569443] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:13.569473] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:13.569498] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:13.569553] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:13.626296] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:13.626989] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:13.627063] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:13.627093] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:13.745350] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:13.745500] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:13.745553] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:13.745609] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:13.748919] [DEBUG] [FORECASTER] EHC: Forecast T+1@11:T+2@11: DOWN (p=15.07%)
[2025-12-08T20:21:13.749182] [INFO ] [FORECASTER] Completed predict_future for EHC
[2025-12-08T20:21:13.749302] [INFO ] [sig       ] EHC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:21:13.888667] [INFO ] [LOCAL     ] Saved forecast: EHC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/EHC.txt
[2025-12-08T20:21:13.888836] [INFO ] [sig       ] [1076/3624] Completed EHC in 0.3s | 2.91 sym/s | Total: 6.2m | ETA: 14.6m
[2025-12-08T20:21:13.888877] [INFO ] [sig       ] [1077/3624] Forecasting EHI...
[2025-12-08T20:21:13.888905] [INFO ] [sig       ] Generating forecast for: EHI
[2025-12-08T20:21:13.888933] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EHI' from 'https://tdm.silogroup.org/data/derivative_storage/EHI.csv'.
[2025-12-08T20:21:13.901039] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EHI'.
[2025-12-08T20:21:13.901397] [INFO ] [FORECASTER] Starting predict_future for EHI
[2025-12-08T20:21:13.902164] [DEBUG] [LOCAL     ] No optimal features file found for EHI: ./output/feature-sets/EHI.txt
[2025-12-08T20:21:13.902214] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:13.902244] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:13.902271] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:13.902326] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:13.973187] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:13.974164] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:13.974298] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:13.974334] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:14.100039] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:14.100194] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:14.100233] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:14.100262] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:14.103725] [DEBUG] [FORECASTER] EHI: Forecast T+1@11:T+2@11: DOWN (p=3.61%)
[2025-12-08T20:21:14.104017] [INFO ] [FORECASTER] Completed predict_future for EHI
[2025-12-08T20:21:14.104144] [INFO ] [sig       ] EHI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:21:14.251195] [INFO ] [LOCAL     ] Saved forecast: EHI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/EHI.txt
[2025-12-08T20:21:14.251348] [INFO ] [sig       ] [1077/3624] Completed EHI in 0.4s | 2.91 sym/s | Total: 6.2m | ETA: 14.6m
[2025-12-08T20:21:14.251390] [INFO ] [sig       ] [1078/3624] Forecasting EHTH...
[2025-12-08T20:21:14.251420] [INFO ] [sig       ] Generating forecast for: EHTH
[2025-12-08T20:21:14.251448] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EHTH' from 'https://tdm.silogroup.org/data/derivative_storage/EHTH.csv'.
[2025-12-08T20:21:14.263828] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EHTH'.
[2025-12-08T20:21:14.264194] [INFO ] [FORECASTER] Starting predict_future for EHTH
[2025-12-08T20:21:14.264972] [DEBUG] [LOCAL     ] No optimal features file found for EHTH: ./output/feature-sets/EHTH.txt
[2025-12-08T20:21:14.265022] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:14.265053] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:14.265079] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:14.265133] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:14.321107] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:14.321959] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:14.322040] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:14.322072] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:14.443619] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:14.443774] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:14.443821] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:14.443850] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:14.447568] [DEBUG] [FORECASTER] EHTH: Forecast T+1@11:T+2@11: UP (p=91.90%)
[2025-12-08T20:21:14.447912] [INFO ] [FORECASTER] Completed predict_future for EHTH
[2025-12-08T20:21:14.448040] [INFO ] [sig       ] EHTH: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:21:14.596861] [INFO ] [LOCAL     ] Saved forecast: EHTH	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/EHTH.txt
[2025-12-08T20:21:14.597030] [INFO ] [sig       ] [1078/3624] Completed EHTH in 0.3s | 2.91 sym/s | Total: 6.2m | ETA: 14.6m
[2025-12-08T20:21:14.597070] [INFO ] [sig       ] [1079/3624] Forecasting EIC...
[2025-12-08T20:21:14.597100] [INFO ] [sig       ] Generating forecast for: EIC
[2025-12-08T20:21:14.597128] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EIC' from 'https://tdm.silogroup.org/data/derivative_storage/EIC.csv'.
[2025-12-08T20:21:14.611416] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EIC'.
[2025-12-08T20:21:14.611842] [INFO ] [FORECASTER] Starting predict_future for EIC
[2025-12-08T20:21:14.612683] [DEBUG] [LOCAL     ] No optimal features file found for EIC: ./output/feature-sets/EIC.txt
[2025-12-08T20:21:14.612735] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:14.612768] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:14.612793] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:14.612849] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:14.670354] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:14.671226] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:14.671307] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:14.671339] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:14.799653] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:14.799817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:14.799858] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:14.799887] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:14.803472] [DEBUG] [FORECASTER] EIC: Forecast T+1@11:T+2@11: DOWN (p=3.97%)
[2025-12-08T20:21:14.803820] [INFO ] [FORECASTER] Completed predict_future for EIC
[2025-12-08T20:21:14.803955] [INFO ] [sig       ] EIC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:21:14.945417] [INFO ] [LOCAL     ] Saved forecast: EIC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/EIC.txt
[2025-12-08T20:21:14.945567] [INFO ] [sig       ] [1079/3624] Completed EIC in 0.3s | 2.91 sym/s | Total: 6.2m | ETA: 14.6m
[2025-12-08T20:21:14.945630] [INFO ] [sig       ] [1080/3624] Forecasting EIG...
[2025-12-08T20:21:14.945659] [INFO ] [sig       ] Generating forecast for: EIG
[2025-12-08T20:21:14.945688] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EIG' from 'https://tdm.silogroup.org/data/derivative_storage/EIG.csv'.
[2025-12-08T20:21:14.966406] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EIG'.
[2025-12-08T20:21:14.966806] [INFO ] [FORECASTER] Starting predict_future for EIG
[2025-12-08T20:21:14.967661] [DEBUG] [LOCAL     ] No optimal features file found for EIG: ./output/feature-sets/EIG.txt
[2025-12-08T20:21:14.967715] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:14.967758] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:14.967786] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:14.967842] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:15.024546] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:15.025395] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:15.025474] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:15.025507] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:15.140695] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:15.140849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:15.140889] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:15.140918] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:15.144278] [DEBUG] [FORECASTER] EIG: Forecast T+1@11:T+2@11: DOWN (p=9.70%)
[2025-12-08T20:21:15.144553] [INFO ] [FORECASTER] Completed predict_future for EIG
[2025-12-08T20:21:15.144699] [INFO ] [sig       ] EIG: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:21:15.284504] [INFO ] [LOCAL     ] Saved forecast: EIG	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/EIG.txt
[2025-12-08T20:21:15.284727] [INFO ] [sig       ] [1080/3624] Completed EIG in 0.3s | 2.91 sym/s | Total: 6.2m | ETA: 14.6m
[2025-12-08T20:21:15.284779] [INFO ] [sig       ] [1081/3624] Forecasting EIX...
[2025-12-08T20:21:15.284822] [INFO ] [sig       ] Generating forecast for: EIX
[2025-12-08T20:21:15.284864] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EIX' from 'https://tdm.silogroup.org/data/derivative_storage/EIX.csv'.
[2025-12-08T20:21:15.305193] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EIX'.
[2025-12-08T20:21:15.305556] [INFO ] [FORECASTER] Starting predict_future for EIX
[2025-12-08T20:21:15.306362] [DEBUG] [LOCAL     ] No optimal features file found for EIX: ./output/feature-sets/EIX.txt
[2025-12-08T20:21:15.306412] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:15.306442] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:15.306468] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:15.306523] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:15.362609] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:15.363631] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:15.363711] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:15.363742] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:15.484969] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:15.485150] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:15.485190] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:15.485217] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:15.489022] [DEBUG] [FORECASTER] EIX: Forecast T+1@11:T+2@11: DOWN (p=19.25%)
[2025-12-08T20:21:15.489298] [INFO ] [FORECASTER] Completed predict_future for EIX
[2025-12-08T20:21:15.489432] [INFO ] [sig       ] EIX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:21:15.631639] [INFO ] [LOCAL     ] Saved forecast: EIX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/EIX.txt
[2025-12-08T20:21:15.631788] [INFO ] [sig       ] [1081/3624] Completed EIX in 0.3s | 2.91 sym/s | Total: 6.2m | ETA: 14.6m
[2025-12-08T20:21:15.631827] [INFO ] [sig       ] [1082/3624] Forecasting EKSO...
[2025-12-08T20:21:15.631856] [INFO ] [sig       ] Generating forecast for: EKSO
[2025-12-08T20:21:15.631885] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EKSO' from 'https://tdm.silogroup.org/data/derivative_storage/EKSO.csv'.
[2025-12-08T20:21:15.643426] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EKSO'.
[2025-12-08T20:21:15.643823] [INFO ] [FORECASTER] Starting predict_future for EKSO
[2025-12-08T20:21:15.644682] [DEBUG] [LOCAL     ] No optimal features file found for EKSO: ./output/feature-sets/EKSO.txt
[2025-12-08T20:21:15.644734] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:15.644767] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:15.644794] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:15.644851] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:15.701565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:15.702418] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:15.702500] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:15.702533] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:15.820630] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:15.820784] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:15.820821] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:15.820848] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:15.824114] [DEBUG] [FORECASTER] EKSO: Forecast T+1@11:T+2@11: UP (p=83.98%)
[2025-12-08T20:21:15.824396] [INFO ] [FORECASTER] Completed predict_future for EKSO
[2025-12-08T20:21:15.824523] [INFO ] [sig       ] EKSO: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:21:15.965543] [INFO ] [LOCAL     ] Saved forecast: EKSO	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/EKSO.txt
[2025-12-08T20:21:15.965716] [INFO ] [sig       ] [1082/3624] Completed EKSO in 0.3s | 2.91 sym/s | Total: 6.2m | ETA: 14.5m
[2025-12-08T20:21:15.965757] [INFO ] [sig       ] [1083/3624] Forecasting EL...
[2025-12-08T20:21:15.965785] [INFO ] [sig       ] Generating forecast for: EL
[2025-12-08T20:21:15.965815] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EL' from 'https://tdm.silogroup.org/data/derivative_storage/EL.csv'.
[2025-12-08T20:21:15.977425] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EL'.
[2025-12-08T20:21:15.977812] [INFO ] [FORECASTER] Starting predict_future for EL
[2025-12-08T20:21:15.978586] [DEBUG] [LOCAL     ] No optimal features file found for EL: ./output/feature-sets/EL.txt
[2025-12-08T20:21:15.978636] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:15.978668] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:15.978694] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:15.978749] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:16.035524] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:16.036346] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:16.036423] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:16.036455] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:16.161442] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:16.161610] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:16.161649] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:16.161678] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:16.164926] [DEBUG] [FORECASTER] EL: Forecast T+1@11:T+2@11: DOWN (p=34.90%)
[2025-12-08T20:21:16.165193] [INFO ] [FORECASTER] Completed predict_future for EL
[2025-12-08T20:21:16.165316] [INFO ] [sig       ] EL: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:21:16.307717] [INFO ] [LOCAL     ] Saved forecast: EL	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/EL.txt
[2025-12-08T20:21:16.307903] [INFO ] [sig       ] [1083/3624] Completed EL in 0.3s | 2.91 sym/s | Total: 6.2m | ETA: 14.5m
[2025-12-08T20:21:16.307950] [INFO ] [sig       ] [1084/3624] Forecasting ELAB...
[2025-12-08T20:21:16.307988] [INFO ] [sig       ] Generating forecast for: ELAB
[2025-12-08T20:21:16.308020] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELAB' from 'https://tdm.silogroup.org/data/derivative_storage/ELAB.csv'.
[2025-12-08T20:21:16.319836] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELAB'.
[2025-12-08T20:21:16.320212] [INFO ] [FORECASTER] Starting predict_future for ELAB
[2025-12-08T20:21:16.321025] [DEBUG] [LOCAL     ] No optimal features file found for ELAB: ./output/feature-sets/ELAB.txt
[2025-12-08T20:21:16.321077] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:16.321138] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:16.321168] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:16.321243] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:16.378702] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:16.379491] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:16.379568] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:16.379621] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:16.498450] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:16.498622] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:16.498663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:16.498692] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:16.501988] [DEBUG] [FORECASTER] ELAB: Forecast T+1@11:T+2@11: DOWN (p=4.66%)
[2025-12-08T20:21:16.502257] [INFO ] [FORECASTER] Completed predict_future for ELAB
[2025-12-08T20:21:16.502378] [INFO ] [sig       ] ELAB: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:21:16.644692] [INFO ] [LOCAL     ] Saved forecast: ELAB	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ELAB.txt
[2025-12-08T20:21:16.644838] [INFO ] [sig       ] [1084/3624] Completed ELAB in 0.3s | 2.91 sym/s | Total: 6.2m | ETA: 14.5m
[2025-12-08T20:21:16.644878] [INFO ] [sig       ] [1085/3624] Forecasting ELAN...
[2025-12-08T20:21:16.644907] [INFO ] [sig       ] Generating forecast for: ELAN
[2025-12-08T20:21:16.644935] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELAN' from 'https://tdm.silogroup.org/data/derivative_storage/ELAN.csv'.
[2025-12-08T20:21:16.658044] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELAN'.
[2025-12-08T20:21:16.658425] [INFO ] [FORECASTER] Starting predict_future for ELAN
[2025-12-08T20:21:16.659258] [DEBUG] [LOCAL     ] No optimal features file found for ELAN: ./output/feature-sets/ELAN.txt
[2025-12-08T20:21:16.659311] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:16.659344] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:16.659371] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:16.659427] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:16.715391] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:16.716221] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:16.716303] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:16.716334] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:16.838507] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:16.838675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:16.838715] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:16.838743] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:16.842039] [DEBUG] [FORECASTER] ELAN: Forecast T+1@11:T+2@11: DOWN (p=36.34%)
[2025-12-08T20:21:16.842313] [INFO ] [FORECASTER] Completed predict_future for ELAN
[2025-12-08T20:21:16.842434] [INFO ] [sig       ] ELAN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:21:16.986220] [INFO ] [LOCAL     ] Saved forecast: ELAN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ELAN.txt
[2025-12-08T20:21:16.986388] [INFO ] [sig       ] [1085/3624] Completed ELAN in 0.3s | 2.91 sym/s | Total: 6.2m | ETA: 14.5m
[2025-12-08T20:21:16.986427] [INFO ] [sig       ] [1086/3624] Forecasting ELC...
[2025-12-08T20:21:16.986457] [INFO ] [sig       ] Generating forecast for: ELC
[2025-12-08T20:21:16.986485] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELC' from 'https://tdm.silogroup.org/data/derivative_storage/ELC.csv'.
[2025-12-08T20:21:16.998656] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELC'.
[2025-12-08T20:21:16.999037] [INFO ] [FORECASTER] Starting predict_future for ELC
[2025-12-08T20:21:17.000198] [DEBUG] [LOCAL     ] No optimal features file found for ELC: ./output/feature-sets/ELC.txt
[2025-12-08T20:21:17.000261] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:17.000304] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:17.000340] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:17.000416] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:17.059729] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:17.060607] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:17.060692] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:17.060724] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:17.177106] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:17.177262] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:17.177300] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:17.177330] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:17.180745] [DEBUG] [FORECASTER] ELC: Forecast T+1@11:T+2@11: DOWN (p=22.54%)
[2025-12-08T20:21:17.181065] [INFO ] [FORECASTER] Completed predict_future for ELC
[2025-12-08T20:21:17.181194] [INFO ] [sig       ] ELC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:21:17.327287] [INFO ] [LOCAL     ] Saved forecast: ELC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ELC.txt
[2025-12-08T20:21:17.327456] [INFO ] [sig       ] [1086/3624] Completed ELC in 0.3s | 2.91 sym/s | Total: 6.2m | ETA: 14.5m
[2025-12-08T20:21:17.327499] [INFO ] [sig       ] [1087/3624] Forecasting ELDN...
[2025-12-08T20:21:17.327528] [INFO ] [sig       ] Generating forecast for: ELDN
[2025-12-08T20:21:17.327557] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELDN' from 'https://tdm.silogroup.org/data/derivative_storage/ELDN.csv'.
[2025-12-08T20:21:17.339211] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELDN'.
[2025-12-08T20:21:17.339602] [INFO ] [FORECASTER] Starting predict_future for ELDN
[2025-12-08T20:21:17.340360] [DEBUG] [LOCAL     ] No optimal features file found for ELDN: ./output/feature-sets/ELDN.txt
[2025-12-08T20:21:17.340410] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:17.340440] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:17.340466] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:17.340520] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:17.396840] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:17.397685] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:17.397765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:17.397797] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:17.513136] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:17.513286] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:17.513324] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:17.513416] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:17.516814] [DEBUG] [FORECASTER] ELDN: Forecast T+1@11:T+2@11: DOWN (p=1.07%)
[2025-12-08T20:21:17.517118] [INFO ] [FORECASTER] Completed predict_future for ELDN
[2025-12-08T20:21:17.517250] [INFO ] [sig       ] ELDN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:21:17.659665] [INFO ] [LOCAL     ] Saved forecast: ELDN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ELDN.txt
[2025-12-08T20:21:17.659813] [INFO ] [sig       ] [1087/3624] Completed ELDN in 0.3s | 2.91 sym/s | Total: 6.2m | ETA: 14.5m
[2025-12-08T20:21:17.659852] [INFO ] [sig       ] [1088/3624] Forecasting ELF...
[2025-12-08T20:21:17.659880] [INFO ] [sig       ] Generating forecast for: ELF
[2025-12-08T20:21:17.659909] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELF' from 'https://tdm.silogroup.org/data/derivative_storage/ELF.csv'.
[2025-12-08T20:21:17.672076] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELF'.
[2025-12-08T20:21:17.672457] [INFO ] [FORECASTER] Starting predict_future for ELF
[2025-12-08T20:21:17.673310] [DEBUG] [LOCAL     ] No optimal features file found for ELF: ./output/feature-sets/ELF.txt
[2025-12-08T20:21:17.673360] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:17.673391] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:17.673417] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:17.673472] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:17.730379] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:17.731205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:17.731283] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:17.731315] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:17.852055] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:17.852219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:17.852257] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:17.852284] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:17.855648] [DEBUG] [FORECASTER] ELF: Forecast T+1@11:T+2@11: UP (p=84.10%)
[2025-12-08T20:21:17.855941] [INFO ] [FORECASTER] Completed predict_future for ELF
[2025-12-08T20:21:17.856060] [INFO ] [sig       ] ELF: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:21:17.994358] [INFO ] [LOCAL     ] Saved forecast: ELF	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ELF.txt
[2025-12-08T20:21:17.994485] [INFO ] [sig       ] [1088/3624] Completed ELF in 0.3s | 2.91 sym/s | Total: 6.2m | ETA: 14.5m
[2025-12-08T20:21:17.994525] [INFO ] [sig       ] [1089/3624] Forecasting ELME...
[2025-12-08T20:21:17.994554] [INFO ] [sig       ] Generating forecast for: ELME
[2025-12-08T20:21:17.994602] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELME' from 'https://tdm.silogroup.org/data/derivative_storage/ELME.csv'.
[2025-12-08T20:21:18.007082] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELME'.
[2025-12-08T20:21:18.007458] [INFO ] [FORECASTER] Starting predict_future for ELME
[2025-12-08T20:21:18.008227] [DEBUG] [LOCAL     ] No optimal features file found for ELME: ./output/feature-sets/ELME.txt
[2025-12-08T20:21:18.008276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:18.008307] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:18.008333] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:18.008389] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:18.065400] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:18.066021] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:18.066095] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:18.066138] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:18.182772] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:18.182919] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:18.182955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:18.182983] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:18.186278] [DEBUG] [FORECASTER] ELME: Forecast T+1@11:T+2@11: DOWN (p=7.11%)
[2025-12-08T20:21:18.186543] [INFO ] [FORECASTER] Completed predict_future for ELME
[2025-12-08T20:21:18.186676] [INFO ] [sig       ] ELME: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:21:18.324081] [INFO ] [LOCAL     ] Saved forecast: ELME	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ELME.txt
[2025-12-08T20:21:18.324219] [INFO ] [sig       ] [1089/3624] Completed ELME in 0.3s | 2.91 sym/s | Total: 6.2m | ETA: 14.5m
[2025-12-08T20:21:18.324258] [INFO ] [sig       ] [1090/3624] Forecasting ELP...
[2025-12-08T20:21:18.324286] [INFO ] [sig       ] Generating forecast for: ELP
[2025-12-08T20:21:18.324316] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELP' from 'https://tdm.silogroup.org/data/derivative_storage/ELP.csv'.
[2025-12-08T20:21:18.336252] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELP'.
[2025-12-08T20:21:18.336616] [INFO ] [FORECASTER] Starting predict_future for ELP
[2025-12-08T20:21:18.337367] [DEBUG] [LOCAL     ] No optimal features file found for ELP: ./output/feature-sets/ELP.txt
[2025-12-08T20:21:18.337436] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:18.337467] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:18.337492] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:18.337547] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:18.394366] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:18.395117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:18.395197] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:18.395230] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:18.511808] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:18.511957] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:18.511997] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:18.512024] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:18.515267] [DEBUG] [FORECASTER] ELP: Forecast T+1@11:T+2@11: DOWN (p=26.62%)
[2025-12-08T20:21:18.515522] [INFO ] [FORECASTER] Completed predict_future for ELP
[2025-12-08T20:21:18.515657] [INFO ] [sig       ] ELP: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:21:18.657253] [INFO ] [LOCAL     ] Saved forecast: ELP	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ELP.txt
[2025-12-08T20:21:18.657395] [INFO ] [sig       ] [1090/3624] Completed ELP in 0.3s | 2.91 sym/s | Total: 6.2m | ETA: 14.5m
[2025-12-08T20:21:18.657438] [INFO ] [sig       ] [1091/3624] Forecasting ELS...
[2025-12-08T20:21:18.657467] [INFO ] [sig       ] Generating forecast for: ELS
[2025-12-08T20:21:18.657495] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELS' from 'https://tdm.silogroup.org/data/derivative_storage/ELS.csv'.
[2025-12-08T20:21:18.668882] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELS'.
[2025-12-08T20:21:18.669222] [INFO ] [FORECASTER] Starting predict_future for ELS
[2025-12-08T20:21:18.669993] [DEBUG] [LOCAL     ] No optimal features file found for ELS: ./output/feature-sets/ELS.txt
[2025-12-08T20:21:18.670042] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:18.670073] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:18.670099] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:18.670165] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:18.726751] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:18.727460] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:18.727538] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:18.727587] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:18.842488] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:18.842650] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:18.842688] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:18.842715] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:18.846066] [DEBUG] [FORECASTER] ELS: Forecast T+1@11:T+2@11: UP (p=94.30%)
[2025-12-08T20:21:18.846333] [INFO ] [FORECASTER] Completed predict_future for ELS
[2025-12-08T20:21:18.846452] [INFO ] [sig       ] ELS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:21:18.986927] [INFO ] [LOCAL     ] Saved forecast: ELS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ELS.txt
[2025-12-08T20:21:18.987082] [INFO ] [sig       ] [1091/3624] Completed ELS in 0.3s | 2.91 sym/s | Total: 6.2m | ETA: 14.5m
[2025-12-08T20:21:18.987123] [INFO ] [sig       ] [1092/3624] Forecasting ELTX...
[2025-12-08T20:21:18.987153] [INFO ] [sig       ] Generating forecast for: ELTX
[2025-12-08T20:21:18.987183] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELTX' from 'https://tdm.silogroup.org/data/derivative_storage/ELTX.csv'.
[2025-12-08T20:21:18.999561] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELTX'.
[2025-12-08T20:21:18.999980] [INFO ] [FORECASTER] Starting predict_future for ELTX
[2025-12-08T20:21:19.000835] [DEBUG] [LOCAL     ] No optimal features file found for ELTX: ./output/feature-sets/ELTX.txt
[2025-12-08T20:21:19.000888] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:19.000919] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:19.000945] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:19.001000] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:19.058836] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:19.059650] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:19.059726] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:19.059757] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:19.179794] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:19.179950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:19.179989] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:19.180016] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:19.183370] [DEBUG] [FORECASTER] ELTX: Forecast T+1@11:T+2@11: UP (p=75.88%)
[2025-12-08T20:21:19.183666] [INFO ] [FORECASTER] Completed predict_future for ELTX
[2025-12-08T20:21:19.183791] [INFO ] [sig       ] ELTX: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:21:19.326031] [INFO ] [LOCAL     ] Saved forecast: ELTX	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ELTX.txt
[2025-12-08T20:21:19.326186] [INFO ] [sig       ] [1092/3624] Completed ELTX in 0.3s | 2.91 sym/s | Total: 6.2m | ETA: 14.5m
[2025-12-08T20:21:19.326229] [INFO ] [sig       ] [1093/3624] Forecasting ELVA...
[2025-12-08T20:21:19.326260] [INFO ] [sig       ] Generating forecast for: ELVA
[2025-12-08T20:21:19.326291] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELVA' from 'https://tdm.silogroup.org/data/derivative_storage/ELVA.csv'.
[2025-12-08T20:21:19.338334] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELVA'.
[2025-12-08T20:21:19.338704] [INFO ] [FORECASTER] Starting predict_future for ELVA
[2025-12-08T20:21:19.339452] [DEBUG] [LOCAL     ] No optimal features file found for ELVA: ./output/feature-sets/ELVA.txt
[2025-12-08T20:21:19.339511] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:19.339542] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:19.339586] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:19.339645] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:19.397180] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:19.397821] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:19.397896] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:19.397929] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:19.509522] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:19.509680] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:19.509717] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:19.509744] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:19.512979] [DEBUG] [FORECASTER] ELVA: Forecast T+1@11:T+2@11: UP (p=96.75%)
[2025-12-08T20:21:19.513233] [INFO ] [FORECASTER] Completed predict_future for ELVA
[2025-12-08T20:21:19.513348] [INFO ] [sig       ] ELVA: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:21:19.651496] [INFO ] [LOCAL     ] Saved forecast: ELVA	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ELVA.txt
[2025-12-08T20:21:19.651633] [INFO ] [sig       ] [1093/3624] Completed ELVA in 0.3s | 2.91 sym/s | Total: 6.3m | ETA: 14.5m
[2025-12-08T20:21:19.651673] [INFO ] [sig       ] [1094/3624] Forecasting ELVN...
[2025-12-08T20:21:19.651702] [INFO ] [sig       ] Generating forecast for: ELVN
[2025-12-08T20:21:19.651730] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELVN' from 'https://tdm.silogroup.org/data/derivative_storage/ELVN.csv'.
[2025-12-08T20:21:19.664299] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELVN'.
[2025-12-08T20:21:19.664657] [INFO ] [FORECASTER] Starting predict_future for ELVN
[2025-12-08T20:21:19.665428] [DEBUG] [LOCAL     ] No optimal features file found for ELVN: ./output/feature-sets/ELVN.txt
[2025-12-08T20:21:19.665479] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:19.665510] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:19.665538] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:19.665617] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:19.724605] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:19.725386] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:19.725493] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:19.725526] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:19.843997] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:19.844144] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:19.844182] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:19.844211] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:19.847548] [DEBUG] [FORECASTER] ELVN: Forecast T+1@11:T+2@11: UP (p=89.47%)
[2025-12-08T20:21:19.847882] [INFO ] [FORECASTER] Completed predict_future for ELVN
[2025-12-08T20:21:19.848027] [INFO ] [sig       ] ELVN: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:21:19.986461] [INFO ] [LOCAL     ] Saved forecast: ELVN	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ELVN.txt
[2025-12-08T20:21:19.986595] [INFO ] [sig       ] [1094/3624] Completed ELVN in 0.3s | 2.91 sym/s | Total: 6.3m | ETA: 14.5m
[2025-12-08T20:21:19.986636] [INFO ] [sig       ] [1095/3624] Forecasting ELWS...
[2025-12-08T20:21:19.986664] [INFO ] [sig       ] Generating forecast for: ELWS
[2025-12-08T20:21:19.986693] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELWS' from 'https://tdm.silogroup.org/data/derivative_storage/ELWS.csv'.
[2025-12-08T20:21:19.998137] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELWS'.
[2025-12-08T20:21:19.998480] [INFO ] [FORECASTER] Starting predict_future for ELWS
[2025-12-08T20:21:19.999251] [DEBUG] [LOCAL     ] No optimal features file found for ELWS: ./output/feature-sets/ELWS.txt
[2025-12-08T20:21:19.999300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:19.999331] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:19.999357] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:19.999412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:20.058069] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:20.058843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:20.058921] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:20.058954] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:20.172408] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:20.172589] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:20.172630] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:20.172659] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:20.176140] [DEBUG] [FORECASTER] ELWS: Forecast T+1@11:T+2@11: DOWN (p=34.64%)
[2025-12-08T20:21:20.176410] [INFO ] [FORECASTER] Completed predict_future for ELWS
[2025-12-08T20:21:20.176530] [INFO ] [sig       ] ELWS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:21:20.315926] [INFO ] [LOCAL     ] Saved forecast: ELWS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ELWS.txt
[2025-12-08T20:21:20.316044] [INFO ] [sig       ] [1095/3624] Completed ELWS in 0.3s | 2.91 sym/s | Total: 6.3m | ETA: 14.5m
[2025-12-08T20:21:20.316082] [INFO ] [sig       ] [1096/3624] Forecasting EM...
[2025-12-08T20:21:20.316110] [INFO ] [sig       ] Generating forecast for: EM
[2025-12-08T20:21:20.316139] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EM' from 'https://tdm.silogroup.org/data/derivative_storage/EM.csv'.
[2025-12-08T20:21:20.328093] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EM'.
[2025-12-08T20:21:20.328432] [INFO ] [FORECASTER] Starting predict_future for EM
[2025-12-08T20:21:20.329224] [DEBUG] [LOCAL     ] No optimal features file found for EM: ./output/feature-sets/EM.txt
[2025-12-08T20:21:20.329274] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:20.329307] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:20.329333] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:20.329390] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:20.385282] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:20.385894] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:20.385968] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:20.385999] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:20.499934] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:20.500064] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:20.500100] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:20.500128] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:20.503311] [DEBUG] [FORECASTER] EM: Forecast T+1@11:T+2@11: UP (p=82.61%)
[2025-12-08T20:21:20.503583] [INFO ] [FORECASTER] Completed predict_future for EM
[2025-12-08T20:21:20.503703] [INFO ] [sig       ] EM: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:21:20.643223] [INFO ] [LOCAL     ] Saved forecast: EM	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/EM.txt
[2025-12-08T20:21:20.643378] [INFO ] [sig       ] [1096/3624] Completed EM in 0.3s | 2.91 sym/s | Total: 6.3m | ETA: 14.5m
[2025-12-08T20:21:20.643418] [INFO ] [sig       ] [1097/3624] Forecasting EMB...
[2025-12-08T20:21:20.643447] [INFO ] [sig       ] Generating forecast for: EMB
[2025-12-08T20:21:20.643476] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMB' from 'https://tdm.silogroup.org/data/derivative_storage/EMB.csv'.
[2025-12-08T20:21:20.655592] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMB'.
[2025-12-08T20:21:20.655957] [INFO ] [FORECASTER] Starting predict_future for EMB
[2025-12-08T20:21:20.656779] [DEBUG] [LOCAL     ] No optimal features file found for EMB: ./output/feature-sets/EMB.txt
[2025-12-08T20:21:20.656830] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:20.656862] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:20.656890] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:20.656947] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:20.714448] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:20.715071] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:20.715145] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:20.715181] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:20.835772] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:20.835919] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:20.835956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:20.835984] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:20.839215] [DEBUG] [FORECASTER] EMB: Forecast T+1@11:T+2@11: DOWN (p=41.75%)
[2025-12-08T20:21:20.839477] [INFO ] [FORECASTER] Completed predict_future for EMB
[2025-12-08T20:21:20.839608] [INFO ] [sig       ] EMB: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:21:20.977323] [INFO ] [LOCAL     ] Saved forecast: EMB	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/EMB.txt
[2025-12-08T20:21:20.977513] [INFO ] [sig       ] [1097/3624] Completed EMB in 0.3s | 2.91 sym/s | Total: 6.3m | ETA: 14.5m
[2025-12-08T20:21:20.977568] [INFO ] [sig       ] [1098/3624] Forecasting EMBC...
[2025-12-08T20:21:20.977631] [INFO ] [sig       ] Generating forecast for: EMBC
[2025-12-08T20:21:20.977674] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMBC' from 'https://tdm.silogroup.org/data/derivative_storage/EMBC.csv'.
[2025-12-08T20:21:20.989976] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMBC'.
[2025-12-08T20:21:20.990334] [INFO ] [FORECASTER] Starting predict_future for EMBC
[2025-12-08T20:21:20.991156] [DEBUG] [LOCAL     ] No optimal features file found for EMBC: ./output/feature-sets/EMBC.txt
[2025-12-08T20:21:20.991207] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:20.991240] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:20.991272] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:20.991329] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:21.049972] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:21.050852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:21.050929] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:21.050962] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:21.174107] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:21.174260] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:21.174298] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:21.174325] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:21.177917] [DEBUG] [FORECASTER] EMBC: Forecast T+1@11:T+2@11: UP (p=82.19%)
[2025-12-08T20:21:21.178253] [INFO ] [FORECASTER] Completed predict_future for EMBC
[2025-12-08T20:21:21.178390] [INFO ] [sig       ] EMBC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:21:21.321665] [INFO ] [LOCAL     ] Saved forecast: EMBC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/EMBC.txt
[2025-12-08T20:21:21.321795] [INFO ] [sig       ] [1098/3624] Completed EMBC in 0.3s | 2.91 sym/s | Total: 6.3m | ETA: 14.4m
[2025-12-08T20:21:21.321834] [INFO ] [sig       ] [1099/3624] Forecasting EMD...
[2025-12-08T20:21:21.321861] [INFO ] [sig       ] Generating forecast for: EMD
[2025-12-08T20:21:21.321891] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMD' from 'https://tdm.silogroup.org/data/derivative_storage/EMD.csv'.
[2025-12-08T20:21:21.335665] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMD'.
[2025-12-08T20:21:21.336025] [INFO ] [FORECASTER] Starting predict_future for EMD
[2025-12-08T20:21:21.336831] [DEBUG] [LOCAL     ] No optimal features file found for EMD: ./output/feature-sets/EMD.txt
[2025-12-08T20:21:21.336880] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:21.336912] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:21.336940] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:21.336997] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:21.394966] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:21.395602] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:21.395676] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:21.395710] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:21.515138] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:21.515288] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:21.515327] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:21.515356] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:21.519179] [DEBUG] [FORECASTER] EMD: Forecast T+1@11:T+2@11: DOWN (p=12.87%)
[2025-12-08T20:21:21.519450] [INFO ] [FORECASTER] Completed predict_future for EMD
[2025-12-08T20:21:21.519602] [INFO ] [sig       ] EMD: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:21:21.660919] [INFO ] [LOCAL     ] Saved forecast: EMD	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/EMD.txt
[2025-12-08T20:21:21.661041] [INFO ] [sig       ] [1099/3624] Completed EMD in 0.3s | 2.91 sym/s | Total: 6.3m | ETA: 14.4m
[2025-12-08T20:21:21.661078] [INFO ] [sig       ] [1100/3624] Forecasting EMF...
[2025-12-08T20:21:21.661106] [INFO ] [sig       ] Generating forecast for: EMF
[2025-12-08T20:21:21.661136] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMF' from 'https://tdm.silogroup.org/data/derivative_storage/EMF.csv'.
[2025-12-08T20:21:21.673181] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMF'.
[2025-12-08T20:21:21.673532] [INFO ] [FORECASTER] Starting predict_future for EMF
[2025-12-08T20:21:21.674336] [DEBUG] [LOCAL     ] No optimal features file found for EMF: ./output/feature-sets/EMF.txt
[2025-12-08T20:21:21.674386] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:21.674420] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:21.674447] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:21.674503] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:21.733306] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:21.733973] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:21.734048] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:21.734079] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:21.845860] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:21.846035] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:21.846074] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:21.846102] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:21.849338] [DEBUG] [FORECASTER] EMF: Forecast T+1@11:T+2@11: UP (p=53.70%)
[2025-12-08T20:21:21.849611] [INFO ] [FORECASTER] Completed predict_future for EMF
[2025-12-08T20:21:21.849726] [INFO ] [sig       ] EMF: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:21:21.989085] [INFO ] [LOCAL     ] Saved forecast: EMF	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/EMF.txt
[2025-12-08T20:21:21.989198] [INFO ] [sig       ] [1100/3624] Completed EMF in 0.3s | 2.91 sym/s | Total: 6.3m | ETA: 14.4m
[2025-12-08T20:21:21.989236] [INFO ] [sig       ] [1101/3624] Forecasting EML...
[2025-12-08T20:21:21.989264] [INFO ] [sig       ] Generating forecast for: EML
[2025-12-08T20:21:21.989293] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EML' from 'https://tdm.silogroup.org/data/derivative_storage/EML.csv'.
[2025-12-08T20:21:22.000683] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EML'.
[2025-12-08T20:21:22.001065] [INFO ] [FORECASTER] Starting predict_future for EML
[2025-12-08T20:21:22.001906] [DEBUG] [LOCAL     ] No optimal features file found for EML: ./output/feature-sets/EML.txt
[2025-12-08T20:21:22.001956] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:22.002021] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:22.002059] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:22.002140] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:22.061558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:22.062229] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:22.062304] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:22.062337] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:22.166274] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:22.166412] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:22.166449] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:22.166476] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:22.169740] [DEBUG] [FORECASTER] EML: Forecast T+1@11:T+2@11: DOWN (p=27.56%)
[2025-12-08T20:21:22.169996] [INFO ] [FORECASTER] Completed predict_future for EML
[2025-12-08T20:21:22.170119] [INFO ] [sig       ] EML: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:21:22.312146] [INFO ] [LOCAL     ] Saved forecast: EML	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/EML.txt
[2025-12-08T20:21:22.312276] [INFO ] [sig       ] [1101/3624] Completed EML in 0.3s | 2.91 sym/s | Total: 6.3m | ETA: 14.4m
[2025-12-08T20:21:22.312318] [INFO ] [sig       ] [1102/3624] Forecasting EMN...
[2025-12-08T20:21:22.312347] [INFO ] [sig       ] Generating forecast for: EMN
[2025-12-08T20:21:22.312377] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMN' from 'https://tdm.silogroup.org/data/derivative_storage/EMN.csv'.
[2025-12-08T20:21:22.325157] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMN'.
[2025-12-08T20:21:22.325528] [INFO ] [FORECASTER] Starting predict_future for EMN
[2025-12-08T20:21:22.326342] [DEBUG] [LOCAL     ] No optimal features file found for EMN: ./output/feature-sets/EMN.txt
[2025-12-08T20:21:22.326393] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:22.326425] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:22.326451] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:22.326506] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:22.387790] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:22.388705] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:22.388786] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:22.388818] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:22.510938] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:22.511094] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:22.511131] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:22.511158] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:22.514424] [DEBUG] [FORECASTER] EMN: Forecast T+1@11:T+2@11: UP (p=60.54%)
[2025-12-08T20:21:22.514701] [INFO ] [FORECASTER] Completed predict_future for EMN
[2025-12-08T20:21:22.514820] [INFO ] [sig       ] EMN: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:21:22.658275] [INFO ] [LOCAL     ] Saved forecast: EMN	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/EMN.txt
[2025-12-08T20:21:22.658420] [INFO ] [sig       ] [1102/3624] Completed EMN in 0.3s | 2.91 sym/s | Total: 6.3m | ETA: 14.4m
[2025-12-08T20:21:22.658459] [INFO ] [sig       ] [1103/3624] Forecasting EMO...
[2025-12-08T20:21:22.658490] [INFO ] [sig       ] Generating forecast for: EMO
[2025-12-08T20:21:22.658521] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMO' from 'https://tdm.silogroup.org/data/derivative_storage/EMO.csv'.
[2025-12-08T20:21:22.670656] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMO'.
[2025-12-08T20:21:22.671032] [INFO ] [FORECASTER] Starting predict_future for EMO
[2025-12-08T20:21:22.671830] [DEBUG] [LOCAL     ] No optimal features file found for EMO: ./output/feature-sets/EMO.txt
[2025-12-08T20:21:22.671879] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:22.671909] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:22.671934] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:22.671988] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:22.727606] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:22.728441] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:22.728521] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:22.728552] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:22.838393] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:22.838548] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:22.838602] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:22.838633] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:22.841959] [DEBUG] [FORECASTER] EMO: Forecast T+1@11:T+2@11: DOWN (p=41.21%)
[2025-12-08T20:21:22.842272] [INFO ] [FORECASTER] Completed predict_future for EMO
[2025-12-08T20:21:22.842405] [INFO ] [sig       ] EMO: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:21:22.982071] [INFO ] [LOCAL     ] Saved forecast: EMO	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/EMO.txt
[2025-12-08T20:21:22.982212] [INFO ] [sig       ] [1103/3624] Completed EMO in 0.3s | 2.91 sym/s | Total: 6.3m | ETA: 14.4m
[2025-12-08T20:21:22.982250] [INFO ] [sig       ] [1104/3624] Forecasting EMXC...
[2025-12-08T20:21:22.982279] [INFO ] [sig       ] Generating forecast for: EMXC
[2025-12-08T20:21:22.982308] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMXC' from 'https://tdm.silogroup.org/data/derivative_storage/EMXC.csv'.
[2025-12-08T20:21:22.994255] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMXC'.
[2025-12-08T20:21:22.994632] [INFO ] [FORECASTER] Starting predict_future for EMXC
[2025-12-08T20:21:22.995433] [DEBUG] [LOCAL     ] No optimal features file found for EMXC: ./output/feature-sets/EMXC.txt
[2025-12-08T20:21:22.995483] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:22.995524] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:22.995552] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:22.995633] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:23.054868] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:23.055541] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:23.055652] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:23.055687] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:23.179554] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:23.179725] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:23.179764] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:23.179830] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:23.183169] [DEBUG] [FORECASTER] EMXC: Forecast T+1@11:T+2@11: UP (p=91.84%)
[2025-12-08T20:21:23.183426] [INFO ] [FORECASTER] Completed predict_future for EMXC
[2025-12-08T20:21:23.183542] [INFO ] [sig       ] EMXC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:21:23.321330] [INFO ] [LOCAL     ] Saved forecast: EMXC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/EMXC.txt
[2025-12-08T20:21:23.321455] [INFO ] [sig       ] [1104/3624] Completed EMXC in 0.3s | 2.91 sym/s | Total: 6.3m | ETA: 14.4m
[2025-12-08T20:21:23.321492] [INFO ] [sig       ] [1105/3624] Forecasting ENB...
[2025-12-08T20:21:23.321521] [INFO ] [sig       ] Generating forecast for: ENB
[2025-12-08T20:21:23.321551] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENB' from 'https://tdm.silogroup.org/data/derivative_storage/ENB.csv'.
[2025-12-08T20:21:23.334765] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENB'.
[2025-12-08T20:21:23.335132] [INFO ] [FORECASTER] Starting predict_future for ENB
[2025-12-08T20:21:23.336153] [DEBUG] [LOCAL     ] No optimal features file found for ENB: ./output/feature-sets/ENB.txt
[2025-12-08T20:21:23.336203] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:23.336235] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:23.336261] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:23.336318] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:23.394364] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:23.395159] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:23.395237] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:23.395271] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:23.520727] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:23.520877] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:23.520915] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:23.520942] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:23.524167] [DEBUG] [FORECASTER] ENB: Forecast T+1@11:T+2@11: DOWN (p=4.08%)
[2025-12-08T20:21:23.524430] [INFO ] [FORECASTER] Completed predict_future for ENB
[2025-12-08T20:21:23.524548] [INFO ] [sig       ] ENB: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:21:23.661668] [INFO ] [LOCAL     ] Saved forecast: ENB	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ENB.txt
[2025-12-08T20:21:23.661816] [INFO ] [sig       ] [1105/3624] Completed ENB in 0.3s | 2.91 sym/s | Total: 6.3m | ETA: 14.4m
[2025-12-08T20:21:23.661855] [INFO ] [sig       ] [1106/3624] Forecasting ENGN...
[2025-12-08T20:21:23.661884] [INFO ] [sig       ] Generating forecast for: ENGN
[2025-12-08T20:21:23.661913] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENGN' from 'https://tdm.silogroup.org/data/derivative_storage/ENGN.csv'.
[2025-12-08T20:21:23.673899] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENGN'.
[2025-12-08T20:21:23.674314] [INFO ] [FORECASTER] Starting predict_future for ENGN
[2025-12-08T20:21:23.675137] [DEBUG] [LOCAL     ] No optimal features file found for ENGN: ./output/feature-sets/ENGN.txt
[2025-12-08T20:21:23.675187] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:23.675218] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:23.675245] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:23.675301] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:23.732318] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:23.733162] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:23.733241] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:23.733274] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:23.854012] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:23.854169] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:23.854205] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:23.854233] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:23.857735] [DEBUG] [FORECASTER] ENGN: Forecast T+1@11:T+2@11: DOWN (p=49.09%)
[2025-12-08T20:21:23.858020] [INFO ] [FORECASTER] Completed predict_future for ENGN
[2025-12-08T20:21:23.858141] [INFO ] [sig       ] ENGN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:21:24.006429] [INFO ] [LOCAL     ] Saved forecast: ENGN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ENGN.txt
[2025-12-08T20:21:24.006600] [INFO ] [sig       ] [1106/3624] Completed ENGN in 0.3s | 2.91 sym/s | Total: 6.3m | ETA: 14.4m
[2025-12-08T20:21:24.006643] [INFO ] [sig       ] [1107/3624] Forecasting ENIC...
[2025-12-08T20:21:24.006677] [INFO ] [sig       ] Generating forecast for: ENIC
[2025-12-08T20:21:24.006734] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENIC' from 'https://tdm.silogroup.org/data/derivative_storage/ENIC.csv'.
[2025-12-08T20:21:24.020197] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENIC'.
[2025-12-08T20:21:24.020807] [INFO ] [FORECASTER] Starting predict_future for ENIC
[2025-12-08T20:21:24.021867] [DEBUG] [LOCAL     ] No optimal features file found for ENIC: ./output/feature-sets/ENIC.txt
[2025-12-08T20:21:24.021918] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:24.021949] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:24.021976] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:24.022030] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:24.081437] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:24.082345] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:24.082430] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:24.082461] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:24.205035] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:24.205188] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:24.205227] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:24.205255] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:24.209255] [DEBUG] [FORECASTER] ENIC: Forecast T+1@11:T+2@11: UP (p=91.00%)
[2025-12-08T20:21:24.209537] [INFO ] [FORECASTER] Completed predict_future for ENIC
[2025-12-08T20:21:24.209677] [INFO ] [sig       ] ENIC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:21:24.350269] [INFO ] [LOCAL     ] Saved forecast: ENIC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ENIC.txt
[2025-12-08T20:21:24.350422] [INFO ] [sig       ] [1107/3624] Completed ENIC in 0.3s | 2.91 sym/s | Total: 6.3m | ETA: 14.4m
[2025-12-08T20:21:24.350467] [INFO ] [sig       ] [1108/3624] Forecasting ENPH...
[2025-12-08T20:21:24.350497] [INFO ] [sig       ] Generating forecast for: ENPH
[2025-12-08T20:21:24.350730] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENPH' from 'https://tdm.silogroup.org/data/derivative_storage/ENPH.csv'.
[2025-12-08T20:21:24.363255] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENPH'.
[2025-12-08T20:21:24.363649] [INFO ] [FORECASTER] Starting predict_future for ENPH
[2025-12-08T20:21:24.364421] [DEBUG] [LOCAL     ] No optimal features file found for ENPH: ./output/feature-sets/ENPH.txt
[2025-12-08T20:21:24.364470] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:24.364500] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:24.364526] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:24.364603] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:24.419673] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:24.420497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:24.420596] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:24.420630] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:24.536221] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:24.536374] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:24.536411] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:24.536439] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:24.539919] [DEBUG] [FORECASTER] ENPH: Forecast T+1@11:T+2@11: DOWN (p=11.46%)
[2025-12-08T20:21:24.540189] [INFO ] [FORECASTER] Completed predict_future for ENPH
[2025-12-08T20:21:24.540311] [INFO ] [sig       ] ENPH: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:21:24.680917] [INFO ] [LOCAL     ] Saved forecast: ENPH	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ENPH.txt
[2025-12-08T20:21:24.681063] [INFO ] [sig       ] [1108/3624] Completed ENPH in 0.3s | 2.91 sym/s | Total: 6.3m | ETA: 14.4m
[2025-12-08T20:21:24.681103] [INFO ] [sig       ] [1109/3624] Forecasting ENS...
[2025-12-08T20:21:24.681132] [INFO ] [sig       ] Generating forecast for: ENS
[2025-12-08T20:21:24.681161] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENS' from 'https://tdm.silogroup.org/data/derivative_storage/ENS.csv'.
[2025-12-08T20:21:24.693364] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENS'.
[2025-12-08T20:21:24.693779] [INFO ] [FORECASTER] Starting predict_future for ENS
[2025-12-08T20:21:24.694644] [DEBUG] [LOCAL     ] No optimal features file found for ENS: ./output/feature-sets/ENS.txt
[2025-12-08T20:21:24.694699] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:24.694732] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:24.694759] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:24.694814] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:24.750458] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:24.751313] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:24.751393] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:24.751425] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:24.868414] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:24.868585] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:24.868629] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:24.868657] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:24.871991] [DEBUG] [FORECASTER] ENS: Forecast T+1@11:T+2@11: UP (p=70.96%)
[2025-12-08T20:21:24.872261] [INFO ] [FORECASTER] Completed predict_future for ENS
[2025-12-08T20:21:24.872398] [INFO ] [sig       ] ENS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:21:25.009858] [INFO ] [LOCAL     ] Saved forecast: ENS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ENS.txt
[2025-12-08T20:21:25.010021] [INFO ] [sig       ] [1109/3624] Completed ENS in 0.3s | 2.91 sym/s | Total: 6.3m | ETA: 14.4m
[2025-12-08T20:21:25.010063] [INFO ] [sig       ] [1110/3624] Forecasting ENSC...
[2025-12-08T20:21:25.010100] [INFO ] [sig       ] Generating forecast for: ENSC
[2025-12-08T20:21:25.010141] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENSC' from 'https://tdm.silogroup.org/data/derivative_storage/ENSC.csv'.
[2025-12-08T20:21:25.022170] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENSC'.
[2025-12-08T20:21:25.022559] [INFO ] [FORECASTER] Starting predict_future for ENSC
[2025-12-08T20:21:25.023384] [DEBUG] [LOCAL     ] No optimal features file found for ENSC: ./output/feature-sets/ENSC.txt
[2025-12-08T20:21:25.023434] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:25.023465] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:25.023491] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:25.023545] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:25.079464] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:25.080337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:25.080418] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:25.080451] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:25.205153] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:25.205318] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:25.205360] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:25.205390] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:25.208948] [DEBUG] [FORECASTER] ENSC: Forecast T+1@11:T+2@11: UP (p=69.34%)
[2025-12-08T20:21:25.209244] [INFO ] [FORECASTER] Completed predict_future for ENSC
[2025-12-08T20:21:25.209374] [INFO ] [sig       ] ENSC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:21:25.363072] [INFO ] [LOCAL     ] Saved forecast: ENSC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ENSC.txt
[2025-12-08T20:21:25.363289] [INFO ] [sig       ] [1110/3624] Completed ENSC in 0.4s | 2.91 sym/s | Total: 6.3m | ETA: 14.4m
[2025-12-08T20:21:25.363352] [INFO ] [sig       ] [1111/3624] Forecasting ENSG...
[2025-12-08T20:21:25.363392] [INFO ] [sig       ] Generating forecast for: ENSG
[2025-12-08T20:21:25.363430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENSG' from 'https://tdm.silogroup.org/data/derivative_storage/ENSG.csv'.
[2025-12-08T20:21:25.377527] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENSG'.
[2025-12-08T20:21:25.377965] [INFO ] [FORECASTER] Starting predict_future for ENSG
[2025-12-08T20:21:25.378876] [DEBUG] [LOCAL     ] No optimal features file found for ENSG: ./output/feature-sets/ENSG.txt
[2025-12-08T20:21:25.378927] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:25.378959] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:25.378987] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:25.379043] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:25.441170] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:25.442002] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:25.442112] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:25.442146] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:25.586981] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:25.587146] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:25.587191] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:25.587237] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:25.590686] [DEBUG] [FORECASTER] ENSG: Forecast T+1@11:T+2@11: DOWN (p=20.21%)
[2025-12-08T20:21:25.590994] [INFO ] [FORECASTER] Completed predict_future for ENSG
[2025-12-08T20:21:25.591133] [INFO ] [sig       ] ENSG: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:21:25.754922] [INFO ] [LOCAL     ] Saved forecast: ENSG	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ENSG.txt
[2025-12-08T20:21:25.755087] [INFO ] [sig       ] [1111/3624] Completed ENSG in 0.4s | 2.91 sym/s | Total: 6.4m | ETA: 14.4m
[2025-12-08T20:21:25.755128] [INFO ] [sig       ] [1112/3624] Forecasting ENTA...
[2025-12-08T20:21:25.755156] [INFO ] [sig       ] Generating forecast for: ENTA
[2025-12-08T20:21:25.755185] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENTA' from 'https://tdm.silogroup.org/data/derivative_storage/ENTA.csv'.
[2025-12-08T20:21:25.767954] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENTA'.
[2025-12-08T20:21:25.768386] [INFO ] [FORECASTER] Starting predict_future for ENTA
[2025-12-08T20:21:25.769232] [DEBUG] [LOCAL     ] No optimal features file found for ENTA: ./output/feature-sets/ENTA.txt
[2025-12-08T20:21:25.769282] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:25.769313] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:25.769339] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:25.769398] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:25.826110] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:25.826980] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:25.827060] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:25.827092] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:25.953226] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:25.953408] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:25.953458] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:25.953500] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:25.958379] [DEBUG] [FORECASTER] ENTA: Forecast T+1@11:T+2@11: UP (p=92.27%)
[2025-12-08T20:21:25.958964] [INFO ] [FORECASTER] Completed predict_future for ENTA
[2025-12-08T20:21:25.959144] [INFO ] [sig       ] ENTA: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:21:26.109395] [INFO ] [LOCAL     ] Saved forecast: ENTA	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ENTA.txt
[2025-12-08T20:21:26.109552] [INFO ] [sig       ] [1112/3624] Completed ENTA in 0.4s | 2.91 sym/s | Total: 6.4m | ETA: 14.4m
[2025-12-08T20:21:26.109611] [INFO ] [sig       ] [1113/3624] Forecasting ENTG...
[2025-12-08T20:21:26.109644] [INFO ] [sig       ] Generating forecast for: ENTG
[2025-12-08T20:21:26.109673] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENTG' from 'https://tdm.silogroup.org/data/derivative_storage/ENTG.csv'.
[2025-12-08T20:21:26.122450] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENTG'.
[2025-12-08T20:21:26.122852] [INFO ] [FORECASTER] Starting predict_future for ENTG
[2025-12-08T20:21:26.123656] [DEBUG] [LOCAL     ] No optimal features file found for ENTG: ./output/feature-sets/ENTG.txt
[2025-12-08T20:21:26.123715] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:26.123757] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:26.123787] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:26.123844] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:26.181423] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:26.182259] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:26.182354] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:26.182388] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:26.306212] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:26.306373] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:26.306411] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:26.306442] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:26.309952] [DEBUG] [FORECASTER] ENTG: Forecast T+1@11:T+2@11: UP (p=84.84%)
[2025-12-08T20:21:26.310276] [INFO ] [FORECASTER] Completed predict_future for ENTG
[2025-12-08T20:21:26.310414] [INFO ] [sig       ] ENTG: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:21:26.456639] [INFO ] [LOCAL     ] Saved forecast: ENTG	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ENTG.txt
[2025-12-08T20:21:26.456784] [INFO ] [sig       ] [1113/3624] Completed ENTG in 0.3s | 2.91 sym/s | Total: 6.4m | ETA: 14.4m
[2025-12-08T20:21:26.456823] [INFO ] [sig       ] [1114/3624] Forecasting ENTX...
[2025-12-08T20:21:26.456852] [INFO ] [sig       ] Generating forecast for: ENTX
[2025-12-08T20:21:26.456881] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENTX' from 'https://tdm.silogroup.org/data/derivative_storage/ENTX.csv'.
[2025-12-08T20:21:26.470020] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENTX'.
[2025-12-08T20:21:26.470417] [INFO ] [FORECASTER] Starting predict_future for ENTX
[2025-12-08T20:21:26.471225] [DEBUG] [LOCAL     ] No optimal features file found for ENTX: ./output/feature-sets/ENTX.txt
[2025-12-08T20:21:26.471274] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:26.471307] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:26.471334] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:26.471389] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:26.534976] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:26.535848] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:26.535929] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:26.535963] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:26.662516] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:26.662696] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:26.662737] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:26.662765] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:26.666212] [DEBUG] [FORECASTER] ENTX: Forecast T+1@11:T+2@11: DOWN (p=13.43%)
[2025-12-08T20:21:26.666503] [INFO ] [FORECASTER] Completed predict_future for ENTX
[2025-12-08T20:21:26.666646] [INFO ] [sig       ] ENTX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:21:26.813611] [INFO ] [LOCAL     ] Saved forecast: ENTX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ENTX.txt
[2025-12-08T20:21:26.813786] [INFO ] [sig       ] [1114/3624] Completed ENTX in 0.4s | 2.91 sym/s | Total: 6.4m | ETA: 14.4m
[2025-12-08T20:21:26.813826] [INFO ] [sig       ] [1115/3624] Forecasting ENVA...
[2025-12-08T20:21:26.813854] [INFO ] [sig       ] Generating forecast for: ENVA
[2025-12-08T20:21:26.813884] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENVA' from 'https://tdm.silogroup.org/data/derivative_storage/ENVA.csv'.
[2025-12-08T20:21:26.827091] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENVA'.
[2025-12-08T20:21:26.827503] [INFO ] [FORECASTER] Starting predict_future for ENVA
[2025-12-08T20:21:26.828340] [DEBUG] [LOCAL     ] No optimal features file found for ENVA: ./output/feature-sets/ENVA.txt
[2025-12-08T20:21:26.828393] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:26.828435] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:26.828463] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:26.828523] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:26.886078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:26.887007] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:26.887094] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:26.887128] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:27.016836] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:27.016994] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:27.017035] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:27.017065] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:27.020675] [DEBUG] [FORECASTER] ENVA: Forecast T+1@11:T+2@11: UP (p=57.89%)
[2025-12-08T20:21:27.020976] [INFO ] [FORECASTER] Completed predict_future for ENVA
[2025-12-08T20:21:27.021112] [INFO ] [sig       ] ENVA: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:21:27.203853] [INFO ] [LOCAL     ] Saved forecast: ENVA	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ENVA.txt
[2025-12-08T20:21:27.204046] [INFO ] [sig       ] [1115/3624] Completed ENVA in 0.4s | 2.91 sym/s | Total: 6.4m | ETA: 14.4m
[2025-12-08T20:21:27.204094] [INFO ] [sig       ] [1116/3624] Forecasting ENVB...
[2025-12-08T20:21:27.204128] [INFO ] [sig       ] Generating forecast for: ENVB
[2025-12-08T20:21:27.204164] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENVB' from 'https://tdm.silogroup.org/data/derivative_storage/ENVB.csv'.
[2025-12-08T20:21:27.218561] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENVB'.
[2025-12-08T20:21:27.218985] [INFO ] [FORECASTER] Starting predict_future for ENVB
[2025-12-08T20:21:27.219820] [DEBUG] [LOCAL     ] No optimal features file found for ENVB: ./output/feature-sets/ENVB.txt
[2025-12-08T20:21:27.219870] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:27.219901] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:27.219927] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:27.219981] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:27.293068] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:27.294155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:27.294267] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:27.294309] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:27.444654] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:27.444848] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:27.444912] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:27.444959] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:27.454396] [DEBUG] [FORECASTER] ENVB: Forecast T+1@11:T+2@11: DOWN (p=44.94%)
[2025-12-08T20:21:27.454960] [INFO ] [FORECASTER] Completed predict_future for ENVB
[2025-12-08T20:21:27.455184] [INFO ] [sig       ] ENVB: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:21:27.671912] [INFO ] [LOCAL     ] Saved forecast: ENVB	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ENVB.txt
[2025-12-08T20:21:27.672141] [INFO ] [sig       ] [1116/3624] Completed ENVB in 0.5s | 2.91 sym/s | Total: 6.4m | ETA: 14.4m
[2025-12-08T20:21:27.672208] [INFO ] [sig       ] [1117/3624] Forecasting ENVX...
[2025-12-08T20:21:27.672259] [INFO ] [sig       ] Generating forecast for: ENVX
[2025-12-08T20:21:27.672311] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENVX' from 'https://tdm.silogroup.org/data/derivative_storage/ENVX.csv'.
[2025-12-08T20:21:27.705553] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENVX'.
[2025-12-08T20:21:27.706038] [INFO ] [FORECASTER] Starting predict_future for ENVX
[2025-12-08T20:21:27.707028] [DEBUG] [LOCAL     ] No optimal features file found for ENVX: ./output/feature-sets/ENVX.txt
[2025-12-08T20:21:27.707091] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:27.707133] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:27.707161] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:27.707219] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:27.785008] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:27.786256] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:27.786395] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:27.786440] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:27.934420] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:27.934605] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:27.934650] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:27.934680] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:27.938594] [DEBUG] [FORECASTER] ENVX: Forecast T+1@11:T+2@11: DOWN (p=18.79%)
[2025-12-08T20:21:27.938980] [INFO ] [FORECASTER] Completed predict_future for ENVX
[2025-12-08T20:21:27.939133] [INFO ] [sig       ] ENVX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:21:28.152012] [INFO ] [LOCAL     ] Saved forecast: ENVX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ENVX.txt
[2025-12-08T20:21:28.152169] [INFO ] [sig       ] [1117/3624] Completed ENVX in 0.5s | 2.91 sym/s | Total: 6.4m | ETA: 14.4m
[2025-12-08T20:21:28.152211] [INFO ] [sig       ] [1118/3624] Forecasting EOD...
[2025-12-08T20:21:28.152243] [INFO ] [sig       ] Generating forecast for: EOD
[2025-12-08T20:21:28.152274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOD' from 'https://tdm.silogroup.org/data/derivative_storage/EOD.csv'.
[2025-12-08T20:21:28.165320] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOD'.
[2025-12-08T20:21:28.165797] [INFO ] [FORECASTER] Starting predict_future for EOD
[2025-12-08T20:21:28.166777] [DEBUG] [LOCAL     ] No optimal features file found for EOD: ./output/feature-sets/EOD.txt
[2025-12-08T20:21:28.166841] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:28.166919] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:28.166962] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:28.167045] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:28.229065] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:28.229943] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:28.230023] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:28.230058] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:28.361791] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:28.361958] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:28.362006] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:28.362047] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:28.365601] [DEBUG] [FORECASTER] EOD: Forecast T+1@11:T+2@11: DOWN (p=3.03%)
[2025-12-08T20:21:28.365877] [INFO ] [FORECASTER] Completed predict_future for EOD
[2025-12-08T20:21:28.366005] [INFO ] [sig       ] EOD: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:21:28.522694] [INFO ] [LOCAL     ] Saved forecast: EOD	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/EOD.txt
[2025-12-08T20:21:28.522842] [INFO ] [sig       ] [1118/3624] Completed EOD in 0.4s | 2.91 sym/s | Total: 6.4m | ETA: 14.3m
[2025-12-08T20:21:28.522882] [INFO ] [sig       ] [1119/3624] Forecasting EOG...
[2025-12-08T20:21:28.522916] [INFO ] [sig       ] Generating forecast for: EOG
[2025-12-08T20:21:28.522945] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOG' from 'https://tdm.silogroup.org/data/derivative_storage/EOG.csv'.
[2025-12-08T20:21:28.535606] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOG'.
[2025-12-08T20:21:28.535973] [INFO ] [FORECASTER] Starting predict_future for EOG
[2025-12-08T20:21:28.536751] [DEBUG] [LOCAL     ] No optimal features file found for EOG: ./output/feature-sets/EOG.txt
[2025-12-08T20:21:28.536803] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:28.536834] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:28.536860] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:28.536914] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:28.592561] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:28.593779] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:28.593865] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:28.593896] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:28.713274] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:28.713428] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:28.713466] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:28.713493] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:28.716778] [DEBUG] [FORECASTER] EOG: Forecast T+1@11:T+2@11: UP (p=92.02%)
[2025-12-08T20:21:28.717046] [INFO ] [FORECASTER] Completed predict_future for EOG
[2025-12-08T20:21:28.717168] [INFO ] [sig       ] EOG: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:21:28.868435] [INFO ] [LOCAL     ] Saved forecast: EOG	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/EOG.txt
[2025-12-08T20:21:28.868625] [INFO ] [sig       ] [1119/3624] Completed EOG in 0.3s | 2.91 sym/s | Total: 6.4m | ETA: 14.3m
[2025-12-08T20:21:28.868680] [INFO ] [sig       ] [1120/3624] Forecasting EOI...
[2025-12-08T20:21:28.868711] [INFO ] [sig       ] Generating forecast for: EOI
[2025-12-08T20:21:28.868742] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOI' from 'https://tdm.silogroup.org/data/derivative_storage/EOI.csv'.
[2025-12-08T20:21:28.881840] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOI'.
[2025-12-08T20:21:28.882292] [INFO ] [FORECASTER] Starting predict_future for EOI
[2025-12-08T20:21:28.883174] [DEBUG] [LOCAL     ] No optimal features file found for EOI: ./output/feature-sets/EOI.txt
[2025-12-08T20:21:28.883225] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:28.883257] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:28.883282] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:28.883337] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:28.939738] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:28.940650] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:28.940741] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:28.940773] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:29.064740] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:29.064900] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:29.064938] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:29.064966] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:29.068303] [DEBUG] [FORECASTER] EOI: Forecast T+1@11:T+2@11: UP (p=68.87%)
[2025-12-08T20:21:29.068594] [INFO ] [FORECASTER] Completed predict_future for EOI
[2025-12-08T20:21:29.068717] [INFO ] [sig       ] EOI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:21:29.210948] [INFO ] [LOCAL     ] Saved forecast: EOI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/EOI.txt
[2025-12-08T20:21:29.211081] [INFO ] [sig       ] [1120/3624] Completed EOI in 0.3s | 2.91 sym/s | Total: 6.4m | ETA: 14.3m
[2025-12-08T20:21:29.211121] [INFO ] [sig       ] [1121/3624] Forecasting EOLS...
[2025-12-08T20:21:29.211150] [INFO ] [sig       ] Generating forecast for: EOLS
[2025-12-08T20:21:29.211179] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOLS' from 'https://tdm.silogroup.org/data/derivative_storage/EOLS.csv'.
[2025-12-08T20:21:29.225146] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOLS'.
[2025-12-08T20:21:29.225555] [INFO ] [FORECASTER] Starting predict_future for EOLS
[2025-12-08T20:21:29.226412] [DEBUG] [LOCAL     ] No optimal features file found for EOLS: ./output/feature-sets/EOLS.txt
[2025-12-08T20:21:29.226464] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:29.226496] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:29.226522] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:29.226594] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:29.287516] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:29.288546] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:29.288650] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:29.288683] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:29.420815] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:29.420975] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:29.421015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:29.421077] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:29.425830] [DEBUG] [FORECASTER] EOLS: Forecast T+1@11:T+2@11: UP (p=85.25%)
[2025-12-08T20:21:29.426149] [INFO ] [FORECASTER] Completed predict_future for EOLS
[2025-12-08T20:21:29.426292] [INFO ] [sig       ] EOLS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:21:29.581294] [INFO ] [LOCAL     ] Saved forecast: EOLS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/EOLS.txt
[2025-12-08T20:21:29.581434] [INFO ] [sig       ] [1121/3624] Completed EOLS in 0.4s | 2.91 sym/s | Total: 6.4m | ETA: 14.3m
[2025-12-08T20:21:29.581474] [INFO ] [sig       ] [1122/3624] Forecasting EOS...
[2025-12-08T20:21:29.581503] [INFO ] [sig       ] Generating forecast for: EOS
[2025-12-08T20:21:29.581532] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOS' from 'https://tdm.silogroup.org/data/derivative_storage/EOS.csv'.
[2025-12-08T20:21:29.593443] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOS'.
[2025-12-08T20:21:29.593995] [INFO ] [FORECASTER] Starting predict_future for EOS
[2025-12-08T20:21:29.594771] [DEBUG] [LOCAL     ] No optimal features file found for EOS: ./output/feature-sets/EOS.txt
[2025-12-08T20:21:29.594822] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:29.594853] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:29.594880] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:29.594935] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:29.651967] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:29.652789] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:29.652863] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:29.652894] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:29.772362] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:29.772482] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:29.772517] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:29.772561] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:29.775726] [DEBUG] [FORECASTER] EOS: Forecast T+1@11:T+2@11: UP (p=89.37%)
[2025-12-08T20:21:29.775986] [INFO ] [FORECASTER] Completed predict_future for EOS
[2025-12-08T20:21:29.776105] [INFO ] [sig       ] EOS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:21:29.914634] [INFO ] [LOCAL     ] Saved forecast: EOS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/EOS.txt
[2025-12-08T20:21:29.914741] [INFO ] [sig       ] [1122/3624] Completed EOS in 0.3s | 2.91 sym/s | Total: 6.4m | ETA: 14.3m
[2025-12-08T20:21:29.914778] [INFO ] [sig       ] [1123/3624] Forecasting EOSE...
[2025-12-08T20:21:29.914806] [INFO ] [sig       ] Generating forecast for: EOSE
[2025-12-08T20:21:29.914833] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOSE' from 'https://tdm.silogroup.org/data/derivative_storage/EOSE.csv'.
[2025-12-08T20:21:29.927823] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOSE'.
[2025-12-08T20:21:29.928275] [INFO ] [FORECASTER] Starting predict_future for EOSE
[2025-12-08T20:21:29.929262] [DEBUG] [LOCAL     ] No optimal features file found for EOSE: ./output/feature-sets/EOSE.txt
[2025-12-08T20:21:29.929322] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:29.929354] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:29.929382] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:29.929438] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:29.986589] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:29.987564] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:29.987677] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:29.987709] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:30.107402] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:30.107791] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:30.107835] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:30.107865] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:30.112165] [DEBUG] [FORECASTER] EOSE: Forecast T+1@11:T+2@11: DOWN (p=5.87%)
[2025-12-08T20:21:30.112563] [INFO ] [FORECASTER] Completed predict_future for EOSE
[2025-12-08T20:21:30.112755] [INFO ] [sig       ] EOSE: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:21:30.260341] [INFO ] [LOCAL     ] Saved forecast: EOSE	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/EOSE.txt
[2025-12-08T20:21:30.260497] [INFO ] [sig       ] [1123/3624] Completed EOSE in 0.3s | 2.91 sym/s | Total: 6.4m | ETA: 14.3m
[2025-12-08T20:21:30.260540] [INFO ] [sig       ] [1124/3624] Forecasting EPAC...
[2025-12-08T20:21:30.260590] [INFO ] [sig       ] Generating forecast for: EPAC
[2025-12-08T20:21:30.260624] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPAC' from 'https://tdm.silogroup.org/data/derivative_storage/EPAC.csv'.
[2025-12-08T20:21:30.273702] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPAC'.
[2025-12-08T20:21:30.274096] [INFO ] [FORECASTER] Starting predict_future for EPAC
[2025-12-08T20:21:30.275008] [DEBUG] [LOCAL     ] No optimal features file found for EPAC: ./output/feature-sets/EPAC.txt
[2025-12-08T20:21:30.275059] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:30.275090] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:30.275117] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:30.275173] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:30.335059] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:30.335961] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:30.336049] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:30.336080] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:30.459060] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:30.459214] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:30.459252] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:30.459280] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:30.462698] [DEBUG] [FORECASTER] EPAC: Forecast T+1@11:T+2@11: DOWN (p=13.33%)
[2025-12-08T20:21:30.462977] [INFO ] [FORECASTER] Completed predict_future for EPAC
[2025-12-08T20:21:30.463103] [INFO ] [sig       ] EPAC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:21:30.616649] [INFO ] [LOCAL     ] Saved forecast: EPAC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/EPAC.txt
[2025-12-08T20:21:30.616802] [INFO ] [sig       ] [1124/3624] Completed EPAC in 0.4s | 2.91 sym/s | Total: 6.4m | ETA: 14.3m
[2025-12-08T20:21:30.616842] [INFO ] [sig       ] [1125/3624] Forecasting EPAM...
[2025-12-08T20:21:30.616871] [INFO ] [sig       ] Generating forecast for: EPAM
[2025-12-08T20:21:30.616899] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPAM' from 'https://tdm.silogroup.org/data/derivative_storage/EPAM.csv'.
[2025-12-08T20:21:30.628817] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPAM'.
[2025-12-08T20:21:30.629164] [INFO ] [FORECASTER] Starting predict_future for EPAM
[2025-12-08T20:21:30.629943] [DEBUG] [LOCAL     ] No optimal features file found for EPAM: ./output/feature-sets/EPAM.txt
[2025-12-08T20:21:30.629993] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:30.630024] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:30.630050] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:30.630105] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:30.688528] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:30.689220] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:30.689305] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:30.689340] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:30.812443] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:30.812610] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:30.812652] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:30.812680] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:30.816041] [DEBUG] [FORECASTER] EPAM: Forecast T+1@11:T+2@11: UP (p=95.68%)
[2025-12-08T20:21:30.816310] [INFO ] [FORECASTER] Completed predict_future for EPAM
[2025-12-08T20:21:30.816433] [INFO ] [sig       ] EPAM: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:21:30.954930] [INFO ] [LOCAL     ] Saved forecast: EPAM	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/EPAM.txt
[2025-12-08T20:21:30.955047] [INFO ] [sig       ] [1125/3624] Completed EPAM in 0.3s | 2.91 sym/s | Total: 6.4m | ETA: 14.3m
[2025-12-08T20:21:30.955085] [INFO ] [sig       ] [1126/3624] Forecasting EPC...
[2025-12-08T20:21:30.955112] [INFO ] [sig       ] Generating forecast for: EPC
[2025-12-08T20:21:30.955141] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPC' from 'https://tdm.silogroup.org/data/derivative_storage/EPC.csv'.
[2025-12-08T20:21:30.967731] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPC'.
[2025-12-08T20:21:30.968072] [INFO ] [FORECASTER] Starting predict_future for EPC
[2025-12-08T20:21:30.968858] [DEBUG] [LOCAL     ] No optimal features file found for EPC: ./output/feature-sets/EPC.txt
[2025-12-08T20:21:30.968908] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:30.968939] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:30.968964] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:30.969028] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:31.025745] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:31.026363] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:31.026441] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:31.026472] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:31.146222] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:31.146358] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:31.146394] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:31.146421] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:31.149765] [DEBUG] [FORECASTER] EPC: Forecast T+1@11:T+2@11: UP (p=70.30%)
[2025-12-08T20:21:31.150032] [INFO ] [FORECASTER] Completed predict_future for EPC
[2025-12-08T20:21:31.150152] [INFO ] [sig       ] EPC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:21:31.291552] [INFO ] [LOCAL     ] Saved forecast: EPC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/EPC.txt
[2025-12-08T20:21:31.291695] [INFO ] [sig       ] [1126/3624] Completed EPC in 0.3s | 2.91 sym/s | Total: 6.4m | ETA: 14.3m
[2025-12-08T20:21:31.291733] [INFO ] [sig       ] [1127/3624] Forecasting EPD...
[2025-12-08T20:21:31.291762] [INFO ] [sig       ] Generating forecast for: EPD
[2025-12-08T20:21:31.291791] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPD' from 'https://tdm.silogroup.org/data/derivative_storage/EPD.csv'.
[2025-12-08T20:21:31.303415] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPD'.
[2025-12-08T20:21:31.303782] [INFO ] [FORECASTER] Starting predict_future for EPD
[2025-12-08T20:21:31.304534] [DEBUG] [LOCAL     ] No optimal features file found for EPD: ./output/feature-sets/EPD.txt
[2025-12-08T20:21:31.304603] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:31.304638] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:31.304665] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:31.304719] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:31.363085] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:31.363726] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:31.363800] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:31.363832] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:31.483480] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:31.483634] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:31.483673] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:31.483700] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:31.486940] [DEBUG] [FORECASTER] EPD: Forecast T+1@11:T+2@11: DOWN (p=4.34%)
[2025-12-08T20:21:31.487218] [INFO ] [FORECASTER] Completed predict_future for EPD
[2025-12-08T20:21:31.487334] [INFO ] [sig       ] EPD: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:21:31.625377] [INFO ] [LOCAL     ] Saved forecast: EPD	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/EPD.txt
[2025-12-08T20:21:31.625502] [INFO ] [sig       ] [1127/3624] Completed EPD in 0.3s | 2.91 sym/s | Total: 6.5m | ETA: 14.3m
[2025-12-08T20:21:31.625540] [INFO ] [sig       ] [1128/3624] Forecasting EPSN...
[2025-12-08T20:21:31.625568] [INFO ] [sig       ] Generating forecast for: EPSN
[2025-12-08T20:21:31.625616] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPSN' from 'https://tdm.silogroup.org/data/derivative_storage/EPSN.csv'.
[2025-12-08T20:21:31.638369] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPSN'.
[2025-12-08T20:21:31.638830] [INFO ] [FORECASTER] Starting predict_future for EPSN
[2025-12-08T20:21:31.639752] [DEBUG] [LOCAL     ] No optimal features file found for EPSN: ./output/feature-sets/EPSN.txt
[2025-12-08T20:21:31.639823] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:31.639857] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:31.639884] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:31.639940] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:31.701196] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:31.702025] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:31.702126] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:31.702160] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:31.830828] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:31.830980] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:31.831018] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:31.831045] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:31.834769] [DEBUG] [FORECASTER] EPSN: Forecast T+1@11:T+2@11: DOWN (p=7.26%)
[2025-12-08T20:21:31.835127] [INFO ] [FORECASTER] Completed predict_future for EPSN
[2025-12-08T20:21:31.835287] [INFO ] [sig       ] EPSN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:21:31.981847] [INFO ] [LOCAL     ] Saved forecast: EPSN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/EPSN.txt
[2025-12-08T20:21:31.982049] [INFO ] [sig       ] [1128/3624] Completed EPSN in 0.4s | 2.91 sym/s | Total: 6.5m | ETA: 14.3m
[2025-12-08T20:21:31.982112] [INFO ] [sig       ] [1129/3624] Forecasting EQBK...
[2025-12-08T20:21:31.982159] [INFO ] [sig       ] Generating forecast for: EQBK
[2025-12-08T20:21:31.982196] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EQBK' from 'https://tdm.silogroup.org/data/derivative_storage/EQBK.csv'.
[2025-12-08T20:21:31.994022] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EQBK'.
[2025-12-08T20:21:31.994369] [INFO ] [FORECASTER] Starting predict_future for EQBK
[2025-12-08T20:21:31.995197] [DEBUG] [LOCAL     ] No optimal features file found for EQBK: ./output/feature-sets/EQBK.txt
[2025-12-08T20:21:31.995248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:31.995279] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:31.995304] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:31.995359] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:32.051754] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:32.052357] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:32.052433] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:32.052465] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:32.173015] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:32.173154] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:32.173191] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:32.173218] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:32.176669] [DEBUG] [FORECASTER] EQBK: Forecast T+1@11:T+2@11: DOWN (p=42.85%)
[2025-12-08T20:21:32.176948] [INFO ] [FORECASTER] Completed predict_future for EQBK
[2025-12-08T20:21:32.177068] [INFO ] [sig       ] EQBK: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:21:32.315187] [INFO ] [LOCAL     ] Saved forecast: EQBK	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/EQBK.txt
[2025-12-08T20:21:32.315294] [INFO ] [sig       ] [1129/3624] Completed EQBK in 0.3s | 2.91 sym/s | Total: 6.5m | ETA: 14.3m
[2025-12-08T20:21:32.315332] [INFO ] [sig       ] [1130/3624] Forecasting EQH...
[2025-12-08T20:21:32.315360] [INFO ] [sig       ] Generating forecast for: EQH
[2025-12-08T20:21:32.315388] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EQH' from 'https://tdm.silogroup.org/data/derivative_storage/EQH.csv'.
[2025-12-08T20:21:32.327360] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EQH'.
[2025-12-08T20:21:32.327754] [INFO ] [FORECASTER] Starting predict_future for EQH
[2025-12-08T20:21:32.328504] [DEBUG] [LOCAL     ] No optimal features file found for EQH: ./output/feature-sets/EQH.txt
[2025-12-08T20:21:32.328555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:32.328611] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:32.328639] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:32.328694] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:32.384730] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:32.385309] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:32.385384] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:32.385415] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:32.504459] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:32.504596] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:32.504636] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:32.504663] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:32.508149] [DEBUG] [FORECASTER] EQH: Forecast T+1@11:T+2@11: UP (p=61.04%)
[2025-12-08T20:21:32.508417] [INFO ] [FORECASTER] Completed predict_future for EQH
[2025-12-08T20:21:32.508538] [INFO ] [sig       ] EQH: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:21:32.649767] [INFO ] [LOCAL     ] Saved forecast: EQH	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/EQH.txt
[2025-12-08T20:21:32.649915] [INFO ] [sig       ] [1130/3624] Completed EQH in 0.3s | 2.91 sym/s | Total: 6.5m | ETA: 14.3m
[2025-12-08T20:21:32.649956] [INFO ] [sig       ] [1131/3624] Forecasting EQIX...
[2025-12-08T20:21:32.649984] [INFO ] [sig       ] Generating forecast for: EQIX
[2025-12-08T20:21:32.650013] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EQIX' from 'https://tdm.silogroup.org/data/derivative_storage/EQIX.csv'.
[2025-12-08T20:21:32.662177] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EQIX'.
[2025-12-08T20:21:32.662550] [INFO ] [FORECASTER] Starting predict_future for EQIX
[2025-12-08T20:21:32.663336] [DEBUG] [LOCAL     ] No optimal features file found for EQIX: ./output/feature-sets/EQIX.txt
[2025-12-08T20:21:32.663385] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:32.663416] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:32.663442] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:32.663497] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:32.718200] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:32.718877] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:32.718951] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:32.718982] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:32.845041] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:32.845179] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:32.845215] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:32.845243] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:32.848470] [DEBUG] [FORECASTER] EQIX: Forecast T+1@11:T+2@11: UP (p=74.97%)
[2025-12-08T20:21:32.848905] [INFO ] [FORECASTER] Completed predict_future for EQIX
[2025-12-08T20:21:32.849021] [INFO ] [sig       ] EQIX: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:21:32.988855] [INFO ] [LOCAL     ] Saved forecast: EQIX	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/EQIX.txt
[2025-12-08T20:21:32.989048] [INFO ] [sig       ] [1131/3624] Completed EQIX in 0.3s | 2.91 sym/s | Total: 6.5m | ETA: 14.3m
[2025-12-08T20:21:32.989104] [INFO ] [sig       ] [1132/3624] Forecasting ERAS...
[2025-12-08T20:21:32.989146] [INFO ] [sig       ] Generating forecast for: ERAS
[2025-12-08T20:21:32.989187] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERAS' from 'https://tdm.silogroup.org/data/derivative_storage/ERAS.csv'.
[2025-12-08T20:21:33.001772] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERAS'.
[2025-12-08T20:21:33.002338] [INFO ] [FORECASTER] Starting predict_future for ERAS
[2025-12-08T20:21:33.003108] [DEBUG] [LOCAL     ] No optimal features file found for ERAS: ./output/feature-sets/ERAS.txt
[2025-12-08T20:21:33.003157] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:33.003188] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:33.003214] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:33.003269] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:33.061243] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:33.061956] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:33.062030] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:33.062062] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:33.175400] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:33.175545] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:33.175600] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:33.175629] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:33.178840] [DEBUG] [FORECASTER] ERAS: Forecast T+1@11:T+2@11: UP (p=56.09%)
[2025-12-08T20:21:33.179101] [INFO ] [FORECASTER] Completed predict_future for ERAS
[2025-12-08T20:21:33.179216] [INFO ] [sig       ] ERAS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:21:33.315611] [INFO ] [LOCAL     ] Saved forecast: ERAS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ERAS.txt
[2025-12-08T20:21:33.315735] [INFO ] [sig       ] [1132/3624] Completed ERAS in 0.3s | 2.91 sym/s | Total: 6.5m | ETA: 14.3m
[2025-12-08T20:21:33.315773] [INFO ] [sig       ] [1133/3624] Forecasting ERIC...
[2025-12-08T20:21:33.315801] [INFO ] [sig       ] Generating forecast for: ERIC
[2025-12-08T20:21:33.315829] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERIC' from 'https://tdm.silogroup.org/data/derivative_storage/ERIC.csv'.
[2025-12-08T20:21:33.327876] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERIC'.
[2025-12-08T20:21:33.328235] [INFO ] [FORECASTER] Starting predict_future for ERIC
[2025-12-08T20:21:33.329027] [DEBUG] [LOCAL     ] No optimal features file found for ERIC: ./output/feature-sets/ERIC.txt
[2025-12-08T20:21:33.329076] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:33.329106] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:33.329132] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:33.329186] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:33.384172] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:33.384810] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:33.384883] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:33.384915] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:33.506560] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:33.506722] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:33.506760] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:33.506789] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:33.510042] [DEBUG] [FORECASTER] ERIC: Forecast T+1@11:T+2@11: UP (p=67.35%)
[2025-12-08T20:21:33.510319] [INFO ] [FORECASTER] Completed predict_future for ERIC
[2025-12-08T20:21:33.510439] [INFO ] [sig       ] ERIC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:21:33.651825] [INFO ] [LOCAL     ] Saved forecast: ERIC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ERIC.txt
[2025-12-08T20:21:33.651960] [INFO ] [sig       ] [1133/3624] Completed ERIC in 0.3s | 2.91 sym/s | Total: 6.5m | ETA: 14.3m
[2025-12-08T20:21:33.652000] [INFO ] [sig       ] [1134/3624] Forecasting ERIE...
[2025-12-08T20:21:33.652028] [INFO ] [sig       ] Generating forecast for: ERIE
[2025-12-08T20:21:33.652057] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERIE' from 'https://tdm.silogroup.org/data/derivative_storage/ERIE.csv'.
[2025-12-08T20:21:33.664486] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERIE'.
[2025-12-08T20:21:33.664848] [INFO ] [FORECASTER] Starting predict_future for ERIE
[2025-12-08T20:21:33.665648] [DEBUG] [LOCAL     ] No optimal features file found for ERIE: ./output/feature-sets/ERIE.txt
[2025-12-08T20:21:33.665700] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:33.665734] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:33.665762] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:33.665818] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:33.721092] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:33.721751] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:33.721824] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:33.721855] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:33.836994] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:33.837140] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:33.837176] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:33.837204] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:33.840603] [DEBUG] [FORECASTER] ERIE: Forecast T+1@11:T+2@11: DOWN (p=24.24%)
[2025-12-08T20:21:33.840877] [INFO ] [FORECASTER] Completed predict_future for ERIE
[2025-12-08T20:21:33.841000] [INFO ] [sig       ] ERIE: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:21:33.980344] [INFO ] [LOCAL     ] Saved forecast: ERIE	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ERIE.txt
[2025-12-08T20:21:33.980473] [INFO ] [sig       ] [1134/3624] Completed ERIE in 0.3s | 2.91 sym/s | Total: 6.5m | ETA: 14.3m
[2025-12-08T20:21:33.980512] [INFO ] [sig       ] [1135/3624] Forecasting ERII...
[2025-12-08T20:21:33.980541] [INFO ] [sig       ] Generating forecast for: ERII
[2025-12-08T20:21:33.980586] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERII' from 'https://tdm.silogroup.org/data/derivative_storage/ERII.csv'.
[2025-12-08T20:21:33.992702] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERII'.
[2025-12-08T20:21:33.993097] [INFO ] [FORECASTER] Starting predict_future for ERII
[2025-12-08T20:21:33.993905] [DEBUG] [LOCAL     ] No optimal features file found for ERII: ./output/feature-sets/ERII.txt
[2025-12-08T20:21:33.993956] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:33.994015] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:33.994048] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:33.994122] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:34.053941] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:34.054642] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:34.054720] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:34.054753] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:34.174727] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:34.174900] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:34.174938] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:34.174965] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:34.178229] [DEBUG] [FORECASTER] ERII: Forecast T+1@11:T+2@11: DOWN (p=9.35%)
[2025-12-08T20:21:34.178488] [INFO ] [FORECASTER] Completed predict_future for ERII
[2025-12-08T20:21:34.178623] [INFO ] [sig       ] ERII: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:21:34.316285] [INFO ] [LOCAL     ] Saved forecast: ERII	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ERII.txt
[2025-12-08T20:21:34.316408] [INFO ] [sig       ] [1135/3624] Completed ERII in 0.3s | 2.91 sym/s | Total: 6.5m | ETA: 14.2m
[2025-12-08T20:21:34.316446] [INFO ] [sig       ] [1136/3624] Forecasting ERNA...
[2025-12-08T20:21:34.316476] [INFO ] [sig       ] Generating forecast for: ERNA
[2025-12-08T20:21:34.316505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERNA' from 'https://tdm.silogroup.org/data/derivative_storage/ERNA.csv'.
[2025-12-08T20:21:34.328263] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERNA'.
[2025-12-08T20:21:34.328611] [INFO ] [FORECASTER] Starting predict_future for ERNA
[2025-12-08T20:21:34.329358] [DEBUG] [LOCAL     ] No optimal features file found for ERNA: ./output/feature-sets/ERNA.txt
[2025-12-08T20:21:34.329407] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:34.329438] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:34.329464] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:34.329518] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:34.384378] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:34.384981] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:34.385056] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:34.385086] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:34.497980] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:34.498122] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:34.498161] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:34.498189] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:34.501776] [DEBUG] [FORECASTER] ERNA: Forecast T+1@11:T+2@11: UP (p=88.03%)
[2025-12-08T20:21:34.502229] [INFO ] [FORECASTER] Completed predict_future for ERNA
[2025-12-08T20:21:34.502344] [INFO ] [sig       ] ERNA: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:21:34.639538] [INFO ] [LOCAL     ] Saved forecast: ERNA	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ERNA.txt
[2025-12-08T20:21:34.639674] [INFO ] [sig       ] [1136/3624] Completed ERNA in 0.3s | 2.91 sym/s | Total: 6.5m | ETA: 14.2m
[2025-12-08T20:21:34.639712] [INFO ] [sig       ] [1137/3624] Forecasting ERO...
[2025-12-08T20:21:34.639740] [INFO ] [sig       ] Generating forecast for: ERO
[2025-12-08T20:21:34.639768] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERO' from 'https://tdm.silogroup.org/data/derivative_storage/ERO.csv'.
[2025-12-08T20:21:34.651425] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERO'.
[2025-12-08T20:21:34.651797] [INFO ] [FORECASTER] Starting predict_future for ERO
[2025-12-08T20:21:34.652547] [DEBUG] [LOCAL     ] No optimal features file found for ERO: ./output/feature-sets/ERO.txt
[2025-12-08T20:21:34.652614] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:34.652647] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:34.652674] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:34.652728] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:34.708832] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:34.709415] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:34.709487] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:34.709519] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:34.833769] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:34.833919] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:34.833957] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:34.833987] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:34.837324] [DEBUG] [FORECASTER] ERO: Forecast T+1@11:T+2@11: DOWN (p=4.02%)
[2025-12-08T20:21:34.837632] [INFO ] [FORECASTER] Completed predict_future for ERO
[2025-12-08T20:21:34.837751] [INFO ] [sig       ] ERO: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:21:34.974421] [INFO ] [LOCAL     ] Saved forecast: ERO	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ERO.txt
[2025-12-08T20:21:34.974548] [INFO ] [sig       ] [1137/3624] Completed ERO in 0.3s | 2.91 sym/s | Total: 6.5m | ETA: 14.2m
[2025-12-08T20:21:34.974611] [INFO ] [sig       ] [1138/3624] Forecasting ES...
[2025-12-08T20:21:34.974643] [INFO ] [sig       ] Generating forecast for: ES
[2025-12-08T20:21:34.974674] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ES' from 'https://tdm.silogroup.org/data/derivative_storage/ES.csv'.
[2025-12-08T20:21:34.986022] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ES'.
[2025-12-08T20:21:34.986349] [INFO ] [FORECASTER] Starting predict_future for ES
[2025-12-08T20:21:34.987108] [DEBUG] [LOCAL     ] No optimal features file found for ES: ./output/feature-sets/ES.txt
[2025-12-08T20:21:34.987156] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:34.987187] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:34.987212] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:34.987266] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:35.043046] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:35.043652] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:35.043724] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:35.043755] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:35.157999] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:35.158136] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:35.158173] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:35.158229] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:35.161478] [DEBUG] [FORECASTER] ES: Forecast T+1@11:T+2@11: UP (p=77.09%)
[2025-12-08T20:21:35.161763] [INFO ] [FORECASTER] Completed predict_future for ES
[2025-12-08T20:21:35.161882] [INFO ] [sig       ] ES: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:21:35.297851] [INFO ] [LOCAL     ] Saved forecast: ES	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ES.txt
[2025-12-08T20:21:35.297959] [INFO ] [sig       ] [1138/3624] Completed ES in 0.3s | 2.91 sym/s | Total: 6.5m | ETA: 14.2m
[2025-12-08T20:21:35.297997] [INFO ] [sig       ] [1139/3624] Forecasting ESAB...
[2025-12-08T20:21:35.298024] [INFO ] [sig       ] Generating forecast for: ESAB
[2025-12-08T20:21:35.298053] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESAB' from 'https://tdm.silogroup.org/data/derivative_storage/ESAB.csv'.
[2025-12-08T20:21:35.309717] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESAB'.
[2025-12-08T20:21:35.310038] [INFO ] [FORECASTER] Starting predict_future for ESAB
[2025-12-08T20:21:35.310796] [DEBUG] [LOCAL     ] No optimal features file found for ESAB: ./output/feature-sets/ESAB.txt
[2025-12-08T20:21:35.310844] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:35.310885] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:35.310912] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:35.310967] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:35.365647] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:35.366231] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:35.366304] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:35.366334] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:35.485129] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:35.485264] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:35.485301] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:35.485327] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:35.488567] [DEBUG] [FORECASTER] ESAB: Forecast T+1@11:T+2@11: UP (p=95.03%)
[2025-12-08T20:21:35.488847] [INFO ] [FORECASTER] Completed predict_future for ESAB
[2025-12-08T20:21:35.488965] [INFO ] [sig       ] ESAB: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:21:35.628630] [INFO ] [LOCAL     ] Saved forecast: ESAB	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ESAB.txt
[2025-12-08T20:21:35.628753] [INFO ] [sig       ] [1139/3624] Completed ESAB in 0.3s | 2.91 sym/s | Total: 6.5m | ETA: 14.2m
[2025-12-08T20:21:35.628985] [INFO ] [sig       ] [1140/3624] Forecasting ESCA...
[2025-12-08T20:21:35.629013] [INFO ] [sig       ] Generating forecast for: ESCA
[2025-12-08T20:21:35.629040] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESCA' from 'https://tdm.silogroup.org/data/derivative_storage/ESCA.csv'.
[2025-12-08T20:21:35.641190] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESCA'.
[2025-12-08T20:21:35.641513] [INFO ] [FORECASTER] Starting predict_future for ESCA
[2025-12-08T20:21:35.642265] [DEBUG] [LOCAL     ] No optimal features file found for ESCA: ./output/feature-sets/ESCA.txt
[2025-12-08T20:21:35.642315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:35.642345] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:35.642371] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:35.642427] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:35.696965] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:35.697591] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:35.697666] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:35.697696] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:35.813870] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:35.814003] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:35.814041] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:35.814068] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:35.817243] [DEBUG] [FORECASTER] ESCA: Forecast T+1@11:T+2@11: UP (p=94.55%)
[2025-12-08T20:21:35.817518] [INFO ] [FORECASTER] Completed predict_future for ESCA
[2025-12-08T20:21:35.817670] [INFO ] [sig       ] ESCA: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:21:35.958468] [INFO ] [LOCAL     ] Saved forecast: ESCA	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ESCA.txt
[2025-12-08T20:21:35.958639] [INFO ] [sig       ] [1140/3624] Completed ESCA in 0.3s | 2.91 sym/s | Total: 6.5m | ETA: 14.2m
[2025-12-08T20:21:35.958680] [INFO ] [sig       ] [1141/3624] Forecasting ESE...
[2025-12-08T20:21:35.958709] [INFO ] [sig       ] Generating forecast for: ESE
[2025-12-08T20:21:35.958738] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESE' from 'https://tdm.silogroup.org/data/derivative_storage/ESE.csv'.
[2025-12-08T20:21:35.970870] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESE'.
[2025-12-08T20:21:35.971241] [INFO ] [FORECASTER] Starting predict_future for ESE
[2025-12-08T20:21:35.972024] [DEBUG] [LOCAL     ] No optimal features file found for ESE: ./output/feature-sets/ESE.txt
[2025-12-08T20:21:35.972072] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:35.972103] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:35.972128] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:35.972182] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:36.031517] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:36.032324] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:36.032403] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:36.032434] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:36.150731] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:36.150878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:36.150916] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:36.150943] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:36.154413] [DEBUG] [FORECASTER] ESE: Forecast T+1@11:T+2@11: UP (p=67.90%)
[2025-12-08T20:21:36.154706] [INFO ] [FORECASTER] Completed predict_future for ESE
[2025-12-08T20:21:36.155029] [INFO ] [sig       ] ESE: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:21:36.303499] [INFO ] [LOCAL     ] Saved forecast: ESE	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ESE.txt
[2025-12-08T20:21:36.303667] [INFO ] [sig       ] [1141/3624] Completed ESE in 0.3s | 2.91 sym/s | Total: 6.5m | ETA: 14.2m
[2025-12-08T20:21:36.303709] [INFO ] [sig       ] [1142/3624] Forecasting ESEA...
[2025-12-08T20:21:36.303738] [INFO ] [sig       ] Generating forecast for: ESEA
[2025-12-08T20:21:36.303767] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESEA' from 'https://tdm.silogroup.org/data/derivative_storage/ESEA.csv'.
[2025-12-08T20:21:36.315889] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESEA'.
[2025-12-08T20:21:36.316278] [INFO ] [FORECASTER] Starting predict_future for ESEA
[2025-12-08T20:21:36.317134] [DEBUG] [LOCAL     ] No optimal features file found for ESEA: ./output/feature-sets/ESEA.txt
[2025-12-08T20:21:36.317185] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:36.317217] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:36.317245] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:36.317301] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:36.378797] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:36.379682] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:36.379759] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:36.379791] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:36.511251] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:36.511407] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:36.511445] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:36.511474] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:36.515450] [DEBUG] [FORECASTER] ESEA: Forecast T+1@11:T+2@11: DOWN (p=4.61%)
[2025-12-08T20:21:36.515785] [INFO ] [FORECASTER] Completed predict_future for ESEA
[2025-12-08T20:21:36.516137] [INFO ] [sig       ] ESEA: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:21:36.666614] [INFO ] [LOCAL     ] Saved forecast: ESEA	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ESEA.txt
[2025-12-08T20:21:36.666768] [INFO ] [sig       ] [1142/3624] Completed ESEA in 0.4s | 2.91 sym/s | Total: 6.5m | ETA: 14.2m
[2025-12-08T20:21:36.666814] [INFO ] [sig       ] [1143/3624] Forecasting ESGD...
[2025-12-08T20:21:36.666844] [INFO ] [sig       ] Generating forecast for: ESGD
[2025-12-08T20:21:36.666873] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESGD' from 'https://tdm.silogroup.org/data/derivative_storage/ESGD.csv'.
[2025-12-08T20:21:36.679031] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESGD'.
[2025-12-08T20:21:36.679401] [INFO ] [FORECASTER] Starting predict_future for ESGD
[2025-12-08T20:21:36.680219] [DEBUG] [LOCAL     ] No optimal features file found for ESGD: ./output/feature-sets/ESGD.txt
[2025-12-08T20:21:36.680277] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:36.680315] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:36.680346] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:36.680403] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:36.738932] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:36.739815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:36.739897] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:36.739930] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:36.860729] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:36.860880] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:36.860917] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:36.860945] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:36.864281] [DEBUG] [FORECASTER] ESGD: Forecast T+1@11:T+2@11: DOWN (p=8.61%)
[2025-12-08T20:21:36.864553] [INFO ] [FORECASTER] Completed predict_future for ESGD
[2025-12-08T20:21:36.864692] [INFO ] [sig       ] ESGD: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:21:37.013843] [INFO ] [LOCAL     ] Saved forecast: ESGD	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ESGD.txt
[2025-12-08T20:21:37.014000] [INFO ] [sig       ] [1143/3624] Completed ESGD in 0.3s | 2.91 sym/s | Total: 6.5m | ETA: 14.2m
[2025-12-08T20:21:37.014042] [INFO ] [sig       ] [1144/3624] Forecasting ESGE...
[2025-12-08T20:21:37.014072] [INFO ] [sig       ] Generating forecast for: ESGE
[2025-12-08T20:21:37.014103] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESGE' from 'https://tdm.silogroup.org/data/derivative_storage/ESGE.csv'.
[2025-12-08T20:21:37.027419] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESGE'.
[2025-12-08T20:21:37.027811] [INFO ] [FORECASTER] Starting predict_future for ESGE
[2025-12-08T20:21:37.028664] [DEBUG] [LOCAL     ] No optimal features file found for ESGE: ./output/feature-sets/ESGE.txt
[2025-12-08T20:21:37.028718] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:37.028749] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:37.028776] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:37.028833] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:37.089806] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:37.090656] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:37.090735] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:37.090768] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:37.212565] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:37.212740] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:37.212779] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:37.212808] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:37.216270] [DEBUG] [FORECASTER] ESGE: Forecast T+1@11:T+2@11: DOWN (p=2.61%)
[2025-12-08T20:21:37.216560] [INFO ] [FORECASTER] Completed predict_future for ESGE
[2025-12-08T20:21:37.216732] [INFO ] [sig       ] ESGE: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:21:37.364120] [INFO ] [LOCAL     ] Saved forecast: ESGE	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ESGE.txt
[2025-12-08T20:21:37.364272] [INFO ] [sig       ] [1144/3624] Completed ESGE in 0.4s | 2.91 sym/s | Total: 6.5m | ETA: 14.2m
[2025-12-08T20:21:37.364312] [INFO ] [sig       ] [1145/3624] Forecasting ESI...
[2025-12-08T20:21:37.364340] [INFO ] [sig       ] Generating forecast for: ESI
[2025-12-08T20:21:37.364369] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESI' from 'https://tdm.silogroup.org/data/derivative_storage/ESI.csv'.
[2025-12-08T20:21:37.377209] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESI'.
[2025-12-08T20:21:37.377627] [INFO ] [FORECASTER] Starting predict_future for ESI
[2025-12-08T20:21:37.378410] [DEBUG] [LOCAL     ] No optimal features file found for ESI: ./output/feature-sets/ESI.txt
[2025-12-08T20:21:37.378460] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:37.378490] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:37.378518] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:37.378591] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:37.435905] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:37.436761] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:37.436899] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:37.436943] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:37.555711] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:37.555866] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:37.555904] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:37.555932] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:37.559238] [DEBUG] [FORECASTER] ESI: Forecast T+1@11:T+2@11: DOWN (p=17.41%)
[2025-12-08T20:21:37.559522] [INFO ] [FORECASTER] Completed predict_future for ESI
[2025-12-08T20:21:37.559668] [INFO ] [sig       ] ESI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:21:37.705802] [INFO ] [LOCAL     ] Saved forecast: ESI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ESI.txt
[2025-12-08T20:21:37.705959] [INFO ] [sig       ] [1145/3624] Completed ESI in 0.3s | 2.91 sym/s | Total: 6.6m | ETA: 14.2m
[2025-12-08T20:21:37.706000] [INFO ] [sig       ] [1146/3624] Forecasting ESOA...
[2025-12-08T20:21:37.706029] [INFO ] [sig       ] Generating forecast for: ESOA
[2025-12-08T20:21:37.706058] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESOA' from 'https://tdm.silogroup.org/data/derivative_storage/ESOA.csv'.
[2025-12-08T20:21:37.718885] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESOA'.
[2025-12-08T20:21:37.719282] [INFO ] [FORECASTER] Starting predict_future for ESOA
[2025-12-08T20:21:37.720120] [DEBUG] [LOCAL     ] No optimal features file found for ESOA: ./output/feature-sets/ESOA.txt
[2025-12-08T20:21:37.720170] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:37.720202] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:37.720229] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:37.720286] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:37.779937] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:37.780801] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:37.780886] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:37.780919] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:37.907092] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:37.907253] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:37.907292] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:37.907337] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:37.911149] [DEBUG] [FORECASTER] ESOA: Forecast T+1@11:T+2@11: UP (p=94.21%)
[2025-12-08T20:21:37.911452] [INFO ] [FORECASTER] Completed predict_future for ESOA
[2025-12-08T20:21:37.911599] [INFO ] [sig       ] ESOA: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:21:38.055664] [INFO ] [LOCAL     ] Saved forecast: ESOA	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ESOA.txt
[2025-12-08T20:21:38.055811] [INFO ] [sig       ] [1146/3624] Completed ESOA in 0.3s | 2.91 sym/s | Total: 6.6m | ETA: 14.2m
[2025-12-08T20:21:38.055849] [INFO ] [sig       ] [1147/3624] Forecasting ESPO...
[2025-12-08T20:21:38.055879] [INFO ] [sig       ] Generating forecast for: ESPO
[2025-12-08T20:21:38.055909] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESPO' from 'https://tdm.silogroup.org/data/derivative_storage/ESPO.csv'.
[2025-12-08T20:21:38.067973] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESPO'.
[2025-12-08T20:21:38.068344] [INFO ] [FORECASTER] Starting predict_future for ESPO
[2025-12-08T20:21:38.069126] [DEBUG] [LOCAL     ] No optimal features file found for ESPO: ./output/feature-sets/ESPO.txt
[2025-12-08T20:21:38.069174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:38.069205] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:38.069231] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:38.069286] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:38.125328] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:38.126163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:38.126240] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:38.126272] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:38.252052] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:38.252204] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:38.252245] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:38.252273] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:38.255616] [DEBUG] [FORECASTER] ESPO: Forecast T+1@11:T+2@11: UP (p=98.61%)
[2025-12-08T20:21:38.255901] [INFO ] [FORECASTER] Completed predict_future for ESPO
[2025-12-08T20:21:38.256022] [INFO ] [sig       ] ESPO: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:21:38.398692] [INFO ] [LOCAL     ] Saved forecast: ESPO	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ESPO.txt
[2025-12-08T20:21:38.398836] [INFO ] [sig       ] [1147/3624] Completed ESPO in 0.3s | 2.91 sym/s | Total: 6.6m | ETA: 14.2m
[2025-12-08T20:21:38.398874] [INFO ] [sig       ] [1148/3624] Forecasting ESQ...
[2025-12-08T20:21:38.398904] [INFO ] [sig       ] Generating forecast for: ESQ
[2025-12-08T20:21:38.398934] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESQ' from 'https://tdm.silogroup.org/data/derivative_storage/ESQ.csv'.
[2025-12-08T20:21:38.411334] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESQ'.
[2025-12-08T20:21:38.411712] [INFO ] [FORECASTER] Starting predict_future for ESQ
[2025-12-08T20:21:38.412468] [DEBUG] [LOCAL     ] No optimal features file found for ESQ: ./output/feature-sets/ESQ.txt
[2025-12-08T20:21:38.412517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:38.412548] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:38.412592] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:38.412652] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:38.469857] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:38.470687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:38.470781] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:38.470814] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:38.587191] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:38.587342] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:38.587396] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:38.587427] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:38.590708] [DEBUG] [FORECASTER] ESQ: Forecast T+1@11:T+2@11: UP (p=68.58%)
[2025-12-08T20:21:38.590972] [INFO ] [FORECASTER] Completed predict_future for ESQ
[2025-12-08T20:21:38.591091] [INFO ] [sig       ] ESQ: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:21:38.733306] [INFO ] [LOCAL     ] Saved forecast: ESQ	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ESQ.txt
[2025-12-08T20:21:38.733481] [INFO ] [sig       ] [1148/3624] Completed ESQ in 0.3s | 2.91 sym/s | Total: 6.6m | ETA: 14.2m
[2025-12-08T20:21:38.733521] [INFO ] [sig       ] [1149/3624] Forecasting ESTA...
[2025-12-08T20:21:38.733551] [INFO ] [sig       ] Generating forecast for: ESTA
[2025-12-08T20:21:38.733599] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESTA' from 'https://tdm.silogroup.org/data/derivative_storage/ESTA.csv'.
[2025-12-08T20:21:38.746181] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESTA'.
[2025-12-08T20:21:38.746545] [INFO ] [FORECASTER] Starting predict_future for ESTA
[2025-12-08T20:21:38.747310] [DEBUG] [LOCAL     ] No optimal features file found for ESTA: ./output/feature-sets/ESTA.txt
[2025-12-08T20:21:38.747360] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:38.747409] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:38.747437] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:38.747492] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:38.803820] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:38.804658] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:38.804735] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:38.804767] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:38.925552] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:38.925725] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:38.925765] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:38.925791] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:38.929408] [DEBUG] [FORECASTER] ESTA: Forecast T+1@11:T+2@11: DOWN (p=40.81%)
[2025-12-08T20:21:38.929694] [INFO ] [FORECASTER] Completed predict_future for ESTA
[2025-12-08T20:21:38.929816] [INFO ] [sig       ] ESTA: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:21:39.071718] [INFO ] [LOCAL     ] Saved forecast: ESTA	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ESTA.txt
[2025-12-08T20:21:39.071869] [INFO ] [sig       ] [1149/3624] Completed ESTA in 0.3s | 2.91 sym/s | Total: 6.6m | ETA: 14.2m
[2025-12-08T20:21:39.071910] [INFO ] [sig       ] [1150/3624] Forecasting ESTC...
[2025-12-08T20:21:39.071939] [INFO ] [sig       ] Generating forecast for: ESTC
[2025-12-08T20:21:39.071969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESTC' from 'https://tdm.silogroup.org/data/derivative_storage/ESTC.csv'.
[2025-12-08T20:21:39.083792] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESTC'.
[2025-12-08T20:21:39.084150] [INFO ] [FORECASTER] Starting predict_future for ESTC
[2025-12-08T20:21:39.084917] [DEBUG] [LOCAL     ] No optimal features file found for ESTC: ./output/feature-sets/ESTC.txt
[2025-12-08T20:21:39.084966] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:39.085007] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:39.085034] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:39.085089] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:39.143808] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:39.144692] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:39.144769] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:39.144800] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:39.267519] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:39.267685] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:39.267723] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:39.267751] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:39.270997] [DEBUG] [FORECASTER] ESTC: Forecast T+1@11:T+2@11: UP (p=96.38%)
[2025-12-08T20:21:39.271259] [INFO ] [FORECASTER] Completed predict_future for ESTC
[2025-12-08T20:21:39.271381] [INFO ] [sig       ] ESTC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:21:39.411104] [INFO ] [LOCAL     ] Saved forecast: ESTC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ESTC.txt
[2025-12-08T20:21:39.411251] [INFO ] [sig       ] [1150/3624] Completed ESTC in 0.3s | 2.91 sym/s | Total: 6.6m | ETA: 14.2m
[2025-12-08T20:21:39.411288] [INFO ] [sig       ] [1151/3624] Forecasting ETB...
[2025-12-08T20:21:39.411318] [INFO ] [sig       ] Generating forecast for: ETB
[2025-12-08T20:21:39.411346] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETB' from 'https://tdm.silogroup.org/data/derivative_storage/ETB.csv'.
[2025-12-08T20:21:39.423379] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETB'.
[2025-12-08T20:21:39.423764] [INFO ] [FORECASTER] Starting predict_future for ETB
[2025-12-08T20:21:39.424522] [DEBUG] [LOCAL     ] No optimal features file found for ETB: ./output/feature-sets/ETB.txt
[2025-12-08T20:21:39.424570] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:39.424620] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:39.424646] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:39.424702] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:39.480174] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:39.480990] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:39.481066] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:39.481097] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:39.593316] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:39.593465] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:39.593503] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:39.593531] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:39.596822] [DEBUG] [FORECASTER] ETB: Forecast T+1@11:T+2@11: DOWN (p=13.10%)
[2025-12-08T20:21:39.597103] [INFO ] [FORECASTER] Completed predict_future for ETB
[2025-12-08T20:21:39.597224] [INFO ] [sig       ] ETB: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:21:39.737133] [INFO ] [LOCAL     ] Saved forecast: ETB	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ETB.txt
[2025-12-08T20:21:39.737283] [INFO ] [sig       ] [1151/3624] Completed ETB in 0.3s | 2.91 sym/s | Total: 6.6m | ETA: 14.2m
[2025-12-08T20:21:39.737322] [INFO ] [sig       ] [1152/3624] Forecasting ETD...
[2025-12-08T20:21:39.737351] [INFO ] [sig       ] Generating forecast for: ETD
[2025-12-08T20:21:39.737402] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETD' from 'https://tdm.silogroup.org/data/derivative_storage/ETD.csv'.
[2025-12-08T20:21:39.749733] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETD'.
[2025-12-08T20:21:39.750095] [INFO ] [FORECASTER] Starting predict_future for ETD
[2025-12-08T20:21:39.750917] [DEBUG] [LOCAL     ] No optimal features file found for ETD: ./output/feature-sets/ETD.txt
[2025-12-08T20:21:39.750967] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:39.751035] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:39.751073] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:39.751154] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:39.807191] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:39.808047] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:39.808130] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:39.808161] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:39.924273] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:39.924424] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:39.924461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:39.924487] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:39.927838] [DEBUG] [FORECASTER] ETD: Forecast T+1@11:T+2@11: DOWN (p=31.40%)
[2025-12-08T20:21:39.928139] [INFO ] [FORECASTER] Completed predict_future for ETD
[2025-12-08T20:21:39.928266] [INFO ] [sig       ] ETD: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:21:40.068117] [INFO ] [LOCAL     ] Saved forecast: ETD	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ETD.txt
[2025-12-08T20:21:40.068267] [INFO ] [sig       ] [1152/3624] Completed ETD in 0.3s | 2.91 sym/s | Total: 6.6m | ETA: 14.1m
[2025-12-08T20:21:40.068308] [INFO ] [sig       ] [1153/3624] Forecasting ETG...
[2025-12-08T20:21:40.068338] [INFO ] [sig       ] Generating forecast for: ETG
[2025-12-08T20:21:40.068368] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETG' from 'https://tdm.silogroup.org/data/derivative_storage/ETG.csv'.
[2025-12-08T20:21:40.080450] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETG'.
[2025-12-08T20:21:40.080862] [INFO ] [FORECASTER] Starting predict_future for ETG
[2025-12-08T20:21:40.081652] [DEBUG] [LOCAL     ] No optimal features file found for ETG: ./output/feature-sets/ETG.txt
[2025-12-08T20:21:40.081705] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:40.081737] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:40.081764] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:40.081819] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:40.137430] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:40.138333] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:40.138413] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:40.138444] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:40.257442] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:40.257610] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:40.257648] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:40.257675] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:40.261169] [DEBUG] [FORECASTER] ETG: Forecast T+1@11:T+2@11: DOWN (p=4.80%)
[2025-12-08T20:21:40.261428] [INFO ] [FORECASTER] Completed predict_future for ETG
[2025-12-08T20:21:40.261546] [INFO ] [sig       ] ETG: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:21:40.400251] [INFO ] [LOCAL     ] Saved forecast: ETG	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ETG.txt
[2025-12-08T20:21:40.400357] [INFO ] [sig       ] [1153/3624] Completed ETG in 0.3s | 2.91 sym/s | Total: 6.6m | ETA: 14.1m
[2025-12-08T20:21:40.400395] [INFO ] [sig       ] [1154/3624] Forecasting ETHA...
[2025-12-08T20:21:40.400421] [INFO ] [sig       ] Generating forecast for: ETHA
[2025-12-08T20:21:40.400455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETHA' from 'https://tdm.silogroup.org/data/derivative_storage/ETHA.csv'.
[2025-12-08T20:21:40.412247] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETHA'.
[2025-12-08T20:21:40.412565] [INFO ] [FORECASTER] Starting predict_future for ETHA
[2025-12-08T20:21:40.413338] [DEBUG] [LOCAL     ] No optimal features file found for ETHA: ./output/feature-sets/ETHA.txt
[2025-12-08T20:21:40.413386] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:40.413418] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:40.413444] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:40.413499] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:40.468438] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:40.469036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:40.469109] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:40.469140] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:40.584079] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:40.584204] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:40.584239] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:40.584267] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:40.587453] [DEBUG] [FORECASTER] ETHA: Forecast T+1@11:T+2@11: DOWN (p=24.38%)
[2025-12-08T20:21:40.587733] [INFO ] [FORECASTER] Completed predict_future for ETHA
[2025-12-08T20:21:40.587851] [INFO ] [sig       ] ETHA: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:21:40.728405] [INFO ] [LOCAL     ] Saved forecast: ETHA	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ETHA.txt
[2025-12-08T20:21:40.728527] [INFO ] [sig       ] [1154/3624] Completed ETHA in 0.3s | 2.91 sym/s | Total: 6.6m | ETA: 14.1m
[2025-12-08T20:21:40.728565] [INFO ] [sig       ] [1155/3624] Forecasting ETJ...
[2025-12-08T20:21:40.728612] [INFO ] [sig       ] Generating forecast for: ETJ
[2025-12-08T20:21:40.728642] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETJ' from 'https://tdm.silogroup.org/data/derivative_storage/ETJ.csv'.
[2025-12-08T20:21:40.740038] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETJ'.
[2025-12-08T20:21:40.740395] [INFO ] [FORECASTER] Starting predict_future for ETJ
[2025-12-08T20:21:40.741177] [DEBUG] [LOCAL     ] No optimal features file found for ETJ: ./output/feature-sets/ETJ.txt
[2025-12-08T20:21:40.741226] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:40.741256] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:40.741282] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:40.741338] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:40.796010] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:40.796715] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:40.796792] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:40.796822] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:40.913073] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:40.913223] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:40.913260] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:40.913321] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:40.916649] [DEBUG] [FORECASTER] ETJ: Forecast T+1@11:T+2@11: DOWN (p=7.79%)
[2025-12-08T20:21:40.916914] [INFO ] [FORECASTER] Completed predict_future for ETJ
[2025-12-08T20:21:40.917035] [INFO ] [sig       ] ETJ: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:21:41.052592] [INFO ] [LOCAL     ] Saved forecast: ETJ	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ETJ.txt
[2025-12-08T20:21:41.052745] [INFO ] [sig       ] [1155/3624] Completed ETJ in 0.3s | 2.91 sym/s | Total: 6.6m | ETA: 14.1m
[2025-12-08T20:21:41.052785] [INFO ] [sig       ] [1156/3624] Forecasting ETN...
[2025-12-08T20:21:41.052814] [INFO ] [sig       ] Generating forecast for: ETN
[2025-12-08T20:21:41.052842] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETN' from 'https://tdm.silogroup.org/data/derivative_storage/ETN.csv'.
[2025-12-08T20:21:41.065863] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETN'.
[2025-12-08T20:21:41.066255] [INFO ] [FORECASTER] Starting predict_future for ETN
[2025-12-08T20:21:41.067207] [DEBUG] [LOCAL     ] No optimal features file found for ETN: ./output/feature-sets/ETN.txt
[2025-12-08T20:21:41.067259] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:41.067290] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:41.067317] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:41.067415] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:41.124587] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:41.125436] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:41.125514] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:41.125548] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:41.244615] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:41.244776] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:41.244815] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:41.244844] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:41.248201] [DEBUG] [FORECASTER] ETN: Forecast T+1@11:T+2@11: UP (p=60.19%)
[2025-12-08T20:21:41.248482] [INFO ] [FORECASTER] Completed predict_future for ETN
[2025-12-08T20:21:41.248627] [INFO ] [sig       ] ETN: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:21:41.384207] [INFO ] [LOCAL     ] Saved forecast: ETN	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ETN.txt
[2025-12-08T20:21:41.384336] [INFO ] [sig       ] [1156/3624] Completed ETN in 0.3s | 2.91 sym/s | Total: 6.6m | ETA: 14.1m
[2025-12-08T20:21:41.384374] [INFO ] [sig       ] [1157/3624] Forecasting ETO...
[2025-12-08T20:21:41.384402] [INFO ] [sig       ] Generating forecast for: ETO
[2025-12-08T20:21:41.384429] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETO' from 'https://tdm.silogroup.org/data/derivative_storage/ETO.csv'.
[2025-12-08T20:21:41.396071] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETO'.
[2025-12-08T20:21:41.396435] [INFO ] [FORECASTER] Starting predict_future for ETO
[2025-12-08T20:21:41.397219] [DEBUG] [LOCAL     ] No optimal features file found for ETO: ./output/feature-sets/ETO.txt
[2025-12-08T20:21:41.397268] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:41.397297] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:41.397323] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:41.397403] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:41.452193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:41.452954] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:41.453029] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:41.453061] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:41.573271] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:41.573423] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:41.573464] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:41.573493] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:41.577046] [DEBUG] [FORECASTER] ETO: Forecast T+1@11:T+2@11: DOWN (p=47.47%)
[2025-12-08T20:21:41.577324] [INFO ] [FORECASTER] Completed predict_future for ETO
[2025-12-08T20:21:41.577473] [INFO ] [sig       ] ETO: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:21:41.717361] [INFO ] [LOCAL     ] Saved forecast: ETO	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ETO.txt
[2025-12-08T20:21:41.717540] [INFO ] [sig       ] [1157/3624] Completed ETO in 0.3s | 2.91 sym/s | Total: 6.6m | ETA: 14.1m
[2025-12-08T20:21:41.717599] [INFO ] [sig       ] [1158/3624] Forecasting ETON...
[2025-12-08T20:21:41.717632] [INFO ] [sig       ] Generating forecast for: ETON
[2025-12-08T20:21:41.717663] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETON' from 'https://tdm.silogroup.org/data/derivative_storage/ETON.csv'.
[2025-12-08T20:21:41.731217] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETON'.
[2025-12-08T20:21:41.731565] [INFO ] [FORECASTER] Starting predict_future for ETON
[2025-12-08T20:21:41.732347] [DEBUG] [LOCAL     ] No optimal features file found for ETON: ./output/feature-sets/ETON.txt
[2025-12-08T20:21:41.732396] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:41.732427] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:41.732452] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:41.732507] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:41.790092] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:41.790984] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:41.791079] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:41.791130] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:41.914651] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:41.914802] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:41.914841] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:41.914868] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:41.918166] [DEBUG] [FORECASTER] ETON: Forecast T+1@11:T+2@11: UP (p=75.61%)
[2025-12-08T20:21:41.918434] [INFO ] [FORECASTER] Completed predict_future for ETON
[2025-12-08T20:21:41.918556] [INFO ] [sig       ] ETON: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:21:42.060349] [INFO ] [LOCAL     ] Saved forecast: ETON	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ETON.txt
[2025-12-08T20:21:42.060490] [INFO ] [sig       ] [1158/3624] Completed ETON in 0.3s | 2.91 sym/s | Total: 6.6m | ETA: 14.1m
[2025-12-08T20:21:42.060529] [INFO ] [sig       ] [1159/3624] Forecasting ETSY...
[2025-12-08T20:21:42.060557] [INFO ] [sig       ] Generating forecast for: ETSY
[2025-12-08T20:21:42.060606] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETSY' from 'https://tdm.silogroup.org/data/derivative_storage/ETSY.csv'.
[2025-12-08T20:21:42.072447] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETSY'.
[2025-12-08T20:21:42.072823] [INFO ] [FORECASTER] Starting predict_future for ETSY
[2025-12-08T20:21:42.073620] [DEBUG] [LOCAL     ] No optimal features file found for ETSY: ./output/feature-sets/ETSY.txt
[2025-12-08T20:21:42.073670] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:42.073701] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:42.073727] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:42.073782] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:42.128550] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:42.129399] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:42.129478] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:42.129510] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:42.251797] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:42.251951] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:42.251990] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:42.252018] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:42.255330] [DEBUG] [FORECASTER] ETSY: Forecast T+1@11:T+2@11: DOWN (p=30.16%)
[2025-12-08T20:21:42.255619] [INFO ] [FORECASTER] Completed predict_future for ETSY
[2025-12-08T20:21:42.255743] [INFO ] [sig       ] ETSY: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:21:42.401497] [INFO ] [LOCAL     ] Saved forecast: ETSY	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ETSY.txt
[2025-12-08T20:21:42.401671] [INFO ] [sig       ] [1159/3624] Completed ETSY in 0.3s | 2.91 sym/s | Total: 6.6m | ETA: 14.1m
[2025-12-08T20:21:42.401714] [INFO ] [sig       ] [1160/3624] Forecasting ETY...
[2025-12-08T20:21:42.401746] [INFO ] [sig       ] Generating forecast for: ETY
[2025-12-08T20:21:42.401777] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETY' from 'https://tdm.silogroup.org/data/derivative_storage/ETY.csv'.
[2025-12-08T20:21:42.414796] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETY'.
[2025-12-08T20:21:42.415161] [INFO ] [FORECASTER] Starting predict_future for ETY
[2025-12-08T20:21:42.415973] [DEBUG] [LOCAL     ] No optimal features file found for ETY: ./output/feature-sets/ETY.txt
[2025-12-08T20:21:42.416023] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:42.416053] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:42.416079] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:42.416134] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:42.471083] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:42.471674] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:42.471750] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:42.471780] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:42.590891] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:42.591029] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:42.591066] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:42.591094] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:42.594680] [DEBUG] [FORECASTER] ETY: Forecast T+1@11:T+2@11: DOWN (p=1.00%)
[2025-12-08T20:21:42.594937] [INFO ] [FORECASTER] Completed predict_future for ETY
[2025-12-08T20:21:42.595054] [INFO ] [sig       ] ETY: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:21:42.734954] [INFO ] [LOCAL     ] Saved forecast: ETY	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ETY.txt
[2025-12-08T20:21:42.735069] [INFO ] [sig       ] [1160/3624] Completed ETY in 0.3s | 2.91 sym/s | Total: 6.6m | ETA: 14.1m
[2025-12-08T20:21:42.735107] [INFO ] [sig       ] [1161/3624] Forecasting EUFN...
[2025-12-08T20:21:42.735136] [INFO ] [sig       ] Generating forecast for: EUFN
[2025-12-08T20:21:42.735165] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EUFN' from 'https://tdm.silogroup.org/data/derivative_storage/EUFN.csv'.
[2025-12-08T20:21:42.747697] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EUFN'.
[2025-12-08T20:21:42.748238] [INFO ] [FORECASTER] Starting predict_future for EUFN
[2025-12-08T20:21:42.749023] [DEBUG] [LOCAL     ] No optimal features file found for EUFN: ./output/feature-sets/EUFN.txt
[2025-12-08T20:21:42.749073] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:42.749104] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:42.749130] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:42.749198] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:42.805487] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:42.806096] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:42.806168] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:42.806199] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:42.921503] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:42.921657] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:42.921694] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:42.921723] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:42.924906] [DEBUG] [FORECASTER] EUFN: Forecast T+1@11:T+2@11: DOWN (p=7.62%)
[2025-12-08T20:21:42.925165] [INFO ] [FORECASTER] Completed predict_future for EUFN
[2025-12-08T20:21:42.925281] [INFO ] [sig       ] EUFN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:21:43.061470] [INFO ] [LOCAL     ] Saved forecast: EUFN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/EUFN.txt
[2025-12-08T20:21:43.061594] [INFO ] [sig       ] [1161/3624] Completed EUFN in 0.3s | 2.91 sym/s | Total: 6.6m | ETA: 14.1m
[2025-12-08T20:21:43.061631] [INFO ] [sig       ] [1162/3624] Forecasting EVAX...
[2025-12-08T20:21:43.061660] [INFO ] [sig       ] Generating forecast for: EVAX
[2025-12-08T20:21:43.061690] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVAX' from 'https://tdm.silogroup.org/data/derivative_storage/EVAX.csv'.
[2025-12-08T20:21:43.073615] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVAX'.
[2025-12-08T20:21:43.073946] [INFO ] [FORECASTER] Starting predict_future for EVAX
[2025-12-08T20:21:43.074726] [DEBUG] [LOCAL     ] No optimal features file found for EVAX: ./output/feature-sets/EVAX.txt
[2025-12-08T20:21:43.074775] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:43.074806] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:43.074834] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:43.074889] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:43.129836] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:43.130396] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:43.130494] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:43.130526] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:43.250834] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:43.250996] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:43.251035] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:43.251062] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:43.254355] [DEBUG] [FORECASTER] EVAX: Forecast T+1@11:T+2@11: UP (p=69.25%)
[2025-12-08T20:21:43.254640] [INFO ] [FORECASTER] Completed predict_future for EVAX
[2025-12-08T20:21:43.254765] [INFO ] [sig       ] EVAX: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:21:43.394815] [INFO ] [LOCAL     ] Saved forecast: EVAX	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/EVAX.txt
[2025-12-08T20:21:43.394970] [INFO ] [sig       ] [1162/3624] Completed EVAX in 0.3s | 2.91 sym/s | Total: 6.6m | ETA: 14.1m
[2025-12-08T20:21:43.395009] [INFO ] [sig       ] [1163/3624] Forecasting EVC...
[2025-12-08T20:21:43.395039] [INFO ] [sig       ] Generating forecast for: EVC
[2025-12-08T20:21:43.395068] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVC' from 'https://tdm.silogroup.org/data/derivative_storage/EVC.csv'.
[2025-12-08T20:21:43.408052] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVC'.
[2025-12-08T20:21:43.408442] [INFO ] [FORECASTER] Starting predict_future for EVC
[2025-12-08T20:21:43.409437] [DEBUG] [LOCAL     ] No optimal features file found for EVC: ./output/feature-sets/EVC.txt
[2025-12-08T20:21:43.409497] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:43.409528] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:43.409554] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:43.409629] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:43.467683] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:43.468549] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:43.468645] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:43.468678] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:43.596502] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:43.596675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:43.596715] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:43.596744] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:43.600274] [DEBUG] [FORECASTER] EVC: Forecast T+1@11:T+2@11: DOWN (p=44.74%)
[2025-12-08T20:21:43.600595] [INFO ] [FORECASTER] Completed predict_future for EVC
[2025-12-08T20:21:43.600731] [INFO ] [sig       ] EVC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:21:43.756128] [INFO ] [LOCAL     ] Saved forecast: EVC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/EVC.txt
[2025-12-08T20:21:43.756285] [INFO ] [sig       ] [1163/3624] Completed EVC in 0.4s | 2.91 sym/s | Total: 6.7m | ETA: 14.1m
[2025-12-08T20:21:43.756326] [INFO ] [sig       ] [1164/3624] Forecasting EVCM...
[2025-12-08T20:21:43.756357] [INFO ] [sig       ] Generating forecast for: EVCM
[2025-12-08T20:21:43.756387] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVCM' from 'https://tdm.silogroup.org/data/derivative_storage/EVCM.csv'.
[2025-12-08T20:21:43.768936] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVCM'.
[2025-12-08T20:21:43.769311] [INFO ] [FORECASTER] Starting predict_future for EVCM
[2025-12-08T20:21:43.770089] [DEBUG] [LOCAL     ] No optimal features file found for EVCM: ./output/feature-sets/EVCM.txt
[2025-12-08T20:21:43.770139] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:43.770169] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:43.770195] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:43.770249] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:43.827944] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:43.828810] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:43.828892] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:43.828924] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:43.947607] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:43.947754] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:43.947792] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:43.947819] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:43.951057] [DEBUG] [FORECASTER] EVCM: Forecast T+1@11:T+2@11: DOWN (p=31.08%)
[2025-12-08T20:21:43.951324] [INFO ] [FORECASTER] Completed predict_future for EVCM
[2025-12-08T20:21:43.951443] [INFO ] [sig       ] EVCM: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:21:44.091139] [INFO ] [LOCAL     ] Saved forecast: EVCM	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/EVCM.txt
[2025-12-08T20:21:44.091274] [INFO ] [sig       ] [1164/3624] Completed EVCM in 0.3s | 2.91 sym/s | Total: 6.7m | ETA: 14.1m
[2025-12-08T20:21:44.091313] [INFO ] [sig       ] [1165/3624] Forecasting EVEX...
[2025-12-08T20:21:44.091340] [INFO ] [sig       ] Generating forecast for: EVEX
[2025-12-08T20:21:44.091367] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVEX' from 'https://tdm.silogroup.org/data/derivative_storage/EVEX.csv'.
[2025-12-08T20:21:44.103980] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVEX'.
[2025-12-08T20:21:44.104315] [INFO ] [FORECASTER] Starting predict_future for EVEX
[2025-12-08T20:21:44.105103] [DEBUG] [LOCAL     ] No optimal features file found for EVEX: ./output/feature-sets/EVEX.txt
[2025-12-08T20:21:44.105151] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:44.105182] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:44.105208] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:44.105262] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:44.160340] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:44.160942] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:44.161174] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:44.161204] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:44.278846] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:44.278987] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:44.279024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:44.279053] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:44.282293] [DEBUG] [FORECASTER] EVEX: Forecast T+1@11:T+2@11: DOWN (p=37.81%)
[2025-12-08T20:21:44.282554] [INFO ] [FORECASTER] Completed predict_future for EVEX
[2025-12-08T20:21:44.282699] [INFO ] [sig       ] EVEX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:21:44.420991] [INFO ] [LOCAL     ] Saved forecast: EVEX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/EVEX.txt
[2025-12-08T20:21:44.421174] [INFO ] [sig       ] [1165/3624] Completed EVEX in 0.3s | 2.91 sym/s | Total: 6.7m | ETA: 14.1m
[2025-12-08T20:21:44.421215] [INFO ] [sig       ] [1166/3624] Forecasting EVF...
[2025-12-08T20:21:44.421243] [INFO ] [sig       ] Generating forecast for: EVF
[2025-12-08T20:21:44.421272] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVF' from 'https://tdm.silogroup.org/data/derivative_storage/EVF.csv'.
[2025-12-08T20:21:44.433617] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVF'.
[2025-12-08T20:21:44.434027] [INFO ] [FORECASTER] Starting predict_future for EVF
[2025-12-08T20:21:44.434877] [DEBUG] [LOCAL     ] No optimal features file found for EVF: ./output/feature-sets/EVF.txt
[2025-12-08T20:21:44.434933] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:44.434964] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:44.434991] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:44.435047] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:44.491729] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:44.492560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:44.492673] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:44.492705] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:44.613917] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:44.614091] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:44.614148] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:44.614193] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:44.619003] [DEBUG] [FORECASTER] EVF: Forecast T+1@11:T+2@11: UP (p=98.69%)
[2025-12-08T20:21:44.619358] [INFO ] [FORECASTER] Completed predict_future for EVF
[2025-12-08T20:21:44.619519] [INFO ] [sig       ] EVF: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:21:44.776622] [INFO ] [LOCAL     ] Saved forecast: EVF	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/EVF.txt
[2025-12-08T20:21:44.776822] [INFO ] [sig       ] [1166/3624] Completed EVF in 0.4s | 2.91 sym/s | Total: 6.7m | ETA: 14.1m
[2025-12-08T20:21:44.776883] [INFO ] [sig       ] [1167/3624] Forecasting EVG...
[2025-12-08T20:21:44.776923] [INFO ] [sig       ] Generating forecast for: EVG
[2025-12-08T20:21:44.776963] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVG' from 'https://tdm.silogroup.org/data/derivative_storage/EVG.csv'.
[2025-12-08T20:21:44.789844] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVG'.
[2025-12-08T20:21:44.790263] [INFO ] [FORECASTER] Starting predict_future for EVG
[2025-12-08T20:21:44.791177] [DEBUG] [LOCAL     ] No optimal features file found for EVG: ./output/feature-sets/EVG.txt
[2025-12-08T20:21:44.791234] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:44.791264] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:44.791290] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:44.791345] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:44.848189] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:44.849236] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:44.849314] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:44.849344] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:44.961718] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:44.961868] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:44.961907] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:44.961934] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:44.965164] [DEBUG] [FORECASTER] EVG: Forecast T+1@11:T+2@11: UP (p=78.97%)
[2025-12-08T20:21:44.965427] [INFO ] [FORECASTER] Completed predict_future for EVG
[2025-12-08T20:21:44.965542] [INFO ] [sig       ] EVG: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:21:45.103616] [INFO ] [LOCAL     ] Saved forecast: EVG	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/EVG.txt
[2025-12-08T20:21:45.103743] [INFO ] [sig       ] [1167/3624] Completed EVG in 0.3s | 2.91 sym/s | Total: 6.7m | ETA: 14.1m
[2025-12-08T20:21:45.103781] [INFO ] [sig       ] [1168/3624] Forecasting EVGN...
[2025-12-08T20:21:45.103810] [INFO ] [sig       ] Generating forecast for: EVGN
[2025-12-08T20:21:45.103840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVGN' from 'https://tdm.silogroup.org/data/derivative_storage/EVGN.csv'.
[2025-12-08T20:21:45.116416] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVGN'.
[2025-12-08T20:21:45.116815] [INFO ] [FORECASTER] Starting predict_future for EVGN
[2025-12-08T20:21:45.117675] [DEBUG] [LOCAL     ] No optimal features file found for EVGN: ./output/feature-sets/EVGN.txt
[2025-12-08T20:21:45.117733] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:45.117766] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:45.117793] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:45.117850] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:45.175819] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:45.176554] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:45.176652] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:45.176684] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:45.292098] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:45.292250] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:45.292289] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:45.292318] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:45.295794] [DEBUG] [FORECASTER] EVGN: Forecast T+1@11:T+2@11: DOWN (p=33.38%)
[2025-12-08T20:21:45.296114] [INFO ] [FORECASTER] Completed predict_future for EVGN
[2025-12-08T20:21:45.296239] [INFO ] [sig       ] EVGN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:21:45.441181] [INFO ] [LOCAL     ] Saved forecast: EVGN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/EVGN.txt
[2025-12-08T20:21:45.441309] [INFO ] [sig       ] [1168/3624] Completed EVGN in 0.3s | 2.91 sym/s | Total: 6.7m | ETA: 14.1m
[2025-12-08T20:21:45.441346] [INFO ] [sig       ] [1169/3624] Forecasting EVGO...
[2025-12-08T20:21:45.441376] [INFO ] [sig       ] Generating forecast for: EVGO
[2025-12-08T20:21:45.441404] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVGO' from 'https://tdm.silogroup.org/data/derivative_storage/EVGO.csv'.
[2025-12-08T20:21:45.454118] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVGO'.
[2025-12-08T20:21:45.454494] [INFO ] [FORECASTER] Starting predict_future for EVGO
[2025-12-08T20:21:45.455319] [DEBUG] [LOCAL     ] No optimal features file found for EVGO: ./output/feature-sets/EVGO.txt
[2025-12-08T20:21:45.455371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:45.455434] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:45.455473] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:45.455555] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:45.515776] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:45.516521] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:45.516614] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:45.516649] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:45.640461] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:45.640638] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:45.640679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:45.640708] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:45.644364] [DEBUG] [FORECASTER] EVGO: Forecast T+1@11:T+2@11: UP (p=97.01%)
[2025-12-08T20:21:45.644651] [INFO ] [FORECASTER] Completed predict_future for EVGO
[2025-12-08T20:21:45.644773] [INFO ] [sig       ] EVGO: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:21:45.786231] [INFO ] [LOCAL     ] Saved forecast: EVGO	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/EVGO.txt
[2025-12-08T20:21:45.786380] [INFO ] [sig       ] [1169/3624] Completed EVGO in 0.3s | 2.91 sym/s | Total: 6.7m | ETA: 14.0m
[2025-12-08T20:21:45.786419] [INFO ] [sig       ] [1170/3624] Forecasting EVH...
[2025-12-08T20:21:45.786448] [INFO ] [sig       ] Generating forecast for: EVH
[2025-12-08T20:21:45.786477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVH' from 'https://tdm.silogroup.org/data/derivative_storage/EVH.csv'.
[2025-12-08T20:21:45.801901] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVH'.
[2025-12-08T20:21:45.802273] [INFO ] [FORECASTER] Starting predict_future for EVH
[2025-12-08T20:21:45.803112] [DEBUG] [LOCAL     ] No optimal features file found for EVH: ./output/feature-sets/EVH.txt
[2025-12-08T20:21:45.803164] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:45.803196] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:45.803223] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:45.803280] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:45.862688] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:45.863543] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:45.863643] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:45.863676] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:45.980890] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:45.981044] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:45.981101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:45.981131] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:45.984481] [DEBUG] [FORECASTER] EVH: Forecast T+1@11:T+2@11: DOWN (p=25.77%)
[2025-12-08T20:21:45.984764] [INFO ] [FORECASTER] Completed predict_future for EVH
[2025-12-08T20:21:45.984887] [INFO ] [sig       ] EVH: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:21:46.123840] [INFO ] [LOCAL     ] Saved forecast: EVH	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/EVH.txt
[2025-12-08T20:21:46.123966] [INFO ] [sig       ] [1170/3624] Completed EVH in 0.3s | 2.91 sym/s | Total: 6.7m | ETA: 14.0m
[2025-12-08T20:21:46.124005] [INFO ] [sig       ] [1171/3624] Forecasting EVN...
[2025-12-08T20:21:46.124032] [INFO ] [sig       ] Generating forecast for: EVN
[2025-12-08T20:21:46.124061] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVN' from 'https://tdm.silogroup.org/data/derivative_storage/EVN.csv'.
[2025-12-08T20:21:46.136656] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVN'.
[2025-12-08T20:21:46.137039] [INFO ] [FORECASTER] Starting predict_future for EVN
[2025-12-08T20:21:46.137844] [DEBUG] [LOCAL     ] No optimal features file found for EVN: ./output/feature-sets/EVN.txt
[2025-12-08T20:21:46.137893] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:46.137925] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:46.137950] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:46.138004] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:46.193756] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:46.194613] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:46.194693] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:46.194724] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:46.313156] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:46.313308] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:46.313346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:46.313374] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:46.316775] [DEBUG] [FORECASTER] EVN: Forecast T+1@11:T+2@11: DOWN (p=38.31%)
[2025-12-08T20:21:46.317048] [INFO ] [FORECASTER] Completed predict_future for EVN
[2025-12-08T20:21:46.317179] [INFO ] [sig       ] EVN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:21:46.459313] [INFO ] [LOCAL     ] Saved forecast: EVN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/EVN.txt
[2025-12-08T20:21:46.459435] [INFO ] [sig       ] [1171/3624] Completed EVN in 0.3s | 2.91 sym/s | Total: 6.7m | ETA: 14.0m
[2025-12-08T20:21:46.459475] [INFO ] [sig       ] [1172/3624] Forecasting EVO...
[2025-12-08T20:21:46.459503] [INFO ] [sig       ] Generating forecast for: EVO
[2025-12-08T20:21:46.459533] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVO' from 'https://tdm.silogroup.org/data/derivative_storage/EVO.csv'.
[2025-12-08T20:21:46.472077] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVO'.
[2025-12-08T20:21:46.472443] [INFO ] [FORECASTER] Starting predict_future for EVO
[2025-12-08T20:21:46.473257] [DEBUG] [LOCAL     ] No optimal features file found for EVO: ./output/feature-sets/EVO.txt
[2025-12-08T20:21:46.473308] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:46.473340] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:46.473367] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:46.473423] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:46.533503] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:46.534122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:46.534197] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:46.534230] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:46.655337] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:46.655474] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:46.655513] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:46.655592] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:46.658954] [DEBUG] [FORECASTER] EVO: Forecast T+1@11:T+2@11: UP (p=54.02%)
[2025-12-08T20:21:46.659231] [INFO ] [FORECASTER] Completed predict_future for EVO
[2025-12-08T20:21:46.659374] [INFO ] [sig       ] EVO: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:21:46.799818] [INFO ] [LOCAL     ] Saved forecast: EVO	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/EVO.txt
[2025-12-08T20:21:46.799947] [INFO ] [sig       ] [1172/3624] Completed EVO in 0.3s | 2.91 sym/s | Total: 6.7m | ETA: 14.0m
[2025-12-08T20:21:46.799986] [INFO ] [sig       ] [1173/3624] Forecasting EVOK...
[2025-12-08T20:21:46.800014] [INFO ] [sig       ] Generating forecast for: EVOK
[2025-12-08T20:21:46.800043] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVOK' from 'https://tdm.silogroup.org/data/derivative_storage/EVOK.csv'.
[2025-12-08T20:21:46.811837] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVOK'.
[2025-12-08T20:21:46.812211] [INFO ] [FORECASTER] Starting predict_future for EVOK
[2025-12-08T20:21:46.813015] [DEBUG] [LOCAL     ] No optimal features file found for EVOK: ./output/feature-sets/EVOK.txt
[2025-12-08T20:21:46.813065] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:46.813097] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:46.813124] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:46.813180] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:46.871290] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:46.872181] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:46.872269] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:46.872302] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:46.985662] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:46.985814] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:46.985852] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:46.985879] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:46.989274] [DEBUG] [FORECASTER] EVOK: Forecast T+1@11:T+2@11: UP (p=88.76%)
[2025-12-08T20:21:46.989542] [INFO ] [FORECASTER] Completed predict_future for EVOK
[2025-12-08T20:21:46.989683] [INFO ] [sig       ] EVOK: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:21:47.132378] [INFO ] [LOCAL     ] Saved forecast: EVOK	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/EVOK.txt
[2025-12-08T20:21:47.132508] [INFO ] [sig       ] [1173/3624] Completed EVOK in 0.3s | 2.91 sym/s | Total: 6.7m | ETA: 14.0m
[2025-12-08T20:21:47.132546] [INFO ] [sig       ] [1174/3624] Forecasting EVRG...
[2025-12-08T20:21:47.132595] [INFO ] [sig       ] Generating forecast for: EVRG
[2025-12-08T20:21:47.132627] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVRG' from 'https://tdm.silogroup.org/data/derivative_storage/EVRG.csv'.
[2025-12-08T20:21:47.145332] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVRG'.
[2025-12-08T20:21:47.145743] [INFO ] [FORECASTER] Starting predict_future for EVRG
[2025-12-08T20:21:47.146524] [DEBUG] [LOCAL     ] No optimal features file found for EVRG: ./output/feature-sets/EVRG.txt
[2025-12-08T20:21:47.146598] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:47.146644] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:47.146671] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:47.146726] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:47.204831] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:47.205529] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:47.205623] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:47.205657] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:47.325204] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:47.325354] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:47.325390] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:47.325418] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:47.328716] [DEBUG] [FORECASTER] EVRG: Forecast T+1@11:T+2@11: DOWN (p=17.66%)
[2025-12-08T20:21:47.328988] [INFO ] [FORECASTER] Completed predict_future for EVRG
[2025-12-08T20:21:47.329110] [INFO ] [sig       ] EVRG: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:21:47.466885] [INFO ] [LOCAL     ] Saved forecast: EVRG	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/EVRG.txt
[2025-12-08T20:21:47.467009] [INFO ] [sig       ] [1174/3624] Completed EVRG in 0.3s | 2.91 sym/s | Total: 6.7m | ETA: 14.0m
[2025-12-08T20:21:47.467228] [INFO ] [sig       ] [1175/3624] Forecasting EVSD...
[2025-12-08T20:21:47.467257] [INFO ] [sig       ] Generating forecast for: EVSD
[2025-12-08T20:21:47.467286] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVSD' from 'https://tdm.silogroup.org/data/derivative_storage/EVSD.csv'.
[2025-12-08T20:21:47.478643] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVSD'.
[2025-12-08T20:21:47.478988] [INFO ] [FORECASTER] Starting predict_future for EVSD
[2025-12-08T20:21:47.479777] [DEBUG] [LOCAL     ] No optimal features file found for EVSD: ./output/feature-sets/EVSD.txt
[2025-12-08T20:21:47.479827] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:47.479858] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:47.479884] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:47.479940] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:47.538093] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:47.538729] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:47.538805] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:47.538836] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:47.658779] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:47.658943] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:47.658982] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:47.659010] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:47.662510] [DEBUG] [FORECASTER] EVSD: Forecast T+1@11:T+2@11: DOWN (p=17.19%)
[2025-12-08T20:21:47.662809] [INFO ] [FORECASTER] Completed predict_future for EVSD
[2025-12-08T20:21:47.662940] [INFO ] [sig       ] EVSD: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:21:47.805102] [INFO ] [LOCAL     ] Saved forecast: EVSD	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/EVSD.txt
[2025-12-08T20:21:47.805226] [INFO ] [sig       ] [1175/3624] Completed EVSD in 0.3s | 2.91 sym/s | Total: 6.7m | ETA: 14.0m
[2025-12-08T20:21:47.805264] [INFO ] [sig       ] [1176/3624] Forecasting EVTC...
[2025-12-08T20:21:47.805292] [INFO ] [sig       ] Generating forecast for: EVTC
[2025-12-08T20:21:47.805321] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVTC' from 'https://tdm.silogroup.org/data/derivative_storage/EVTC.csv'.
[2025-12-08T20:21:47.817783] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVTC'.
[2025-12-08T20:21:47.818144] [INFO ] [FORECASTER] Starting predict_future for EVTC
[2025-12-08T20:21:47.818959] [DEBUG] [LOCAL     ] No optimal features file found for EVTC: ./output/feature-sets/EVTC.txt
[2025-12-08T20:21:47.819010] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:47.819041] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:47.819067] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:47.819122] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:47.876510] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:47.877197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:47.877274] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:47.877306] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:48.004751] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:48.004899] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:48.004936] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:48.004964] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:48.008500] [DEBUG] [FORECASTER] EVTC: Forecast T+1@11:T+2@11: UP (p=58.94%)
[2025-12-08T20:21:48.008783] [INFO ] [FORECASTER] Completed predict_future for EVTC
[2025-12-08T20:21:48.008903] [INFO ] [sig       ] EVTC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:21:48.149916] [INFO ] [LOCAL     ] Saved forecast: EVTC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/EVTC.txt
[2025-12-08T20:21:48.150219] [INFO ] [sig       ] [1176/3624] Completed EVTC in 0.3s | 2.91 sym/s | Total: 6.7m | ETA: 14.0m
[2025-12-08T20:21:48.150258] [INFO ] [sig       ] [1177/3624] Forecasting EVTL...
[2025-12-08T20:21:48.150289] [INFO ] [sig       ] Generating forecast for: EVTL
[2025-12-08T20:21:48.150318] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVTL' from 'https://tdm.silogroup.org/data/derivative_storage/EVTL.csv'.
[2025-12-08T20:21:48.162811] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVTL'.
[2025-12-08T20:21:48.163169] [INFO ] [FORECASTER] Starting predict_future for EVTL
[2025-12-08T20:21:48.163988] [DEBUG] [LOCAL     ] No optimal features file found for EVTL: ./output/feature-sets/EVTL.txt
[2025-12-08T20:21:48.164040] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:48.164072] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:48.164098] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:48.164153] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:48.221504] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:48.222300] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:48.222379] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:48.222411] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:48.340728] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:48.340873] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:48.340945] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:48.340984] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:48.344257] [DEBUG] [FORECASTER] EVTL: Forecast T+1@11:T+2@11: DOWN (p=31.60%)
[2025-12-08T20:21:48.344520] [INFO ] [FORECASTER] Completed predict_future for EVTL
[2025-12-08T20:21:48.344656] [INFO ] [sig       ] EVTL: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:21:48.486728] [INFO ] [LOCAL     ] Saved forecast: EVTL	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/EVTL.txt
[2025-12-08T20:21:48.486887] [INFO ] [sig       ] [1177/3624] Completed EVTL in 0.3s | 2.91 sym/s | Total: 6.7m | ETA: 14.0m
[2025-12-08T20:21:48.486932] [INFO ] [sig       ] [1178/3624] Forecasting EWBC...
[2025-12-08T20:21:48.486962] [INFO ] [sig       ] Generating forecast for: EWBC
[2025-12-08T20:21:48.486992] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EWBC' from 'https://tdm.silogroup.org/data/derivative_storage/EWBC.csv'.
[2025-12-08T20:21:48.499780] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EWBC'.
[2025-12-08T20:21:48.500159] [INFO ] [FORECASTER] Starting predict_future for EWBC
[2025-12-08T20:21:48.501021] [DEBUG] [LOCAL     ] No optimal features file found for EWBC: ./output/feature-sets/EWBC.txt
[2025-12-08T20:21:48.501072] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:48.501103] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:48.501129] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:48.501184] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:48.558810] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:48.559637] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:48.559716] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:48.559749] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:48.684844] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:48.684992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:48.685030] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:48.685057] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:48.688488] [DEBUG] [FORECASTER] EWBC: Forecast T+1@11:T+2@11: UP (p=80.59%)
[2025-12-08T20:21:48.688774] [INFO ] [FORECASTER] Completed predict_future for EWBC
[2025-12-08T20:21:48.688897] [INFO ] [sig       ] EWBC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:21:48.893236] [INFO ] [LOCAL     ] Saved forecast: EWBC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/EWBC.txt
[2025-12-08T20:21:48.893386] [INFO ] [sig       ] [1178/3624] Completed EWBC in 0.4s | 2.91 sym/s | Total: 6.7m | ETA: 14.0m
[2025-12-08T20:21:48.893427] [INFO ] [sig       ] [1179/3624] Forecasting EWCZ...
[2025-12-08T20:21:48.893458] [INFO ] [sig       ] Generating forecast for: EWCZ
[2025-12-08T20:21:48.893488] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EWCZ' from 'https://tdm.silogroup.org/data/derivative_storage/EWCZ.csv'.
[2025-12-08T20:21:48.906665] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EWCZ'.
[2025-12-08T20:21:48.907040] [INFO ] [FORECASTER] Starting predict_future for EWCZ
[2025-12-08T20:21:48.907919] [DEBUG] [LOCAL     ] No optimal features file found for EWCZ: ./output/feature-sets/EWCZ.txt
[2025-12-08T20:21:48.907973] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:48.908007] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:48.908035] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:48.908092] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:48.971095] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:48.972413] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:48.972547] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:48.972599] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:49.108771] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:49.108940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:49.108991] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:49.109031] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:49.112791] [DEBUG] [FORECASTER] EWCZ: Forecast T+1@11:T+2@11: DOWN (p=35.23%)
[2025-12-08T20:21:49.113115] [INFO ] [FORECASTER] Completed predict_future for EWCZ
[2025-12-08T20:21:49.113266] [INFO ] [sig       ] EWCZ: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:21:49.263729] [INFO ] [LOCAL     ] Saved forecast: EWCZ	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/EWCZ.txt
[2025-12-08T20:21:49.263899] [INFO ] [sig       ] [1179/3624] Completed EWCZ in 0.4s | 2.91 sym/s | Total: 6.7m | ETA: 14.0m
[2025-12-08T20:21:49.263940] [INFO ] [sig       ] [1180/3624] Forecasting EWTX...
[2025-12-08T20:21:49.263970] [INFO ] [sig       ] Generating forecast for: EWTX
[2025-12-08T20:21:49.264000] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EWTX' from 'https://tdm.silogroup.org/data/derivative_storage/EWTX.csv'.
[2025-12-08T20:21:49.276374] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EWTX'.
[2025-12-08T20:21:49.276732] [INFO ] [FORECASTER] Starting predict_future for EWTX
[2025-12-08T20:21:49.277539] [DEBUG] [LOCAL     ] No optimal features file found for EWTX: ./output/feature-sets/EWTX.txt
[2025-12-08T20:21:49.277607] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:49.277640] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:49.277667] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:49.277722] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:49.337028] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:49.337831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:49.337910] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:49.337946] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:49.474223] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:49.474372] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:49.474413] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:49.474442] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:49.477909] [DEBUG] [FORECASTER] EWTX: Forecast T+1@11:T+2@11: DOWN (p=23.95%)
[2025-12-08T20:21:49.478182] [INFO ] [FORECASTER] Completed predict_future for EWTX
[2025-12-08T20:21:49.478307] [INFO ] [sig       ] EWTX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:21:49.620233] [INFO ] [LOCAL     ] Saved forecast: EWTX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/EWTX.txt
[2025-12-08T20:21:49.620370] [INFO ] [sig       ] [1180/3624] Completed EWTX in 0.4s | 2.91 sym/s | Total: 6.8m | ETA: 14.0m
[2025-12-08T20:21:49.620409] [INFO ] [sig       ] [1181/3624] Forecasting EWZS...
[2025-12-08T20:21:49.620443] [INFO ] [sig       ] Generating forecast for: EWZS
[2025-12-08T20:21:49.620481] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EWZS' from 'https://tdm.silogroup.org/data/derivative_storage/EWZS.csv'.
[2025-12-08T20:21:49.633107] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EWZS'.
[2025-12-08T20:21:49.633464] [INFO ] [FORECASTER] Starting predict_future for EWZS
[2025-12-08T20:21:49.634308] [DEBUG] [LOCAL     ] No optimal features file found for EWZS: ./output/feature-sets/EWZS.txt
[2025-12-08T20:21:49.634359] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:49.634390] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:49.634420] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:49.634499] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:49.693557] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:49.694394] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:49.694471] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:49.694503] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:49.821379] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:49.821555] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:49.821626] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:49.821686] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:49.825155] [DEBUG] [FORECASTER] EWZS: Forecast T+1@11:T+2@11: DOWN (p=15.43%)
[2025-12-08T20:21:49.825421] [INFO ] [FORECASTER] Completed predict_future for EWZS
[2025-12-08T20:21:49.825547] [INFO ] [sig       ] EWZS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:21:49.964742] [INFO ] [LOCAL     ] Saved forecast: EWZS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/EWZS.txt
[2025-12-08T20:21:49.964861] [INFO ] [sig       ] [1181/3624] Completed EWZS in 0.3s | 2.91 sym/s | Total: 6.8m | ETA: 14.0m
[2025-12-08T20:21:49.964899] [INFO ] [sig       ] [1182/3624] Forecasting EXAS...
[2025-12-08T20:21:49.964928] [INFO ] [sig       ] Generating forecast for: EXAS
[2025-12-08T20:21:49.964956] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXAS' from 'https://tdm.silogroup.org/data/derivative_storage/EXAS.csv'.
[2025-12-08T20:21:49.976738] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXAS'.
[2025-12-08T20:21:49.977073] [INFO ] [FORECASTER] Starting predict_future for EXAS
[2025-12-08T20:21:49.977872] [DEBUG] [LOCAL     ] No optimal features file found for EXAS: ./output/feature-sets/EXAS.txt
[2025-12-08T20:21:49.977922] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:49.977952] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:49.977977] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:49.978039] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:50.033276] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:50.034132] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:50.034212] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:50.034244] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:50.162721] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:50.162878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:50.162921] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:50.162950] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:50.166303] [DEBUG] [FORECASTER] EXAS: Forecast T+1@11:T+2@11: DOWN (p=30.26%)
[2025-12-08T20:21:50.166593] [INFO ] [FORECASTER] Completed predict_future for EXAS
[2025-12-08T20:21:50.166725] [INFO ] [sig       ] EXAS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:21:50.302904] [INFO ] [LOCAL     ] Saved forecast: EXAS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/EXAS.txt
[2025-12-08T20:21:50.303014] [INFO ] [sig       ] [1182/3624] Completed EXAS in 0.3s | 2.91 sym/s | Total: 6.8m | ETA: 14.0m
[2025-12-08T20:21:50.303050] [INFO ] [sig       ] [1183/3624] Forecasting EXC...
[2025-12-08T20:21:50.303079] [INFO ] [sig       ] Generating forecast for: EXC
[2025-12-08T20:21:50.303107] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXC' from 'https://tdm.silogroup.org/data/derivative_storage/EXC.csv'.
[2025-12-08T20:21:50.314718] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXC'.
[2025-12-08T20:21:50.315046] [INFO ] [FORECASTER] Starting predict_future for EXC
[2025-12-08T20:21:50.315832] [DEBUG] [LOCAL     ] No optimal features file found for EXC: ./output/feature-sets/EXC.txt
[2025-12-08T20:21:50.315882] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:50.315912] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:50.315938] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:50.315993] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:50.370849] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:50.371605] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:50.371697] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:50.371729] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:50.490219] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:50.490342] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:50.490378] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:50.490405] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:50.493543] [DEBUG] [FORECASTER] EXC: Forecast T+1@11:T+2@11: DOWN (p=17.02%)
[2025-12-08T20:21:50.493817] [INFO ] [FORECASTER] Completed predict_future for EXC
[2025-12-08T20:21:50.493934] [INFO ] [sig       ] EXC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:21:50.632912] [INFO ] [LOCAL     ] Saved forecast: EXC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/EXC.txt
[2025-12-08T20:21:50.633037] [INFO ] [sig       ] [1183/3624] Completed EXC in 0.3s | 2.91 sym/s | Total: 6.8m | ETA: 14.0m
[2025-12-08T20:21:50.633083] [INFO ] [sig       ] [1184/3624] Forecasting EXEL...
[2025-12-08T20:21:50.633112] [INFO ] [sig       ] Generating forecast for: EXEL
[2025-12-08T20:21:50.633144] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXEL' from 'https://tdm.silogroup.org/data/derivative_storage/EXEL.csv'.
[2025-12-08T20:21:50.645073] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXEL'.
[2025-12-08T20:21:50.645395] [INFO ] [FORECASTER] Starting predict_future for EXEL
[2025-12-08T20:21:50.646170] [DEBUG] [LOCAL     ] No optimal features file found for EXEL: ./output/feature-sets/EXEL.txt
[2025-12-08T20:21:50.646220] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:50.646251] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:50.646278] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:50.646333] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:50.701536] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:50.702142] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:50.702217] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:50.702248] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:50.822434] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:50.822598] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:50.822648] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:50.822680] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:50.826052] [DEBUG] [FORECASTER] EXEL: Forecast T+1@11:T+2@11: UP (p=99.62%)
[2025-12-08T20:21:50.826324] [INFO ] [FORECASTER] Completed predict_future for EXEL
[2025-12-08T20:21:50.826443] [INFO ] [sig       ] EXEL: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:21:50.966618] [INFO ] [LOCAL     ] Saved forecast: EXEL	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/EXEL.txt
[2025-12-08T20:21:50.966804] [INFO ] [sig       ] [1184/3624] Completed EXEL in 0.3s | 2.91 sym/s | Total: 6.8m | ETA: 14.0m
[2025-12-08T20:21:50.966855] [INFO ] [sig       ] [1185/3624] Forecasting EXFY...
[2025-12-08T20:21:50.966891] [INFO ] [sig       ] Generating forecast for: EXFY
[2025-12-08T20:21:50.966931] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXFY' from 'https://tdm.silogroup.org/data/derivative_storage/EXFY.csv'.
[2025-12-08T20:21:50.982914] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXFY'.
[2025-12-08T20:21:50.983303] [INFO ] [FORECASTER] Starting predict_future for EXFY
[2025-12-08T20:21:50.984115] [DEBUG] [LOCAL     ] No optimal features file found for EXFY: ./output/feature-sets/EXFY.txt
[2025-12-08T20:21:50.984166] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:50.984229] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:50.984267] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:50.984325] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:51.041609] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:51.042461] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:51.042591] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:51.042631] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:51.164292] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:51.164439] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:51.164479] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:51.164508] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:51.168010] [DEBUG] [FORECASTER] EXFY: Forecast T+1@11:T+2@11: UP (p=58.90%)
[2025-12-08T20:21:51.168477] [INFO ] [FORECASTER] Completed predict_future for EXFY
[2025-12-08T20:21:51.168613] [INFO ] [sig       ] EXFY: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:21:51.305004] [INFO ] [LOCAL     ] Saved forecast: EXFY	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/EXFY.txt
[2025-12-08T20:21:51.305116] [INFO ] [sig       ] [1185/3624] Completed EXFY in 0.3s | 2.91 sym/s | Total: 6.8m | ETA: 14.0m
[2025-12-08T20:21:51.305153] [INFO ] [sig       ] [1186/3624] Forecasting EXG...
[2025-12-08T20:21:51.305181] [INFO ] [sig       ] Generating forecast for: EXG
[2025-12-08T20:21:51.305210] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXG' from 'https://tdm.silogroup.org/data/derivative_storage/EXG.csv'.
[2025-12-08T20:21:51.316927] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXG'.
[2025-12-08T20:21:51.317258] [INFO ] [FORECASTER] Starting predict_future for EXG
[2025-12-08T20:21:51.318064] [DEBUG] [LOCAL     ] No optimal features file found for EXG: ./output/feature-sets/EXG.txt
[2025-12-08T20:21:51.318135] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:51.318167] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:51.318192] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:51.318247] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:51.373748] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:51.374339] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:51.374411] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:51.374442] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:51.491372] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:51.491524] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:51.491561] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:51.491608] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:51.494870] [DEBUG] [FORECASTER] EXG: Forecast T+1@11:T+2@11: DOWN (p=44.60%)
[2025-12-08T20:21:51.495132] [INFO ] [FORECASTER] Completed predict_future for EXG
[2025-12-08T20:21:51.495248] [INFO ] [sig       ] EXG: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:21:51.631431] [INFO ] [LOCAL     ] Saved forecast: EXG	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/EXG.txt
[2025-12-08T20:21:51.631547] [INFO ] [sig       ] [1186/3624] Completed EXG in 0.3s | 2.91 sym/s | Total: 6.8m | ETA: 13.9m
[2025-12-08T20:21:51.631601] [INFO ] [sig       ] [1187/3624] Forecasting EXK...
[2025-12-08T20:21:51.631632] [INFO ] [sig       ] Generating forecast for: EXK
[2025-12-08T20:21:51.631661] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXK' from 'https://tdm.silogroup.org/data/derivative_storage/EXK.csv'.
[2025-12-08T20:21:51.643628] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXK'.
[2025-12-08T20:21:51.643968] [INFO ] [FORECASTER] Starting predict_future for EXK
[2025-12-08T20:21:51.644746] [DEBUG] [LOCAL     ] No optimal features file found for EXK: ./output/feature-sets/EXK.txt
[2025-12-08T20:21:51.644795] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:51.644825] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:51.644850] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:51.644905] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:51.699848] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:51.700477] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:51.700551] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:51.700600] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:51.822012] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:51.822170] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:51.822213] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:51.822248] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:51.825635] [DEBUG] [FORECASTER] EXK: Forecast T+1@11:T+2@11: DOWN (p=21.94%)
[2025-12-08T20:21:51.825897] [INFO ] [FORECASTER] Completed predict_future for EXK
[2025-12-08T20:21:51.826012] [INFO ] [sig       ] EXK: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:21:51.964417] [INFO ] [LOCAL     ] Saved forecast: EXK	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/EXK.txt
[2025-12-08T20:21:51.964545] [INFO ] [sig       ] [1187/3624] Completed EXK in 0.3s | 2.91 sym/s | Total: 6.8m | ETA: 13.9m
[2025-12-08T20:21:51.964600] [INFO ] [sig       ] [1188/3624] Forecasting EXLS...
[2025-12-08T20:21:51.964631] [INFO ] [sig       ] Generating forecast for: EXLS
[2025-12-08T20:21:51.964660] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXLS' from 'https://tdm.silogroup.org/data/derivative_storage/EXLS.csv'.
[2025-12-08T20:21:51.976607] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXLS'.
[2025-12-08T20:21:51.976936] [INFO ] [FORECASTER] Starting predict_future for EXLS
[2025-12-08T20:21:51.977721] [DEBUG] [LOCAL     ] No optimal features file found for EXLS: ./output/feature-sets/EXLS.txt
[2025-12-08T20:21:51.977771] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:51.977806] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:51.977835] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:51.977890] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:52.033331] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:52.033935] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:52.034010] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:52.034041] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:52.157490] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:52.157666] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:52.157706] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:52.157734] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:52.161082] [DEBUG] [FORECASTER] EXLS: Forecast T+1@11:T+2@11: UP (p=61.05%)
[2025-12-08T20:21:52.161349] [INFO ] [FORECASTER] Completed predict_future for EXLS
[2025-12-08T20:21:52.161470] [INFO ] [sig       ] EXLS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:21:52.298640] [INFO ] [LOCAL     ] Saved forecast: EXLS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/EXLS.txt
[2025-12-08T20:21:52.298766] [INFO ] [sig       ] [1188/3624] Completed EXLS in 0.3s | 2.91 sym/s | Total: 6.8m | ETA: 13.9m
[2025-12-08T20:21:52.298804] [INFO ] [sig       ] [1189/3624] Forecasting EXP...
[2025-12-08T20:21:52.298861] [INFO ] [sig       ] Generating forecast for: EXP
[2025-12-08T20:21:52.298892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXP' from 'https://tdm.silogroup.org/data/derivative_storage/EXP.csv'.
[2025-12-08T20:21:52.310729] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXP'.
[2025-12-08T20:21:52.311049] [INFO ] [FORECASTER] Starting predict_future for EXP
[2025-12-08T20:21:52.311812] [DEBUG] [LOCAL     ] No optimal features file found for EXP: ./output/feature-sets/EXP.txt
[2025-12-08T20:21:52.311862] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:52.311893] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:52.311918] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:52.311973] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:52.367331] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:52.367943] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:52.368017] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:52.368047] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:52.485055] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:52.485200] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:52.485268] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:52.485297] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:52.488562] [DEBUG] [FORECASTER] EXP: Forecast T+1@11:T+2@11: DOWN (p=41.74%)
[2025-12-08T20:21:52.488838] [INFO ] [FORECASTER] Completed predict_future for EXP
[2025-12-08T20:21:52.488957] [INFO ] [sig       ] EXP: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:21:52.630695] [INFO ] [LOCAL     ] Saved forecast: EXP	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/EXP.txt
[2025-12-08T20:21:52.630881] [INFO ] [sig       ] [1189/3624] Completed EXP in 0.3s | 2.91 sym/s | Total: 6.8m | ETA: 13.9m
[2025-12-08T20:21:52.630921] [INFO ] [sig       ] [1190/3624] Forecasting EXPD...
[2025-12-08T20:21:52.630955] [INFO ] [sig       ] Generating forecast for: EXPD
[2025-12-08T20:21:52.630986] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXPD' from 'https://tdm.silogroup.org/data/derivative_storage/EXPD.csv'.
[2025-12-08T20:21:52.644978] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXPD'.
[2025-12-08T20:21:52.645323] [INFO ] [FORECASTER] Starting predict_future for EXPD
[2025-12-08T20:21:52.646121] [DEBUG] [LOCAL     ] No optimal features file found for EXPD: ./output/feature-sets/EXPD.txt
[2025-12-08T20:21:52.646170] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:52.646199] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:52.646224] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:52.646279] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:52.704697] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:52.705756] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:52.705834] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:52.705865] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:52.824503] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:52.824672] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:52.824710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:52.824739] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:52.827992] [DEBUG] [FORECASTER] EXPD: Forecast T+1@11:T+2@11: DOWN (p=13.60%)
[2025-12-08T20:21:52.828249] [INFO ] [FORECASTER] Completed predict_future for EXPD
[2025-12-08T20:21:52.828365] [INFO ] [sig       ] EXPD: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:21:52.988536] [INFO ] [LOCAL     ] Saved forecast: EXPD	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/EXPD.txt
[2025-12-08T20:21:52.988725] [INFO ] [sig       ] [1190/3624] Completed EXPD in 0.4s | 2.91 sym/s | Total: 6.8m | ETA: 13.9m
[2025-12-08T20:21:52.988765] [INFO ] [sig       ] [1191/3624] Forecasting EXPE...
[2025-12-08T20:21:52.988793] [INFO ] [sig       ] Generating forecast for: EXPE
[2025-12-08T20:21:52.988824] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXPE' from 'https://tdm.silogroup.org/data/derivative_storage/EXPE.csv'.
[2025-12-08T20:21:53.002913] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXPE'.
[2025-12-08T20:21:53.003322] [INFO ] [FORECASTER] Starting predict_future for EXPE
[2025-12-08T20:21:53.004175] [DEBUG] [LOCAL     ] No optimal features file found for EXPE: ./output/feature-sets/EXPE.txt
[2025-12-08T20:21:53.004227] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:53.004258] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:53.004285] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:53.004341] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:53.061258] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:53.062145] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:53.062228] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:53.062262] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:53.184142] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:53.184310] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:53.184353] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:53.184382] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:53.187765] [DEBUG] [FORECASTER] EXPE: Forecast T+1@11:T+2@11: UP (p=93.44%)
[2025-12-08T20:21:53.188039] [INFO ] [FORECASTER] Completed predict_future for EXPE
[2025-12-08T20:21:53.188162] [INFO ] [sig       ] EXPE: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:21:53.326321] [INFO ] [LOCAL     ] Saved forecast: EXPE	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/EXPE.txt
[2025-12-08T20:21:53.326458] [INFO ] [sig       ] [1191/3624] Completed EXPE in 0.3s | 2.91 sym/s | Total: 6.8m | ETA: 13.9m
[2025-12-08T20:21:53.326496] [INFO ] [sig       ] [1192/3624] Forecasting EXPI...
[2025-12-08T20:21:53.326526] [INFO ] [sig       ] Generating forecast for: EXPI
[2025-12-08T20:21:53.326556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXPI' from 'https://tdm.silogroup.org/data/derivative_storage/EXPI.csv'.
[2025-12-08T20:21:53.338940] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXPI'.
[2025-12-08T20:21:53.339297] [INFO ] [FORECASTER] Starting predict_future for EXPI
[2025-12-08T20:21:53.340111] [DEBUG] [LOCAL     ] No optimal features file found for EXPI: ./output/feature-sets/EXPI.txt
[2025-12-08T20:21:53.340161] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:53.340191] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:53.340217] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:53.340273] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:53.396914] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:53.397742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:53.397823] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:53.397856] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:53.520691] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:53.520864] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:53.520906] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:53.520960] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:53.524556] [DEBUG] [FORECASTER] EXPI: Forecast T+1@11:T+2@11: DOWN (p=19.48%)
[2025-12-08T20:21:53.524865] [INFO ] [FORECASTER] Completed predict_future for EXPI
[2025-12-08T20:21:53.524995] [INFO ] [sig       ] EXPI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:21:53.666558] [INFO ] [LOCAL     ] Saved forecast: EXPI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/EXPI.txt
[2025-12-08T20:21:53.666706] [INFO ] [sig       ] [1192/3624] Completed EXPI in 0.3s | 2.91 sym/s | Total: 6.8m | ETA: 13.9m
[2025-12-08T20:21:53.666744] [INFO ] [sig       ] [1193/3624] Forecasting EXPO...
[2025-12-08T20:21:53.666800] [INFO ] [sig       ] Generating forecast for: EXPO
[2025-12-08T20:21:53.666832] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXPO' from 'https://tdm.silogroup.org/data/derivative_storage/EXPO.csv'.
[2025-12-08T20:21:53.678925] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXPO'.
[2025-12-08T20:21:53.679307] [INFO ] [FORECASTER] Starting predict_future for EXPO
[2025-12-08T20:21:53.680139] [DEBUG] [LOCAL     ] No optimal features file found for EXPO: ./output/feature-sets/EXPO.txt
[2025-12-08T20:21:53.680191] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:53.680223] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:53.680251] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:53.680309] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:53.739015] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:53.739888] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:53.739969] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:53.740003] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:53.860198] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:53.860357] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:53.860409] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:53.860440] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:53.863806] [DEBUG] [FORECASTER] EXPO: Forecast T+1@11:T+2@11: UP (p=71.85%)
[2025-12-08T20:21:53.864080] [INFO ] [FORECASTER] Completed predict_future for EXPO
[2025-12-08T20:21:53.864206] [INFO ] [sig       ] EXPO: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:21:54.004651] [INFO ] [LOCAL     ] Saved forecast: EXPO	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/EXPO.txt
[2025-12-08T20:21:54.004797] [INFO ] [sig       ] [1193/3624] Completed EXPO in 0.3s | 2.91 sym/s | Total: 6.8m | ETA: 13.9m
[2025-12-08T20:21:54.004836] [INFO ] [sig       ] [1194/3624] Forecasting EYE...
[2025-12-08T20:21:54.004865] [INFO ] [sig       ] Generating forecast for: EYE
[2025-12-08T20:21:54.004894] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EYE' from 'https://tdm.silogroup.org/data/derivative_storage/EYE.csv'.
[2025-12-08T20:21:54.017032] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EYE'.
[2025-12-08T20:21:54.017373] [INFO ] [FORECASTER] Starting predict_future for EYE
[2025-12-08T20:21:54.018220] [DEBUG] [LOCAL     ] No optimal features file found for EYE: ./output/feature-sets/EYE.txt
[2025-12-08T20:21:54.018270] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:54.018301] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:54.018327] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:54.018382] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:54.073479] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:54.074249] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:54.074325] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:54.074373] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:54.194796] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:54.194952] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:54.194993] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:54.195033] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:54.198667] [DEBUG] [FORECASTER] EYE: Forecast T+1@11:T+2@11: UP (p=70.61%)
[2025-12-08T20:21:54.198963] [INFO ] [FORECASTER] Completed predict_future for EYE
[2025-12-08T20:21:54.199090] [INFO ] [sig       ] EYE: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:21:54.353667] [INFO ] [LOCAL     ] Saved forecast: EYE	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/EYE.txt
[2025-12-08T20:21:54.353819] [INFO ] [sig       ] [1194/3624] Completed EYE in 0.3s | 2.91 sym/s | Total: 6.8m | ETA: 13.9m
[2025-12-08T20:21:54.353862] [INFO ] [sig       ] [1195/3624] Forecasting EZGO...
[2025-12-08T20:21:54.353896] [INFO ] [sig       ] Generating forecast for: EZGO
[2025-12-08T20:21:54.353927] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EZGO' from 'https://tdm.silogroup.org/data/derivative_storage/EZGO.csv'.
[2025-12-08T20:21:54.366286] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EZGO'.
[2025-12-08T20:21:54.366671] [INFO ] [FORECASTER] Starting predict_future for EZGO
[2025-12-08T20:21:54.367540] [DEBUG] [LOCAL     ] No optimal features file found for EZGO: ./output/feature-sets/EZGO.txt
[2025-12-08T20:21:54.367620] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:54.367653] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:54.367680] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:54.367746] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:54.429646] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:54.430455] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:54.430554] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:54.430607] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:54.549873] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:54.550046] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:54.550094] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:54.550132] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:54.553952] [DEBUG] [FORECASTER] EZGO: Forecast T+1@11:T+2@11: UP (p=54.35%)
[2025-12-08T20:21:54.554297] [INFO ] [FORECASTER] Completed predict_future for EZGO
[2025-12-08T20:21:54.554465] [INFO ] [sig       ] EZGO: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:21:54.700458] [INFO ] [LOCAL     ] Saved forecast: EZGO	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/EZGO.txt
[2025-12-08T20:21:54.700645] [INFO ] [sig       ] [1195/3624] Completed EZGO in 0.3s | 2.91 sym/s | Total: 6.8m | ETA: 13.9m
[2025-12-08T20:21:54.700695] [INFO ] [sig       ] [1196/3624] Forecasting F...
[2025-12-08T20:21:54.700727] [INFO ] [sig       ] Generating forecast for: F
[2025-12-08T20:21:54.700756] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'F' from 'https://tdm.silogroup.org/data/derivative_storage/F.csv'.
[2025-12-08T20:21:54.714143] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'F'.
[2025-12-08T20:21:54.714541] [INFO ] [FORECASTER] Starting predict_future for F
[2025-12-08T20:21:54.715563] [DEBUG] [LOCAL     ] No optimal features file found for F: ./output/feature-sets/F.txt
[2025-12-08T20:21:54.715637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:54.715670] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:54.715707] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:54.715817] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:54.777038] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:54.777791] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:54.777872] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:54.777907] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:54.905130] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:54.905285] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:54.905325] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:54.905356] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:54.908980] [DEBUG] [FORECASTER] F: Forecast T+1@11:T+2@11: UP (p=98.52%)
[2025-12-08T20:21:54.909291] [INFO ] [FORECASTER] Completed predict_future for F
[2025-12-08T20:21:54.909437] [INFO ] [sig       ] F: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:21:55.057747] [INFO ] [LOCAL     ] Saved forecast: F	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/F.txt
[2025-12-08T20:21:55.057910] [INFO ] [sig       ] [1196/3624] Completed F in 0.4s | 2.91 sym/s | Total: 6.8m | ETA: 13.9m
[2025-12-08T20:21:55.057949] [INFO ] [sig       ] [1197/3624] Forecasting FA...
[2025-12-08T20:21:55.057978] [INFO ] [sig       ] Generating forecast for: FA
[2025-12-08T20:21:55.058007] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FA' from 'https://tdm.silogroup.org/data/derivative_storage/FA.csv'.
[2025-12-08T20:21:55.070183] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FA'.
[2025-12-08T20:21:55.070547] [INFO ] [FORECASTER] Starting predict_future for FA
[2025-12-08T20:21:55.071355] [DEBUG] [LOCAL     ] No optimal features file found for FA: ./output/feature-sets/FA.txt
[2025-12-08T20:21:55.071406] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:55.071437] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:55.071464] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:55.071519] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:55.127556] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:55.128253] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:55.128326] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:55.128356] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:55.250393] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:55.250561] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:55.250619] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:55.250647] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:55.254027] [DEBUG] [FORECASTER] FA: Forecast T+1@11:T+2@11: DOWN (p=29.55%)
[2025-12-08T20:21:55.254285] [INFO ] [FORECASTER] Completed predict_future for FA
[2025-12-08T20:21:55.254411] [INFO ] [sig       ] FA: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:21:55.394068] [INFO ] [LOCAL     ] Saved forecast: FA	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/FA.txt
[2025-12-08T20:21:55.394199] [INFO ] [sig       ] [1197/3624] Completed FA in 0.3s | 2.91 sym/s | Total: 6.8m | ETA: 13.9m
[2025-12-08T20:21:55.394238] [INFO ] [sig       ] [1198/3624] Forecasting FAF...
[2025-12-08T20:21:55.394269] [INFO ] [sig       ] Generating forecast for: FAF
[2025-12-08T20:21:55.394298] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FAF' from 'https://tdm.silogroup.org/data/derivative_storage/FAF.csv'.
[2025-12-08T20:21:55.406779] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FAF'.
[2025-12-08T20:21:55.407166] [INFO ] [FORECASTER] Starting predict_future for FAF
[2025-12-08T20:21:55.408213] [DEBUG] [LOCAL     ] No optimal features file found for FAF: ./output/feature-sets/FAF.txt
[2025-12-08T20:21:55.408277] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:55.408311] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:55.408338] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:55.408396] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:55.465066] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:55.465788] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:55.465863] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:55.465894] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:55.580756] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:55.580907] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:55.580944] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:55.580973] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:55.584254] [DEBUG] [FORECASTER] FAF: Forecast T+1@11:T+2@11: DOWN (p=7.93%)
[2025-12-08T20:21:55.584520] [INFO ] [FORECASTER] Completed predict_future for FAF
[2025-12-08T20:21:55.584658] [INFO ] [sig       ] FAF: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:21:55.722520] [INFO ] [LOCAL     ] Saved forecast: FAF	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/FAF.txt
[2025-12-08T20:21:55.722649] [INFO ] [sig       ] [1198/3624] Completed FAF in 0.3s | 2.91 sym/s | Total: 6.9m | ETA: 13.9m
[2025-12-08T20:21:55.722689] [INFO ] [sig       ] [1199/3624] Forecasting FALN...
[2025-12-08T20:21:55.722718] [INFO ] [sig       ] Generating forecast for: FALN
[2025-12-08T20:21:55.722746] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FALN' from 'https://tdm.silogroup.org/data/derivative_storage/FALN.csv'.
[2025-12-08T20:21:55.734587] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FALN'.
[2025-12-08T20:21:55.734912] [INFO ] [FORECASTER] Starting predict_future for FALN
[2025-12-08T20:21:55.735680] [DEBUG] [LOCAL     ] No optimal features file found for FALN: ./output/feature-sets/FALN.txt
[2025-12-08T20:21:55.735729] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:55.735760] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:55.735786] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:55.735840] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:55.791550] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:55.792162] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:55.792247] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:55.792277] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:55.911683] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:55.911806] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:55.911843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:55.911870] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:55.915046] [DEBUG] [FORECASTER] FALN: Forecast T+1@11:T+2@11: UP (p=73.96%)
[2025-12-08T20:21:55.915304] [INFO ] [FORECASTER] Completed predict_future for FALN
[2025-12-08T20:21:55.915448] [INFO ] [sig       ] FALN: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:21:56.056649] [INFO ] [LOCAL     ] Saved forecast: FALN	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/FALN.txt
[2025-12-08T20:21:56.056752] [INFO ] [sig       ] [1199/3624] Completed FALN in 0.3s | 2.91 sym/s | Total: 6.9m | ETA: 13.9m
[2025-12-08T20:21:56.056789] [INFO ] [sig       ] [1200/3624] Forecasting FANG...
[2025-12-08T20:21:56.056818] [INFO ] [sig       ] Generating forecast for: FANG
[2025-12-08T20:21:56.056846] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FANG' from 'https://tdm.silogroup.org/data/derivative_storage/FANG.csv'.
[2025-12-08T20:21:56.070466] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FANG'.
[2025-12-08T20:21:56.070819] [INFO ] [FORECASTER] Starting predict_future for FANG
[2025-12-08T20:21:56.071594] [DEBUG] [LOCAL     ] No optimal features file found for FANG: ./output/feature-sets/FANG.txt
[2025-12-08T20:21:56.071643] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:56.071674] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:56.071700] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:56.071756] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:56.126915] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:56.127640] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:56.127714] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:56.127745] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:56.248247] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:56.248384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:56.248421] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:56.248448] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:56.251649] [DEBUG] [FORECASTER] FANG: Forecast T+1@11:T+2@11: UP (p=57.62%)
[2025-12-08T20:21:56.251910] [INFO ] [FORECASTER] Completed predict_future for FANG
[2025-12-08T20:21:56.252025] [INFO ] [sig       ] FANG: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:21:56.391002] [INFO ] [LOCAL     ] Saved forecast: FANG	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/FANG.txt
[2025-12-08T20:21:56.391118] [INFO ] [sig       ] [1200/3624] Completed FANG in 0.3s | 2.91 sym/s | Total: 6.9m | ETA: 13.9m
[2025-12-08T20:21:56.391162] [INFO ] [sig       ] [1201/3624] Forecasting FARM...
[2025-12-08T20:21:56.391198] [INFO ] [sig       ] Generating forecast for: FARM
[2025-12-08T20:21:56.391231] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FARM' from 'https://tdm.silogroup.org/data/derivative_storage/FARM.csv'.
[2025-12-08T20:21:56.405101] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FARM'.
[2025-12-08T20:21:56.405442] [INFO ] [FORECASTER] Starting predict_future for FARM
[2025-12-08T20:21:56.406205] [DEBUG] [LOCAL     ] No optimal features file found for FARM: ./output/feature-sets/FARM.txt
[2025-12-08T20:21:56.406254] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:56.406284] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:56.406310] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:56.406364] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:56.463474] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:56.464075] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:56.464148] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:56.464179] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:56.585070] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:56.585198] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:56.585234] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:56.585261] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:56.588443] [DEBUG] [FORECASTER] FARM: Forecast T+1@11:T+2@11: DOWN (p=8.47%)
[2025-12-08T20:21:56.588718] [INFO ] [FORECASTER] Completed predict_future for FARM
[2025-12-08T20:21:56.588834] [INFO ] [sig       ] FARM: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:21:56.726741] [INFO ] [LOCAL     ] Saved forecast: FARM	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/FARM.txt
[2025-12-08T20:21:56.726842] [INFO ] [sig       ] [1201/3624] Completed FARM in 0.3s | 2.91 sym/s | Total: 6.9m | ETA: 13.9m
[2025-12-08T20:21:56.726885] [INFO ] [sig       ] [1202/3624] Forecasting FBIN...
[2025-12-08T20:21:56.726916] [INFO ] [sig       ] Generating forecast for: FBIN
[2025-12-08T20:21:56.726944] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBIN' from 'https://tdm.silogroup.org/data/derivative_storage/FBIN.csv'.
[2025-12-08T20:21:56.739297] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBIN'.
[2025-12-08T20:21:56.739644] [INFO ] [FORECASTER] Starting predict_future for FBIN
[2025-12-08T20:21:56.740402] [DEBUG] [LOCAL     ] No optimal features file found for FBIN: ./output/feature-sets/FBIN.txt
[2025-12-08T20:21:56.740452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:56.740482] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:56.740507] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:56.740561] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:56.795604] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:56.796190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:56.796262] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:56.796293] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:56.920627] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:56.920769] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:56.920805] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:56.920831] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:56.924329] [DEBUG] [FORECASTER] FBIN: Forecast T+1@11:T+2@11: UP (p=93.24%)
[2025-12-08T20:21:56.924603] [INFO ] [FORECASTER] Completed predict_future for FBIN
[2025-12-08T20:21:56.924729] [INFO ] [sig       ] FBIN: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:21:57.062893] [INFO ] [LOCAL     ] Saved forecast: FBIN	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/FBIN.txt
[2025-12-08T20:21:57.062995] [INFO ] [sig       ] [1202/3624] Completed FBIN in 0.3s | 2.91 sym/s | Total: 6.9m | ETA: 13.9m
[2025-12-08T20:21:57.063032] [INFO ] [sig       ] [1203/3624] Forecasting FBIO...
[2025-12-08T20:21:57.063065] [INFO ] [sig       ] Generating forecast for: FBIO
[2025-12-08T20:21:57.063100] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBIO' from 'https://tdm.silogroup.org/data/derivative_storage/FBIO.csv'.
[2025-12-08T20:21:57.075302] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBIO'.
[2025-12-08T20:21:57.075647] [INFO ] [FORECASTER] Starting predict_future for FBIO
[2025-12-08T20:21:57.076463] [DEBUG] [LOCAL     ] No optimal features file found for FBIO: ./output/feature-sets/FBIO.txt
[2025-12-08T20:21:57.076512] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:57.076543] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:57.076586] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:57.076648] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:57.132601] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:57.133184] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:57.133269] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:57.133300] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:57.252665] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:57.252785] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:57.252821] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:57.252849] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:57.256019] [DEBUG] [FORECASTER] FBIO: Forecast T+1@11:T+2@11: UP (p=64.76%)
[2025-12-08T20:21:57.256323] [INFO ] [FORECASTER] Completed predict_future for FBIO
[2025-12-08T20:21:57.256440] [INFO ] [sig       ] FBIO: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:21:57.395249] [INFO ] [LOCAL     ] Saved forecast: FBIO	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/FBIO.txt
[2025-12-08T20:21:57.395355] [INFO ] [sig       ] [1203/3624] Completed FBIO in 0.3s | 2.91 sym/s | Total: 6.9m | ETA: 13.8m
[2025-12-08T20:21:57.395391] [INFO ] [sig       ] [1204/3624] Forecasting FBIZ...
[2025-12-08T20:21:57.395419] [INFO ] [sig       ] Generating forecast for: FBIZ
[2025-12-08T20:21:57.395447] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBIZ' from 'https://tdm.silogroup.org/data/derivative_storage/FBIZ.csv'.
[2025-12-08T20:21:57.406997] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBIZ'.
[2025-12-08T20:21:57.407319] [INFO ] [FORECASTER] Starting predict_future for FBIZ
[2025-12-08T20:21:57.408140] [DEBUG] [LOCAL     ] No optimal features file found for FBIZ: ./output/feature-sets/FBIZ.txt
[2025-12-08T20:21:57.408200] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:57.408237] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:57.408269] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:57.408327] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:57.463181] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:57.463763] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:57.463836] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:57.463867] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:57.585444] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:57.585584] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:57.585623] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:57.585650] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:57.588874] [DEBUG] [FORECASTER] FBIZ: Forecast T+1@11:T+2@11: DOWN (p=46.24%)
[2025-12-08T20:21:57.589139] [INFO ] [FORECASTER] Completed predict_future for FBIZ
[2025-12-08T20:21:57.589278] [INFO ] [sig       ] FBIZ: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:21:57.726630] [INFO ] [LOCAL     ] Saved forecast: FBIZ	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/FBIZ.txt
[2025-12-08T20:21:57.726732] [INFO ] [sig       ] [1204/3624] Completed FBIZ in 0.3s | 2.91 sym/s | Total: 6.9m | ETA: 13.8m
[2025-12-08T20:21:57.726769] [INFO ] [sig       ] [1205/3624] Forecasting FBK...
[2025-12-08T20:21:57.726797] [INFO ] [sig       ] Generating forecast for: FBK
[2025-12-08T20:21:57.726825] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBK' from 'https://tdm.silogroup.org/data/derivative_storage/FBK.csv'.
[2025-12-08T20:21:57.738525] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBK'.
[2025-12-08T20:21:57.738874] [INFO ] [FORECASTER] Starting predict_future for FBK
[2025-12-08T20:21:57.739647] [DEBUG] [LOCAL     ] No optimal features file found for FBK: ./output/feature-sets/FBK.txt
[2025-12-08T20:21:57.739696] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:57.739727] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:57.739753] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:57.739808] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:57.795047] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:57.795631] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:57.795705] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:57.795736] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:57.912959] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:57.913095] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:57.913147] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:57.913177] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:57.916362] [DEBUG] [FORECASTER] FBK: Forecast T+1@11:T+2@11: DOWN (p=32.04%)
[2025-12-08T20:21:57.916634] [INFO ] [FORECASTER] Completed predict_future for FBK
[2025-12-08T20:21:57.916751] [INFO ] [sig       ] FBK: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:21:58.057046] [INFO ] [LOCAL     ] Saved forecast: FBK	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/FBK.txt
[2025-12-08T20:21:58.057156] [INFO ] [sig       ] [1205/3624] Completed FBK in 0.3s | 2.91 sym/s | Total: 6.9m | ETA: 13.8m
[2025-12-08T20:21:58.057194] [INFO ] [sig       ] [1206/3624] Forecasting FBL...
[2025-12-08T20:21:58.057221] [INFO ] [sig       ] Generating forecast for: FBL
[2025-12-08T20:21:58.057250] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBL' from 'https://tdm.silogroup.org/data/derivative_storage/FBL.csv'.
[2025-12-08T20:21:58.068986] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBL'.
[2025-12-08T20:21:58.069319] [INFO ] [FORECASTER] Starting predict_future for FBL
[2025-12-08T20:21:58.070077] [DEBUG] [LOCAL     ] No optimal features file found for FBL: ./output/feature-sets/FBL.txt
[2025-12-08T20:21:58.070126] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:58.070157] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:58.070182] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:58.070237] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:58.125211] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:58.125808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:58.125879] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:58.125910] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:58.244397] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:58.244546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:58.244599] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:58.244628] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:58.248010] [DEBUG] [FORECASTER] FBL: Forecast T+1@11:T+2@11: UP (p=61.10%)
[2025-12-08T20:21:58.248265] [INFO ] [FORECASTER] Completed predict_future for FBL
[2025-12-08T20:21:58.248381] [INFO ] [sig       ] FBL: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:21:58.384259] [INFO ] [LOCAL     ] Saved forecast: FBL	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/FBL.txt
[2025-12-08T20:21:58.384361] [INFO ] [sig       ] [1206/3624] Completed FBL in 0.3s | 2.91 sym/s | Total: 6.9m | ETA: 13.8m
[2025-12-08T20:21:58.384398] [INFO ] [sig       ] [1207/3624] Forecasting FBNC...
[2025-12-08T20:21:58.384427] [INFO ] [sig       ] Generating forecast for: FBNC
[2025-12-08T20:21:58.384457] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBNC' from 'https://tdm.silogroup.org/data/derivative_storage/FBNC.csv'.
[2025-12-08T20:21:58.396055] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBNC'.
[2025-12-08T20:21:58.396378] [INFO ] [FORECASTER] Starting predict_future for FBNC
[2025-12-08T20:21:58.397147] [DEBUG] [LOCAL     ] No optimal features file found for FBNC: ./output/feature-sets/FBNC.txt
[2025-12-08T20:21:58.397196] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:58.397226] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:58.397252] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:58.397310] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:58.453412] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:58.454004] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:58.454074] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:58.454105] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:58.569060] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:58.569187] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:58.569231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:58.569265] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:58.572413] [DEBUG] [FORECASTER] FBNC: Forecast T+1@11:T+2@11: UP (p=63.79%)
[2025-12-08T20:21:58.572713] [INFO ] [FORECASTER] Completed predict_future for FBNC
[2025-12-08T20:21:58.572846] [INFO ] [sig       ] FBNC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:21:58.710014] [INFO ] [LOCAL     ] Saved forecast: FBNC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/FBNC.txt
[2025-12-08T20:21:58.710121] [INFO ] [sig       ] [1207/3624] Completed FBNC in 0.3s | 2.91 sym/s | Total: 6.9m | ETA: 13.8m
[2025-12-08T20:21:58.710157] [INFO ] [sig       ] [1208/3624] Forecasting FBP...
[2025-12-08T20:21:58.710186] [INFO ] [sig       ] Generating forecast for: FBP
[2025-12-08T20:21:58.710215] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBP' from 'https://tdm.silogroup.org/data/derivative_storage/FBP.csv'.
[2025-12-08T20:21:58.722415] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBP'.
[2025-12-08T20:21:58.722780] [INFO ] [FORECASTER] Starting predict_future for FBP
[2025-12-08T20:21:58.723601] [DEBUG] [LOCAL     ] No optimal features file found for FBP: ./output/feature-sets/FBP.txt
[2025-12-08T20:21:58.723659] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:58.723691] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:58.723717] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:58.723773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:58.780302] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:58.780887] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:58.780958] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:58.780988] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:58.900419] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:58.900584] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:58.900625] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:58.900652] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:58.903943] [DEBUG] [FORECASTER] FBP: Forecast T+1@11:T+2@11: DOWN (p=12.85%)
[2025-12-08T20:21:58.904207] [INFO ] [FORECASTER] Completed predict_future for FBP
[2025-12-08T20:21:58.904324] [INFO ] [sig       ] FBP: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:21:59.041218] [INFO ] [LOCAL     ] Saved forecast: FBP	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/FBP.txt
[2025-12-08T20:21:59.041321] [INFO ] [sig       ] [1208/3624] Completed FBP in 0.3s | 2.91 sym/s | Total: 6.9m | ETA: 13.8m
[2025-12-08T20:21:59.041359] [INFO ] [sig       ] [1209/3624] Forecasting FC...
[2025-12-08T20:21:59.041386] [INFO ] [sig       ] Generating forecast for: FC
[2025-12-08T20:21:59.041414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FC' from 'https://tdm.silogroup.org/data/derivative_storage/FC.csv'.
[2025-12-08T20:21:59.053094] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FC'.
[2025-12-08T20:21:59.053434] [INFO ] [FORECASTER] Starting predict_future for FC
[2025-12-08T20:21:59.054262] [DEBUG] [LOCAL     ] No optimal features file found for FC: ./output/feature-sets/FC.txt
[2025-12-08T20:21:59.054312] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:59.054352] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:59.054379] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:59.054435] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:59.111150] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:59.111755] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:59.111827] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:59.111859] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:59.234388] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:59.234494] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:59.234529] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:59.234555] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:59.237655] [DEBUG] [FORECASTER] FC: Forecast T+1@11:T+2@11: DOWN (p=37.38%)
[2025-12-08T20:21:59.237912] [INFO ] [FORECASTER] Completed predict_future for FC
[2025-12-08T20:21:59.238027] [INFO ] [sig       ] FC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:21:59.374826] [INFO ] [LOCAL     ] Saved forecast: FC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/FC.txt
[2025-12-08T20:21:59.374928] [INFO ] [sig       ] [1209/3624] Completed FC in 0.3s | 2.91 sym/s | Total: 6.9m | ETA: 13.8m
[2025-12-08T20:21:59.374964] [INFO ] [sig       ] [1210/3624] Forecasting FCAL...
[2025-12-08T20:21:59.375017] [INFO ] [sig       ] Generating forecast for: FCAL
[2025-12-08T20:21:59.375046] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCAL' from 'https://tdm.silogroup.org/data/derivative_storage/FCAL.csv'.
[2025-12-08T20:21:59.386108] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCAL'.
[2025-12-08T20:21:59.386422] [INFO ] [FORECASTER] Starting predict_future for FCAL
[2025-12-08T20:21:59.387186] [DEBUG] [LOCAL     ] No optimal features file found for FCAL: ./output/feature-sets/FCAL.txt
[2025-12-08T20:21:59.387235] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:59.387266] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:59.387291] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:59.387346] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:59.441935] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:59.442502] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:59.442590] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:59.442624] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:59.547406] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:59.547523] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:59.547557] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:59.547602] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:59.550711] [DEBUG] [FORECASTER] FCAL: Forecast T+1@11:T+2@11: UP (p=51.98%)
[2025-12-08T20:21:59.550965] [INFO ] [FORECASTER] Completed predict_future for FCAL
[2025-12-08T20:21:59.551078] [INFO ] [sig       ] FCAL: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:21:59.692278] [INFO ] [LOCAL     ] Saved forecast: FCAL	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/FCAL.txt
[2025-12-08T20:21:59.692399] [INFO ] [sig       ] [1210/3624] Completed FCAL in 0.3s | 2.91 sym/s | Total: 6.9m | ETA: 13.8m
[2025-12-08T20:21:59.692436] [INFO ] [sig       ] [1211/3624] Forecasting FCBC...
[2025-12-08T20:21:59.692464] [INFO ] [sig       ] Generating forecast for: FCBC
[2025-12-08T20:21:59.692492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCBC' from 'https://tdm.silogroup.org/data/derivative_storage/FCBC.csv'.
[2025-12-08T20:21:59.706564] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCBC'.
[2025-12-08T20:21:59.706909] [INFO ] [FORECASTER] Starting predict_future for FCBC
[2025-12-08T20:21:59.707695] [DEBUG] [LOCAL     ] No optimal features file found for FCBC: ./output/feature-sets/FCBC.txt
[2025-12-08T20:21:59.707744] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:21:59.707774] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:21:59.707799] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:21:59.707852] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:21:59.765742] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:21:59.766337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:21:59.766410] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:21:59.766440] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:21:59.884713] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:21:59.884828] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:21:59.884864] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:21:59.884891] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:21:59.888115] [DEBUG] [FORECASTER] FCBC: Forecast T+1@11:T+2@11: DOWN (p=8.19%)
[2025-12-08T20:21:59.888406] [INFO ] [FORECASTER] Completed predict_future for FCBC
[2025-12-08T20:21:59.888519] [INFO ] [sig       ] FCBC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:22:00.025257] [INFO ] [LOCAL     ] Saved forecast: FCBC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/FCBC.txt
[2025-12-08T20:22:00.025361] [INFO ] [sig       ] [1211/3624] Completed FCBC in 0.3s | 2.91 sym/s | Total: 6.9m | ETA: 13.8m
[2025-12-08T20:22:00.025398] [INFO ] [sig       ] [1212/3624] Forecasting FCCO...
[2025-12-08T20:22:00.025427] [INFO ] [sig       ] Generating forecast for: FCCO
[2025-12-08T20:22:00.025455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCCO' from 'https://tdm.silogroup.org/data/derivative_storage/FCCO.csv'.
[2025-12-08T20:22:00.036885] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCCO'.
[2025-12-08T20:22:00.037210] [INFO ] [FORECASTER] Starting predict_future for FCCO
[2025-12-08T20:22:00.037996] [DEBUG] [LOCAL     ] No optimal features file found for FCCO: ./output/feature-sets/FCCO.txt
[2025-12-08T20:22:00.038045] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:00.038076] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:00.038102] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:00.038158] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:00.092840] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:00.093416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:00.093490] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:00.093521] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:00.214491] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:00.214623] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:00.214659] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:00.214687] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:00.217789] [DEBUG] [FORECASTER] FCCO: Forecast T+1@11:T+2@11: UP (p=94.38%)
[2025-12-08T20:22:00.218044] [INFO ] [FORECASTER] Completed predict_future for FCCO
[2025-12-08T20:22:00.218156] [INFO ] [sig       ] FCCO: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:22:00.353981] [INFO ] [LOCAL     ] Saved forecast: FCCO	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/FCCO.txt
[2025-12-08T20:22:00.354083] [INFO ] [sig       ] [1212/3624] Completed FCCO in 0.3s | 2.91 sym/s | Total: 6.9m | ETA: 13.8m
[2025-12-08T20:22:00.354120] [INFO ] [sig       ] [1213/3624] Forecasting FCEL...
[2025-12-08T20:22:00.354154] [INFO ] [sig       ] Generating forecast for: FCEL
[2025-12-08T20:22:00.354184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCEL' from 'https://tdm.silogroup.org/data/derivative_storage/FCEL.csv'.
[2025-12-08T20:22:00.365548] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCEL'.
[2025-12-08T20:22:00.365890] [INFO ] [FORECASTER] Starting predict_future for FCEL
[2025-12-08T20:22:00.366652] [DEBUG] [LOCAL     ] No optimal features file found for FCEL: ./output/feature-sets/FCEL.txt
[2025-12-08T20:22:00.366702] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:00.366732] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:00.366758] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:00.366840] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:00.421611] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:00.422196] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:00.422270] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:00.422300] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:00.541738] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:00.541879] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:00.541916] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:00.541943] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:00.545220] [DEBUG] [FORECASTER] FCEL: Forecast T+1@11:T+2@11: UP (p=68.26%)
[2025-12-08T20:22:00.545473] [INFO ] [FORECASTER] Completed predict_future for FCEL
[2025-12-08T20:22:00.545604] [INFO ] [sig       ] FCEL: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:22:00.684273] [INFO ] [LOCAL     ] Saved forecast: FCEL	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/FCEL.txt
[2025-12-08T20:22:00.684380] [INFO ] [sig       ] [1213/3624] Completed FCEL in 0.3s | 2.91 sym/s | Total: 6.9m | ETA: 13.8m
[2025-12-08T20:22:00.684417] [INFO ] [sig       ] [1214/3624] Forecasting FCF...
[2025-12-08T20:22:00.684445] [INFO ] [sig       ] Generating forecast for: FCF
[2025-12-08T20:22:00.684473] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCF' from 'https://tdm.silogroup.org/data/derivative_storage/FCF.csv'.
[2025-12-08T20:22:00.696257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCF'.
[2025-12-08T20:22:00.696608] [INFO ] [FORECASTER] Starting predict_future for FCF
[2025-12-08T20:22:00.697350] [DEBUG] [LOCAL     ] No optimal features file found for FCF: ./output/feature-sets/FCF.txt
[2025-12-08T20:22:00.697417] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:00.697448] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:00.697474] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:00.697529] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:00.752691] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:00.753256] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:00.753327] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:00.753547] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:00.870689] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:00.870802] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:00.870835] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:00.870863] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:00.873995] [DEBUG] [FORECASTER] FCF: Forecast T+1@11:T+2@11: DOWN (p=9.37%)
[2025-12-08T20:22:00.874252] [INFO ] [FORECASTER] Completed predict_future for FCF
[2025-12-08T20:22:00.874367] [INFO ] [sig       ] FCF: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:22:01.013339] [INFO ] [LOCAL     ] Saved forecast: FCF	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/FCF.txt
[2025-12-08T20:22:01.013478] [INFO ] [sig       ] [1214/3624] Completed FCF in 0.3s | 2.91 sym/s | Total: 6.9m | ETA: 13.8m
[2025-12-08T20:22:01.013518] [INFO ] [sig       ] [1215/3624] Forecasting FCFS...
[2025-12-08T20:22:01.013547] [INFO ] [sig       ] Generating forecast for: FCFS
[2025-12-08T20:22:01.013593] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCFS' from 'https://tdm.silogroup.org/data/derivative_storage/FCFS.csv'.
[2025-12-08T20:22:01.025679] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCFS'.
[2025-12-08T20:22:01.026016] [INFO ] [FORECASTER] Starting predict_future for FCFS
[2025-12-08T20:22:01.026788] [DEBUG] [LOCAL     ] No optimal features file found for FCFS: ./output/feature-sets/FCFS.txt
[2025-12-08T20:22:01.026837] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:01.026867] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:01.026893] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:01.026949] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:01.082299] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:01.083055] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:01.083129] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:01.083161] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:01.199933] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:01.200040] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:01.200078] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:01.200106] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:01.203331] [DEBUG] [FORECASTER] FCFS: Forecast T+1@11:T+2@11: DOWN (p=38.63%)
[2025-12-08T20:22:01.203609] [INFO ] [FORECASTER] Completed predict_future for FCFS
[2025-12-08T20:22:01.203731] [INFO ] [sig       ] FCFS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:22:01.344715] [INFO ] [LOCAL     ] Saved forecast: FCFS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/FCFS.txt
[2025-12-08T20:22:01.344854] [INFO ] [sig       ] [1215/3624] Completed FCFS in 0.3s | 2.91 sym/s | Total: 6.9m | ETA: 13.8m
[2025-12-08T20:22:01.344895] [INFO ] [sig       ] [1216/3624] Forecasting FCN...
[2025-12-08T20:22:01.344923] [INFO ] [sig       ] Generating forecast for: FCN
[2025-12-08T20:22:01.344952] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCN' from 'https://tdm.silogroup.org/data/derivative_storage/FCN.csv'.
[2025-12-08T20:22:01.357086] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCN'.
[2025-12-08T20:22:01.357451] [INFO ] [FORECASTER] Starting predict_future for FCN
[2025-12-08T20:22:01.358226] [DEBUG] [LOCAL     ] No optimal features file found for FCN: ./output/feature-sets/FCN.txt
[2025-12-08T20:22:01.358280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:01.358311] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:01.358337] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:01.358393] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:01.413414] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:01.414183] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:01.414262] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:01.414294] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:01.530951] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:01.531059] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:01.531096] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:01.531137] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:01.534312] [DEBUG] [FORECASTER] FCN: Forecast T+1@11:T+2@11: DOWN (p=11.17%)
[2025-12-08T20:22:01.534816] [INFO ] [FORECASTER] Completed predict_future for FCN
[2025-12-08T20:22:01.534934] [INFO ] [sig       ] FCN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:22:01.672202] [INFO ] [LOCAL     ] Saved forecast: FCN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/FCN.txt
[2025-12-08T20:22:01.672321] [INFO ] [sig       ] [1216/3624] Completed FCN in 0.3s | 2.91 sym/s | Total: 7.0m | ETA: 13.8m
[2025-12-08T20:22:01.672359] [INFO ] [sig       ] [1217/3624] Forecasting FCNCA...
[2025-12-08T20:22:01.672388] [INFO ] [sig       ] Generating forecast for: FCNCA
[2025-12-08T20:22:01.672416] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCNCA' from 'https://tdm.silogroup.org/data/derivative_storage/FCNCA.csv'.
[2025-12-08T20:22:01.683612] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCNCA'.
[2025-12-08T20:22:01.683933] [INFO ] [FORECASTER] Starting predict_future for FCNCA
[2025-12-08T20:22:01.684688] [DEBUG] [LOCAL     ] No optimal features file found for FCNCA: ./output/feature-sets/FCNCA.txt
[2025-12-08T20:22:01.684736] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:01.684767] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:01.684793] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:01.684847] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:01.740072] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:01.740722] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:01.740795] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:01.740826] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:01.857174] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:01.857332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:01.857369] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:01.857430] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:01.860868] [DEBUG] [FORECASTER] FCNCA: Forecast T+1@11:T+2@11: UP (p=96.02%)
[2025-12-08T20:22:01.861193] [INFO ] [FORECASTER] Completed predict_future for FCNCA
[2025-12-08T20:22:01.861320] [INFO ] [sig       ] FCNCA: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:22:02.005162] [INFO ] [LOCAL     ] Saved forecast: FCNCA	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/FCNCA.txt
[2025-12-08T20:22:02.005284] [INFO ] [sig       ] [1217/3624] Completed FCNCA in 0.3s | 2.91 sym/s | Total: 7.0m | ETA: 13.8m
[2025-12-08T20:22:02.005321] [INFO ] [sig       ] [1218/3624] Forecasting FCNCO...
[2025-12-08T20:22:02.005350] [INFO ] [sig       ] Generating forecast for: FCNCO
[2025-12-08T20:22:02.005378] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCNCO' from 'https://tdm.silogroup.org/data/derivative_storage/FCNCO.csv'.
[2025-12-08T20:22:02.016409] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCNCO'.
[2025-12-08T20:22:02.016791] [INFO ] [FORECASTER] Starting predict_future for FCNCO
[2025-12-08T20:22:02.017619] [DEBUG] [LOCAL     ] No optimal features file found for FCNCO: ./output/feature-sets/FCNCO.txt
[2025-12-08T20:22:02.017668] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:02.017698] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:02.017724] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:02.017778] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:02.078606] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:02.079426] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:02.079515] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:02.079547] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:02.181386] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:02.181546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:02.181600] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:02.181630] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:02.185032] [DEBUG] [FORECASTER] FCNCO: Forecast T+1@11:T+2@11: UP (p=68.69%)
[2025-12-08T20:22:02.185318] [INFO ] [FORECASTER] Completed predict_future for FCNCO
[2025-12-08T20:22:02.185439] [INFO ] [sig       ] FCNCO: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:22:02.325871] [INFO ] [LOCAL     ] Saved forecast: FCNCO	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/FCNCO.txt
[2025-12-08T20:22:02.326023] [INFO ] [sig       ] [1218/3624] Completed FCNCO in 0.3s | 2.92 sym/s | Total: 7.0m | ETA: 13.8m
[2025-12-08T20:22:02.326062] [INFO ] [sig       ] [1219/3624] Forecasting FCNCP...
[2025-12-08T20:22:02.326091] [INFO ] [sig       ] Generating forecast for: FCNCP
[2025-12-08T20:22:02.326120] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCNCP' from 'https://tdm.silogroup.org/data/derivative_storage/FCNCP.csv'.
[2025-12-08T20:22:02.338070] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCNCP'.
[2025-12-08T20:22:02.338435] [INFO ] [FORECASTER] Starting predict_future for FCNCP
[2025-12-08T20:22:02.339209] [DEBUG] [LOCAL     ] No optimal features file found for FCNCP: ./output/feature-sets/FCNCP.txt
[2025-12-08T20:22:02.339258] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:02.339288] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:02.339314] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:02.339369] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:02.397019] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:02.397888] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:02.397969] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:02.398000] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:02.498339] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:02.498490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:02.498528] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:02.498556] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:02.501791] [DEBUG] [FORECASTER] FCNCP: Forecast T+1@11:T+2@11: UP (p=72.90%)
[2025-12-08T20:22:02.502048] [INFO ] [FORECASTER] Completed predict_future for FCNCP
[2025-12-08T20:22:02.502165] [INFO ] [sig       ] FCNCP: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:22:02.641282] [INFO ] [LOCAL     ] Saved forecast: FCNCP	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/FCNCP.txt
[2025-12-08T20:22:02.641426] [INFO ] [sig       ] [1219/3624] Completed FCNCP in 0.3s | 2.92 sym/s | Total: 7.0m | ETA: 13.7m
[2025-12-08T20:22:02.641466] [INFO ] [sig       ] [1220/3624] Forecasting FCTE...
[2025-12-08T20:22:02.641496] [INFO ] [sig       ] Generating forecast for: FCTE
[2025-12-08T20:22:02.641525] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCTE' from 'https://tdm.silogroup.org/data/derivative_storage/FCTE.csv'.
[2025-12-08T20:22:02.653400] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCTE'.
[2025-12-08T20:22:02.653818] [INFO ] [FORECASTER] Starting predict_future for FCTE
[2025-12-08T20:22:02.654730] [DEBUG] [LOCAL     ] No optimal features file found for FCTE: ./output/feature-sets/FCTE.txt
[2025-12-08T20:22:02.654796] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:02.654840] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:02.654882] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:02.654941] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:02.712625] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:02.713448] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:02.713529] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:02.713562] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:02.831143] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:02.831291] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:02.831334] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:02.831361] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:02.834722] [DEBUG] [FORECASTER] FCTE: Forecast T+1@11:T+2@11: DOWN (p=13.38%)
[2025-12-08T20:22:02.834999] [INFO ] [FORECASTER] Completed predict_future for FCTE
[2025-12-08T20:22:02.835121] [INFO ] [sig       ] FCTE: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:22:02.974847] [INFO ] [LOCAL     ] Saved forecast: FCTE	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/FCTE.txt
[2025-12-08T20:22:02.974997] [INFO ] [sig       ] [1220/3624] Completed FCTE in 0.3s | 2.92 sym/s | Total: 7.0m | ETA: 13.7m
[2025-12-08T20:22:02.975035] [INFO ] [sig       ] [1221/3624] Forecasting FCX...
[2025-12-08T20:22:02.975065] [INFO ] [sig       ] Generating forecast for: FCX
[2025-12-08T20:22:02.975094] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCX' from 'https://tdm.silogroup.org/data/derivative_storage/FCX.csv'.
[2025-12-08T20:22:02.990744] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCX'.
[2025-12-08T20:22:02.991157] [INFO ] [FORECASTER] Starting predict_future for FCX
[2025-12-08T20:22:02.992124] [DEBUG] [LOCAL     ] No optimal features file found for FCX: ./output/feature-sets/FCX.txt
[2025-12-08T20:22:02.992175] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:02.992207] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:02.992233] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:02.992292] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:03.048907] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:03.049540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:03.049630] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:03.049663] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:03.174169] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:03.174308] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:03.174345] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:03.174373] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:03.177638] [DEBUG] [FORECASTER] FCX: Forecast T+1@11:T+2@11: DOWN (p=22.54%)
[2025-12-08T20:22:03.177897] [INFO ] [FORECASTER] Completed predict_future for FCX
[2025-12-08T20:22:03.178011] [INFO ] [sig       ] FCX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:22:03.313779] [INFO ] [LOCAL     ] Saved forecast: FCX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/FCX.txt
[2025-12-08T20:22:03.313897] [INFO ] [sig       ] [1221/3624] Completed FCX in 0.3s | 2.92 sym/s | Total: 7.0m | ETA: 13.7m
[2025-12-08T20:22:03.313936] [INFO ] [sig       ] [1222/3624] Forecasting FDBC...
[2025-12-08T20:22:03.313964] [INFO ] [sig       ] Generating forecast for: FDBC
[2025-12-08T20:22:03.313993] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDBC' from 'https://tdm.silogroup.org/data/derivative_storage/FDBC.csv'.
[2025-12-08T20:22:03.323629] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDBC'.
[2025-12-08T20:22:03.323937] [INFO ] [FORECASTER] Starting predict_future for FDBC
[2025-12-08T20:22:03.324769] [DEBUG] [LOCAL     ] No optimal features file found for FDBC: ./output/feature-sets/FDBC.txt
[2025-12-08T20:22:03.324821] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:03.324852] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:03.324879] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:03.324934] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:03.381112] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:03.381727] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:03.381802] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:03.381833] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:03.470924] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:03.471039] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:03.471079] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:03.471106] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:03.474214] [DEBUG] [FORECASTER] FDBC: Forecast T+1@11:T+2@11: UP (p=95.54%)
[2025-12-08T20:22:03.474473] [INFO ] [FORECASTER] Completed predict_future for FDBC
[2025-12-08T20:22:03.474604] [INFO ] [sig       ] FDBC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:22:03.612778] [INFO ] [LOCAL     ] Saved forecast: FDBC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/FDBC.txt
[2025-12-08T20:22:03.612896] [INFO ] [sig       ] [1222/3624] Completed FDBC in 0.3s | 2.92 sym/s | Total: 7.0m | ETA: 13.7m
[2025-12-08T20:22:03.612934] [INFO ] [sig       ] [1223/3624] Forecasting FDIF...
[2025-12-08T20:22:03.612962] [INFO ] [sig       ] Generating forecast for: FDIF
[2025-12-08T20:22:03.612990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDIF' from 'https://tdm.silogroup.org/data/derivative_storage/FDIF.csv'.
[2025-12-08T20:22:03.624849] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDIF'.
[2025-12-08T20:22:03.625192] [INFO ] [FORECASTER] Starting predict_future for FDIF
[2025-12-08T20:22:03.625966] [DEBUG] [LOCAL     ] No optimal features file found for FDIF: ./output/feature-sets/FDIF.txt
[2025-12-08T20:22:03.626015] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:03.626045] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:03.626071] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:03.626126] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:03.681335] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:03.681979] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:03.682057] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:03.682088] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:03.786316] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:03.786452] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:03.786489] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:03.786517] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:03.789958] [DEBUG] [FORECASTER] FDIF: Forecast T+1@11:T+2@11: DOWN (p=11.84%)
[2025-12-08T20:22:03.790219] [INFO ] [FORECASTER] Completed predict_future for FDIF
[2025-12-08T20:22:03.790334] [INFO ] [sig       ] FDIF: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:22:03.929639] [INFO ] [LOCAL     ] Saved forecast: FDIF	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/FDIF.txt
[2025-12-08T20:22:03.929768] [INFO ] [sig       ] [1223/3624] Completed FDIF in 0.3s | 2.92 sym/s | Total: 7.0m | ETA: 13.7m
[2025-12-08T20:22:03.929808] [INFO ] [sig       ] [1224/3624] Forecasting FDIG...
[2025-12-08T20:22:03.929842] [INFO ] [sig       ] Generating forecast for: FDIG
[2025-12-08T20:22:03.929871] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDIG' from 'https://tdm.silogroup.org/data/derivative_storage/FDIG.csv'.
[2025-12-08T20:22:03.942545] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDIG'.
[2025-12-08T20:22:03.942904] [INFO ] [FORECASTER] Starting predict_future for FDIG
[2025-12-08T20:22:03.943680] [DEBUG] [LOCAL     ] No optimal features file found for FDIG: ./output/feature-sets/FDIG.txt
[2025-12-08T20:22:03.943729] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:03.943760] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:03.943787] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:03.943842] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:03.999145] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:03.999833] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:03.999906] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:03.999938] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:04.116079] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:04.116219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:04.116262] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:04.116295] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:04.119642] [DEBUG] [FORECASTER] FDIG: Forecast T+1@11:T+2@11: DOWN (p=47.57%)
[2025-12-08T20:22:04.119903] [INFO ] [FORECASTER] Completed predict_future for FDIG
[2025-12-08T20:22:04.120019] [INFO ] [sig       ] FDIG: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:22:04.257287] [INFO ] [LOCAL     ] Saved forecast: FDIG	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/FDIG.txt
[2025-12-08T20:22:04.257415] [INFO ] [sig       ] [1224/3624] Completed FDIG in 0.3s | 2.92 sym/s | Total: 7.0m | ETA: 13.7m
[2025-12-08T20:22:04.257454] [INFO ] [sig       ] [1225/3624] Forecasting FDP...
[2025-12-08T20:22:04.257485] [INFO ] [sig       ] Generating forecast for: FDP
[2025-12-08T20:22:04.257513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDP' from 'https://tdm.silogroup.org/data/derivative_storage/FDP.csv'.
[2025-12-08T20:22:04.269037] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDP'.
[2025-12-08T20:22:04.269356] [INFO ] [FORECASTER] Starting predict_future for FDP
[2025-12-08T20:22:04.270126] [DEBUG] [LOCAL     ] No optimal features file found for FDP: ./output/feature-sets/FDP.txt
[2025-12-08T20:22:04.270175] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:04.270205] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:04.270230] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:04.270284] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:04.325484] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:04.326068] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:04.326139] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:04.326170] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:04.445279] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:04.445377] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:04.445411] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:04.445439] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:04.448512] [DEBUG] [FORECASTER] FDP: Forecast T+1@11:T+2@11: UP (p=50.75%)
[2025-12-08T20:22:04.448778] [INFO ] [FORECASTER] Completed predict_future for FDP
[2025-12-08T20:22:04.448891] [INFO ] [sig       ] FDP: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:22:04.586854] [INFO ] [LOCAL     ] Saved forecast: FDP	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/FDP.txt
[2025-12-08T20:22:04.586959] [INFO ] [sig       ] [1225/3624] Completed FDP in 0.3s | 2.92 sym/s | Total: 7.0m | ETA: 13.7m
[2025-12-08T20:22:04.586996] [INFO ] [sig       ] [1226/3624] Forecasting FDS...
[2025-12-08T20:22:04.587024] [INFO ] [sig       ] Generating forecast for: FDS
[2025-12-08T20:22:04.587052] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDS' from 'https://tdm.silogroup.org/data/derivative_storage/FDS.csv'.
[2025-12-08T20:22:04.598800] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDS'.
[2025-12-08T20:22:04.599116] [INFO ] [FORECASTER] Starting predict_future for FDS
[2025-12-08T20:22:04.599883] [DEBUG] [LOCAL     ] No optimal features file found for FDS: ./output/feature-sets/FDS.txt
[2025-12-08T20:22:04.599932] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:04.599963] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:04.599989] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:04.600049] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:04.656349] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:04.656930] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:04.657001] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:04.657032] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:04.773775] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:04.773895] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:04.773930] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:04.773956] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:04.777310] [DEBUG] [FORECASTER] FDS: Forecast T+1@11:T+2@11: DOWN (p=12.99%)
[2025-12-08T20:22:04.777792] [INFO ] [FORECASTER] Completed predict_future for FDS
[2025-12-08T20:22:04.777911] [INFO ] [sig       ] FDS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:22:04.914845] [INFO ] [LOCAL     ] Saved forecast: FDS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/FDS.txt
[2025-12-08T20:22:04.914949] [INFO ] [sig       ] [1226/3624] Completed FDS in 0.3s | 2.92 sym/s | Total: 7.0m | ETA: 13.7m
[2025-12-08T20:22:04.915009] [INFO ] [sig       ] [1227/3624] Forecasting FDTX...
[2025-12-08T20:22:04.915039] [INFO ] [sig       ] Generating forecast for: FDTX
[2025-12-08T20:22:04.915067] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDTX' from 'https://tdm.silogroup.org/data/derivative_storage/FDTX.csv'.
[2025-12-08T20:22:04.933619] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDTX'.
[2025-12-08T20:22:04.933942] [INFO ] [FORECASTER] Starting predict_future for FDTX
[2025-12-08T20:22:04.934749] [DEBUG] [LOCAL     ] No optimal features file found for FDTX: ./output/feature-sets/FDTX.txt
[2025-12-08T20:22:04.934799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:04.934830] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:04.934856] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:04.934911] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:04.990158] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:04.990768] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:04.990843] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:04.990874] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:05.107584] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:05.107714] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:05.107751] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:05.107793] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:05.110972] [DEBUG] [FORECASTER] FDTX: Forecast T+1@11:T+2@11: DOWN (p=20.02%)
[2025-12-08T20:22:05.111229] [INFO ] [FORECASTER] Completed predict_future for FDTX
[2025-12-08T20:22:05.111344] [INFO ] [sig       ] FDTX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:22:05.247924] [INFO ] [LOCAL     ] Saved forecast: FDTX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/FDTX.txt
[2025-12-08T20:22:05.248026] [INFO ] [sig       ] [1227/3624] Completed FDTX in 0.3s | 2.92 sym/s | Total: 7.0m | ETA: 13.7m
[2025-12-08T20:22:05.248063] [INFO ] [sig       ] [1228/3624] Forecasting FDUS...
[2025-12-08T20:22:05.248091] [INFO ] [sig       ] Generating forecast for: FDUS
[2025-12-08T20:22:05.248119] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDUS' from 'https://tdm.silogroup.org/data/derivative_storage/FDUS.csv'.
[2025-12-08T20:22:05.260061] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDUS'.
[2025-12-08T20:22:05.260385] [INFO ] [FORECASTER] Starting predict_future for FDUS
[2025-12-08T20:22:05.261144] [DEBUG] [LOCAL     ] No optimal features file found for FDUS: ./output/feature-sets/FDUS.txt
[2025-12-08T20:22:05.261192] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:05.261223] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:05.261249] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:05.261304] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:05.318484] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:05.319085] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:05.319157] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:05.319188] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:05.438587] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:05.438706] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:05.438741] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:05.438768] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:05.441891] [DEBUG] [FORECASTER] FDUS: Forecast T+1@11:T+2@11: DOWN (p=23.22%)
[2025-12-08T20:22:05.442144] [INFO ] [FORECASTER] Completed predict_future for FDUS
[2025-12-08T20:22:05.442260] [INFO ] [sig       ] FDUS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:22:05.579340] [INFO ] [LOCAL     ] Saved forecast: FDUS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/FDUS.txt
[2025-12-08T20:22:05.579442] [INFO ] [sig       ] [1228/3624] Completed FDUS in 0.3s | 2.92 sym/s | Total: 7.0m | ETA: 13.7m
[2025-12-08T20:22:05.579480] [INFO ] [sig       ] [1229/3624] Forecasting FDX...
[2025-12-08T20:22:05.579508] [INFO ] [sig       ] Generating forecast for: FDX
[2025-12-08T20:22:05.579536] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDX' from 'https://tdm.silogroup.org/data/derivative_storage/FDX.csv'.
[2025-12-08T20:22:05.591337] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDX'.
[2025-12-08T20:22:05.591695] [INFO ] [FORECASTER] Starting predict_future for FDX
[2025-12-08T20:22:05.592454] [DEBUG] [LOCAL     ] No optimal features file found for FDX: ./output/feature-sets/FDX.txt
[2025-12-08T20:22:05.592504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:05.592535] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:05.592562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:05.592636] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:05.648193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:05.648792] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:05.648863] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:05.648894] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:05.774423] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:05.774533] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:05.774585] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:05.774615] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:05.777728] [DEBUG] [FORECASTER] FDX: Forecast T+1@11:T+2@11: DOWN (p=12.15%)
[2025-12-08T20:22:05.777982] [INFO ] [FORECASTER] Completed predict_future for FDX
[2025-12-08T20:22:05.778096] [INFO ] [sig       ] FDX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:22:05.915961] [INFO ] [LOCAL     ] Saved forecast: FDX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/FDX.txt
[2025-12-08T20:22:05.916062] [INFO ] [sig       ] [1229/3624] Completed FDX in 0.3s | 2.92 sym/s | Total: 7.0m | ETA: 13.7m
[2025-12-08T20:22:05.916099] [INFO ] [sig       ] [1230/3624] Forecasting FE...
[2025-12-08T20:22:05.916127] [INFO ] [sig       ] Generating forecast for: FE
[2025-12-08T20:22:05.916156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FE' from 'https://tdm.silogroup.org/data/derivative_storage/FE.csv'.
[2025-12-08T20:22:05.927794] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FE'.
[2025-12-08T20:22:05.928116] [INFO ] [FORECASTER] Starting predict_future for FE
[2025-12-08T20:22:05.928881] [DEBUG] [LOCAL     ] No optimal features file found for FE: ./output/feature-sets/FE.txt
[2025-12-08T20:22:05.928930] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:05.928960] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:05.929010] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:05.929067] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:05.983990] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:05.984558] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:05.984648] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:05.984679] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:06.101917] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:06.102033] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:06.102069] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:06.102096] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:06.105200] [DEBUG] [FORECASTER] FE: Forecast T+1@11:T+2@11: UP (p=72.00%)
[2025-12-08T20:22:06.105454] [INFO ] [FORECASTER] Completed predict_future for FE
[2025-12-08T20:22:06.105586] [INFO ] [sig       ] FE: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:22:06.242109] [INFO ] [LOCAL     ] Saved forecast: FE	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/FE.txt
[2025-12-08T20:22:06.242209] [INFO ] [sig       ] [1230/3624] Completed FE in 0.3s | 2.92 sym/s | Total: 7.0m | ETA: 13.7m
[2025-12-08T20:22:06.242246] [INFO ] [sig       ] [1231/3624] Forecasting FEIM...
[2025-12-08T20:22:06.242274] [INFO ] [sig       ] Generating forecast for: FEIM
[2025-12-08T20:22:06.242302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEIM' from 'https://tdm.silogroup.org/data/derivative_storage/FEIM.csv'.
[2025-12-08T20:22:06.254318] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEIM'.
[2025-12-08T20:22:06.254657] [INFO ] [FORECASTER] Starting predict_future for FEIM
[2025-12-08T20:22:06.255399] [DEBUG] [LOCAL     ] No optimal features file found for FEIM: ./output/feature-sets/FEIM.txt
[2025-12-08T20:22:06.255448] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:06.255478] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:06.255504] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:06.255591] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:06.310415] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:06.311008] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:06.311081] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:06.311111] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:06.426231] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:06.426363] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:06.426403] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:06.426432] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:06.429854] [DEBUG] [FORECASTER] FEIM: Forecast T+1@11:T+2@11: UP (p=73.44%)
[2025-12-08T20:22:06.430108] [INFO ] [FORECASTER] Completed predict_future for FEIM
[2025-12-08T20:22:06.430223] [INFO ] [sig       ] FEIM: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:22:06.568131] [INFO ] [LOCAL     ] Saved forecast: FEIM	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/FEIM.txt
[2025-12-08T20:22:06.568234] [INFO ] [sig       ] [1231/3624] Completed FEIM in 0.3s | 2.92 sym/s | Total: 7.0m | ETA: 13.7m
[2025-12-08T20:22:06.568273] [INFO ] [sig       ] [1232/3624] Forecasting FELE...
[2025-12-08T20:22:06.568302] [INFO ] [sig       ] Generating forecast for: FELE
[2025-12-08T20:22:06.568330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FELE' from 'https://tdm.silogroup.org/data/derivative_storage/FELE.csv'.
[2025-12-08T20:22:06.580790] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FELE'.
[2025-12-08T20:22:06.581119] [INFO ] [FORECASTER] Starting predict_future for FELE
[2025-12-08T20:22:06.581891] [DEBUG] [LOCAL     ] No optimal features file found for FELE: ./output/feature-sets/FELE.txt
[2025-12-08T20:22:06.581939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:06.581969] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:06.581996] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:06.582050] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:06.637128] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:06.637724] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:06.637796] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:06.637828] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:06.755004] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:06.755109] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:06.755147] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:06.755175] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:06.758376] [DEBUG] [FORECASTER] FELE: Forecast T+1@11:T+2@11: UP (p=75.33%)
[2025-12-08T20:22:06.758649] [INFO ] [FORECASTER] Completed predict_future for FELE
[2025-12-08T20:22:06.758767] [INFO ] [sig       ] FELE: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:22:06.894111] [INFO ] [LOCAL     ] Saved forecast: FELE	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/FELE.txt
[2025-12-08T20:22:06.894211] [INFO ] [sig       ] [1232/3624] Completed FELE in 0.3s | 2.92 sym/s | Total: 7.0m | ETA: 13.7m
[2025-12-08T20:22:06.894248] [INFO ] [sig       ] [1233/3624] Forecasting FEM...
[2025-12-08T20:22:06.894276] [INFO ] [sig       ] Generating forecast for: FEM
[2025-12-08T20:22:06.894305] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEM' from 'https://tdm.silogroup.org/data/derivative_storage/FEM.csv'.
[2025-12-08T20:22:06.906338] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEM'.
[2025-12-08T20:22:06.906680] [INFO ] [FORECASTER] Starting predict_future for FEM
[2025-12-08T20:22:06.907437] [DEBUG] [LOCAL     ] No optimal features file found for FEM: ./output/feature-sets/FEM.txt
[2025-12-08T20:22:06.907496] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:06.907526] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:06.907552] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:06.907628] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:06.962620] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:06.963190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:06.963263] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:06.963293] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:07.079928] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:07.080053] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:07.080088] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:07.080116] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:07.083344] [DEBUG] [FORECASTER] FEM: Forecast T+1@11:T+2@11: DOWN (p=48.19%)
[2025-12-08T20:22:07.083636] [INFO ] [FORECASTER] Completed predict_future for FEM
[2025-12-08T20:22:07.083754] [INFO ] [sig       ] FEM: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:22:07.220282] [INFO ] [LOCAL     ] Saved forecast: FEM	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/FEM.txt
[2025-12-08T20:22:07.220384] [INFO ] [sig       ] [1233/3624] Completed FEM in 0.3s | 2.92 sym/s | Total: 7.0m | ETA: 13.7m
[2025-12-08T20:22:07.220420] [INFO ] [sig       ] [1234/3624] Forecasting FEMB...
[2025-12-08T20:22:07.220450] [INFO ] [sig       ] Generating forecast for: FEMB
[2025-12-08T20:22:07.220478] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEMB' from 'https://tdm.silogroup.org/data/derivative_storage/FEMB.csv'.
[2025-12-08T20:22:07.233049] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEMB'.
[2025-12-08T20:22:07.233371] [INFO ] [FORECASTER] Starting predict_future for FEMB
[2025-12-08T20:22:07.234139] [DEBUG] [LOCAL     ] No optimal features file found for FEMB: ./output/feature-sets/FEMB.txt
[2025-12-08T20:22:07.234188] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:07.234218] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:07.234245] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:07.234300] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:07.289325] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:07.289947] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:07.290019] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:07.290050] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:07.409749] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:07.409892] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:07.409929] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:07.409956] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:07.413154] [DEBUG] [FORECASTER] FEMB: Forecast T+1@11:T+2@11: UP (p=59.49%)
[2025-12-08T20:22:07.413413] [INFO ] [FORECASTER] Completed predict_future for FEMB
[2025-12-08T20:22:07.413527] [INFO ] [sig       ] FEMB: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:22:07.551059] [INFO ] [LOCAL     ] Saved forecast: FEMB	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/FEMB.txt
[2025-12-08T20:22:07.551159] [INFO ] [sig       ] [1234/3624] Completed FEMB in 0.3s | 2.92 sym/s | Total: 7.1m | ETA: 13.7m
[2025-12-08T20:22:07.551197] [INFO ] [sig       ] [1235/3624] Forecasting FEMS...
[2025-12-08T20:22:07.551225] [INFO ] [sig       ] Generating forecast for: FEMS
[2025-12-08T20:22:07.551262] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEMS' from 'https://tdm.silogroup.org/data/derivative_storage/FEMS.csv'.
[2025-12-08T20:22:07.562992] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEMS'.
[2025-12-08T20:22:07.563314] [INFO ] [FORECASTER] Starting predict_future for FEMS
[2025-12-08T20:22:07.564081] [DEBUG] [LOCAL     ] No optimal features file found for FEMS: ./output/feature-sets/FEMS.txt
[2025-12-08T20:22:07.564130] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:07.564161] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:07.564187] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:07.564242] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:07.619855] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:07.620417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:07.620487] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:07.620518] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:07.737830] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:07.737940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:07.737976] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:07.738003] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:07.741643] [DEBUG] [FORECASTER] FEMS: Forecast T+1@11:T+2@11: UP (p=56.39%)
[2025-12-08T20:22:07.741897] [INFO ] [FORECASTER] Completed predict_future for FEMS
[2025-12-08T20:22:07.742012] [INFO ] [sig       ] FEMS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:22:07.880496] [INFO ] [LOCAL     ] Saved forecast: FEMS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/FEMS.txt
[2025-12-08T20:22:07.880614] [INFO ] [sig       ] [1235/3624] Completed FEMS in 0.3s | 2.92 sym/s | Total: 7.1m | ETA: 13.7m
[2025-12-08T20:22:07.880654] [INFO ] [sig       ] [1236/3624] Forecasting FEP...
[2025-12-08T20:22:07.880681] [INFO ] [sig       ] Generating forecast for: FEP
[2025-12-08T20:22:07.880709] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEP' from 'https://tdm.silogroup.org/data/derivative_storage/FEP.csv'.
[2025-12-08T20:22:07.892552] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEP'.
[2025-12-08T20:22:07.892897] [INFO ] [FORECASTER] Starting predict_future for FEP
[2025-12-08T20:22:07.893655] [DEBUG] [LOCAL     ] No optimal features file found for FEP: ./output/feature-sets/FEP.txt
[2025-12-08T20:22:07.893703] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:07.893733] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:07.893759] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:07.893812] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:07.948697] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:07.949273] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:07.949343] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:07.949377] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:08.063146] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:08.063263] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:08.063297] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:08.063325] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:08.066442] [DEBUG] [FORECASTER] FEP: Forecast T+1@11:T+2@11: DOWN (p=14.61%)
[2025-12-08T20:22:08.066715] [INFO ] [FORECASTER] Completed predict_future for FEP
[2025-12-08T20:22:08.066829] [INFO ] [sig       ] FEP: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:22:08.202531] [INFO ] [LOCAL     ] Saved forecast: FEP	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/FEP.txt
[2025-12-08T20:22:08.202656] [INFO ] [sig       ] [1236/3624] Completed FEP in 0.3s | 2.92 sym/s | Total: 7.1m | ETA: 13.6m
[2025-12-08T20:22:08.202695] [INFO ] [sig       ] [1237/3624] Forecasting FEPI...
[2025-12-08T20:22:08.202723] [INFO ] [sig       ] Generating forecast for: FEPI
[2025-12-08T20:22:08.202750] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEPI' from 'https://tdm.silogroup.org/data/derivative_storage/FEPI.csv'.
[2025-12-08T20:22:08.214558] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEPI'.
[2025-12-08T20:22:08.214946] [INFO ] [FORECASTER] Starting predict_future for FEPI
[2025-12-08T20:22:08.215720] [DEBUG] [LOCAL     ] No optimal features file found for FEPI: ./output/feature-sets/FEPI.txt
[2025-12-08T20:22:08.215769] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:08.215799] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:08.215825] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:08.215880] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:08.272646] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:08.273221] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:08.273293] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:08.273324] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:08.390539] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:08.390691] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:08.390728] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:08.390755] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:08.393972] [DEBUG] [FORECASTER] FEPI: Forecast T+1@11:T+2@11: DOWN (p=13.65%)
[2025-12-08T20:22:08.394259] [INFO ] [FORECASTER] Completed predict_future for FEPI
[2025-12-08T20:22:08.394381] [INFO ] [sig       ] FEPI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:22:08.531238] [INFO ] [LOCAL     ] Saved forecast: FEPI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/FEPI.txt
[2025-12-08T20:22:08.531347] [INFO ] [sig       ] [1237/3624] Completed FEPI in 0.3s | 2.92 sym/s | Total: 7.1m | ETA: 13.6m
[2025-12-08T20:22:08.531384] [INFO ] [sig       ] [1238/3624] Forecasting FERG...
[2025-12-08T20:22:08.531416] [INFO ] [sig       ] Generating forecast for: FERG
[2025-12-08T20:22:08.531446] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FERG' from 'https://tdm.silogroup.org/data/derivative_storage/FERG.csv'.
[2025-12-08T20:22:08.543459] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FERG'.
[2025-12-08T20:22:08.544017] [INFO ] [FORECASTER] Starting predict_future for FERG
[2025-12-08T20:22:08.545001] [DEBUG] [LOCAL     ] No optimal features file found for FERG: ./output/feature-sets/FERG.txt
[2025-12-08T20:22:08.545050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:08.545081] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:08.545106] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:08.545161] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:08.601669] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:08.602241] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:08.602313] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:08.602344] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:08.728914] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:08.729072] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:08.729122] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:08.729158] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:08.733533] [DEBUG] [FORECASTER] FERG: Forecast T+1@11:T+2@11: UP (p=97.27%)
[2025-12-08T20:22:08.733901] [INFO ] [FORECASTER] Completed predict_future for FERG
[2025-12-08T20:22:08.734047] [INFO ] [sig       ] FERG: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:22:08.879022] [INFO ] [LOCAL     ] Saved forecast: FERG	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/FERG.txt
[2025-12-08T20:22:08.879153] [INFO ] [sig       ] [1238/3624] Completed FERG in 0.3s | 2.92 sym/s | Total: 7.1m | ETA: 13.6m
[2025-12-08T20:22:08.879191] [INFO ] [sig       ] [1239/3624] Forecasting FEX...
[2025-12-08T20:22:08.879220] [INFO ] [sig       ] Generating forecast for: FEX
[2025-12-08T20:22:08.879250] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEX' from 'https://tdm.silogroup.org/data/derivative_storage/FEX.csv'.
[2025-12-08T20:22:08.890993] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEX'.
[2025-12-08T20:22:08.891306] [INFO ] [FORECASTER] Starting predict_future for FEX
[2025-12-08T20:22:08.892080] [DEBUG] [LOCAL     ] No optimal features file found for FEX: ./output/feature-sets/FEX.txt
[2025-12-08T20:22:08.892129] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:08.892160] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:08.892186] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:08.892240] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:08.948916] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:08.949753] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:08.949831] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:08.949862] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:09.057323] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:09.057488] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:09.057524] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:09.057552] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:09.060808] [DEBUG] [FORECASTER] FEX: Forecast T+1@11:T+2@11: DOWN (p=47.00%)
[2025-12-08T20:22:09.061069] [INFO ] [FORECASTER] Completed predict_future for FEX
[2025-12-08T20:22:09.061183] [INFO ] [sig       ] FEX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:22:09.199494] [INFO ] [LOCAL     ] Saved forecast: FEX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/FEX.txt
[2025-12-08T20:22:09.199618] [INFO ] [sig       ] [1239/3624] Completed FEX in 0.3s | 2.92 sym/s | Total: 7.1m | ETA: 13.6m
[2025-12-08T20:22:09.199656] [INFO ] [sig       ] [1240/3624] Forecasting FF...
[2025-12-08T20:22:09.199685] [INFO ] [sig       ] Generating forecast for: FF
[2025-12-08T20:22:09.199714] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FF' from 'https://tdm.silogroup.org/data/derivative_storage/FF.csv'.
[2025-12-08T20:22:09.211503] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FF'.
[2025-12-08T20:22:09.211848] [INFO ] [FORECASTER] Starting predict_future for FF
[2025-12-08T20:22:09.212618] [DEBUG] [LOCAL     ] No optimal features file found for FF: ./output/feature-sets/FF.txt
[2025-12-08T20:22:09.212666] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:09.212697] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:09.212724] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:09.212779] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:09.268376] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:09.268993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:09.269090] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:09.269122] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:09.388046] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:09.388183] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:09.388233] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:09.388261] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:09.391466] [DEBUG] [FORECASTER] FF: Forecast T+1@11:T+2@11: DOWN (p=5.49%)
[2025-12-08T20:22:09.391758] [INFO ] [FORECASTER] Completed predict_future for FF
[2025-12-08T20:22:09.391876] [INFO ] [sig       ] FF: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:22:09.529011] [INFO ] [LOCAL     ] Saved forecast: FF	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/FF.txt
[2025-12-08T20:22:09.529117] [INFO ] [sig       ] [1240/3624] Completed FF in 0.3s | 2.92 sym/s | Total: 7.1m | ETA: 13.6m
[2025-12-08T20:22:09.529154] [INFO ] [sig       ] [1241/3624] Forecasting FFA...
[2025-12-08T20:22:09.529183] [INFO ] [sig       ] Generating forecast for: FFA
[2025-12-08T20:22:09.529212] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFA' from 'https://tdm.silogroup.org/data/derivative_storage/FFA.csv'.
[2025-12-08T20:22:09.541024] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFA'.
[2025-12-08T20:22:09.541373] [INFO ] [FORECASTER] Starting predict_future for FFA
[2025-12-08T20:22:09.542140] [DEBUG] [LOCAL     ] No optimal features file found for FFA: ./output/feature-sets/FFA.txt
[2025-12-08T20:22:09.542189] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:09.542232] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:09.542259] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:09.542314] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:09.601818] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:09.602395] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:09.602469] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:09.602499] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:09.715880] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:09.716021] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:09.716059] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:09.716087] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:09.719335] [DEBUG] [FORECASTER] FFA: Forecast T+1@11:T+2@11: DOWN (p=2.04%)
[2025-12-08T20:22:09.719614] [INFO ] [FORECASTER] Completed predict_future for FFA
[2025-12-08T20:22:09.719732] [INFO ] [sig       ] FFA: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:22:09.856903] [INFO ] [LOCAL     ] Saved forecast: FFA	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/FFA.txt
[2025-12-08T20:22:09.857015] [INFO ] [sig       ] [1241/3624] Completed FFA in 0.3s | 2.92 sym/s | Total: 7.1m | ETA: 13.6m
[2025-12-08T20:22:09.857053] [INFO ] [sig       ] [1242/3624] Forecasting FFBC...
[2025-12-08T20:22:09.857089] [INFO ] [sig       ] Generating forecast for: FFBC
[2025-12-08T20:22:09.857117] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFBC' from 'https://tdm.silogroup.org/data/derivative_storage/FFBC.csv'.
[2025-12-08T20:22:09.869161] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFBC'.
[2025-12-08T20:22:09.869507] [INFO ] [FORECASTER] Starting predict_future for FFBC
[2025-12-08T20:22:09.870304] [DEBUG] [LOCAL     ] No optimal features file found for FFBC: ./output/feature-sets/FFBC.txt
[2025-12-08T20:22:09.870356] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:09.870388] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:09.870416] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:09.870471] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:09.928235] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:09.928863] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:09.928952] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:09.928992] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:10.046433] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:10.046595] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:10.046633] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:10.046661] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:10.050015] [DEBUG] [FORECASTER] FFBC: Forecast T+1@11:T+2@11: DOWN (p=9.57%)
[2025-12-08T20:22:10.050276] [INFO ] [FORECASTER] Completed predict_future for FFBC
[2025-12-08T20:22:10.050391] [INFO ] [sig       ] FFBC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:22:10.187545] [INFO ] [LOCAL     ] Saved forecast: FFBC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/FFBC.txt
[2025-12-08T20:22:10.187679] [INFO ] [sig       ] [1242/3624] Completed FFBC in 0.3s | 2.92 sym/s | Total: 7.1m | ETA: 13.6m
[2025-12-08T20:22:10.187719] [INFO ] [sig       ] [1243/3624] Forecasting FFC...
[2025-12-08T20:22:10.187748] [INFO ] [sig       ] Generating forecast for: FFC
[2025-12-08T20:22:10.187776] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFC' from 'https://tdm.silogroup.org/data/derivative_storage/FFC.csv'.
[2025-12-08T20:22:10.199366] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFC'.
[2025-12-08T20:22:10.199712] [INFO ] [FORECASTER] Starting predict_future for FFC
[2025-12-08T20:22:10.200452] [DEBUG] [LOCAL     ] No optimal features file found for FFC: ./output/feature-sets/FFC.txt
[2025-12-08T20:22:10.200500] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:10.200532] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:10.200558] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:10.200640] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:10.256463] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:10.257053] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:10.257125] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:10.257156] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:10.375944] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:10.376091] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:10.376129] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:10.376157] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:10.379416] [DEBUG] [FORECASTER] FFC: Forecast T+1@11:T+2@11: DOWN (p=18.82%)
[2025-12-08T20:22:10.379698] [INFO ] [FORECASTER] Completed predict_future for FFC
[2025-12-08T20:22:10.379819] [INFO ] [sig       ] FFC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:22:10.516176] [INFO ] [LOCAL     ] Saved forecast: FFC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/FFC.txt
[2025-12-08T20:22:10.516328] [INFO ] [sig       ] [1243/3624] Completed FFC in 0.3s | 2.92 sym/s | Total: 7.1m | ETA: 13.6m
[2025-12-08T20:22:10.516368] [INFO ] [sig       ] [1244/3624] Forecasting FFIC...
[2025-12-08T20:22:10.516396] [INFO ] [sig       ] Generating forecast for: FFIC
[2025-12-08T20:22:10.516425] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFIC' from 'https://tdm.silogroup.org/data/derivative_storage/FFIC.csv'.
[2025-12-08T20:22:10.527965] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFIC'.
[2025-12-08T20:22:10.528317] [INFO ] [FORECASTER] Starting predict_future for FFIC
[2025-12-08T20:22:10.529097] [DEBUG] [LOCAL     ] No optimal features file found for FFIC: ./output/feature-sets/FFIC.txt
[2025-12-08T20:22:10.529147] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:10.529188] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:10.529216] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:10.529271] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:10.584202] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:10.584845] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:10.584918] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:10.584949] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:10.702487] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:10.702661] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:10.702700] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:10.702728] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:10.705979] [DEBUG] [FORECASTER] FFIC: Forecast T+1@11:T+2@11: UP (p=74.64%)
[2025-12-08T20:22:10.706243] [INFO ] [FORECASTER] Completed predict_future for FFIC
[2025-12-08T20:22:10.706358] [INFO ] [sig       ] FFIC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:22:10.855836] [INFO ] [LOCAL     ] Saved forecast: FFIC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/FFIC.txt
[2025-12-08T20:22:10.855996] [INFO ] [sig       ] [1244/3624] Completed FFIC in 0.3s | 2.92 sym/s | Total: 7.1m | ETA: 13.6m
[2025-12-08T20:22:10.856041] [INFO ] [sig       ] [1245/3624] Forecasting FFIN...
[2025-12-08T20:22:10.856072] [INFO ] [sig       ] Generating forecast for: FFIN
[2025-12-08T20:22:10.856103] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFIN' from 'https://tdm.silogroup.org/data/derivative_storage/FFIN.csv'.
[2025-12-08T20:22:10.870838] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFIN'.
[2025-12-08T20:22:10.871216] [INFO ] [FORECASTER] Starting predict_future for FFIN
[2025-12-08T20:22:10.872052] [DEBUG] [LOCAL     ] No optimal features file found for FFIN: ./output/feature-sets/FFIN.txt
[2025-12-08T20:22:10.872114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:10.872149] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:10.872176] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:10.872234] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:10.935031] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:10.935710] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:10.935805] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:10.935854] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:11.059305] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:11.059473] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:11.059526] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:11.059559] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:11.063154] [DEBUG] [FORECASTER] FFIN: Forecast T+1@11:T+2@11: UP (p=90.98%)
[2025-12-08T20:22:11.063431] [INFO ] [FORECASTER] Completed predict_future for FFIN
[2025-12-08T20:22:11.063556] [INFO ] [sig       ] FFIN: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:22:11.207706] [INFO ] [LOCAL     ] Saved forecast: FFIN	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/FFIN.txt
[2025-12-08T20:22:11.207835] [INFO ] [sig       ] [1245/3624] Completed FFIN in 0.4s | 2.92 sym/s | Total: 7.1m | ETA: 13.6m
[2025-12-08T20:22:11.207878] [INFO ] [sig       ] [1246/3624] Forecasting FFWM...
[2025-12-08T20:22:11.207909] [INFO ] [sig       ] Generating forecast for: FFWM
[2025-12-08T20:22:11.207940] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFWM' from 'https://tdm.silogroup.org/data/derivative_storage/FFWM.csv'.
[2025-12-08T20:22:11.220066] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFWM'.
[2025-12-08T20:22:11.220430] [INFO ] [FORECASTER] Starting predict_future for FFWM
[2025-12-08T20:22:11.221261] [DEBUG] [LOCAL     ] No optimal features file found for FFWM: ./output/feature-sets/FFWM.txt
[2025-12-08T20:22:11.221314] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:11.221347] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:11.221376] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:11.221439] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:11.281444] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:11.282213] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:11.282293] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:11.282327] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:11.403866] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:11.404013] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:11.404061] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:11.404105] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:11.407895] [DEBUG] [FORECASTER] FFWM: Forecast T+1@11:T+2@11: DOWN (p=13.18%)
[2025-12-08T20:22:11.408167] [INFO ] [FORECASTER] Completed predict_future for FFWM
[2025-12-08T20:22:11.408298] [INFO ] [sig       ] FFWM: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:22:11.554937] [INFO ] [LOCAL     ] Saved forecast: FFWM	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/FFWM.txt
[2025-12-08T20:22:11.555065] [INFO ] [sig       ] [1246/3624] Completed FFWM in 0.3s | 2.92 sym/s | Total: 7.1m | ETA: 13.6m
[2025-12-08T20:22:11.555103] [INFO ] [sig       ] [1247/3624] Forecasting FG...
[2025-12-08T20:22:11.555131] [INFO ] [sig       ] Generating forecast for: FG
[2025-12-08T20:22:11.555160] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FG' from 'https://tdm.silogroup.org/data/derivative_storage/FG.csv'.
[2025-12-08T20:22:11.566729] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FG'.
[2025-12-08T20:22:11.567077] [INFO ] [FORECASTER] Starting predict_future for FG
[2025-12-08T20:22:11.567933] [DEBUG] [LOCAL     ] No optimal features file found for FG: ./output/feature-sets/FG.txt
[2025-12-08T20:22:11.567984] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:11.568041] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:11.568069] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:11.568137] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:11.625920] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:11.626720] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:11.626796] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:11.626827] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:11.741325] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:11.741475] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:11.741512] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:11.741539] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:11.744894] [DEBUG] [FORECASTER] FG: Forecast T+1@11:T+2@11: UP (p=73.40%)
[2025-12-08T20:22:11.745207] [INFO ] [FORECASTER] Completed predict_future for FG
[2025-12-08T20:22:11.745337] [INFO ] [sig       ] FG: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:22:11.886291] [INFO ] [LOCAL     ] Saved forecast: FG	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/FG.txt
[2025-12-08T20:22:11.886454] [INFO ] [sig       ] [1247/3624] Completed FG in 0.3s | 2.92 sym/s | Total: 7.1m | ETA: 13.6m
[2025-12-08T20:22:11.886494] [INFO ] [sig       ] [1248/3624] Forecasting FGEN...
[2025-12-08T20:22:11.886528] [INFO ] [sig       ] Generating forecast for: FGEN
[2025-12-08T20:22:11.886558] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FGEN' from 'https://tdm.silogroup.org/data/derivative_storage/FGEN.csv'.
[2025-12-08T20:22:11.898865] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FGEN'.
[2025-12-08T20:22:11.899244] [INFO ] [FORECASTER] Starting predict_future for FGEN
[2025-12-08T20:22:11.900019] [DEBUG] [LOCAL     ] No optimal features file found for FGEN: ./output/feature-sets/FGEN.txt
[2025-12-08T20:22:11.900069] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:11.900100] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:11.900125] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:11.900179] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:11.955791] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:11.956623] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:11.956699] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:11.956730] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:12.074978] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:12.075129] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:12.075166] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:12.075194] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:12.078471] [DEBUG] [FORECASTER] FGEN: Forecast T+1@11:T+2@11: DOWN (p=2.67%)
[2025-12-08T20:22:12.078755] [INFO ] [FORECASTER] Completed predict_future for FGEN
[2025-12-08T20:22:12.078881] [INFO ] [sig       ] FGEN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:22:12.214461] [INFO ] [LOCAL     ] Saved forecast: FGEN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/FGEN.txt
[2025-12-08T20:22:12.214605] [INFO ] [sig       ] [1248/3624] Completed FGEN in 0.3s | 2.92 sym/s | Total: 7.1m | ETA: 13.6m
[2025-12-08T20:22:12.214644] [INFO ] [sig       ] [1249/3624] Forecasting FHB...
[2025-12-08T20:22:12.214673] [INFO ] [sig       ] Generating forecast for: FHB
[2025-12-08T20:22:12.214702] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FHB' from 'https://tdm.silogroup.org/data/derivative_storage/FHB.csv'.
[2025-12-08T20:22:12.226733] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FHB'.
[2025-12-08T20:22:12.227092] [INFO ] [FORECASTER] Starting predict_future for FHB
[2025-12-08T20:22:12.227887] [DEBUG] [LOCAL     ] No optimal features file found for FHB: ./output/feature-sets/FHB.txt
[2025-12-08T20:22:12.227936] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:12.227967] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:12.227992] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:12.228047] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:12.282944] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:12.283685] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:12.283762] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:12.283793] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:12.398788] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:12.398939] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:12.398975] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:12.399002] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:12.402292] [DEBUG] [FORECASTER] FHB: Forecast T+1@11:T+2@11: DOWN (p=9.17%)
[2025-12-08T20:22:12.402557] [INFO ] [FORECASTER] Completed predict_future for FHB
[2025-12-08T20:22:12.402696] [INFO ] [sig       ] FHB: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:22:12.540010] [INFO ] [LOCAL     ] Saved forecast: FHB	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/FHB.txt
[2025-12-08T20:22:12.540147] [INFO ] [sig       ] [1249/3624] Completed FHB in 0.3s | 2.92 sym/s | Total: 7.1m | ETA: 13.6m
[2025-12-08T20:22:12.540186] [INFO ] [sig       ] [1250/3624] Forecasting FHI...
[2025-12-08T20:22:12.540216] [INFO ] [sig       ] Generating forecast for: FHI
[2025-12-08T20:22:12.540247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FHI' from 'https://tdm.silogroup.org/data/derivative_storage/FHI.csv'.
[2025-12-08T20:22:12.552266] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FHI'.
[2025-12-08T20:22:12.552636] [INFO ] [FORECASTER] Starting predict_future for FHI
[2025-12-08T20:22:12.553389] [DEBUG] [LOCAL     ] No optimal features file found for FHI: ./output/feature-sets/FHI.txt
[2025-12-08T20:22:12.553438] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:12.553469] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:12.553495] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:12.553552] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:12.608699] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:12.609534] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:12.609634] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:12.609667] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:12.730463] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:12.730627] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:12.730665] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:12.730720] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:12.734123] [DEBUG] [FORECASTER] FHI: Forecast T+1@11:T+2@11: UP (p=70.74%)
[2025-12-08T20:22:12.734427] [INFO ] [FORECASTER] Completed predict_future for FHI
[2025-12-08T20:22:12.734565] [INFO ] [sig       ] FHI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:22:12.872886] [INFO ] [LOCAL     ] Saved forecast: FHI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/FHI.txt
[2025-12-08T20:22:12.873017] [INFO ] [sig       ] [1250/3624] Completed FHI in 0.3s | 2.92 sym/s | Total: 7.1m | ETA: 13.6m
[2025-12-08T20:22:12.873067] [INFO ] [sig       ] [1251/3624] Forecasting FHN...
[2025-12-08T20:22:12.873105] [INFO ] [sig       ] Generating forecast for: FHN
[2025-12-08T20:22:12.873134] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FHN' from 'https://tdm.silogroup.org/data/derivative_storage/FHN.csv'.
[2025-12-08T20:22:12.885248] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FHN'.
[2025-12-08T20:22:12.885659] [INFO ] [FORECASTER] Starting predict_future for FHN
[2025-12-08T20:22:12.886448] [DEBUG] [LOCAL     ] No optimal features file found for FHN: ./output/feature-sets/FHN.txt
[2025-12-08T20:22:12.886497] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:12.886528] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:12.886553] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:12.886627] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:12.943294] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:12.944002] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:12.944086] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:12.944121] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:13.062463] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:13.062621] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:13.062664] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:13.062708] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:13.065998] [DEBUG] [FORECASTER] FHN: Forecast T+1@11:T+2@11: UP (p=59.55%)
[2025-12-08T20:22:13.066254] [INFO ] [FORECASTER] Completed predict_future for FHN
[2025-12-08T20:22:13.066374] [INFO ] [sig       ] FHN: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:22:13.204488] [INFO ] [LOCAL     ] Saved forecast: FHN	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/FHN.txt
[2025-12-08T20:22:13.204650] [INFO ] [sig       ] [1251/3624] Completed FHN in 0.3s | 2.92 sym/s | Total: 7.1m | ETA: 13.6m
[2025-12-08T20:22:13.204691] [INFO ] [sig       ] [1252/3624] Forecasting FHTX...
[2025-12-08T20:22:13.204722] [INFO ] [sig       ] Generating forecast for: FHTX
[2025-12-08T20:22:13.204750] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FHTX' from 'https://tdm.silogroup.org/data/derivative_storage/FHTX.csv'.
[2025-12-08T20:22:13.216200] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FHTX'.
[2025-12-08T20:22:13.216540] [INFO ] [FORECASTER] Starting predict_future for FHTX
[2025-12-08T20:22:13.217296] [DEBUG] [LOCAL     ] No optimal features file found for FHTX: ./output/feature-sets/FHTX.txt
[2025-12-08T20:22:13.217347] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:13.217398] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:13.217433] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:13.217491] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:13.273258] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:13.274020] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:13.274102] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:13.274136] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:13.393395] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:13.393543] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:13.393597] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:13.393627] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:13.396852] [DEBUG] [FORECASTER] FHTX: Forecast T+1@11:T+2@11: DOWN (p=48.28%)
[2025-12-08T20:22:13.397107] [INFO ] [FORECASTER] Completed predict_future for FHTX
[2025-12-08T20:22:13.397223] [INFO ] [sig       ] FHTX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:22:13.534162] [INFO ] [LOCAL     ] Saved forecast: FHTX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/FHTX.txt
[2025-12-08T20:22:13.534285] [INFO ] [sig       ] [1252/3624] Completed FHTX in 0.3s | 2.92 sym/s | Total: 7.2m | ETA: 13.5m
[2025-12-08T20:22:13.534324] [INFO ] [sig       ] [1253/3624] Forecasting FIBK...
[2025-12-08T20:22:13.534354] [INFO ] [sig       ] Generating forecast for: FIBK
[2025-12-08T20:22:13.534384] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIBK' from 'https://tdm.silogroup.org/data/derivative_storage/FIBK.csv'.
[2025-12-08T20:22:13.545950] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIBK'.
[2025-12-08T20:22:13.546271] [INFO ] [FORECASTER] Starting predict_future for FIBK
[2025-12-08T20:22:13.547069] [DEBUG] [LOCAL     ] No optimal features file found for FIBK: ./output/feature-sets/FIBK.txt
[2025-12-08T20:22:13.547119] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:13.547151] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:13.547178] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:13.547234] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:13.602987] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:13.603568] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:13.603661] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:13.603706] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:13.721135] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:13.721280] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:13.721317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:13.721344] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:13.724599] [DEBUG] [FORECASTER] FIBK: Forecast T+1@11:T+2@11: UP (p=96.72%)
[2025-12-08T20:22:13.724854] [INFO ] [FORECASTER] Completed predict_future for FIBK
[2025-12-08T20:22:13.724969] [INFO ] [sig       ] FIBK: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:22:13.863463] [INFO ] [LOCAL     ] Saved forecast: FIBK	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/FIBK.txt
[2025-12-08T20:22:13.863595] [INFO ] [sig       ] [1253/3624] Completed FIBK in 0.3s | 2.92 sym/s | Total: 7.2m | ETA: 13.5m
[2025-12-08T20:22:13.863635] [INFO ] [sig       ] [1254/3624] Forecasting FICO...
[2025-12-08T20:22:13.863663] [INFO ] [sig       ] Generating forecast for: FICO
[2025-12-08T20:22:13.863692] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FICO' from 'https://tdm.silogroup.org/data/derivative_storage/FICO.csv'.
[2025-12-08T20:22:13.875308] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FICO'.
[2025-12-08T20:22:13.875663] [INFO ] [FORECASTER] Starting predict_future for FICO
[2025-12-08T20:22:13.876405] [DEBUG] [LOCAL     ] No optimal features file found for FICO: ./output/feature-sets/FICO.txt
[2025-12-08T20:22:13.876454] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:13.876485] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:13.876511] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:13.876588] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:13.932445] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:13.933064] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:13.933138] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:13.933169] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:14.056948] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:14.057114] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:14.057162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:14.057204] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:14.061394] [DEBUG] [FORECASTER] FICO: Forecast T+1@11:T+2@11: UP (p=83.58%)
[2025-12-08T20:22:14.061934] [INFO ] [FORECASTER] Completed predict_future for FICO
[2025-12-08T20:22:14.062075] [INFO ] [sig       ] FICO: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:22:14.217243] [INFO ] [LOCAL     ] Saved forecast: FICO	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/FICO.txt
[2025-12-08T20:22:14.217464] [INFO ] [sig       ] [1254/3624] Completed FICO in 0.4s | 2.92 sym/s | Total: 7.2m | ETA: 13.5m
[2025-12-08T20:22:14.217519] [INFO ] [sig       ] [1255/3624] Forecasting FICS...
[2025-12-08T20:22:14.217557] [INFO ] [sig       ] Generating forecast for: FICS
[2025-12-08T20:22:14.217615] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FICS' from 'https://tdm.silogroup.org/data/derivative_storage/FICS.csv'.
[2025-12-08T20:22:14.230414] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FICS'.
[2025-12-08T20:22:14.230882] [INFO ] [FORECASTER] Starting predict_future for FICS
[2025-12-08T20:22:14.231934] [DEBUG] [LOCAL     ] No optimal features file found for FICS: ./output/feature-sets/FICS.txt
[2025-12-08T20:22:14.232008] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:14.232058] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:14.232104] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:14.232161] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:14.295150] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:14.296131] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:14.296233] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:14.296272] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:14.434627] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:14.434805] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:14.434846] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:14.434873] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:14.438306] [DEBUG] [FORECASTER] FICS: Forecast T+1@11:T+2@11: DOWN (p=43.54%)
[2025-12-08T20:22:14.438613] [INFO ] [FORECASTER] Completed predict_future for FICS
[2025-12-08T20:22:14.438744] [INFO ] [sig       ] FICS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:22:14.641284] [INFO ] [LOCAL     ] Saved forecast: FICS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/FICS.txt
[2025-12-08T20:22:14.641497] [INFO ] [sig       ] [1255/3624] Completed FICS in 0.4s | 2.92 sym/s | Total: 7.2m | ETA: 13.5m
[2025-12-08T20:22:14.641563] [INFO ] [sig       ] [1256/3624] Forecasting FID...
[2025-12-08T20:22:14.641642] [INFO ] [sig       ] Generating forecast for: FID
[2025-12-08T20:22:14.641693] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FID' from 'https://tdm.silogroup.org/data/derivative_storage/FID.csv'.
[2025-12-08T20:22:14.664193] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FID'.
[2025-12-08T20:22:14.664736] [INFO ] [FORECASTER] Starting predict_future for FID
[2025-12-08T20:22:14.666174] [DEBUG] [LOCAL     ] No optimal features file found for FID: ./output/feature-sets/FID.txt
[2025-12-08T20:22:14.666249] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:14.666300] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:14.666343] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:14.666432] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:14.745431] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:14.746665] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:14.746794] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:14.746834] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:14.913421] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:14.913638] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:14.913703] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:14.913751] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:14.919000] [DEBUG] [FORECASTER] FID: Forecast T+1@11:T+2@11: UP (p=76.92%)
[2025-12-08T20:22:14.919478] [INFO ] [FORECASTER] Completed predict_future for FID
[2025-12-08T20:22:14.919700] [INFO ] [sig       ] FID: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:22:15.120561] [INFO ] [LOCAL     ] Saved forecast: FID	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/FID.txt
[2025-12-08T20:22:15.120806] [INFO ] [sig       ] [1256/3624] Completed FID in 0.5s | 2.92 sym/s | Total: 7.2m | ETA: 13.5m
[2025-12-08T20:22:15.120874] [INFO ] [sig       ] [1257/3624] Forecasting FIGS...
[2025-12-08T20:22:15.120925] [INFO ] [sig       ] Generating forecast for: FIGS
[2025-12-08T20:22:15.120974] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIGS' from 'https://tdm.silogroup.org/data/derivative_storage/FIGS.csv'.
[2025-12-08T20:22:15.137131] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIGS'.
[2025-12-08T20:22:15.137669] [INFO ] [FORECASTER] Starting predict_future for FIGS
[2025-12-08T20:22:15.138702] [DEBUG] [LOCAL     ] No optimal features file found for FIGS: ./output/feature-sets/FIGS.txt
[2025-12-08T20:22:15.138763] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:15.138824] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:15.138858] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:15.138915] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:15.199672] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:15.200569] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:15.200712] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:15.200763] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:15.333316] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:15.333478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:15.333518] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:15.333547] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:15.337060] [DEBUG] [FORECASTER] FIGS: Forecast T+1@11:T+2@11: DOWN (p=1.34%)
[2025-12-08T20:22:15.337443] [INFO ] [FORECASTER] Completed predict_future for FIGS
[2025-12-08T20:22:15.337615] [INFO ] [sig       ] FIGS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:22:15.484102] [INFO ] [LOCAL     ] Saved forecast: FIGS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/FIGS.txt
[2025-12-08T20:22:15.484258] [INFO ] [sig       ] [1257/3624] Completed FIGS in 0.4s | 2.92 sym/s | Total: 7.2m | ETA: 13.5m
[2025-12-08T20:22:15.484302] [INFO ] [sig       ] [1258/3624] Forecasting FIHL...
[2025-12-08T20:22:15.484333] [INFO ] [sig       ] Generating forecast for: FIHL
[2025-12-08T20:22:15.484364] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIHL' from 'https://tdm.silogroup.org/data/derivative_storage/FIHL.csv'.
[2025-12-08T20:22:15.498814] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'FIHL'.
[2025-12-08T20:22:15.499276] [INFO ] [FORECASTER] Starting predict_future for FIHL
[2025-12-08T20:22:15.500709] [DEBUG] [LOCAL     ] No optimal features file found for FIHL: ./output/feature-sets/FIHL.txt
[2025-12-08T20:22:15.500773] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:15.500812] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:15.500848] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:15.500922] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:15.561877] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:15.562738] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:15.563022] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:15.563054] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:15.686531] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:15.686700] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-08T20:22:15.686739] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:15.686770] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:15.690121] [DEBUG] [FORECASTER] FIHL: Forecast T+1@11:T+2@11: DOWN (p=15.23%)
[2025-12-08T20:22:15.690414] [INFO ] [FORECASTER] Completed predict_future for FIHL
[2025-12-08T20:22:15.690541] [INFO ] [sig       ] FIHL: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-08T20:22:15.837116] [INFO ] [LOCAL     ] Saved forecast: FIHL	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/FIHL.txt
[2025-12-08T20:22:15.837306] [INFO ] [sig       ] [1258/3624] Completed FIHL in 0.4s | 2.92 sym/s | Total: 7.2m | ETA: 13.5m
[2025-12-08T20:22:15.837349] [INFO ] [sig       ] [1259/3624] Forecasting FINS...
[2025-12-08T20:22:15.837402] [INFO ] [sig       ] Generating forecast for: FINS
[2025-12-08T20:22:15.837441] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FINS' from 'https://tdm.silogroup.org/data/derivative_storage/FINS.csv'.
[2025-12-08T20:22:15.849682] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FINS'.
[2025-12-08T20:22:15.850079] [INFO ] [FORECASTER] Starting predict_future for FINS
[2025-12-08T20:22:15.850895] [DEBUG] [LOCAL     ] No optimal features file found for FINS: ./output/feature-sets/FINS.txt
[2025-12-08T20:22:15.850946] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:15.850978] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:15.851004] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:15.851060] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:15.907782] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:15.908676] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:15.908764] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:15.908803] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:16.041883] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:16.042036] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:16.042076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:16.042105] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:16.045497] [DEBUG] [FORECASTER] FINS: Forecast T+1@11:T+2@11: DOWN (p=7.28%)
[2025-12-08T20:22:16.045802] [INFO ] [FORECASTER] Completed predict_future for FINS
[2025-12-08T20:22:16.045932] [INFO ] [sig       ] FINS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:22:16.191982] [INFO ] [LOCAL     ] Saved forecast: FINS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/FINS.txt
[2025-12-08T20:22:16.192134] [INFO ] [sig       ] [1259/3624] Completed FINS in 0.4s | 2.92 sym/s | Total: 7.2m | ETA: 13.5m
[2025-12-08T20:22:16.192173] [INFO ] [sig       ] [1260/3624] Forecasting FINX...
[2025-12-08T20:22:16.192203] [INFO ] [sig       ] Generating forecast for: FINX
[2025-12-08T20:22:16.192232] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FINX' from 'https://tdm.silogroup.org/data/derivative_storage/FINX.csv'.
[2025-12-08T20:22:16.205149] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FINX'.
[2025-12-08T20:22:16.205544] [INFO ] [FORECASTER] Starting predict_future for FINX
[2025-12-08T20:22:16.206356] [DEBUG] [LOCAL     ] No optimal features file found for FINX: ./output/feature-sets/FINX.txt
[2025-12-08T20:22:16.206407] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:16.206438] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:16.206464] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:16.206519] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:16.262097] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:16.262921] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:16.262999] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:16.263030] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:16.378613] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:16.378769] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:16.378806] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:16.378834] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:16.382044] [DEBUG] [FORECASTER] FINX: Forecast T+1@11:T+2@11: DOWN (p=2.25%)
[2025-12-08T20:22:16.382302] [INFO ] [FORECASTER] Completed predict_future for FINX
[2025-12-08T20:22:16.382416] [INFO ] [sig       ] FINX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:22:16.520712] [INFO ] [LOCAL     ] Saved forecast: FINX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/FINX.txt
[2025-12-08T20:22:16.520891] [INFO ] [sig       ] [1260/3624] Completed FINX in 0.3s | 2.92 sym/s | Total: 7.2m | ETA: 13.5m
[2025-12-08T20:22:16.520932] [INFO ] [sig       ] [1261/3624] Forecasting FIP...
[2025-12-08T20:22:16.520961] [INFO ] [sig       ] Generating forecast for: FIP
[2025-12-08T20:22:16.520990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIP' from 'https://tdm.silogroup.org/data/derivative_storage/FIP.csv'.
[2025-12-08T20:22:16.533600] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIP'.
[2025-12-08T20:22:16.533957] [INFO ] [FORECASTER] Starting predict_future for FIP
[2025-12-08T20:22:16.534738] [DEBUG] [LOCAL     ] No optimal features file found for FIP: ./output/feature-sets/FIP.txt
[2025-12-08T20:22:16.534787] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:16.534817] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:16.534844] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:16.534903] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:16.590796] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:16.591661] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:16.591741] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:16.591772] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:16.712623] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:16.712775] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:16.712813] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:16.712841] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:16.716081] [DEBUG] [FORECASTER] FIP: Forecast T+1@11:T+2@11: DOWN (p=3.14%)
[2025-12-08T20:22:16.716339] [INFO ] [FORECASTER] Completed predict_future for FIP
[2025-12-08T20:22:16.716455] [INFO ] [sig       ] FIP: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:22:16.854063] [INFO ] [LOCAL     ] Saved forecast: FIP	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/FIP.txt
[2025-12-08T20:22:16.854188] [INFO ] [sig       ] [1261/3624] Completed FIP in 0.3s | 2.92 sym/s | Total: 7.2m | ETA: 13.5m
[2025-12-08T20:22:16.854226] [INFO ] [sig       ] [1262/3624] Forecasting FIS...
[2025-12-08T20:22:16.854253] [INFO ] [sig       ] Generating forecast for: FIS
[2025-12-08T20:22:16.854282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIS' from 'https://tdm.silogroup.org/data/derivative_storage/FIS.csv'.
[2025-12-08T20:22:16.880312] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIS'.
[2025-12-08T20:22:16.880666] [INFO ] [FORECASTER] Starting predict_future for FIS
[2025-12-08T20:22:16.881408] [DEBUG] [LOCAL     ] No optimal features file found for FIS: ./output/feature-sets/FIS.txt
[2025-12-08T20:22:16.881457] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:16.881487] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:16.881514] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:16.881587] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:16.937217] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:16.937882] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:16.937955] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:16.937986] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:17.057366] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:17.057532] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:17.057587] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:17.057618] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:17.060928] [DEBUG] [FORECASTER] FIS: Forecast T+1@11:T+2@11: UP (p=66.13%)
[2025-12-08T20:22:17.061190] [INFO ] [FORECASTER] Completed predict_future for FIS
[2025-12-08T20:22:17.061307] [INFO ] [sig       ] FIS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:22:17.202326] [INFO ] [LOCAL     ] Saved forecast: FIS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/FIS.txt
[2025-12-08T20:22:17.202462] [INFO ] [sig       ] [1262/3624] Completed FIS in 0.3s | 2.92 sym/s | Total: 7.2m | ETA: 13.5m
[2025-12-08T20:22:17.202499] [INFO ] [sig       ] [1263/3624] Forecasting FISI...
[2025-12-08T20:22:17.202530] [INFO ] [sig       ] Generating forecast for: FISI
[2025-12-08T20:22:17.202565] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FISI' from 'https://tdm.silogroup.org/data/derivative_storage/FISI.csv'.
[2025-12-08T20:22:17.214696] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FISI'.
[2025-12-08T20:22:17.215050] [INFO ] [FORECASTER] Starting predict_future for FISI
[2025-12-08T20:22:17.215830] [DEBUG] [LOCAL     ] No optimal features file found for FISI: ./output/feature-sets/FISI.txt
[2025-12-08T20:22:17.215879] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:17.215910] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:17.215936] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:17.215991] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:17.272926] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:17.273570] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:17.273666] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:17.273697] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:17.395337] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:17.395482] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:17.395521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:17.395550] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:17.398892] [DEBUG] [FORECASTER] FISI: Forecast T+1@11:T+2@11: DOWN (p=29.17%)
[2025-12-08T20:22:17.399158] [INFO ] [FORECASTER] Completed predict_future for FISI
[2025-12-08T20:22:17.399279] [INFO ] [sig       ] FISI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:22:17.543854] [INFO ] [LOCAL     ] Saved forecast: FISI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/FISI.txt
[2025-12-08T20:22:17.543987] [INFO ] [sig       ] [1263/3624] Completed FISI in 0.3s | 2.92 sym/s | Total: 7.2m | ETA: 13.5m
[2025-12-08T20:22:17.544027] [INFO ] [sig       ] [1264/3624] Forecasting FITB...
[2025-12-08T20:22:17.544058] [INFO ] [sig       ] Generating forecast for: FITB
[2025-12-08T20:22:17.544086] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FITB' from 'https://tdm.silogroup.org/data/derivative_storage/FITB.csv'.
[2025-12-08T20:22:17.556848] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FITB'.
[2025-12-08T20:22:17.557184] [INFO ] [FORECASTER] Starting predict_future for FITB
[2025-12-08T20:22:17.557984] [DEBUG] [LOCAL     ] No optimal features file found for FITB: ./output/feature-sets/FITB.txt
[2025-12-08T20:22:17.558033] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:17.558088] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:17.558115] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:17.558170] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:17.614679] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:17.615426] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:17.615500] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:17.615531] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:17.737611] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:17.737757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:17.737793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:17.737820] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:17.741117] [DEBUG] [FORECASTER] FITB: Forecast T+1@11:T+2@11: DOWN (p=19.75%)
[2025-12-08T20:22:17.741373] [INFO ] [FORECASTER] Completed predict_future for FITB
[2025-12-08T20:22:17.741490] [INFO ] [sig       ] FITB: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:22:17.880625] [INFO ] [LOCAL     ] Saved forecast: FITB	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/FITB.txt
[2025-12-08T20:22:17.880773] [INFO ] [sig       ] [1264/3624] Completed FITB in 0.3s | 2.92 sym/s | Total: 7.2m | ETA: 13.5m
[2025-12-08T20:22:17.880813] [INFO ] [sig       ] [1265/3624] Forecasting FITBI...
[2025-12-08T20:22:17.880842] [INFO ] [sig       ] Generating forecast for: FITBI
[2025-12-08T20:22:17.880871] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FITBI' from 'https://tdm.silogroup.org/data/derivative_storage/FITBI.csv'.
[2025-12-08T20:22:17.893753] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FITBI'.
[2025-12-08T20:22:17.894175] [INFO ] [FORECASTER] Starting predict_future for FITBI
[2025-12-08T20:22:17.894989] [DEBUG] [LOCAL     ] No optimal features file found for FITBI: ./output/feature-sets/FITBI.txt
[2025-12-08T20:22:17.895039] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:17.895070] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:17.895095] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:17.895149] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:17.952849] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:17.953707] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:17.953788] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:17.953820] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:18.073638] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:18.073791] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:18.073829] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:18.073857] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:18.077116] [DEBUG] [FORECASTER] FITBI: Forecast T+1@11:T+2@11: DOWN (p=8.78%)
[2025-12-08T20:22:18.077404] [INFO ] [FORECASTER] Completed predict_future for FITBI
[2025-12-08T20:22:18.077524] [INFO ] [sig       ] FITBI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:22:18.217777] [INFO ] [LOCAL     ] Saved forecast: FITBI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/FITBI.txt
[2025-12-08T20:22:18.217936] [INFO ] [sig       ] [1265/3624] Completed FITBI in 0.3s | 2.92 sym/s | Total: 7.2m | ETA: 13.5m
[2025-12-08T20:22:18.217976] [INFO ] [sig       ] [1266/3624] Forecasting FITBO...
[2025-12-08T20:22:18.218003] [INFO ] [sig       ] Generating forecast for: FITBO
[2025-12-08T20:22:18.218030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FITBO' from 'https://tdm.silogroup.org/data/derivative_storage/FITBO.csv'.
[2025-12-08T20:22:18.229669] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FITBO'.
[2025-12-08T20:22:18.230032] [INFO ] [FORECASTER] Starting predict_future for FITBO
[2025-12-08T20:22:18.230825] [DEBUG] [LOCAL     ] No optimal features file found for FITBO: ./output/feature-sets/FITBO.txt
[2025-12-08T20:22:18.230874] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:18.230905] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:18.230930] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:18.230995] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:18.287458] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:18.288362] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:18.288441] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:18.288473] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:18.410071] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:18.410221] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:18.410259] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:18.410286] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:18.413551] [DEBUG] [FORECASTER] FITBO: Forecast T+1@11:T+2@11: UP (p=96.60%)
[2025-12-08T20:22:18.413832] [INFO ] [FORECASTER] Completed predict_future for FITBO
[2025-12-08T20:22:18.413953] [INFO ] [sig       ] FITBO: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:22:18.549137] [INFO ] [LOCAL     ] Saved forecast: FITBO	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/FITBO.txt
[2025-12-08T20:22:18.549241] [INFO ] [sig       ] [1266/3624] Completed FITBO in 0.3s | 2.92 sym/s | Total: 7.2m | ETA: 13.5m
[2025-12-08T20:22:18.549278] [INFO ] [sig       ] [1267/3624] Forecasting FIVE...
[2025-12-08T20:22:18.549305] [INFO ] [sig       ] Generating forecast for: FIVE
[2025-12-08T20:22:18.549334] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIVE' from 'https://tdm.silogroup.org/data/derivative_storage/FIVE.csv'.
[2025-12-08T20:22:18.561419] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIVE'.
[2025-12-08T20:22:18.561774] [INFO ] [FORECASTER] Starting predict_future for FIVE
[2025-12-08T20:22:18.562520] [DEBUG] [LOCAL     ] No optimal features file found for FIVE: ./output/feature-sets/FIVE.txt
[2025-12-08T20:22:18.562591] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:18.562625] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:18.562651] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:18.562706] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:18.617882] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:18.618468] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:18.618541] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:18.618590] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:18.740817] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:18.740928] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:18.740962] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:18.741017] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:18.744118] [DEBUG] [FORECASTER] FIVE: Forecast T+1@11:T+2@11: DOWN (p=37.49%)
[2025-12-08T20:22:18.744374] [INFO ] [FORECASTER] Completed predict_future for FIVE
[2025-12-08T20:22:18.744489] [INFO ] [sig       ] FIVE: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:22:18.881496] [INFO ] [LOCAL     ] Saved forecast: FIVE	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/FIVE.txt
[2025-12-08T20:22:18.881635] [INFO ] [sig       ] [1267/3624] Completed FIVE in 0.3s | 2.92 sym/s | Total: 7.2m | ETA: 13.5m
[2025-12-08T20:22:18.881676] [INFO ] [sig       ] [1268/3624] Forecasting FIVN...
[2025-12-08T20:22:18.881704] [INFO ] [sig       ] Generating forecast for: FIVN
[2025-12-08T20:22:18.881732] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIVN' from 'https://tdm.silogroup.org/data/derivative_storage/FIVN.csv'.
[2025-12-08T20:22:18.894327] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIVN'.
[2025-12-08T20:22:18.894683] [INFO ] [FORECASTER] Starting predict_future for FIVN
[2025-12-08T20:22:18.895427] [DEBUG] [LOCAL     ] No optimal features file found for FIVN: ./output/feature-sets/FIVN.txt
[2025-12-08T20:22:18.895487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:18.895518] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:18.895544] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:18.895618] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:18.951309] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:18.951918] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:18.951992] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:18.952023] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:19.072273] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:19.072406] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:19.072443] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:19.072471] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:19.075660] [DEBUG] [FORECASTER] FIVN: Forecast T+1@11:T+2@11: DOWN (p=2.00%)
[2025-12-08T20:22:19.075922] [INFO ] [FORECASTER] Completed predict_future for FIVN
[2025-12-08T20:22:19.076040] [INFO ] [sig       ] FIVN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:22:19.212617] [INFO ] [LOCAL     ] Saved forecast: FIVN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/FIVN.txt
[2025-12-08T20:22:19.212757] [INFO ] [sig       ] [1268/3624] Completed FIVN in 0.3s | 2.92 sym/s | Total: 7.2m | ETA: 13.5m
[2025-12-08T20:22:19.212796] [INFO ] [sig       ] [1269/3624] Forecasting FIX...
[2025-12-08T20:22:19.212824] [INFO ] [sig       ] Generating forecast for: FIX
[2025-12-08T20:22:19.212853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIX' from 'https://tdm.silogroup.org/data/derivative_storage/FIX.csv'.
[2025-12-08T20:22:19.225542] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIX'.
[2025-12-08T20:22:19.225903] [INFO ] [FORECASTER] Starting predict_future for FIX
[2025-12-08T20:22:19.226666] [DEBUG] [LOCAL     ] No optimal features file found for FIX: ./output/feature-sets/FIX.txt
[2025-12-08T20:22:19.226715] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:19.226746] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:19.226772] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:19.226827] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:19.284348] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:19.285088] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:19.285163] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:19.285195] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:19.401427] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:19.401600] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:19.401644] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:19.401672] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:19.405125] [DEBUG] [FORECASTER] FIX: Forecast T+1@11:T+2@11: UP (p=63.65%)
[2025-12-08T20:22:19.405383] [INFO ] [FORECASTER] Completed predict_future for FIX
[2025-12-08T20:22:19.405501] [INFO ] [sig       ] FIX: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:22:19.543610] [INFO ] [LOCAL     ] Saved forecast: FIX	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/FIX.txt
[2025-12-08T20:22:19.543777] [INFO ] [sig       ] [1269/3624] Completed FIX in 0.3s | 2.92 sym/s | Total: 7.3m | ETA: 13.5m
[2025-12-08T20:22:19.543816] [INFO ] [sig       ] [1270/3624] Forecasting FIXD...
[2025-12-08T20:22:19.543844] [INFO ] [sig       ] Generating forecast for: FIXD
[2025-12-08T20:22:19.543874] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIXD' from 'https://tdm.silogroup.org/data/derivative_storage/FIXD.csv'.
[2025-12-08T20:22:19.555870] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIXD'.
[2025-12-08T20:22:19.556261] [INFO ] [FORECASTER] Starting predict_future for FIXD
[2025-12-08T20:22:19.557146] [DEBUG] [LOCAL     ] No optimal features file found for FIXD: ./output/feature-sets/FIXD.txt
[2025-12-08T20:22:19.557202] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:19.557232] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:19.557257] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:19.557319] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:19.613801] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:19.614652] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:19.614732] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:19.614763] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:19.736792] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:19.736950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:19.736987] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:19.737013] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:19.740331] [DEBUG] [FORECASTER] FIXD: Forecast T+1@11:T+2@11: UP (p=82.27%)
[2025-12-08T20:22:19.740640] [INFO ] [FORECASTER] Completed predict_future for FIXD
[2025-12-08T20:22:19.740765] [INFO ] [sig       ] FIXD: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:22:19.892908] [INFO ] [LOCAL     ] Saved forecast: FIXD	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/FIXD.txt
[2025-12-08T20:22:19.893057] [INFO ] [sig       ] [1270/3624] Completed FIXD in 0.3s | 2.92 sym/s | Total: 7.3m | ETA: 13.5m
[2025-12-08T20:22:19.893101] [INFO ] [sig       ] [1271/3624] Forecasting FIZZ...
[2025-12-08T20:22:19.893143] [INFO ] [sig       ] Generating forecast for: FIZZ
[2025-12-08T20:22:19.893177] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIZZ' from 'https://tdm.silogroup.org/data/derivative_storage/FIZZ.csv'.
[2025-12-08T20:22:19.905171] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIZZ'.
[2025-12-08T20:22:19.905549] [INFO ] [FORECASTER] Starting predict_future for FIZZ
[2025-12-08T20:22:19.906383] [DEBUG] [LOCAL     ] No optimal features file found for FIZZ: ./output/feature-sets/FIZZ.txt
[2025-12-08T20:22:19.906433] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:19.906465] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:19.906490] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:19.906545] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:19.969916] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:19.970815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:19.970910] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:19.970942] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:20.100703] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:20.100835] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:20.100874] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:20.101098] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:20.104415] [DEBUG] [FORECASTER] FIZZ: Forecast T+1@11:T+2@11: UP (p=70.33%)
[2025-12-08T20:22:20.104697] [INFO ] [FORECASTER] Completed predict_future for FIZZ
[2025-12-08T20:22:20.104815] [INFO ] [sig       ] FIZZ: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:22:20.242967] [INFO ] [LOCAL     ] Saved forecast: FIZZ	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/FIZZ.txt
[2025-12-08T20:22:20.243087] [INFO ] [sig       ] [1271/3624] Completed FIZZ in 0.3s | 2.92 sym/s | Total: 7.3m | ETA: 13.4m
[2025-12-08T20:22:20.243125] [INFO ] [sig       ] [1272/3624] Forecasting FJP...
[2025-12-08T20:22:20.243152] [INFO ] [sig       ] Generating forecast for: FJP
[2025-12-08T20:22:20.243182] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FJP' from 'https://tdm.silogroup.org/data/derivative_storage/FJP.csv'.
[2025-12-08T20:22:20.254284] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FJP'.
[2025-12-08T20:22:20.254642] [INFO ] [FORECASTER] Starting predict_future for FJP
[2025-12-08T20:22:20.255454] [DEBUG] [LOCAL     ] No optimal features file found for FJP: ./output/feature-sets/FJP.txt
[2025-12-08T20:22:20.255505] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:20.255537] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:20.255564] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:20.255656] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:20.311540] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:20.312168] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:20.312241] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:20.312271] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:20.424002] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:20.424145] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:20.424181] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:20.424209] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:20.427505] [DEBUG] [FORECASTER] FJP: Forecast T+1@11:T+2@11: UP (p=84.47%)
[2025-12-08T20:22:20.427790] [INFO ] [FORECASTER] Completed predict_future for FJP
[2025-12-08T20:22:20.427912] [INFO ] [sig       ] FJP: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:22:20.567147] [INFO ] [LOCAL     ] Saved forecast: FJP	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/FJP.txt
[2025-12-08T20:22:20.567295] [INFO ] [sig       ] [1272/3624] Completed FJP in 0.3s | 2.92 sym/s | Total: 7.3m | ETA: 13.4m
[2025-12-08T20:22:20.567335] [INFO ] [sig       ] [1273/3624] Forecasting FLEX...
[2025-12-08T20:22:20.567363] [INFO ] [sig       ] Generating forecast for: FLEX
[2025-12-08T20:22:20.567418] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLEX' from 'https://tdm.silogroup.org/data/derivative_storage/FLEX.csv'.
[2025-12-08T20:22:20.578945] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLEX'.
[2025-12-08T20:22:20.579305] [INFO ] [FORECASTER] Starting predict_future for FLEX
[2025-12-08T20:22:20.580161] [DEBUG] [LOCAL     ] No optimal features file found for FLEX: ./output/feature-sets/FLEX.txt
[2025-12-08T20:22:20.580221] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:20.580258] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:20.580290] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:20.580354] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:20.640443] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:20.641204] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:20.641282] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:20.641315] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:20.771372] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:20.771517] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:20.771554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:20.771599] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:20.774824] [DEBUG] [FORECASTER] FLEX: Forecast T+1@11:T+2@11: DOWN (p=8.39%)
[2025-12-08T20:22:20.775100] [INFO ] [FORECASTER] Completed predict_future for FLEX
[2025-12-08T20:22:20.775218] [INFO ] [sig       ] FLEX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:22:20.915517] [INFO ] [LOCAL     ] Saved forecast: FLEX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/FLEX.txt
[2025-12-08T20:22:20.915662] [INFO ] [sig       ] [1273/3624] Completed FLEX in 0.3s | 2.92 sym/s | Total: 7.3m | ETA: 13.4m
[2025-12-08T20:22:20.915710] [INFO ] [sig       ] [1274/3624] Forecasting FLGC...
[2025-12-08T20:22:20.915747] [INFO ] [sig       ] Generating forecast for: FLGC
[2025-12-08T20:22:20.915782] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLGC' from 'https://tdm.silogroup.org/data/derivative_storage/FLGC.csv'.
[2025-12-08T20:22:20.927098] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLGC'.
[2025-12-08T20:22:20.927466] [INFO ] [FORECASTER] Starting predict_future for FLGC
[2025-12-08T20:22:20.928471] [DEBUG] [LOCAL     ] No optimal features file found for FLGC: ./output/feature-sets/FLGC.txt
[2025-12-08T20:22:20.928522] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:20.928553] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:20.928606] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:20.928665] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:20.984857] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:20.985455] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:20.985553] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:20.985602] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:21.099153] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:21.099297] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:21.099333] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:21.099361] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:21.102821] [DEBUG] [FORECASTER] FLGC: Forecast T+1@11:T+2@11: DOWN (p=18.58%)
[2025-12-08T20:22:21.103098] [INFO ] [FORECASTER] Completed predict_future for FLGC
[2025-12-08T20:22:21.103219] [INFO ] [sig       ] FLGC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:22:21.242130] [INFO ] [LOCAL     ] Saved forecast: FLGC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/FLGC.txt
[2025-12-08T20:22:21.242250] [INFO ] [sig       ] [1274/3624] Completed FLGC in 0.3s | 2.92 sym/s | Total: 7.3m | ETA: 13.4m
[2025-12-08T20:22:21.242288] [INFO ] [sig       ] [1275/3624] Forecasting FLL...
[2025-12-08T20:22:21.242317] [INFO ] [sig       ] Generating forecast for: FLL
[2025-12-08T20:22:21.242345] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLL' from 'https://tdm.silogroup.org/data/derivative_storage/FLL.csv'.
[2025-12-08T20:22:21.254155] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLL'.
[2025-12-08T20:22:21.254498] [INFO ] [FORECASTER] Starting predict_future for FLL
[2025-12-08T20:22:21.255281] [DEBUG] [LOCAL     ] No optimal features file found for FLL: ./output/feature-sets/FLL.txt
[2025-12-08T20:22:21.255332] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:21.255363] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:21.255390] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:21.255446] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:21.312129] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:21.312787] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:21.312862] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:21.312895] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:21.433997] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:21.434131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:21.434171] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:21.434198] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:21.437504] [DEBUG] [FORECASTER] FLL: Forecast T+1@11:T+2@11: UP (p=87.65%)
[2025-12-08T20:22:21.437785] [INFO ] [FORECASTER] Completed predict_future for FLL
[2025-12-08T20:22:21.437905] [INFO ] [sig       ] FLL: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:22:21.579239] [INFO ] [LOCAL     ] Saved forecast: FLL	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/FLL.txt
[2025-12-08T20:22:21.579392] [INFO ] [sig       ] [1275/3624] Completed FLL in 0.3s | 2.92 sym/s | Total: 7.3m | ETA: 13.4m
[2025-12-08T20:22:21.579430] [INFO ] [sig       ] [1276/3624] Forecasting FLNC...
[2025-12-08T20:22:21.579459] [INFO ] [sig       ] Generating forecast for: FLNC
[2025-12-08T20:22:21.579488] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLNC' from 'https://tdm.silogroup.org/data/derivative_storage/FLNC.csv'.
[2025-12-08T20:22:21.592097] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLNC'.
[2025-12-08T20:22:21.592471] [INFO ] [FORECASTER] Starting predict_future for FLNC
[2025-12-08T20:22:21.593284] [DEBUG] [LOCAL     ] No optimal features file found for FLNC: ./output/feature-sets/FLNC.txt
[2025-12-08T20:22:21.593335] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:21.593365] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:21.593391] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:21.593445] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:21.650369] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:21.651246] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:21.651329] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:21.651362] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:21.777239] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:21.777419] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:21.777458] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:21.777486] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:21.780851] [DEBUG] [FORECASTER] FLNC: Forecast T+1@11:T+2@11: DOWN (p=7.09%)
[2025-12-08T20:22:21.781135] [INFO ] [FORECASTER] Completed predict_future for FLNC
[2025-12-08T20:22:21.781259] [INFO ] [sig       ] FLNC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:22:21.923485] [INFO ] [LOCAL     ] Saved forecast: FLNC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/FLNC.txt
[2025-12-08T20:22:21.923666] [INFO ] [sig       ] [1276/3624] Completed FLNC in 0.3s | 2.92 sym/s | Total: 7.3m | ETA: 13.4m
[2025-12-08T20:22:21.923711] [INFO ] [sig       ] [1277/3624] Forecasting FLNG...
[2025-12-08T20:22:21.923739] [INFO ] [sig       ] Generating forecast for: FLNG
[2025-12-08T20:22:21.923775] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLNG' from 'https://tdm.silogroup.org/data/derivative_storage/FLNG.csv'.
[2025-12-08T20:22:21.938427] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLNG'.
[2025-12-08T20:22:21.938854] [INFO ] [FORECASTER] Starting predict_future for FLNG
[2025-12-08T20:22:21.939664] [DEBUG] [LOCAL     ] No optimal features file found for FLNG: ./output/feature-sets/FLNG.txt
[2025-12-08T20:22:21.939715] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:21.939753] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:21.939792] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:21.939850] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:22.000363] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:22.001228] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:22.001306] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:22.001339] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:22.129395] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:22.129548] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:22.129607] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:22.129640] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:22.133133] [DEBUG] [FORECASTER] FLNG: Forecast T+1@11:T+2@11: DOWN (p=4.48%)
[2025-12-08T20:22:22.133470] [INFO ] [FORECASTER] Completed predict_future for FLNG
[2025-12-08T20:22:22.133629] [INFO ] [sig       ] FLNG: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:22:22.287282] [INFO ] [LOCAL     ] Saved forecast: FLNG	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/FLNG.txt
[2025-12-08T20:22:22.287482] [INFO ] [sig       ] [1277/3624] Completed FLNG in 0.4s | 2.92 sym/s | Total: 7.3m | ETA: 13.4m
[2025-12-08T20:22:22.287525] [INFO ] [sig       ] [1278/3624] Forecasting FLO...
[2025-12-08T20:22:22.287553] [INFO ] [sig       ] Generating forecast for: FLO
[2025-12-08T20:22:22.287602] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLO' from 'https://tdm.silogroup.org/data/derivative_storage/FLO.csv'.
[2025-12-08T20:22:22.299772] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLO'.
[2025-12-08T20:22:22.300153] [INFO ] [FORECASTER] Starting predict_future for FLO
[2025-12-08T20:22:22.300944] [DEBUG] [LOCAL     ] No optimal features file found for FLO: ./output/feature-sets/FLO.txt
[2025-12-08T20:22:22.300994] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:22.301025] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:22.301051] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:22.301105] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:22.356989] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:22.357864] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:22.357943] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:22.357975] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:22.483355] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:22.483509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:22.483549] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:22.483597] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:22.487246] [DEBUG] [FORECASTER] FLO: Forecast T+1@11:T+2@11: DOWN (p=2.44%)
[2025-12-08T20:22:22.487599] [INFO ] [FORECASTER] Completed predict_future for FLO
[2025-12-08T20:22:22.487745] [INFO ] [sig       ] FLO: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:22:22.640666] [INFO ] [LOCAL     ] Saved forecast: FLO	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/FLO.txt
[2025-12-08T20:22:22.640811] [INFO ] [sig       ] [1278/3624] Completed FLO in 0.4s | 2.92 sym/s | Total: 7.3m | ETA: 13.4m
[2025-12-08T20:22:22.640853] [INFO ] [sig       ] [1279/3624] Forecasting FLS...
[2025-12-08T20:22:22.640882] [INFO ] [sig       ] Generating forecast for: FLS
[2025-12-08T20:22:22.640913] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLS' from 'https://tdm.silogroup.org/data/derivative_storage/FLS.csv'.
[2025-12-08T20:22:22.654811] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLS'.
[2025-12-08T20:22:22.655197] [INFO ] [FORECASTER] Starting predict_future for FLS
[2025-12-08T20:22:22.656244] [DEBUG] [LOCAL     ] No optimal features file found for FLS: ./output/feature-sets/FLS.txt
[2025-12-08T20:22:22.656296] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:22.656336] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:22.656375] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:22.656452] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:22.720380] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:22.721274] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:22.721358] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:22.721392] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:22.854470] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:22.854661] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:22.854718] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:22.854751] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:22.858232] [DEBUG] [FORECASTER] FLS: Forecast T+1@11:T+2@11: DOWN (p=49.41%)
[2025-12-08T20:22:22.858512] [INFO ] [FORECASTER] Completed predict_future for FLS
[2025-12-08T20:22:22.858657] [INFO ] [sig       ] FLS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:22:23.006503] [INFO ] [LOCAL     ] Saved forecast: FLS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/FLS.txt
[2025-12-08T20:22:23.006685] [INFO ] [sig       ] [1279/3624] Completed FLS in 0.4s | 2.92 sym/s | Total: 7.3m | ETA: 13.4m
[2025-12-08T20:22:23.006739] [INFO ] [sig       ] [1280/3624] Forecasting FLUX...
[2025-12-08T20:22:23.006771] [INFO ] [sig       ] Generating forecast for: FLUX
[2025-12-08T20:22:23.006801] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLUX' from 'https://tdm.silogroup.org/data/derivative_storage/FLUX.csv'.
[2025-12-08T20:22:23.019409] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLUX'.
[2025-12-08T20:22:23.019838] [INFO ] [FORECASTER] Starting predict_future for FLUX
[2025-12-08T20:22:23.020707] [DEBUG] [LOCAL     ] No optimal features file found for FLUX: ./output/feature-sets/FLUX.txt
[2025-12-08T20:22:23.020758] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:23.020790] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:23.020816] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:23.020889] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:23.081219] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:23.082171] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:23.082256] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:23.082289] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:23.210811] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:23.210965] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:23.211004] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:23.211032] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:23.214518] [DEBUG] [FORECASTER] FLUX: Forecast T+1@11:T+2@11: DOWN (p=21.66%)
[2025-12-08T20:22:23.214879] [INFO ] [FORECASTER] Completed predict_future for FLUX
[2025-12-08T20:22:23.215018] [INFO ] [sig       ] FLUX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:22:23.363506] [INFO ] [LOCAL     ] Saved forecast: FLUX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/FLUX.txt
[2025-12-08T20:22:23.363713] [INFO ] [sig       ] [1280/3624] Completed FLUX in 0.4s | 2.92 sym/s | Total: 7.3m | ETA: 13.4m
[2025-12-08T20:22:23.363772] [INFO ] [sig       ] [1281/3624] Forecasting FLWS...
[2025-12-08T20:22:23.363807] [INFO ] [sig       ] Generating forecast for: FLWS
[2025-12-08T20:22:23.363840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLWS' from 'https://tdm.silogroup.org/data/derivative_storage/FLWS.csv'.
[2025-12-08T20:22:23.377116] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLWS'.
[2025-12-08T20:22:23.377565] [INFO ] [FORECASTER] Starting predict_future for FLWS
[2025-12-08T20:22:23.378408] [DEBUG] [LOCAL     ] No optimal features file found for FLWS: ./output/feature-sets/FLWS.txt
[2025-12-08T20:22:23.378460] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:23.378526] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:23.378555] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:23.378634] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:23.439167] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:23.440173] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:23.440274] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:23.440323] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:23.569653] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:23.569801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:23.569840] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:23.569867] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:23.573152] [DEBUG] [FORECASTER] FLWS: Forecast T+1@11:T+2@11: UP (p=86.68%)
[2025-12-08T20:22:23.573440] [INFO ] [FORECASTER] Completed predict_future for FLWS
[2025-12-08T20:22:23.573564] [INFO ] [sig       ] FLWS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:22:23.715384] [INFO ] [LOCAL     ] Saved forecast: FLWS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/FLWS.txt
[2025-12-08T20:22:23.715546] [INFO ] [sig       ] [1281/3624] Completed FLWS in 0.4s | 2.92 sym/s | Total: 7.3m | ETA: 13.4m
[2025-12-08T20:22:23.715606] [INFO ] [sig       ] [1282/3624] Forecasting FLXS...
[2025-12-08T20:22:23.715636] [INFO ] [sig       ] Generating forecast for: FLXS
[2025-12-08T20:22:23.715664] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLXS' from 'https://tdm.silogroup.org/data/derivative_storage/FLXS.csv'.
[2025-12-08T20:22:23.729245] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLXS'.
[2025-12-08T20:22:23.729667] [INFO ] [FORECASTER] Starting predict_future for FLXS
[2025-12-08T20:22:23.730449] [DEBUG] [LOCAL     ] No optimal features file found for FLXS: ./output/feature-sets/FLXS.txt
[2025-12-08T20:22:23.730499] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:23.730529] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:23.730555] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:23.730631] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:23.786455] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:23.787330] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:23.787427] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:23.787460] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:23.904364] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:23.904518] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:23.904556] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:23.904605] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:23.907946] [DEBUG] [FORECASTER] FLXS: Forecast T+1@11:T+2@11: UP (p=76.17%)
[2025-12-08T20:22:23.908228] [INFO ] [FORECASTER] Completed predict_future for FLXS
[2025-12-08T20:22:23.908355] [INFO ] [sig       ] FLXS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:22:24.053042] [INFO ] [LOCAL     ] Saved forecast: FLXS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/FLXS.txt
[2025-12-08T20:22:24.053205] [INFO ] [sig       ] [1282/3624] Completed FLXS in 0.3s | 2.92 sym/s | Total: 7.3m | ETA: 13.4m
[2025-12-08T20:22:24.053251] [INFO ] [sig       ] [1283/3624] Forecasting FLYE...
[2025-12-08T20:22:24.053280] [INFO ] [sig       ] Generating forecast for: FLYE
[2025-12-08T20:22:24.053309] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLYE' from 'https://tdm.silogroup.org/data/derivative_storage/FLYE.csv'.
[2025-12-08T20:22:24.066292] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLYE'.
[2025-12-08T20:22:24.066714] [INFO ] [FORECASTER] Starting predict_future for FLYE
[2025-12-08T20:22:24.067525] [DEBUG] [LOCAL     ] No optimal features file found for FLYE: ./output/feature-sets/FLYE.txt
[2025-12-08T20:22:24.067590] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:24.067624] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:24.067650] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:24.067705] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:24.125024] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:24.125919] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:24.126191] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:24.126222] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:24.244812] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:24.244968] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:24.245005] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:24.245033] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:24.248642] [DEBUG] [FORECASTER] FLYE: Forecast T+1@11:T+2@11: DOWN (p=8.91%)
[2025-12-08T20:22:24.248925] [INFO ] [FORECASTER] Completed predict_future for FLYE
[2025-12-08T20:22:24.249052] [INFO ] [sig       ] FLYE: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:22:24.391216] [INFO ] [LOCAL     ] Saved forecast: FLYE	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/FLYE.txt
[2025-12-08T20:22:24.391365] [INFO ] [sig       ] [1283/3624] Completed FLYE in 0.3s | 2.92 sym/s | Total: 7.3m | ETA: 13.4m
[2025-12-08T20:22:24.391405] [INFO ] [sig       ] [1284/3624] Forecasting FMAO...
[2025-12-08T20:22:24.391433] [INFO ] [sig       ] Generating forecast for: FMAO
[2025-12-08T20:22:24.391462] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMAO' from 'https://tdm.silogroup.org/data/derivative_storage/FMAO.csv'.
[2025-12-08T20:22:24.404445] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMAO'.
[2025-12-08T20:22:24.404853] [INFO ] [FORECASTER] Starting predict_future for FMAO
[2025-12-08T20:22:24.405647] [DEBUG] [LOCAL     ] No optimal features file found for FMAO: ./output/feature-sets/FMAO.txt
[2025-12-08T20:22:24.405697] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:24.405730] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:24.405759] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:24.405814] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:24.463559] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:24.464395] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:24.464479] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:24.464510] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:24.574753] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:24.574916] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:24.574955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:24.575016] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:24.578390] [DEBUG] [FORECASTER] FMAO: Forecast T+1@11:T+2@11: UP (p=68.29%)
[2025-12-08T20:22:24.578681] [INFO ] [FORECASTER] Completed predict_future for FMAO
[2025-12-08T20:22:24.578821] [INFO ] [sig       ] FMAO: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:22:24.715612] [INFO ] [LOCAL     ] Saved forecast: FMAO	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/FMAO.txt
[2025-12-08T20:22:24.715753] [INFO ] [sig       ] [1284/3624] Completed FMAO in 0.3s | 2.92 sym/s | Total: 7.3m | ETA: 13.4m
[2025-12-08T20:22:24.715793] [INFO ] [sig       ] [1285/3624] Forecasting FMB...
[2025-12-08T20:22:24.715821] [INFO ] [sig       ] Generating forecast for: FMB
[2025-12-08T20:22:24.715850] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMB' from 'https://tdm.silogroup.org/data/derivative_storage/FMB.csv'.
[2025-12-08T20:22:24.731906] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMB'.
[2025-12-08T20:22:24.732785] [INFO ] [FORECASTER] Starting predict_future for FMB
[2025-12-08T20:22:24.733911] [DEBUG] [LOCAL     ] No optimal features file found for FMB: ./output/feature-sets/FMB.txt
[2025-12-08T20:22:24.734153] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:24.734188] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:24.734216] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:24.734292] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:24.812638] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:24.813994] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:24.814121] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:24.814155] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:24.957175] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:24.957443] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:24.957489] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:24.957519] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:24.961823] [DEBUG] [FORECASTER] FMB: Forecast T+1@11:T+2@11: UP (p=96.87%)
[2025-12-08T20:22:24.962277] [INFO ] [FORECASTER] Completed predict_future for FMB
[2025-12-08T20:22:24.962454] [INFO ] [sig       ] FMB: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:22:25.123562] [INFO ] [LOCAL     ] Saved forecast: FMB	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/FMB.txt
[2025-12-08T20:22:25.123777] [INFO ] [sig       ] [1285/3624] Completed FMB in 0.4s | 2.92 sym/s | Total: 7.3m | ETA: 13.4m
[2025-12-08T20:22:25.123818] [INFO ] [sig       ] [1286/3624] Forecasting FMBH...
[2025-12-08T20:22:25.123885] [INFO ] [sig       ] Generating forecast for: FMBH
[2025-12-08T20:22:25.123918] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMBH' from 'https://tdm.silogroup.org/data/derivative_storage/FMBH.csv'.
[2025-12-08T20:22:25.139352] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMBH'.
[2025-12-08T20:22:25.139944] [INFO ] [FORECASTER] Starting predict_future for FMBH
[2025-12-08T20:22:25.140859] [DEBUG] [LOCAL     ] No optimal features file found for FMBH: ./output/feature-sets/FMBH.txt
[2025-12-08T20:22:25.140909] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:25.140941] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:25.140967] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:25.141023] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:25.200841] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:25.202098] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:25.202197] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:25.202230] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:25.329448] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:25.329721] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:25.329793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:25.329827] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:25.333949] [DEBUG] [FORECASTER] FMBH: Forecast T+1@11:T+2@11: DOWN (p=3.41%)
[2025-12-08T20:22:25.334321] [INFO ] [FORECASTER] Completed predict_future for FMBH
[2025-12-08T20:22:25.334477] [INFO ] [sig       ] FMBH: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:22:25.487517] [INFO ] [LOCAL     ] Saved forecast: FMBH	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/FMBH.txt
[2025-12-08T20:22:25.487765] [INFO ] [sig       ] [1286/3624] Completed FMBH in 0.4s | 2.92 sym/s | Total: 7.3m | ETA: 13.4m
[2025-12-08T20:22:25.487809] [INFO ] [sig       ] [1287/3624] Forecasting FMC...
[2025-12-08T20:22:25.487839] [INFO ] [sig       ] Generating forecast for: FMC
[2025-12-08T20:22:25.487871] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMC' from 'https://tdm.silogroup.org/data/derivative_storage/FMC.csv'.
[2025-12-08T20:22:25.503698] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMC'.
[2025-12-08T20:22:25.504115] [INFO ] [FORECASTER] Starting predict_future for FMC
[2025-12-08T20:22:25.505032] [DEBUG] [LOCAL     ] No optimal features file found for FMC: ./output/feature-sets/FMC.txt
[2025-12-08T20:22:25.505085] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:25.505116] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:25.505142] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:25.505218] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:25.567365] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:25.568409] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:25.568497] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:25.568528] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:25.716374] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:25.716528] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:25.716567] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:25.716616] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:25.720358] [DEBUG] [FORECASTER] FMC: Forecast T+1@11:T+2@11: UP (p=51.08%)
[2025-12-08T20:22:25.720766] [INFO ] [FORECASTER] Completed predict_future for FMC
[2025-12-08T20:22:25.720933] [INFO ] [sig       ] FMC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:22:25.869266] [INFO ] [LOCAL     ] Saved forecast: FMC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/FMC.txt
[2025-12-08T20:22:25.869422] [INFO ] [sig       ] [1287/3624] Completed FMC in 0.4s | 2.92 sym/s | Total: 7.4m | ETA: 13.4m
[2025-12-08T20:22:25.869461] [INFO ] [sig       ] [1288/3624] Forecasting FMHI...
[2025-12-08T20:22:25.869489] [INFO ] [sig       ] Generating forecast for: FMHI
[2025-12-08T20:22:25.869584] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMHI' from 'https://tdm.silogroup.org/data/derivative_storage/FMHI.csv'.
[2025-12-08T20:22:25.882695] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMHI'.
[2025-12-08T20:22:25.883053] [INFO ] [FORECASTER] Starting predict_future for FMHI
[2025-12-08T20:22:25.883889] [DEBUG] [LOCAL     ] No optimal features file found for FMHI: ./output/feature-sets/FMHI.txt
[2025-12-08T20:22:25.883939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:25.884014] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:25.884045] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:25.884099] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:25.941407] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:25.942335] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:25.942433] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:25.942466] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:26.068633] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:26.068822] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:26.068868] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:26.068912] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:26.073202] [DEBUG] [FORECASTER] FMHI: Forecast T+1@11:T+2@11: DOWN (p=17.64%)
[2025-12-08T20:22:26.073654] [INFO ] [FORECASTER] Completed predict_future for FMHI
[2025-12-08T20:22:26.073835] [INFO ] [sig       ] FMHI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:22:26.238051] [INFO ] [LOCAL     ] Saved forecast: FMHI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/FMHI.txt
[2025-12-08T20:22:26.238240] [INFO ] [sig       ] [1288/3624] Completed FMHI in 0.4s | 2.92 sym/s | Total: 7.4m | ETA: 13.4m
[2025-12-08T20:22:26.238296] [INFO ] [sig       ] [1289/3624] Forecasting FMN...
[2025-12-08T20:22:26.238328] [INFO ] [sig       ] Generating forecast for: FMN
[2025-12-08T20:22:26.238365] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMN' from 'https://tdm.silogroup.org/data/derivative_storage/FMN.csv'.
[2025-12-08T20:22:26.253218] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMN'.
[2025-12-08T20:22:26.253722] [INFO ] [FORECASTER] Starting predict_future for FMN
[2025-12-08T20:22:26.254560] [DEBUG] [LOCAL     ] No optimal features file found for FMN: ./output/feature-sets/FMN.txt
[2025-12-08T20:22:26.254630] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:26.254662] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:26.254688] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:26.254758] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:26.318567] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:26.319488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:26.319594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:26.319635] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:26.452211] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:26.452386] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:26.452445] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:26.452483] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:26.456503] [DEBUG] [FORECASTER] FMN: Forecast T+1@11:T+2@11: UP (p=62.06%)
[2025-12-08T20:22:26.456859] [INFO ] [FORECASTER] Completed predict_future for FMN
[2025-12-08T20:22:26.456996] [INFO ] [sig       ] FMN: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:22:26.595356] [INFO ] [LOCAL     ] Saved forecast: FMN	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/FMN.txt
[2025-12-08T20:22:26.595499] [INFO ] [sig       ] [1289/3624] Completed FMN in 0.4s | 2.92 sym/s | Total: 7.4m | ETA: 13.3m
[2025-12-08T20:22:26.595538] [INFO ] [sig       ] [1290/3624] Forecasting FMNB...
[2025-12-08T20:22:26.595567] [INFO ] [sig       ] Generating forecast for: FMNB
[2025-12-08T20:22:26.595619] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMNB' from 'https://tdm.silogroup.org/data/derivative_storage/FMNB.csv'.
[2025-12-08T20:22:26.608528] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMNB'.
[2025-12-08T20:22:26.608938] [INFO ] [FORECASTER] Starting predict_future for FMNB
[2025-12-08T20:22:26.609740] [DEBUG] [LOCAL     ] No optimal features file found for FMNB: ./output/feature-sets/FMNB.txt
[2025-12-08T20:22:26.609790] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:26.609834] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:26.609862] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:26.609915] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:26.668036] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:26.668906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:26.669183] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:26.669226] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:26.789792] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:26.789942] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:26.789982] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:26.790011] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:26.793481] [DEBUG] [FORECASTER] FMNB: Forecast T+1@11:T+2@11: DOWN (p=29.02%)
[2025-12-08T20:22:26.793776] [INFO ] [FORECASTER] Completed predict_future for FMNB
[2025-12-08T20:22:26.793903] [INFO ] [sig       ] FMNB: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:22:26.940755] [INFO ] [LOCAL     ] Saved forecast: FMNB	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/FMNB.txt
[2025-12-08T20:22:26.940908] [INFO ] [sig       ] [1290/3624] Completed FMNB in 0.3s | 2.92 sym/s | Total: 7.4m | ETA: 13.3m
[2025-12-08T20:22:26.940962] [INFO ] [sig       ] [1291/3624] Forecasting FMS...
[2025-12-08T20:22:26.940994] [INFO ] [sig       ] Generating forecast for: FMS
[2025-12-08T20:22:26.941023] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMS' from 'https://tdm.silogroup.org/data/derivative_storage/FMS.csv'.
[2025-12-08T20:22:26.955865] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMS'.
[2025-12-08T20:22:26.956234] [INFO ] [FORECASTER] Starting predict_future for FMS
[2025-12-08T20:22:26.957201] [DEBUG] [LOCAL     ] No optimal features file found for FMS: ./output/feature-sets/FMS.txt
[2025-12-08T20:22:26.957253] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:26.957285] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:26.957314] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:26.957371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:27.016771] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:27.017501] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:27.017641] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:27.017688] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:27.141999] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:27.142151] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:27.142191] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:27.142219] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:27.145641] [DEBUG] [FORECASTER] FMS: Forecast T+1@11:T+2@11: DOWN (p=34.47%)
[2025-12-08T20:22:27.145949] [INFO ] [FORECASTER] Completed predict_future for FMS
[2025-12-08T20:22:27.146084] [INFO ] [sig       ] FMS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:22:27.291104] [INFO ] [LOCAL     ] Saved forecast: FMS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/FMS.txt
[2025-12-08T20:22:27.291255] [INFO ] [sig       ] [1291/3624] Completed FMS in 0.4s | 2.92 sym/s | Total: 7.4m | ETA: 13.3m
[2025-12-08T20:22:27.291310] [INFO ] [sig       ] [1292/3624] Forecasting FMX...
[2025-12-08T20:22:27.291343] [INFO ] [sig       ] Generating forecast for: FMX
[2025-12-08T20:22:27.291373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMX' from 'https://tdm.silogroup.org/data/derivative_storage/FMX.csv'.
[2025-12-08T20:22:27.304607] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMX'.
[2025-12-08T20:22:27.305003] [INFO ] [FORECASTER] Starting predict_future for FMX
[2025-12-08T20:22:27.305821] [DEBUG] [LOCAL     ] No optimal features file found for FMX: ./output/feature-sets/FMX.txt
[2025-12-08T20:22:27.305874] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:27.305906] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:27.305933] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:27.305990] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:27.364333] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:27.365006] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:27.365091] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:27.365126] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:27.493033] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:27.493192] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:27.493241] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:27.493273] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:27.496625] [DEBUG] [FORECASTER] FMX: Forecast T+1@11:T+2@11: DOWN (p=17.62%)
[2025-12-08T20:22:27.496899] [INFO ] [FORECASTER] Completed predict_future for FMX
[2025-12-08T20:22:27.497017] [INFO ] [sig       ] FMX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:22:27.649921] [INFO ] [LOCAL     ] Saved forecast: FMX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/FMX.txt
[2025-12-08T20:22:27.650300] [INFO ] [sig       ] [1292/3624] Completed FMX in 0.4s | 2.92 sym/s | Total: 7.4m | ETA: 13.3m
[2025-12-08T20:22:27.650360] [INFO ] [sig       ] [1293/3624] Forecasting FN...
[2025-12-08T20:22:27.650406] [INFO ] [sig       ] Generating forecast for: FN
[2025-12-08T20:22:27.650439] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FN' from 'https://tdm.silogroup.org/data/derivative_storage/FN.csv'.
[2025-12-08T20:22:27.666094] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FN'.
[2025-12-08T20:22:27.666450] [INFO ] [FORECASTER] Starting predict_future for FN
[2025-12-08T20:22:27.667318] [DEBUG] [LOCAL     ] No optimal features file found for FN: ./output/feature-sets/FN.txt
[2025-12-08T20:22:27.667370] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:27.667428] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:27.667456] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:27.667513] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:27.730686] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:27.731552] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:27.731661] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:27.731708] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:27.858734] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:27.858897] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:27.858943] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:27.858971] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:27.863446] [DEBUG] [FORECASTER] FN: Forecast T+1@11:T+2@11: UP (p=56.76%)
[2025-12-08T20:22:27.863755] [INFO ] [FORECASTER] Completed predict_future for FN
[2025-12-08T20:22:27.863899] [INFO ] [sig       ] FN: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:22:28.007339] [INFO ] [LOCAL     ] Saved forecast: FN	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/FN.txt
[2025-12-08T20:22:28.007496] [INFO ] [sig       ] [1293/3624] Completed FN in 0.4s | 2.92 sym/s | Total: 7.4m | ETA: 13.3m
[2025-12-08T20:22:28.007535] [INFO ] [sig       ] [1294/3624] Forecasting FNB...
[2025-12-08T20:22:28.007564] [INFO ] [sig       ] Generating forecast for: FNB
[2025-12-08T20:22:28.007619] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNB' from 'https://tdm.silogroup.org/data/derivative_storage/FNB.csv'.
[2025-12-08T20:22:28.025517] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNB'.
[2025-12-08T20:22:28.026348] [INFO ] [FORECASTER] Starting predict_future for FNB
[2025-12-08T20:22:28.027641] [DEBUG] [LOCAL     ] No optimal features file found for FNB: ./output/feature-sets/FNB.txt
[2025-12-08T20:22:28.027702] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:28.027737] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:28.027764] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:28.027824] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:28.094972] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:28.096153] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:28.096283] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:28.096319] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:28.240551] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:28.240789] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:28.240831] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:28.240860] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:28.245276] [DEBUG] [FORECASTER] FNB: Forecast T+1@11:T+2@11: DOWN (p=32.51%)
[2025-12-08T20:22:28.245792] [INFO ] [FORECASTER] Completed predict_future for FNB
[2025-12-08T20:22:28.245955] [INFO ] [sig       ] FNB: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:22:28.409626] [INFO ] [LOCAL     ] Saved forecast: FNB	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/FNB.txt
[2025-12-08T20:22:28.409868] [INFO ] [sig       ] [1294/3624] Completed FNB in 0.4s | 2.91 sym/s | Total: 7.4m | ETA: 13.3m
[2025-12-08T20:22:28.409915] [INFO ] [sig       ] [1295/3624] Forecasting FND...
[2025-12-08T20:22:28.409945] [INFO ] [sig       ] Generating forecast for: FND
[2025-12-08T20:22:28.409977] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FND' from 'https://tdm.silogroup.org/data/derivative_storage/FND.csv'.
[2025-12-08T20:22:28.425156] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FND'.
[2025-12-08T20:22:28.425755] [INFO ] [FORECASTER] Starting predict_future for FND
[2025-12-08T20:22:28.426899] [DEBUG] [LOCAL     ] No optimal features file found for FND: ./output/feature-sets/FND.txt
[2025-12-08T20:22:28.426951] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:28.427167] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:28.427193] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:28.427252] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:28.484998] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:28.486175] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:28.486268] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:28.486327] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:28.610595] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:28.610841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:28.610890] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:28.610937] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:28.615648] [DEBUG] [FORECASTER] FND: Forecast T+1@11:T+2@11: UP (p=95.66%)
[2025-12-08T20:22:28.616066] [INFO ] [FORECASTER] Completed predict_future for FND
[2025-12-08T20:22:28.616218] [INFO ] [sig       ] FND: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:22:28.766933] [INFO ] [LOCAL     ] Saved forecast: FND	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/FND.txt
[2025-12-08T20:22:28.767413] [INFO ] [sig       ] [1295/3624] Completed FND in 0.4s | 2.91 sym/s | Total: 7.4m | ETA: 13.3m
[2025-12-08T20:22:28.767470] [INFO ] [sig       ] [1296/3624] Forecasting FNF...
[2025-12-08T20:22:28.767501] [INFO ] [sig       ] Generating forecast for: FNF
[2025-12-08T20:22:28.767533] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNF' from 'https://tdm.silogroup.org/data/derivative_storage/FNF.csv'.
[2025-12-08T20:22:28.783053] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNF'.
[2025-12-08T20:22:28.783755] [INFO ] [FORECASTER] Starting predict_future for FNF
[2025-12-08T20:22:28.784752] [DEBUG] [LOCAL     ] No optimal features file found for FNF: ./output/feature-sets/FNF.txt
[2025-12-08T20:22:28.784804] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:28.784836] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:28.784872] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:28.784950] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:28.844053] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:28.845200] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:28.845291] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:28.845332] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:28.969371] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:28.969652] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:28.969699] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:28.969727] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:28.973552] [DEBUG] [FORECASTER] FNF: Forecast T+1@11:T+2@11: DOWN (p=5.63%)
[2025-12-08T20:22:28.973874] [INFO ] [FORECASTER] Completed predict_future for FNF
[2025-12-08T20:22:28.974006] [INFO ] [sig       ] FNF: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:22:29.125062] [INFO ] [LOCAL     ] Saved forecast: FNF	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/FNF.txt
[2025-12-08T20:22:29.125235] [INFO ] [sig       ] [1296/3624] Completed FNF in 0.4s | 2.91 sym/s | Total: 7.4m | ETA: 13.3m
[2025-12-08T20:22:29.125281] [INFO ] [sig       ] [1297/3624] Forecasting FNKO...
[2025-12-08T20:22:29.125312] [INFO ] [sig       ] Generating forecast for: FNKO
[2025-12-08T20:22:29.125342] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNKO' from 'https://tdm.silogroup.org/data/derivative_storage/FNKO.csv'.
[2025-12-08T20:22:29.139712] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNKO'.
[2025-12-08T20:22:29.140249] [INFO ] [FORECASTER] Starting predict_future for FNKO
[2025-12-08T20:22:29.141184] [DEBUG] [LOCAL     ] No optimal features file found for FNKO: ./output/feature-sets/FNKO.txt
[2025-12-08T20:22:29.141234] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:29.141266] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:29.141292] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:29.141348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:29.197955] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:29.198747] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:29.198832] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:29.198863] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:29.315403] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:29.315644] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:29.315686] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:29.315714] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:29.319729] [DEBUG] [FORECASTER] FNKO: Forecast T+1@11:T+2@11: DOWN (p=19.49%)
[2025-12-08T20:22:29.320075] [INFO ] [FORECASTER] Completed predict_future for FNKO
[2025-12-08T20:22:29.320203] [INFO ] [sig       ] FNKO: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:22:29.473230] [INFO ] [LOCAL     ] Saved forecast: FNKO	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/FNKO.txt
[2025-12-08T20:22:29.473435] [INFO ] [sig       ] [1297/3624] Completed FNKO in 0.3s | 2.91 sym/s | Total: 7.4m | ETA: 13.3m
[2025-12-08T20:22:29.473483] [INFO ] [sig       ] [1298/3624] Forecasting FNLC...
[2025-12-08T20:22:29.473513] [INFO ] [sig       ] Generating forecast for: FNLC
[2025-12-08T20:22:29.473543] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNLC' from 'https://tdm.silogroup.org/data/derivative_storage/FNLC.csv'.
[2025-12-08T20:22:29.487795] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNLC'.
[2025-12-08T20:22:29.488376] [INFO ] [FORECASTER] Starting predict_future for FNLC
[2025-12-08T20:22:29.489307] [DEBUG] [LOCAL     ] No optimal features file found for FNLC: ./output/feature-sets/FNLC.txt
[2025-12-08T20:22:29.489358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:29.489422] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:29.489449] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:29.489507] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:29.549185] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:29.550328] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:29.550425] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:29.550456] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:29.662101] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:29.662327] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:29.662370] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:29.662401] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:29.666447] [DEBUG] [FORECASTER] FNLC: Forecast T+1@11:T+2@11: UP (p=81.62%)
[2025-12-08T20:22:29.666814] [INFO ] [FORECASTER] Completed predict_future for FNLC
[2025-12-08T20:22:29.666960] [INFO ] [sig       ] FNLC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:22:29.820645] [INFO ] [LOCAL     ] Saved forecast: FNLC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/FNLC.txt
[2025-12-08T20:22:29.820857] [INFO ] [sig       ] [1298/3624] Completed FNLC in 0.3s | 2.91 sym/s | Total: 7.4m | ETA: 13.3m
[2025-12-08T20:22:29.820899] [INFO ] [sig       ] [1299/3624] Forecasting FNX...
[2025-12-08T20:22:29.820928] [INFO ] [sig       ] Generating forecast for: FNX
[2025-12-08T20:22:29.820958] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNX' from 'https://tdm.silogroup.org/data/derivative_storage/FNX.csv'.
[2025-12-08T20:22:29.836814] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNX'.
[2025-12-08T20:22:29.837408] [INFO ] [FORECASTER] Starting predict_future for FNX
[2025-12-08T20:22:29.838622] [DEBUG] [LOCAL     ] No optimal features file found for FNX: ./output/feature-sets/FNX.txt
[2025-12-08T20:22:29.838679] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:29.838714] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:29.838740] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:29.838797] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:29.897083] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:29.898383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:29.898472] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:29.898503] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:30.023199] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:30.023427] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:30.023470] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:30.023497] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:30.027329] [DEBUG] [FORECASTER] FNX: Forecast T+1@11:T+2@11: DOWN (p=26.59%)
[2025-12-08T20:22:30.027693] [INFO ] [FORECASTER] Completed predict_future for FNX
[2025-12-08T20:22:30.027830] [INFO ] [sig       ] FNX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:22:30.178595] [INFO ] [LOCAL     ] Saved forecast: FNX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/FNX.txt
[2025-12-08T20:22:30.178797] [INFO ] [sig       ] [1299/3624] Completed FNX in 0.4s | 2.91 sym/s | Total: 7.4m | ETA: 13.3m
[2025-12-08T20:22:30.178841] [INFO ] [sig       ] [1300/3624] Forecasting FNY...
[2025-12-08T20:22:30.178870] [INFO ] [sig       ] Generating forecast for: FNY
[2025-12-08T20:22:30.178901] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNY' from 'https://tdm.silogroup.org/data/derivative_storage/FNY.csv'.
[2025-12-08T20:22:30.192891] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNY'.
[2025-12-08T20:22:30.193481] [INFO ] [FORECASTER] Starting predict_future for FNY
[2025-12-08T20:22:30.194456] [DEBUG] [LOCAL     ] No optimal features file found for FNY: ./output/feature-sets/FNY.txt
[2025-12-08T20:22:30.194512] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:30.194551] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:30.194608] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:30.194670] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:30.256132] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:30.257330] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:30.257452] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:30.257513] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:30.383018] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:30.383454] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:30.383498] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:30.383532] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:30.387954] [DEBUG] [FORECASTER] FNY: Forecast T+1@11:T+2@11: DOWN (p=12.29%)
[2025-12-08T20:22:30.388287] [INFO ] [FORECASTER] Completed predict_future for FNY
[2025-12-08T20:22:30.388422] [INFO ] [sig       ] FNY: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:22:30.535264] [INFO ] [LOCAL     ] Saved forecast: FNY	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/FNY.txt
[2025-12-08T20:22:30.535471] [INFO ] [sig       ] [1300/3624] Completed FNY in 0.4s | 2.91 sym/s | Total: 7.4m | ETA: 13.3m
[2025-12-08T20:22:30.535512] [INFO ] [sig       ] [1301/3624] Forecasting FOA...
[2025-12-08T20:22:30.535541] [INFO ] [sig       ] Generating forecast for: FOA
[2025-12-08T20:22:30.535600] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOA' from 'https://tdm.silogroup.org/data/derivative_storage/FOA.csv'.
[2025-12-08T20:22:30.551130] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOA'.
[2025-12-08T20:22:30.551702] [INFO ] [FORECASTER] Starting predict_future for FOA
[2025-12-08T20:22:30.552683] [DEBUG] [LOCAL     ] No optimal features file found for FOA: ./output/feature-sets/FOA.txt
[2025-12-08T20:22:30.552736] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:30.552768] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:30.552794] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:30.552856] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:30.613737] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:30.614897] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:30.614996] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:30.615030] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:30.750633] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:30.750864] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:30.750915] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:30.751002] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:30.755042] [DEBUG] [FORECASTER] FOA: Forecast T+1@11:T+2@11: DOWN (p=0.42%)
[2025-12-08T20:22:30.755347] [INFO ] [FORECASTER] Completed predict_future for FOA
[2025-12-08T20:22:30.755476] [INFO ] [sig       ] FOA: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:22:30.905841] [INFO ] [LOCAL     ] Saved forecast: FOA	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/FOA.txt
[2025-12-08T20:22:30.906066] [INFO ] [sig       ] [1301/3624] Completed FOA in 0.4s | 2.91 sym/s | Total: 7.4m | ETA: 13.3m
[2025-12-08T20:22:30.906109] [INFO ] [sig       ] [1302/3624] Forecasting FOF...
[2025-12-08T20:22:30.906142] [INFO ] [sig       ] Generating forecast for: FOF
[2025-12-08T20:22:30.906173] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOF' from 'https://tdm.silogroup.org/data/derivative_storage/FOF.csv'.
[2025-12-08T20:22:30.922136] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOF'.
[2025-12-08T20:22:30.922737] [INFO ] [FORECASTER] Starting predict_future for FOF
[2025-12-08T20:22:30.923665] [DEBUG] [LOCAL     ] No optimal features file found for FOF: ./output/feature-sets/FOF.txt
[2025-12-08T20:22:30.923717] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:30.923749] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:30.923774] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:30.923831] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:30.984883] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:30.985907] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:30.986007] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:30.986038] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:31.106511] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:31.106745] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:31.106788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:31.106816] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:31.110707] [DEBUG] [FORECASTER] FOF: Forecast T+1@11:T+2@11: DOWN (p=9.94%)
[2025-12-08T20:22:31.111048] [INFO ] [FORECASTER] Completed predict_future for FOF
[2025-12-08T20:22:31.111181] [INFO ] [sig       ] FOF: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:22:31.265407] [INFO ] [LOCAL     ] Saved forecast: FOF	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/FOF.txt
[2025-12-08T20:22:31.265621] [INFO ] [sig       ] [1302/3624] Completed FOF in 0.4s | 2.91 sym/s | Total: 7.4m | ETA: 13.3m
[2025-12-08T20:22:31.265664] [INFO ] [sig       ] [1303/3624] Forecasting FOLD...
[2025-12-08T20:22:31.265696] [INFO ] [sig       ] Generating forecast for: FOLD
[2025-12-08T20:22:31.265725] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOLD' from 'https://tdm.silogroup.org/data/derivative_storage/FOLD.csv'.
[2025-12-08T20:22:31.280919] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOLD'.
[2025-12-08T20:22:31.281458] [INFO ] [FORECASTER] Starting predict_future for FOLD
[2025-12-08T20:22:31.282392] [DEBUG] [LOCAL     ] No optimal features file found for FOLD: ./output/feature-sets/FOLD.txt
[2025-12-08T20:22:31.282460] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:31.282491] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:31.282516] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:31.282592] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:31.348287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:31.349433] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:31.349550] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:31.349608] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:31.471080] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:31.471329] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:31.471376] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:31.471407] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:31.475565] [DEBUG] [FORECASTER] FOLD: Forecast T+1@11:T+2@11: UP (p=98.28%)
[2025-12-08T20:22:31.475941] [INFO ] [FORECASTER] Completed predict_future for FOLD
[2025-12-08T20:22:31.476077] [INFO ] [sig       ] FOLD: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:22:31.632052] [INFO ] [LOCAL     ] Saved forecast: FOLD	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/FOLD.txt
[2025-12-08T20:22:31.632273] [INFO ] [sig       ] [1303/3624] Completed FOLD in 0.4s | 2.91 sym/s | Total: 7.5m | ETA: 13.3m
[2025-12-08T20:22:31.632319] [INFO ] [sig       ] [1304/3624] Forecasting FORM...
[2025-12-08T20:22:31.632351] [INFO ] [sig       ] Generating forecast for: FORM
[2025-12-08T20:22:31.632385] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FORM' from 'https://tdm.silogroup.org/data/derivative_storage/FORM.csv'.
[2025-12-08T20:22:31.647686] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FORM'.
[2025-12-08T20:22:31.648251] [INFO ] [FORECASTER] Starting predict_future for FORM
[2025-12-08T20:22:31.649258] [DEBUG] [LOCAL     ] No optimal features file found for FORM: ./output/feature-sets/FORM.txt
[2025-12-08T20:22:31.649314] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:31.649346] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:31.649374] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:31.649435] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:31.712741] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:31.713897] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:31.713997] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:31.714032] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:31.853387] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:31.853626] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:31.853670] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:31.853698] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:31.857810] [DEBUG] [FORECASTER] FORM: Forecast T+1@11:T+2@11: UP (p=76.05%)
[2025-12-08T20:22:31.858313] [INFO ] [FORECASTER] Completed predict_future for FORM
[2025-12-08T20:22:31.858452] [INFO ] [sig       ] FORM: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:22:32.017342] [INFO ] [LOCAL     ] Saved forecast: FORM	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/FORM.txt
[2025-12-08T20:22:32.017568] [INFO ] [sig       ] [1304/3624] Completed FORM in 0.4s | 2.91 sym/s | Total: 7.5m | ETA: 13.3m
[2025-12-08T20:22:32.017630] [INFO ] [sig       ] [1305/3624] Forecasting FOSL...
[2025-12-08T20:22:32.017660] [INFO ] [sig       ] Generating forecast for: FOSL
[2025-12-08T20:22:32.017691] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOSL' from 'https://tdm.silogroup.org/data/derivative_storage/FOSL.csv'.
[2025-12-08T20:22:32.032021] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOSL'.
[2025-12-08T20:22:32.032551] [INFO ] [FORECASTER] Starting predict_future for FOSL
[2025-12-08T20:22:32.033768] [DEBUG] [LOCAL     ] No optimal features file found for FOSL: ./output/feature-sets/FOSL.txt
[2025-12-08T20:22:32.033820] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:32.033853] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:32.033879] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:32.033937] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:32.092305] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:32.093175] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:32.093264] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:32.093295] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:32.217192] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:32.217450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:32.217503] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:32.217533] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:32.221445] [DEBUG] [FORECASTER] FOSL: Forecast T+1@11:T+2@11: DOWN (p=1.80%)
[2025-12-08T20:22:32.221762] [INFO ] [FORECASTER] Completed predict_future for FOSL
[2025-12-08T20:22:32.221899] [INFO ] [sig       ] FOSL: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:22:32.366312] [INFO ] [LOCAL     ] Saved forecast: FOSL	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/FOSL.txt
[2025-12-08T20:22:32.366511] [INFO ] [sig       ] [1305/3624] Completed FOSL in 0.3s | 2.91 sym/s | Total: 7.5m | ETA: 13.3m
[2025-12-08T20:22:32.366555] [INFO ] [sig       ] [1306/3624] Forecasting FOX...
[2025-12-08T20:22:32.366613] [INFO ] [sig       ] Generating forecast for: FOX
[2025-12-08T20:22:32.366648] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOX' from 'https://tdm.silogroup.org/data/derivative_storage/FOX.csv'.
[2025-12-08T20:22:32.381415] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOX'.
[2025-12-08T20:22:32.381953] [INFO ] [FORECASTER] Starting predict_future for FOX
[2025-12-08T20:22:32.382852] [DEBUG] [LOCAL     ] No optimal features file found for FOX: ./output/feature-sets/FOX.txt
[2025-12-08T20:22:32.382903] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:32.382935] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:32.382961] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:32.383016] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:32.438587] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:32.439629] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:32.439746] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:32.439778] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:32.569165] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:32.569393] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:32.569437] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:32.569464] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:32.573223] [DEBUG] [FORECASTER] FOX: Forecast T+1@11:T+2@11: UP (p=84.05%)
[2025-12-08T20:22:32.573519] [INFO ] [FORECASTER] Completed predict_future for FOX
[2025-12-08T20:22:32.573675] [INFO ] [sig       ] FOX: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:22:32.730939] [INFO ] [LOCAL     ] Saved forecast: FOX	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/FOX.txt
[2025-12-08T20:22:32.731170] [INFO ] [sig       ] [1306/3624] Completed FOX in 0.4s | 2.91 sym/s | Total: 7.5m | ETA: 13.3m
[2025-12-08T20:22:32.731244] [INFO ] [sig       ] [1307/3624] Forecasting FOXA...
[2025-12-08T20:22:32.731278] [INFO ] [sig       ] Generating forecast for: FOXA
[2025-12-08T20:22:32.731315] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOXA' from 'https://tdm.silogroup.org/data/derivative_storage/FOXA.csv'.
[2025-12-08T20:22:32.746719] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOXA'.
[2025-12-08T20:22:32.747234] [INFO ] [FORECASTER] Starting predict_future for FOXA
[2025-12-08T20:22:32.748297] [DEBUG] [LOCAL     ] No optimal features file found for FOXA: ./output/feature-sets/FOXA.txt
[2025-12-08T20:22:32.748350] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:32.748383] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:32.748433] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:32.748493] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:32.806727] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:32.807840] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:32.807935] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:32.807967] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:32.930969] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:32.931208] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:32.931252] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:32.931280] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:32.935639] [DEBUG] [FORECASTER] FOXA: Forecast T+1@11:T+2@11: UP (p=93.79%)
[2025-12-08T20:22:32.935970] [INFO ] [FORECASTER] Completed predict_future for FOXA
[2025-12-08T20:22:32.936103] [INFO ] [sig       ] FOXA: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:22:33.082746] [INFO ] [LOCAL     ] Saved forecast: FOXA	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/FOXA.txt
[2025-12-08T20:22:33.082924] [INFO ] [sig       ] [1307/3624] Completed FOXA in 0.4s | 2.91 sym/s | Total: 7.5m | ETA: 13.3m
[2025-12-08T20:22:33.082966] [INFO ] [sig       ] [1308/3624] Forecasting FOXF...
[2025-12-08T20:22:33.082995] [INFO ] [sig       ] Generating forecast for: FOXF
[2025-12-08T20:22:33.083024] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOXF' from 'https://tdm.silogroup.org/data/derivative_storage/FOXF.csv'.
[2025-12-08T20:22:33.097131] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOXF'.
[2025-12-08T20:22:33.097729] [INFO ] [FORECASTER] Starting predict_future for FOXF
[2025-12-08T20:22:33.098763] [DEBUG] [LOCAL     ] No optimal features file found for FOXF: ./output/feature-sets/FOXF.txt
[2025-12-08T20:22:33.098816] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:33.098849] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:33.098876] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:33.098934] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:33.156598] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:33.157537] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:33.157680] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:33.157713] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:33.280650] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:33.280883] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:33.280927] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:33.280957] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:33.284806] [DEBUG] [FORECASTER] FOXF: Forecast T+1@11:T+2@11: DOWN (p=26.72%)
[2025-12-08T20:22:33.285178] [INFO ] [FORECASTER] Completed predict_future for FOXF
[2025-12-08T20:22:33.285317] [INFO ] [sig       ] FOXF: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:22:33.428478] [INFO ] [LOCAL     ] Saved forecast: FOXF	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/FOXF.txt
[2025-12-08T20:22:33.428701] [INFO ] [sig       ] [1308/3624] Completed FOXF in 0.3s | 2.91 sym/s | Total: 7.5m | ETA: 13.2m
[2025-12-08T20:22:33.428745] [INFO ] [sig       ] [1309/3624] Forecasting FPF...
[2025-12-08T20:22:33.428777] [INFO ] [sig       ] Generating forecast for: FPF
[2025-12-08T20:22:33.428811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FPF' from 'https://tdm.silogroup.org/data/derivative_storage/FPF.csv'.
[2025-12-08T20:22:33.443333] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FPF'.
[2025-12-08T20:22:33.443912] [INFO ] [FORECASTER] Starting predict_future for FPF
[2025-12-08T20:22:33.444821] [DEBUG] [LOCAL     ] No optimal features file found for FPF: ./output/feature-sets/FPF.txt
[2025-12-08T20:22:33.444899] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:33.444931] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:33.444957] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:33.445036] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:33.502038] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:33.503218] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:33.503311] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:33.503344] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:33.627550] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:33.627802] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:33.627847] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:33.627874] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:33.631716] [DEBUG] [FORECASTER] FPF: Forecast T+1@11:T+2@11: UP (p=67.74%)
[2025-12-08T20:22:33.632026] [INFO ] [FORECASTER] Completed predict_future for FPF
[2025-12-08T20:22:33.632151] [INFO ] [sig       ] FPF: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:22:33.866653] [INFO ] [LOCAL     ] Saved forecast: FPF	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/FPF.txt
[2025-12-08T20:22:33.866870] [INFO ] [sig       ] [1309/3624] Completed FPF in 0.4s | 2.91 sym/s | Total: 7.5m | ETA: 13.2m
[2025-12-08T20:22:33.866913] [INFO ] [sig       ] [1310/3624] Forecasting FPH...
[2025-12-08T20:22:33.866945] [INFO ] [sig       ] Generating forecast for: FPH
[2025-12-08T20:22:33.866976] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FPH' from 'https://tdm.silogroup.org/data/derivative_storage/FPH.csv'.
[2025-12-08T20:22:33.881499] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FPH'.
[2025-12-08T20:22:33.882076] [INFO ] [FORECASTER] Starting predict_future for FPH
[2025-12-08T20:22:33.883090] [DEBUG] [LOCAL     ] No optimal features file found for FPH: ./output/feature-sets/FPH.txt
[2025-12-08T20:22:33.883146] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:33.883184] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:33.883219] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:33.883286] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:33.940634] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:33.941713] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:33.941813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:33.941844] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:34.063520] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:34.063769] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:34.063838] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:34.063868] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:34.067817] [DEBUG] [FORECASTER] FPH: Forecast T+1@11:T+2@11: DOWN (p=41.58%)
[2025-12-08T20:22:34.068141] [INFO ] [FORECASTER] Completed predict_future for FPH
[2025-12-08T20:22:34.068284] [INFO ] [sig       ] FPH: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:22:34.223362] [INFO ] [LOCAL     ] Saved forecast: FPH	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/FPH.txt
[2025-12-08T20:22:34.223543] [INFO ] [sig       ] [1310/3624] Completed FPH in 0.4s | 2.91 sym/s | Total: 7.5m | ETA: 13.2m
[2025-12-08T20:22:34.223603] [INFO ] [sig       ] [1311/3624] Forecasting FPI...
[2025-12-08T20:22:34.223634] [INFO ] [sig       ] Generating forecast for: FPI
[2025-12-08T20:22:34.223664] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FPI' from 'https://tdm.silogroup.org/data/derivative_storage/FPI.csv'.
[2025-12-08T20:22:34.239508] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FPI'.
[2025-12-08T20:22:34.240038] [INFO ] [FORECASTER] Starting predict_future for FPI
[2025-12-08T20:22:34.240954] [DEBUG] [LOCAL     ] No optimal features file found for FPI: ./output/feature-sets/FPI.txt
[2025-12-08T20:22:34.241005] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:34.241038] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:34.241064] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:34.241301] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:34.301638] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:34.302604] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:34.302689] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:34.302722] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:34.422325] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:34.422586] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:34.422630] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:34.422658] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:34.426384] [DEBUG] [FORECASTER] FPI: Forecast T+1@11:T+2@11: UP (p=88.47%)
[2025-12-08T20:22:34.426713] [INFO ] [FORECASTER] Completed predict_future for FPI
[2025-12-08T20:22:34.426846] [INFO ] [sig       ] FPI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:22:34.572638] [INFO ] [LOCAL     ] Saved forecast: FPI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/FPI.txt
[2025-12-08T20:22:34.572862] [INFO ] [sig       ] [1311/3624] Completed FPI in 0.3s | 2.91 sym/s | Total: 7.5m | ETA: 13.2m
[2025-12-08T20:22:34.572905] [INFO ] [sig       ] [1312/3624] Forecasting FPXI...
[2025-12-08T20:22:34.572934] [INFO ] [sig       ] Generating forecast for: FPXI
[2025-12-08T20:22:34.572964] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FPXI' from 'https://tdm.silogroup.org/data/derivative_storage/FPXI.csv'.
[2025-12-08T20:22:34.586374] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FPXI'.
[2025-12-08T20:22:34.586920] [INFO ] [FORECASTER] Starting predict_future for FPXI
[2025-12-08T20:22:34.587875] [DEBUG] [LOCAL     ] No optimal features file found for FPXI: ./output/feature-sets/FPXI.txt
[2025-12-08T20:22:34.587927] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:34.587959] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:34.587984] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:34.588051] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:34.647146] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:34.648000] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:34.648119] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:34.648155] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:34.761321] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:34.761554] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:34.761618] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:34.761648] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:34.765454] [DEBUG] [FORECASTER] FPXI: Forecast T+1@11:T+2@11: DOWN (p=26.82%)
[2025-12-08T20:22:34.765771] [INFO ] [FORECASTER] Completed predict_future for FPXI
[2025-12-08T20:22:34.765907] [INFO ] [sig       ] FPXI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:22:34.915950] [INFO ] [LOCAL     ] Saved forecast: FPXI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/FPXI.txt
[2025-12-08T20:22:34.916125] [INFO ] [sig       ] [1312/3624] Completed FPXI in 0.3s | 2.91 sym/s | Total: 7.5m | ETA: 13.2m
[2025-12-08T20:22:34.916166] [INFO ] [sig       ] [1313/3624] Forecasting FRA...
[2025-12-08T20:22:34.916194] [INFO ] [sig       ] Generating forecast for: FRA
[2025-12-08T20:22:34.916224] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRA' from 'https://tdm.silogroup.org/data/derivative_storage/FRA.csv'.
[2025-12-08T20:22:34.930751] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRA'.
[2025-12-08T20:22:34.931255] [INFO ] [FORECASTER] Starting predict_future for FRA
[2025-12-08T20:22:34.932148] [DEBUG] [LOCAL     ] No optimal features file found for FRA: ./output/feature-sets/FRA.txt
[2025-12-08T20:22:34.932199] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:34.932231] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:34.932257] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:34.932483] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:34.992403] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:34.993641] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:34.993757] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:34.993791] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:35.116713] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:35.116930] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:35.116986] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:35.117030] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:35.121072] [DEBUG] [FORECASTER] FRA: Forecast T+1@11:T+2@11: UP (p=87.89%)
[2025-12-08T20:22:35.121394] [INFO ] [FORECASTER] Completed predict_future for FRA
[2025-12-08T20:22:35.121537] [INFO ] [sig       ] FRA: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:22:35.270018] [INFO ] [LOCAL     ] Saved forecast: FRA	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/FRA.txt
[2025-12-08T20:22:35.270205] [INFO ] [sig       ] [1313/3624] Completed FRA in 0.4s | 2.91 sym/s | Total: 7.5m | ETA: 13.2m
[2025-12-08T20:22:35.270247] [INFO ] [sig       ] [1314/3624] Forecasting FRBA...
[2025-12-08T20:22:35.270278] [INFO ] [sig       ] Generating forecast for: FRBA
[2025-12-08T20:22:35.270315] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRBA' from 'https://tdm.silogroup.org/data/derivative_storage/FRBA.csv'.
[2025-12-08T20:22:35.284674] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRBA'.
[2025-12-08T20:22:35.285223] [INFO ] [FORECASTER] Starting predict_future for FRBA
[2025-12-08T20:22:35.286181] [DEBUG] [LOCAL     ] No optimal features file found for FRBA: ./output/feature-sets/FRBA.txt
[2025-12-08T20:22:35.286239] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:35.286291] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:35.286320] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:35.286394] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:35.343308] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:35.344365] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:35.344460] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:35.344493] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:35.460985] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:35.461208] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:35.461251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:35.461280] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:35.465196] [DEBUG] [FORECASTER] FRBA: Forecast T+1@11:T+2@11: DOWN (p=2.31%)
[2025-12-08T20:22:35.465523] [INFO ] [FORECASTER] Completed predict_future for FRBA
[2025-12-08T20:22:35.465683] [INFO ] [sig       ] FRBA: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:22:35.612313] [INFO ] [LOCAL     ] Saved forecast: FRBA	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/FRBA.txt
[2025-12-08T20:22:35.612557] [INFO ] [sig       ] [1314/3624] Completed FRBA in 0.3s | 2.91 sym/s | Total: 7.5m | ETA: 13.2m
[2025-12-08T20:22:35.612629] [INFO ] [sig       ] [1315/3624] Forecasting FRGE...
[2025-12-08T20:22:35.612661] [INFO ] [sig       ] Generating forecast for: FRGE
[2025-12-08T20:22:35.612693] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRGE' from 'https://tdm.silogroup.org/data/derivative_storage/FRGE.csv'.
[2025-12-08T20:22:35.627276] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRGE'.
[2025-12-08T20:22:35.627974] [INFO ] [FORECASTER] Starting predict_future for FRGE
[2025-12-08T20:22:35.629194] [DEBUG] [LOCAL     ] No optimal features file found for FRGE: ./output/feature-sets/FRGE.txt
[2025-12-08T20:22:35.629266] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:35.629362] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:35.629408] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:35.629472] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:35.691700] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:35.692937] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:35.693041] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:35.693075] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:35.823431] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:35.823780] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:35.823828] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:35.823855] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:35.827941] [DEBUG] [FORECASTER] FRGE: Forecast T+1@11:T+2@11: DOWN (p=48.24%)
[2025-12-08T20:22:35.828275] [INFO ] [FORECASTER] Completed predict_future for FRGE
[2025-12-08T20:22:35.828424] [INFO ] [sig       ] FRGE: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:22:35.994275] [INFO ] [LOCAL     ] Saved forecast: FRGE	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/FRGE.txt
[2025-12-08T20:22:35.994538] [INFO ] [sig       ] [1315/3624] Completed FRGE in 0.4s | 2.91 sym/s | Total: 7.5m | ETA: 13.2m
[2025-12-08T20:22:35.994616] [INFO ] [sig       ] [1316/3624] Forecasting FRHC...
[2025-12-08T20:22:35.994658] [INFO ] [sig       ] Generating forecast for: FRHC
[2025-12-08T20:22:35.994699] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRHC' from 'https://tdm.silogroup.org/data/derivative_storage/FRHC.csv'.
[2025-12-08T20:22:36.012918] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRHC'.
[2025-12-08T20:22:36.013550] [INFO ] [FORECASTER] Starting predict_future for FRHC
[2025-12-08T20:22:36.014709] [DEBUG] [LOCAL     ] No optimal features file found for FRHC: ./output/feature-sets/FRHC.txt
[2025-12-08T20:22:36.014769] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:36.014812] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:36.014847] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:36.014932] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:36.078724] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:36.079918] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:36.080041] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:36.080074] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:36.202688] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:36.202914] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:36.202970] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:36.203003] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:36.207477] [DEBUG] [FORECASTER] FRHC: Forecast T+1@11:T+2@11: UP (p=98.18%)
[2025-12-08T20:22:36.207821] [INFO ] [FORECASTER] Completed predict_future for FRHC
[2025-12-08T20:22:36.207958] [INFO ] [sig       ] FRHC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:22:36.358002] [INFO ] [LOCAL     ] Saved forecast: FRHC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/FRHC.txt
[2025-12-08T20:22:36.358232] [INFO ] [sig       ] [1316/3624] Completed FRHC in 0.4s | 2.91 sym/s | Total: 7.5m | ETA: 13.2m
[2025-12-08T20:22:36.358277] [INFO ] [sig       ] [1317/3624] Forecasting FRME...
[2025-12-08T20:22:36.358306] [INFO ] [sig       ] Generating forecast for: FRME
[2025-12-08T20:22:36.358336] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRME' from 'https://tdm.silogroup.org/data/derivative_storage/FRME.csv'.
[2025-12-08T20:22:36.373673] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRME'.
[2025-12-08T20:22:36.374248] [INFO ] [FORECASTER] Starting predict_future for FRME
[2025-12-08T20:22:36.375198] [DEBUG] [LOCAL     ] No optimal features file found for FRME: ./output/feature-sets/FRME.txt
[2025-12-08T20:22:36.375252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:36.375287] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:36.375315] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:36.375387] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:36.432889] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:36.433941] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:36.434040] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:36.434075] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:36.554509] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:36.554788] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:36.554837] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:36.554866] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:36.558833] [DEBUG] [FORECASTER] FRME: Forecast T+1@11:T+2@11: DOWN (p=6.54%)
[2025-12-08T20:22:36.559125] [INFO ] [FORECASTER] Completed predict_future for FRME
[2025-12-08T20:22:36.559268] [INFO ] [sig       ] FRME: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:22:36.700938] [INFO ] [LOCAL     ] Saved forecast: FRME	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/FRME.txt
[2025-12-08T20:22:36.701105] [INFO ] [sig       ] [1317/3624] Completed FRME in 0.3s | 2.91 sym/s | Total: 7.5m | ETA: 13.2m
[2025-12-08T20:22:36.701145] [INFO ] [sig       ] [1318/3624] Forecasting FRO...
[2025-12-08T20:22:36.701181] [INFO ] [sig       ] Generating forecast for: FRO
[2025-12-08T20:22:36.701212] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRO' from 'https://tdm.silogroup.org/data/derivative_storage/FRO.csv'.
[2025-12-08T20:22:36.715496] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRO'.
[2025-12-08T20:22:36.715964] [INFO ] [FORECASTER] Starting predict_future for FRO
[2025-12-08T20:22:36.716817] [DEBUG] [LOCAL     ] No optimal features file found for FRO: ./output/feature-sets/FRO.txt
[2025-12-08T20:22:36.716867] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:36.716898] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:36.716924] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:36.716978] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:36.773283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:36.774013] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:36.774092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:36.774123] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:36.905845] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:36.906002] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:36.906040] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:36.906098] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:36.909412] [DEBUG] [FORECASTER] FRO: Forecast T+1@11:T+2@11: DOWN (p=8.61%)
[2025-12-08T20:22:36.909695] [INFO ] [FORECASTER] Completed predict_future for FRO
[2025-12-08T20:22:36.909815] [INFO ] [sig       ] FRO: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:22:37.049741] [INFO ] [LOCAL     ] Saved forecast: FRO	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/FRO.txt
[2025-12-08T20:22:37.049884] [INFO ] [sig       ] [1318/3624] Completed FRO in 0.3s | 2.91 sym/s | Total: 7.5m | ETA: 13.2m
[2025-12-08T20:22:37.049924] [INFO ] [sig       ] [1319/3624] Forecasting FROG...
[2025-12-08T20:22:37.049954] [INFO ] [sig       ] Generating forecast for: FROG
[2025-12-08T20:22:37.049984] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FROG' from 'https://tdm.silogroup.org/data/derivative_storage/FROG.csv'.
[2025-12-08T20:22:37.062832] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FROG'.
[2025-12-08T20:22:37.063220] [INFO ] [FORECASTER] Starting predict_future for FROG
[2025-12-08T20:22:37.064015] [DEBUG] [LOCAL     ] No optimal features file found for FROG: ./output/feature-sets/FROG.txt
[2025-12-08T20:22:37.064064] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:37.064094] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:37.064120] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:37.064173] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:37.121323] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:37.122164] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:37.122243] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:37.122276] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:37.244366] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:37.244521] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:37.244559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:37.244608] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:37.247904] [DEBUG] [FORECASTER] FROG: Forecast T+1@11:T+2@11: DOWN (p=41.58%)
[2025-12-08T20:22:37.248166] [INFO ] [FORECASTER] Completed predict_future for FROG
[2025-12-08T20:22:37.248285] [INFO ] [sig       ] FROG: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:22:37.388661] [INFO ] [LOCAL     ] Saved forecast: FROG	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/FROG.txt
[2025-12-08T20:22:37.388792] [INFO ] [sig       ] [1319/3624] Completed FROG in 0.3s | 2.91 sym/s | Total: 7.5m | ETA: 13.2m
[2025-12-08T20:22:37.388830] [INFO ] [sig       ] [1320/3624] Forecasting FRPH...
[2025-12-08T20:22:37.388858] [INFO ] [sig       ] Generating forecast for: FRPH
[2025-12-08T20:22:37.388886] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRPH' from 'https://tdm.silogroup.org/data/derivative_storage/FRPH.csv'.
[2025-12-08T20:22:37.404368] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRPH'.
[2025-12-08T20:22:37.405011] [INFO ] [FORECASTER] Starting predict_future for FRPH
[2025-12-08T20:22:37.406046] [DEBUG] [LOCAL     ] No optimal features file found for FRPH: ./output/feature-sets/FRPH.txt
[2025-12-08T20:22:37.406099] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:37.406131] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:37.406156] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:37.406220] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:37.465872] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:37.467160] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:37.467263] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:37.467295] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:37.595178] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:37.595410] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:37.595453] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:37.595482] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:37.599914] [DEBUG] [FORECASTER] FRPH: Forecast T+1@11:T+2@11: UP (p=64.31%)
[2025-12-08T20:22:37.600313] [INFO ] [FORECASTER] Completed predict_future for FRPH
[2025-12-08T20:22:37.600464] [INFO ] [sig       ] FRPH: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:22:37.747538] [INFO ] [LOCAL     ] Saved forecast: FRPH	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/FRPH.txt
[2025-12-08T20:22:37.747772] [INFO ] [sig       ] [1320/3624] Completed FRPH in 0.4s | 2.91 sym/s | Total: 7.6m | ETA: 13.2m
[2025-12-08T20:22:37.747813] [INFO ] [sig       ] [1321/3624] Forecasting FRSH...
[2025-12-08T20:22:37.747843] [INFO ] [sig       ] Generating forecast for: FRSH
[2025-12-08T20:22:37.747875] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRSH' from 'https://tdm.silogroup.org/data/derivative_storage/FRSH.csv'.
[2025-12-08T20:22:37.762740] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRSH'.
[2025-12-08T20:22:37.763298] [INFO ] [FORECASTER] Starting predict_future for FRSH
[2025-12-08T20:22:37.764243] [DEBUG] [LOCAL     ] No optimal features file found for FRSH: ./output/feature-sets/FRSH.txt
[2025-12-08T20:22:37.764294] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:37.764325] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:37.764351] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:37.764407] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:37.822302] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:37.823437] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:37.823565] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:37.823620] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:37.951018] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:37.951254] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:37.951304] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:37.951364] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:37.955717] [DEBUG] [FORECASTER] FRSH: Forecast T+1@11:T+2@11: DOWN (p=33.58%)
[2025-12-08T20:22:37.956066] [INFO ] [FORECASTER] Completed predict_future for FRSH
[2025-12-08T20:22:37.956222] [INFO ] [sig       ] FRSH: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:22:38.106896] [INFO ] [LOCAL     ] Saved forecast: FRSH	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/FRSH.txt
[2025-12-08T20:22:38.107197] [INFO ] [sig       ] [1321/3624] Completed FRSH in 0.4s | 2.91 sym/s | Total: 7.6m | ETA: 13.2m
[2025-12-08T20:22:38.107248] [INFO ] [sig       ] [1322/3624] Forecasting FRSX...
[2025-12-08T20:22:38.107301] [INFO ] [sig       ] Generating forecast for: FRSX
[2025-12-08T20:22:38.107337] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRSX' from 'https://tdm.silogroup.org/data/derivative_storage/FRSX.csv'.
[2025-12-08T20:22:38.122463] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRSX'.
[2025-12-08T20:22:38.123058] [INFO ] [FORECASTER] Starting predict_future for FRSX
[2025-12-08T20:22:38.123993] [DEBUG] [LOCAL     ] No optimal features file found for FRSX: ./output/feature-sets/FRSX.txt
[2025-12-08T20:22:38.124044] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:38.124076] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:38.124102] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:38.124160] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:38.182912] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:38.183895] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:38.183985] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:38.184016] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:38.306001] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:38.306218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:38.306260] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:38.306478] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:38.310472] [DEBUG] [FORECASTER] FRSX: Forecast T+1@11:T+2@11: DOWN (p=12.60%)
[2025-12-08T20:22:38.310807] [INFO ] [FORECASTER] Completed predict_future for FRSX
[2025-12-08T20:22:38.310957] [INFO ] [sig       ] FRSX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:22:38.457838] [INFO ] [LOCAL     ] Saved forecast: FRSX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/FRSX.txt
[2025-12-08T20:22:38.458034] [INFO ] [sig       ] [1322/3624] Completed FRSX in 0.4s | 2.91 sym/s | Total: 7.6m | ETA: 13.2m
[2025-12-08T20:22:38.458078] [INFO ] [sig       ] [1323/3624] Forecasting FSBC...
[2025-12-08T20:22:38.458110] [INFO ] [sig       ] Generating forecast for: FSBC
[2025-12-08T20:22:38.458142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSBC' from 'https://tdm.silogroup.org/data/derivative_storage/FSBC.csv'.
[2025-12-08T20:22:38.473709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSBC'.
[2025-12-08T20:22:38.474258] [INFO ] [FORECASTER] Starting predict_future for FSBC
[2025-12-08T20:22:38.475255] [DEBUG] [LOCAL     ] No optimal features file found for FSBC: ./output/feature-sets/FSBC.txt
[2025-12-08T20:22:38.475518] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:38.475554] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:38.475602] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:38.475660] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:38.534852] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:38.535921] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:38.536017] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:38.536076] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:38.657831] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:38.658055] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:38.658099] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:38.658128] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:38.662078] [DEBUG] [FORECASTER] FSBC: Forecast T+1@11:T+2@11: DOWN (p=10.88%)
[2025-12-08T20:22:38.662390] [INFO ] [FORECASTER] Completed predict_future for FSBC
[2025-12-08T20:22:38.662529] [INFO ] [sig       ] FSBC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:22:38.808904] [INFO ] [LOCAL     ] Saved forecast: FSBC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/FSBC.txt
[2025-12-08T20:22:38.809172] [INFO ] [sig       ] [1323/3624] Completed FSBC in 0.4s | 2.91 sym/s | Total: 7.6m | ETA: 13.2m
[2025-12-08T20:22:38.809236] [INFO ] [sig       ] [1324/3624] Forecasting FSCO...
[2025-12-08T20:22:38.809286] [INFO ] [sig       ] Generating forecast for: FSCO
[2025-12-08T20:22:38.809320] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSCO' from 'https://tdm.silogroup.org/data/derivative_storage/FSCO.csv'.
[2025-12-08T20:22:38.823753] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSCO'.
[2025-12-08T20:22:38.824263] [INFO ] [FORECASTER] Starting predict_future for FSCO
[2025-12-08T20:22:38.825217] [DEBUG] [LOCAL     ] No optimal features file found for FSCO: ./output/feature-sets/FSCO.txt
[2025-12-08T20:22:38.825270] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:38.825301] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:38.825328] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:38.825385] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:38.882476] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:38.883439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:38.883528] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:38.883561] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:39.006564] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:39.006739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:39.006780] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:39.006808] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:39.010969] [DEBUG] [FORECASTER] FSCO: Forecast T+1@11:T+2@11: DOWN (p=36.99%)
[2025-12-08T20:22:39.011258] [INFO ] [FORECASTER] Completed predict_future for FSCO
[2025-12-08T20:22:39.011594] [INFO ] [sig       ] FSCO: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:22:39.154143] [INFO ] [LOCAL     ] Saved forecast: FSCO	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/FSCO.txt
[2025-12-08T20:22:39.154303] [INFO ] [sig       ] [1324/3624] Completed FSCO in 0.3s | 2.91 sym/s | Total: 7.6m | ETA: 13.2m
[2025-12-08T20:22:39.154342] [INFO ] [sig       ] [1325/3624] Forecasting FSK...
[2025-12-08T20:22:39.154372] [INFO ] [sig       ] Generating forecast for: FSK
[2025-12-08T20:22:39.154400] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSK' from 'https://tdm.silogroup.org/data/derivative_storage/FSK.csv'.
[2025-12-08T20:22:39.168743] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSK'.
[2025-12-08T20:22:39.169174] [INFO ] [FORECASTER] Starting predict_future for FSK
[2025-12-08T20:22:39.170115] [DEBUG] [LOCAL     ] No optimal features file found for FSK: ./output/feature-sets/FSK.txt
[2025-12-08T20:22:39.170168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:39.170200] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:39.170240] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:39.170297] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:39.227912] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:39.228836] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:39.228978] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:39.229026] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:39.351372] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:39.351528] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:39.351567] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:39.351616] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:39.354984] [DEBUG] [FORECASTER] FSK: Forecast T+1@11:T+2@11: UP (p=90.66%)
[2025-12-08T20:22:39.355269] [INFO ] [FORECASTER] Completed predict_future for FSK
[2025-12-08T20:22:39.355397] [INFO ] [sig       ] FSK: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:22:39.502445] [INFO ] [LOCAL     ] Saved forecast: FSK	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/FSK.txt
[2025-12-08T20:22:39.502624] [INFO ] [sig       ] [1325/3624] Completed FSK in 0.3s | 2.91 sym/s | Total: 7.6m | ETA: 13.2m
[2025-12-08T20:22:39.502665] [INFO ] [sig       ] [1326/3624] Forecasting FSLY...
[2025-12-08T20:22:39.502695] [INFO ] [sig       ] Generating forecast for: FSLY
[2025-12-08T20:22:39.502724] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSLY' from 'https://tdm.silogroup.org/data/derivative_storage/FSLY.csv'.
[2025-12-08T20:22:39.516086] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSLY'.
[2025-12-08T20:22:39.516488] [INFO ] [FORECASTER] Starting predict_future for FSLY
[2025-12-08T20:22:39.517333] [DEBUG] [LOCAL     ] No optimal features file found for FSLY: ./output/feature-sets/FSLY.txt
[2025-12-08T20:22:39.517408] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:39.517440] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:39.517466] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:39.517521] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:39.572633] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:39.573447] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:39.573528] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:39.573559] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:39.694875] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:39.695034] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:39.695072] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:39.695099] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:39.698464] [DEBUG] [FORECASTER] FSLY: Forecast T+1@11:T+2@11: UP (p=97.32%)
[2025-12-08T20:22:39.698753] [INFO ] [FORECASTER] Completed predict_future for FSLY
[2025-12-08T20:22:39.698876] [INFO ] [sig       ] FSLY: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:22:39.835704] [INFO ] [LOCAL     ] Saved forecast: FSLY	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/FSLY.txt
[2025-12-08T20:22:39.835843] [INFO ] [sig       ] [1326/3624] Completed FSLY in 0.3s | 2.91 sym/s | Total: 7.6m | ETA: 13.2m
[2025-12-08T20:22:39.835883] [INFO ] [sig       ] [1327/3624] Forecasting FSM...
[2025-12-08T20:22:39.835911] [INFO ] [sig       ] Generating forecast for: FSM
[2025-12-08T20:22:39.835940] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSM' from 'https://tdm.silogroup.org/data/derivative_storage/FSM.csv'.
[2025-12-08T20:22:39.847980] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSM'.
[2025-12-08T20:22:39.848334] [INFO ] [FORECASTER] Starting predict_future for FSM
[2025-12-08T20:22:39.849128] [DEBUG] [LOCAL     ] No optimal features file found for FSM: ./output/feature-sets/FSM.txt
[2025-12-08T20:22:39.849178] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:39.849207] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:39.849232] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:39.849287] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:39.904614] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:39.905380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:39.905459] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:39.905490] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:40.022214] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:40.022367] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:40.022405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:40.022433] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:40.025699] [DEBUG] [FORECASTER] FSM: Forecast T+1@11:T+2@11: UP (p=88.80%)
[2025-12-08T20:22:40.025959] [INFO ] [FORECASTER] Completed predict_future for FSM
[2025-12-08T20:22:40.026078] [INFO ] [sig       ] FSM: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:22:40.162782] [INFO ] [LOCAL     ] Saved forecast: FSM	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/FSM.txt
[2025-12-08T20:22:40.162937] [INFO ] [sig       ] [1327/3624] Completed FSM in 0.3s | 2.91 sym/s | Total: 7.6m | ETA: 13.1m
[2025-12-08T20:22:40.162975] [INFO ] [sig       ] [1328/3624] Forecasting FSS...
[2025-12-08T20:22:40.163004] [INFO ] [sig       ] Generating forecast for: FSS
[2025-12-08T20:22:40.163032] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSS' from 'https://tdm.silogroup.org/data/derivative_storage/FSS.csv'.
[2025-12-08T20:22:40.174994] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSS'.
[2025-12-08T20:22:40.175377] [INFO ] [FORECASTER] Starting predict_future for FSS
[2025-12-08T20:22:40.176200] [DEBUG] [LOCAL     ] No optimal features file found for FSS: ./output/feature-sets/FSS.txt
[2025-12-08T20:22:40.176252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:40.176284] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:40.176312] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:40.176369] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:40.233808] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:40.234753] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:40.234833] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:40.234866] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:40.372010] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:40.372170] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:40.372210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:40.372242] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:40.375719] [DEBUG] [FORECASTER] FSS: Forecast T+1@11:T+2@11: UP (p=92.78%)
[2025-12-08T20:22:40.376010] [INFO ] [FORECASTER] Completed predict_future for FSS
[2025-12-08T20:22:40.376149] [INFO ] [sig       ] FSS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:22:40.529848] [INFO ] [LOCAL     ] Saved forecast: FSS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/FSS.txt
[2025-12-08T20:22:40.530034] [INFO ] [sig       ] [1328/3624] Completed FSS in 0.4s | 2.91 sym/s | Total: 7.6m | ETA: 13.1m
[2025-12-08T20:22:40.530075] [INFO ] [sig       ] [1329/3624] Forecasting FTA...
[2025-12-08T20:22:40.530105] [INFO ] [sig       ] Generating forecast for: FTA
[2025-12-08T20:22:40.530166] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTA' from 'https://tdm.silogroup.org/data/derivative_storage/FTA.csv'.
[2025-12-08T20:22:40.543176] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTA'.
[2025-12-08T20:22:40.543616] [INFO ] [FORECASTER] Starting predict_future for FTA
[2025-12-08T20:22:40.544610] [DEBUG] [LOCAL     ] No optimal features file found for FTA: ./output/feature-sets/FTA.txt
[2025-12-08T20:22:40.544672] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:40.544708] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:40.544735] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:40.544795] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:40.604615] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:40.605516] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:40.605622] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:40.605656] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:40.723485] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:40.723662] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:40.723702] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:40.723730] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:40.727083] [DEBUG] [FORECASTER] FTA: Forecast T+1@11:T+2@11: UP (p=54.96%)
[2025-12-08T20:22:40.727422] [INFO ] [FORECASTER] Completed predict_future for FTA
[2025-12-08T20:22:40.727559] [INFO ] [sig       ] FTA: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:22:40.868660] [INFO ] [LOCAL     ] Saved forecast: FTA	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/FTA.txt
[2025-12-08T20:22:40.868828] [INFO ] [sig       ] [1329/3624] Completed FTA in 0.3s | 2.91 sym/s | Total: 7.6m | ETA: 13.1m
[2025-12-08T20:22:40.868868] [INFO ] [sig       ] [1330/3624] Forecasting FTAI...
[2025-12-08T20:22:40.868895] [INFO ] [sig       ] Generating forecast for: FTAI
[2025-12-08T20:22:40.868925] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTAI' from 'https://tdm.silogroup.org/data/derivative_storage/FTAI.csv'.
[2025-12-08T20:22:40.881653] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTAI'.
[2025-12-08T20:22:40.882034] [INFO ] [FORECASTER] Starting predict_future for FTAI
[2025-12-08T20:22:40.882830] [DEBUG] [LOCAL     ] No optimal features file found for FTAI: ./output/feature-sets/FTAI.txt
[2025-12-08T20:22:40.882879] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:40.882909] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:40.882935] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:40.882988] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:40.938287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:40.939188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:40.939276] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:40.939308] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:41.060978] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:41.061134] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:41.061173] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:41.061199] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:41.064483] [DEBUG] [FORECASTER] FTAI: Forecast T+1@11:T+2@11: UP (p=59.82%)
[2025-12-08T20:22:41.064779] [INFO ] [FORECASTER] Completed predict_future for FTAI
[2025-12-08T20:22:41.064903] [INFO ] [sig       ] FTAI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:22:41.203838] [INFO ] [LOCAL     ] Saved forecast: FTAI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/FTAI.txt
[2025-12-08T20:22:41.204020] [INFO ] [sig       ] [1330/3624] Completed FTAI in 0.3s | 2.91 sym/s | Total: 7.6m | ETA: 13.1m
[2025-12-08T20:22:41.204062] [INFO ] [sig       ] [1331/3624] Forecasting FTC...
[2025-12-08T20:22:41.204096] [INFO ] [sig       ] Generating forecast for: FTC
[2025-12-08T20:22:41.204132] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTC' from 'https://tdm.silogroup.org/data/derivative_storage/FTC.csv'.
[2025-12-08T20:22:41.216243] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTC'.
[2025-12-08T20:22:41.216639] [INFO ] [FORECASTER] Starting predict_future for FTC
[2025-12-08T20:22:41.217435] [DEBUG] [LOCAL     ] No optimal features file found for FTC: ./output/feature-sets/FTC.txt
[2025-12-08T20:22:41.217487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:41.217519] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:41.217545] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:41.217616] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:41.273820] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:41.274700] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:41.274779] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:41.274810] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:41.390541] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:41.390717] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:41.390758] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:41.390789] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:41.394198] [DEBUG] [FORECASTER] FTC: Forecast T+1@11:T+2@11: UP (p=92.92%)
[2025-12-08T20:22:41.394470] [INFO ] [FORECASTER] Completed predict_future for FTC
[2025-12-08T20:22:41.394614] [INFO ] [sig       ] FTC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:22:41.533230] [INFO ] [LOCAL     ] Saved forecast: FTC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/FTC.txt
[2025-12-08T20:22:41.533372] [INFO ] [sig       ] [1331/3624] Completed FTC in 0.3s | 2.91 sym/s | Total: 7.6m | ETA: 13.1m
[2025-12-08T20:22:41.533412] [INFO ] [sig       ] [1332/3624] Forecasting FTCI...
[2025-12-08T20:22:41.533440] [INFO ] [sig       ] Generating forecast for: FTCI
[2025-12-08T20:22:41.533469] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTCI' from 'https://tdm.silogroup.org/data/derivative_storage/FTCI.csv'.
[2025-12-08T20:22:41.545483] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTCI'.
[2025-12-08T20:22:41.545891] [INFO ] [FORECASTER] Starting predict_future for FTCI
[2025-12-08T20:22:41.546693] [DEBUG] [LOCAL     ] No optimal features file found for FTCI: ./output/feature-sets/FTCI.txt
[2025-12-08T20:22:41.546742] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:41.546802] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:41.546830] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:41.546885] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:41.605793] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:41.606796] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:41.606877] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:41.606910] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:41.739172] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:41.739325] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:41.739365] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:41.739393] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:41.742821] [DEBUG] [FORECASTER] FTCI: Forecast T+1@11:T+2@11: DOWN (p=7.28%)
[2025-12-08T20:22:41.743112] [INFO ] [FORECASTER] Completed predict_future for FTCI
[2025-12-08T20:22:41.743242] [INFO ] [sig       ] FTCI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:22:41.882610] [INFO ] [LOCAL     ] Saved forecast: FTCI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/FTCI.txt
[2025-12-08T20:22:41.882748] [INFO ] [sig       ] [1332/3624] Completed FTCI in 0.3s | 2.91 sym/s | Total: 7.6m | ETA: 13.1m
[2025-12-08T20:22:41.882789] [INFO ] [sig       ] [1333/3624] Forecasting FTCS...
[2025-12-08T20:22:41.882818] [INFO ] [sig       ] Generating forecast for: FTCS
[2025-12-08T20:22:41.882846] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTCS' from 'https://tdm.silogroup.org/data/derivative_storage/FTCS.csv'.
[2025-12-08T20:22:41.895222] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTCS'.
[2025-12-08T20:22:41.895595] [INFO ] [FORECASTER] Starting predict_future for FTCS
[2025-12-08T20:22:41.896385] [DEBUG] [LOCAL     ] No optimal features file found for FTCS: ./output/feature-sets/FTCS.txt
[2025-12-08T20:22:41.896434] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:41.896464] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:41.896490] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:41.896545] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:41.953475] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:41.954424] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:41.954513] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:41.954544] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:42.091519] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:42.091685] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:42.091725] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:42.091755] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:42.095054] [DEBUG] [FORECASTER] FTCS: Forecast T+1@11:T+2@11: UP (p=76.45%)
[2025-12-08T20:22:42.095327] [INFO ] [FORECASTER] Completed predict_future for FTCS
[2025-12-08T20:22:42.095447] [INFO ] [sig       ] FTCS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:22:42.236403] [INFO ] [LOCAL     ] Saved forecast: FTCS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/FTCS.txt
[2025-12-08T20:22:42.236527] [INFO ] [sig       ] [1333/3624] Completed FTCS in 0.4s | 2.91 sym/s | Total: 7.6m | ETA: 13.1m
[2025-12-08T20:22:42.236564] [INFO ] [sig       ] [1334/3624] Forecasting FTEK...
[2025-12-08T20:22:42.236613] [INFO ] [sig       ] Generating forecast for: FTEK
[2025-12-08T20:22:42.236644] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTEK' from 'https://tdm.silogroup.org/data/derivative_storage/FTEK.csv'.
[2025-12-08T20:22:42.251923] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTEK'.
[2025-12-08T20:22:42.252294] [INFO ] [FORECASTER] Starting predict_future for FTEK
[2025-12-08T20:22:42.253081] [DEBUG] [LOCAL     ] No optimal features file found for FTEK: ./output/feature-sets/FTEK.txt
[2025-12-08T20:22:42.253130] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:42.253161] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:42.253190] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:42.253247] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:42.309035] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:42.309861] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:42.309938] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:42.309970] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:42.427189] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:42.427361] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:42.427430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:42.427459] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:42.430818] [DEBUG] [FORECASTER] FTEK: Forecast T+1@11:T+2@11: DOWN (p=11.05%)
[2025-12-08T20:22:42.431082] [INFO ] [FORECASTER] Completed predict_future for FTEK
[2025-12-08T20:22:42.431204] [INFO ] [sig       ] FTEK: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:22:42.574689] [INFO ] [LOCAL     ] Saved forecast: FTEK	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/FTEK.txt
[2025-12-08T20:22:42.574823] [INFO ] [sig       ] [1334/3624] Completed FTEK in 0.3s | 2.91 sym/s | Total: 7.6m | ETA: 13.1m
[2025-12-08T20:22:42.574861] [INFO ] [sig       ] [1335/3624] Forecasting FTGC...
[2025-12-08T20:22:42.574897] [INFO ] [sig       ] Generating forecast for: FTGC
[2025-12-08T20:22:42.574927] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTGC' from 'https://tdm.silogroup.org/data/derivative_storage/FTGC.csv'.
[2025-12-08T20:22:42.586703] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTGC'.
[2025-12-08T20:22:42.587051] [INFO ] [FORECASTER] Starting predict_future for FTGC
[2025-12-08T20:22:42.587872] [DEBUG] [LOCAL     ] No optimal features file found for FTGC: ./output/feature-sets/FTGC.txt
[2025-12-08T20:22:42.587923] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:42.587954] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:42.587981] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:42.588037] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:42.645800] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:42.646526] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:42.646624] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:42.646659] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:42.766367] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:42.766518] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:42.766558] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:42.766636] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:42.770058] [DEBUG] [FORECASTER] FTGC: Forecast T+1@11:T+2@11: UP (p=63.55%)
[2025-12-08T20:22:42.770329] [INFO ] [FORECASTER] Completed predict_future for FTGC
[2025-12-08T20:22:42.770450] [INFO ] [sig       ] FTGC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:22:42.911536] [INFO ] [LOCAL     ] Saved forecast: FTGC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/FTGC.txt
[2025-12-08T20:22:42.911686] [INFO ] [sig       ] [1335/3624] Completed FTGC in 0.3s | 2.91 sym/s | Total: 7.6m | ETA: 13.1m
[2025-12-08T20:22:42.911726] [INFO ] [sig       ] [1336/3624] Forecasting FTGS...
[2025-12-08T20:22:42.911754] [INFO ] [sig       ] Generating forecast for: FTGS
[2025-12-08T20:22:42.911784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTGS' from 'https://tdm.silogroup.org/data/derivative_storage/FTGS.csv'.
[2025-12-08T20:22:42.923991] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTGS'.
[2025-12-08T20:22:42.924343] [INFO ] [FORECASTER] Starting predict_future for FTGS
[2025-12-08T20:22:42.925155] [DEBUG] [LOCAL     ] No optimal features file found for FTGS: ./output/feature-sets/FTGS.txt
[2025-12-08T20:22:42.925206] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:42.925238] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:42.925271] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:42.925328] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:42.985359] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:42.986358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:42.986457] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:42.986493] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:43.113325] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:43.113476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:43.113515] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:43.113544] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:43.116944] [DEBUG] [FORECASTER] FTGS: Forecast T+1@11:T+2@11: DOWN (p=33.85%)
[2025-12-08T20:22:43.117294] [INFO ] [FORECASTER] Completed predict_future for FTGS
[2025-12-08T20:22:43.117486] [INFO ] [sig       ] FTGS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:22:43.256616] [INFO ] [LOCAL     ] Saved forecast: FTGS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/FTGS.txt
[2025-12-08T20:22:43.256772] [INFO ] [sig       ] [1336/3624] Completed FTGS in 0.3s | 2.91 sym/s | Total: 7.6m | ETA: 13.1m
[2025-12-08T20:22:43.256812] [INFO ] [sig       ] [1337/3624] Forecasting FTHI...
[2025-12-08T20:22:43.256840] [INFO ] [sig       ] Generating forecast for: FTHI
[2025-12-08T20:22:43.256868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTHI' from 'https://tdm.silogroup.org/data/derivative_storage/FTHI.csv'.
[2025-12-08T20:22:43.269926] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTHI'.
[2025-12-08T20:22:43.270299] [INFO ] [FORECASTER] Starting predict_future for FTHI
[2025-12-08T20:22:43.271074] [DEBUG] [LOCAL     ] No optimal features file found for FTHI: ./output/feature-sets/FTHI.txt
[2025-12-08T20:22:43.271124] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:43.271155] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:43.271181] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:43.271236] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:43.327137] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:43.328022] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:43.328102] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:43.328135] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:43.443975] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:43.444134] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:43.444174] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:43.444203] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:43.447508] [DEBUG] [FORECASTER] FTHI: Forecast T+1@11:T+2@11: DOWN (p=29.91%)
[2025-12-08T20:22:43.447797] [INFO ] [FORECASTER] Completed predict_future for FTHI
[2025-12-08T20:22:43.447921] [INFO ] [sig       ] FTHI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:22:43.595157] [INFO ] [LOCAL     ] Saved forecast: FTHI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/FTHI.txt
[2025-12-08T20:22:43.595349] [INFO ] [sig       ] [1337/3624] Completed FTHI in 0.3s | 2.91 sym/s | Total: 7.7m | ETA: 13.1m
[2025-12-08T20:22:43.595397] [INFO ] [sig       ] [1338/3624] Forecasting FTHM...
[2025-12-08T20:22:43.595437] [INFO ] [sig       ] Generating forecast for: FTHM
[2025-12-08T20:22:43.595476] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTHM' from 'https://tdm.silogroup.org/data/derivative_storage/FTHM.csv'.
[2025-12-08T20:22:43.610459] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTHM'.
[2025-12-08T20:22:43.610922] [INFO ] [FORECASTER] Starting predict_future for FTHM
[2025-12-08T20:22:43.611750] [DEBUG] [LOCAL     ] No optimal features file found for FTHM: ./output/feature-sets/FTHM.txt
[2025-12-08T20:22:43.611821] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:43.611863] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:43.611898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:43.611977] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:43.679988] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:43.680945] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:43.681039] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:43.681075] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:43.802167] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:43.802328] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:43.802368] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:43.802398] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:43.805865] [DEBUG] [FORECASTER] FTHM: Forecast T+1@11:T+2@11: UP (p=92.95%)
[2025-12-08T20:22:43.806174] [INFO ] [FORECASTER] Completed predict_future for FTHM
[2025-12-08T20:22:43.806306] [INFO ] [sig       ] FTHM: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:22:43.952033] [INFO ] [LOCAL     ] Saved forecast: FTHM	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/FTHM.txt
[2025-12-08T20:22:43.952158] [INFO ] [sig       ] [1338/3624] Completed FTHM in 0.4s | 2.91 sym/s | Total: 7.7m | ETA: 13.1m
[2025-12-08T20:22:43.952197] [INFO ] [sig       ] [1339/3624] Forecasting FTHY...
[2025-12-08T20:22:43.952228] [INFO ] [sig       ] Generating forecast for: FTHY
[2025-12-08T20:22:43.952259] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTHY' from 'https://tdm.silogroup.org/data/derivative_storage/FTHY.csv'.
[2025-12-08T20:22:43.964298] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTHY'.
[2025-12-08T20:22:43.964657] [INFO ] [FORECASTER] Starting predict_future for FTHY
[2025-12-08T20:22:43.965403] [DEBUG] [LOCAL     ] No optimal features file found for FTHY: ./output/feature-sets/FTHY.txt
[2025-12-08T20:22:43.965452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:43.965484] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:43.965510] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:43.965564] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:44.026527] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:44.027333] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:44.027433] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:44.027470] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:44.149311] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:44.149461] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:44.149500] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:44.149528] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:44.152781] [DEBUG] [FORECASTER] FTHY: Forecast T+1@11:T+2@11: DOWN (p=27.20%)
[2025-12-08T20:22:44.153041] [INFO ] [FORECASTER] Completed predict_future for FTHY
[2025-12-08T20:22:44.153158] [INFO ] [sig       ] FTHY: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:22:44.294104] [INFO ] [LOCAL     ] Saved forecast: FTHY	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/FTHY.txt
[2025-12-08T20:22:44.294234] [INFO ] [sig       ] [1339/3624] Completed FTHY in 0.3s | 2.91 sym/s | Total: 7.7m | ETA: 13.1m
[2025-12-08T20:22:44.294275] [INFO ] [sig       ] [1340/3624] Forecasting FTI...
[2025-12-08T20:22:44.294306] [INFO ] [sig       ] Generating forecast for: FTI
[2025-12-08T20:22:44.294338] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTI' from 'https://tdm.silogroup.org/data/derivative_storage/FTI.csv'.
[2025-12-08T20:22:44.306259] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTI'.
[2025-12-08T20:22:44.306601] [INFO ] [FORECASTER] Starting predict_future for FTI
[2025-12-08T20:22:44.307344] [DEBUG] [LOCAL     ] No optimal features file found for FTI: ./output/feature-sets/FTI.txt
[2025-12-08T20:22:44.310300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:44.310360] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:44.310389] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:44.310462] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:44.375596] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:44.376402] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:44.376483] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:44.376516] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:44.509901] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:44.510051] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:44.510089] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:44.510117] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:44.513423] [DEBUG] [FORECASTER] FTI: Forecast T+1@11:T+2@11: DOWN (p=7.52%)
[2025-12-08T20:22:44.513706] [INFO ] [FORECASTER] Completed predict_future for FTI
[2025-12-08T20:22:44.513827] [INFO ] [sig       ] FTI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:22:44.651086] [INFO ] [LOCAL     ] Saved forecast: FTI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/FTI.txt
[2025-12-08T20:22:44.651208] [INFO ] [sig       ] [1340/3624] Completed FTI in 0.4s | 2.91 sym/s | Total: 7.7m | ETA: 13.1m
[2025-12-08T20:22:44.651246] [INFO ] [sig       ] [1341/3624] Forecasting FTK...
[2025-12-08T20:22:44.651274] [INFO ] [sig       ] Generating forecast for: FTK
[2025-12-08T20:22:44.651303] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTK' from 'https://tdm.silogroup.org/data/derivative_storage/FTK.csv'.
[2025-12-08T20:22:44.663283] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTK'.
[2025-12-08T20:22:44.663636] [INFO ] [FORECASTER] Starting predict_future for FTK
[2025-12-08T20:22:44.664411] [DEBUG] [LOCAL     ] No optimal features file found for FTK: ./output/feature-sets/FTK.txt
[2025-12-08T20:22:44.664460] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:44.664491] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:44.664516] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:44.664592] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:44.720328] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:44.720982] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:44.721056] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:44.721087] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:44.835978] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:44.836131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:44.836168] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:44.836195] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:44.839456] [DEBUG] [FORECASTER] FTK: Forecast T+1@11:T+2@11: DOWN (p=38.46%)
[2025-12-08T20:22:44.839732] [INFO ] [FORECASTER] Completed predict_future for FTK
[2025-12-08T20:22:44.839850] [INFO ] [sig       ] FTK: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:22:44.985450] [INFO ] [LOCAL     ] Saved forecast: FTK	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/FTK.txt
[2025-12-08T20:22:44.985647] [INFO ] [sig       ] [1341/3624] Completed FTK in 0.3s | 2.91 sym/s | Total: 7.7m | ETA: 13.1m
[2025-12-08T20:22:44.985717] [INFO ] [sig       ] [1342/3624] Forecasting FTLF...
[2025-12-08T20:22:44.985759] [INFO ] [sig       ] Generating forecast for: FTLF
[2025-12-08T20:22:44.985799] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTLF' from 'https://tdm.silogroup.org/data/derivative_storage/FTLF.csv'.
[2025-12-08T20:22:45.004797] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTLF'.
[2025-12-08T20:22:45.005232] [INFO ] [FORECASTER] Starting predict_future for FTLF
[2025-12-08T20:22:45.006433] [DEBUG] [LOCAL     ] No optimal features file found for FTLF: ./output/feature-sets/FTLF.txt
[2025-12-08T20:22:45.006496] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:45.006537] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:45.006607] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:45.006692] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:45.063476] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:45.064357] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:45.064477] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:45.064512] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:45.169844] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:45.169995] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-08T20:22:45.170033] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:45.170060] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:45.173304] [DEBUG] [FORECASTER] FTLF: Forecast T+1@11:T+2@11: UP (p=95.84%)
[2025-12-08T20:22:45.173584] [INFO ] [FORECASTER] Completed predict_future for FTLF
[2025-12-08T20:22:45.173704] [INFO ] [sig       ] FTLF: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:22:45.311300] [INFO ] [LOCAL     ] Saved forecast: FTLF	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/FTLF.txt
[2025-12-08T20:22:45.311420] [INFO ] [sig       ] [1342/3624] Completed FTLF in 0.3s | 2.91 sym/s | Total: 7.7m | ETA: 13.1m
[2025-12-08T20:22:45.311457] [INFO ] [sig       ] [1343/3624] Forecasting FTQI...
[2025-12-08T20:22:45.311486] [INFO ] [sig       ] Generating forecast for: FTQI
[2025-12-08T20:22:45.311515] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTQI' from 'https://tdm.silogroup.org/data/derivative_storage/FTQI.csv'.
[2025-12-08T20:22:45.323780] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTQI'.
[2025-12-08T20:22:45.324118] [INFO ] [FORECASTER] Starting predict_future for FTQI
[2025-12-08T20:22:45.324889] [DEBUG] [LOCAL     ] No optimal features file found for FTQI: ./output/feature-sets/FTQI.txt
[2025-12-08T20:22:45.324938] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:45.324968] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:45.324994] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:45.325049] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:45.381355] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:45.381943] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:45.382015] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:45.382046] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:45.499749] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:45.499900] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:45.499937] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:45.499965] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:45.503267] [DEBUG] [FORECASTER] FTQI: Forecast T+1@11:T+2@11: DOWN (p=16.18%)
[2025-12-08T20:22:45.503548] [INFO ] [FORECASTER] Completed predict_future for FTQI
[2025-12-08T20:22:45.503685] [INFO ] [sig       ] FTQI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:22:45.642022] [INFO ] [LOCAL     ] Saved forecast: FTQI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/FTQI.txt
[2025-12-08T20:22:45.642141] [INFO ] [sig       ] [1343/3624] Completed FTQI in 0.3s | 2.91 sym/s | Total: 7.7m | ETA: 13.1m
[2025-12-08T20:22:45.642179] [INFO ] [sig       ] [1344/3624] Forecasting FTRE...
[2025-12-08T20:22:45.642207] [INFO ] [sig       ] Generating forecast for: FTRE
[2025-12-08T20:22:45.642235] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTRE' from 'https://tdm.silogroup.org/data/derivative_storage/FTRE.csv'.
[2025-12-08T20:22:45.654183] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTRE'.
[2025-12-08T20:22:45.654529] [INFO ] [FORECASTER] Starting predict_future for FTRE
[2025-12-08T20:22:45.655323] [DEBUG] [LOCAL     ] No optimal features file found for FTRE: ./output/feature-sets/FTRE.txt
[2025-12-08T20:22:45.655373] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:45.655404] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:45.655431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:45.655487] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:45.711981] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:45.712776] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:45.712853] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:45.712885] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:45.835191] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:45.835344] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:45.835382] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:45.835409] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:45.838693] [DEBUG] [FORECASTER] FTRE: Forecast T+1@11:T+2@11: UP (p=77.79%)
[2025-12-08T20:22:45.838953] [INFO ] [FORECASTER] Completed predict_future for FTRE
[2025-12-08T20:22:45.839072] [INFO ] [sig       ] FTRE: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:22:45.977405] [INFO ] [LOCAL     ] Saved forecast: FTRE	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/FTRE.txt
[2025-12-08T20:22:45.977534] [INFO ] [sig       ] [1344/3624] Completed FTRE in 0.3s | 2.91 sym/s | Total: 7.7m | ETA: 13.0m
[2025-12-08T20:22:45.977588] [INFO ] [sig       ] [1345/3624] Forecasting FTRI...
[2025-12-08T20:22:45.977620] [INFO ] [sig       ] Generating forecast for: FTRI
[2025-12-08T20:22:45.977649] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTRI' from 'https://tdm.silogroup.org/data/derivative_storage/FTRI.csv'.
[2025-12-08T20:22:45.989520] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTRI'.
[2025-12-08T20:22:45.989881] [INFO ] [FORECASTER] Starting predict_future for FTRI
[2025-12-08T20:22:45.990642] [DEBUG] [LOCAL     ] No optimal features file found for FTRI: ./output/feature-sets/FTRI.txt
[2025-12-08T20:22:45.990691] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:45.990722] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:45.990748] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:45.990804] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:46.045897] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:46.046512] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:46.046603] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:46.046637] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:46.162597] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:46.162750] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:46.162804] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:46.162835] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:46.166129] [DEBUG] [FORECASTER] FTRI: Forecast T+1@11:T+2@11: DOWN (p=2.42%)
[2025-12-08T20:22:46.166405] [INFO ] [FORECASTER] Completed predict_future for FTRI
[2025-12-08T20:22:46.166526] [INFO ] [sig       ] FTRI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:22:46.304371] [INFO ] [LOCAL     ] Saved forecast: FTRI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/FTRI.txt
[2025-12-08T20:22:46.304517] [INFO ] [sig       ] [1345/3624] Completed FTRI in 0.3s | 2.91 sym/s | Total: 7.7m | ETA: 13.0m
[2025-12-08T20:22:46.304556] [INFO ] [sig       ] [1346/3624] Forecasting FTS...
[2025-12-08T20:22:46.304604] [INFO ] [sig       ] Generating forecast for: FTS
[2025-12-08T20:22:46.304635] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTS' from 'https://tdm.silogroup.org/data/derivative_storage/FTS.csv'.
[2025-12-08T20:22:46.316703] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTS'.
[2025-12-08T20:22:46.317028] [INFO ] [FORECASTER] Starting predict_future for FTS
[2025-12-08T20:22:46.317806] [DEBUG] [LOCAL     ] No optimal features file found for FTS: ./output/feature-sets/FTS.txt
[2025-12-08T20:22:46.317855] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:46.317885] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:46.317912] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:46.317967] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:46.373359] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:46.373986] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:46.374058] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:46.374089] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:46.497928] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:46.498080] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:46.498118] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:46.498145] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:46.501475] [DEBUG] [FORECASTER] FTS: Forecast T+1@11:T+2@11: UP (p=72.30%)
[2025-12-08T20:22:46.501750] [INFO ] [FORECASTER] Completed predict_future for FTS
[2025-12-08T20:22:46.501864] [INFO ] [sig       ] FTS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:22:46.640161] [INFO ] [LOCAL     ] Saved forecast: FTS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/FTS.txt
[2025-12-08T20:22:46.640308] [INFO ] [sig       ] [1346/3624] Completed FTS in 0.3s | 2.91 sym/s | Total: 7.7m | ETA: 13.0m
[2025-12-08T20:22:46.640350] [INFO ] [sig       ] [1347/3624] Forecasting FTSL...
[2025-12-08T20:22:46.640379] [INFO ] [sig       ] Generating forecast for: FTSL
[2025-12-08T20:22:46.640409] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTSL' from 'https://tdm.silogroup.org/data/derivative_storage/FTSL.csv'.
[2025-12-08T20:22:46.652297] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTSL'.
[2025-12-08T20:22:46.652649] [INFO ] [FORECASTER] Starting predict_future for FTSL
[2025-12-08T20:22:46.653394] [DEBUG] [LOCAL     ] No optimal features file found for FTSL: ./output/feature-sets/FTSL.txt
[2025-12-08T20:22:46.653443] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:46.653473] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:46.653499] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:46.653554] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:46.708568] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:46.709171] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:46.709244] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:46.709274] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:46.822335] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:46.822486] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:46.822523] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:46.822550] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:46.825785] [DEBUG] [FORECASTER] FTSL: Forecast T+1@11:T+2@11: UP (p=55.86%)
[2025-12-08T20:22:46.826047] [INFO ] [FORECASTER] Completed predict_future for FTSL
[2025-12-08T20:22:46.826163] [INFO ] [sig       ] FTSL: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:22:46.963033] [INFO ] [LOCAL     ] Saved forecast: FTSL	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/FTSL.txt
[2025-12-08T20:22:46.963155] [INFO ] [sig       ] [1347/3624] Completed FTSL in 0.3s | 2.91 sym/s | Total: 7.7m | ETA: 13.0m
[2025-12-08T20:22:46.963192] [INFO ] [sig       ] [1348/3624] Forecasting FTSM...
[2025-12-08T20:22:46.963221] [INFO ] [sig       ] Generating forecast for: FTSM
[2025-12-08T20:22:46.963249] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTSM' from 'https://tdm.silogroup.org/data/derivative_storage/FTSM.csv'.
[2025-12-08T20:22:46.975327] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTSM'.
[2025-12-08T20:22:46.975675] [INFO ] [FORECASTER] Starting predict_future for FTSM
[2025-12-08T20:22:46.976413] [DEBUG] [LOCAL     ] No optimal features file found for FTSM: ./output/feature-sets/FTSM.txt
[2025-12-08T20:22:46.976462] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:46.976493] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:46.976518] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:46.976590] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:47.033224] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:47.033862] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:47.033933] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:47.033968] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:47.136016] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:47.136166] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:47.136203] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:47.136231] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:47.139500] [DEBUG] [FORECASTER] FTSM: Forecast T+1@11:T+2@11: UP (p=72.08%)
[2025-12-08T20:22:47.139784] [INFO ] [FORECASTER] Completed predict_future for FTSM
[2025-12-08T20:22:47.139905] [INFO ] [sig       ] FTSM: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:22:47.279236] [INFO ] [LOCAL     ] Saved forecast: FTSM	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/FTSM.txt
[2025-12-08T20:22:47.279368] [INFO ] [sig       ] [1348/3624] Completed FTSM in 0.3s | 2.91 sym/s | Total: 7.7m | ETA: 13.0m
[2025-12-08T20:22:47.279406] [INFO ] [sig       ] [1349/3624] Forecasting FTXG...
[2025-12-08T20:22:47.279436] [INFO ] [sig       ] Generating forecast for: FTXG
[2025-12-08T20:22:47.279464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTXG' from 'https://tdm.silogroup.org/data/derivative_storage/FTXG.csv'.
[2025-12-08T20:22:47.291200] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTXG'.
[2025-12-08T20:22:47.291522] [INFO ] [FORECASTER] Starting predict_future for FTXG
[2025-12-08T20:22:47.292280] [DEBUG] [LOCAL     ] No optimal features file found for FTXG: ./output/feature-sets/FTXG.txt
[2025-12-08T20:22:47.292330] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:47.292396] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:47.292424] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:47.292685] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:47.349865] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:47.350445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:47.350517] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:47.350549] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:47.455309] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:47.455437] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:47.455473] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:47.455500] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:47.458866] [DEBUG] [FORECASTER] FTXG: Forecast T+1@11:T+2@11: DOWN (p=12.63%)
[2025-12-08T20:22:47.459122] [INFO ] [FORECASTER] Completed predict_future for FTXG
[2025-12-08T20:22:47.459238] [INFO ] [sig       ] FTXG: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:22:47.598882] [INFO ] [LOCAL     ] Saved forecast: FTXG	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/FTXG.txt
[2025-12-08T20:22:47.599009] [INFO ] [sig       ] [1349/3624] Completed FTXG in 0.3s | 2.91 sym/s | Total: 7.7m | ETA: 13.0m
[2025-12-08T20:22:47.599049] [INFO ] [sig       ] [1350/3624] Forecasting FTXL...
[2025-12-08T20:22:47.599078] [INFO ] [sig       ] Generating forecast for: FTXL
[2025-12-08T20:22:47.599107] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTXL' from 'https://tdm.silogroup.org/data/derivative_storage/FTXL.csv'.
[2025-12-08T20:22:47.611748] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTXL'.
[2025-12-08T20:22:47.612073] [INFO ] [FORECASTER] Starting predict_future for FTXL
[2025-12-08T20:22:47.612881] [DEBUG] [LOCAL     ] No optimal features file found for FTXL: ./output/feature-sets/FTXL.txt
[2025-12-08T20:22:47.612930] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:47.612960] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:47.612985] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:47.613041] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:47.669018] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:47.669692] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:47.669764] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:47.669795] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:47.789873] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:47.790043] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:47.790081] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:47.790108] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:47.793363] [DEBUG] [FORECASTER] FTXL: Forecast T+1@11:T+2@11: UP (p=92.44%)
[2025-12-08T20:22:47.793639] [INFO ] [FORECASTER] Completed predict_future for FTXL
[2025-12-08T20:22:47.793758] [INFO ] [sig       ] FTXL: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:22:47.931384] [INFO ] [LOCAL     ] Saved forecast: FTXL	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/FTXL.txt
[2025-12-08T20:22:47.931533] [INFO ] [sig       ] [1350/3624] Completed FTXL in 0.3s | 2.91 sym/s | Total: 7.7m | ETA: 13.0m
[2025-12-08T20:22:47.931592] [INFO ] [sig       ] [1351/3624] Forecasting FTXN...
[2025-12-08T20:22:47.931624] [INFO ] [sig       ] Generating forecast for: FTXN
[2025-12-08T20:22:47.931653] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTXN' from 'https://tdm.silogroup.org/data/derivative_storage/FTXN.csv'.
[2025-12-08T20:22:47.943824] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTXN'.
[2025-12-08T20:22:47.944215] [INFO ] [FORECASTER] Starting predict_future for FTXN
[2025-12-08T20:22:47.944994] [DEBUG] [LOCAL     ] No optimal features file found for FTXN: ./output/feature-sets/FTXN.txt
[2025-12-08T20:22:47.945043] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:47.945074] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:47.945101] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:47.945156] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:48.000288] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:48.001046] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:48.001123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:48.001154] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:48.116892] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:48.117038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:48.117075] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:48.117103] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:48.120342] [DEBUG] [FORECASTER] FTXN: Forecast T+1@11:T+2@11: UP (p=99.06%)
[2025-12-08T20:22:48.120612] [INFO ] [FORECASTER] Completed predict_future for FTXN
[2025-12-08T20:22:48.120728] [INFO ] [sig       ] FTXN: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:22:48.259683] [INFO ] [LOCAL     ] Saved forecast: FTXN	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/FTXN.txt
[2025-12-08T20:22:48.259866] [INFO ] [sig       ] [1351/3624] Completed FTXN in 0.3s | 2.91 sym/s | Total: 7.7m | ETA: 13.0m
[2025-12-08T20:22:48.259906] [INFO ] [sig       ] [1352/3624] Forecasting FTXO...
[2025-12-08T20:22:48.259934] [INFO ] [sig       ] Generating forecast for: FTXO
[2025-12-08T20:22:48.259964] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTXO' from 'https://tdm.silogroup.org/data/derivative_storage/FTXO.csv'.
[2025-12-08T20:22:48.272702] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTXO'.
[2025-12-08T20:22:48.273096] [INFO ] [FORECASTER] Starting predict_future for FTXO
[2025-12-08T20:22:48.274108] [DEBUG] [LOCAL     ] No optimal features file found for FTXO: ./output/feature-sets/FTXO.txt
[2025-12-08T20:22:48.274157] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:48.274187] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:48.274212] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:48.274265] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:48.329849] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:48.330724] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:48.330807] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:48.330839] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:48.447399] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:48.447563] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:48.447620] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:48.447683] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:48.452246] [DEBUG] [FORECASTER] FTXO: Forecast T+1@11:T+2@11: UP (p=84.46%)
[2025-12-08T20:22:48.452603] [INFO ] [FORECASTER] Completed predict_future for FTXO
[2025-12-08T20:22:48.452752] [INFO ] [sig       ] FTXO: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:22:48.590488] [INFO ] [LOCAL     ] Saved forecast: FTXO	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/FTXO.txt
[2025-12-08T20:22:48.590650] [INFO ] [sig       ] [1352/3624] Completed FTXO in 0.3s | 2.91 sym/s | Total: 7.7m | ETA: 13.0m
[2025-12-08T20:22:48.590697] [INFO ] [sig       ] [1353/3624] Forecasting FUBO...
[2025-12-08T20:22:48.590727] [INFO ] [sig       ] Generating forecast for: FUBO
[2025-12-08T20:22:48.590756] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUBO' from 'https://tdm.silogroup.org/data/derivative_storage/FUBO.csv'.
[2025-12-08T20:22:48.603003] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUBO'.
[2025-12-08T20:22:48.603376] [INFO ] [FORECASTER] Starting predict_future for FUBO
[2025-12-08T20:22:48.604160] [DEBUG] [LOCAL     ] No optimal features file found for FUBO: ./output/feature-sets/FUBO.txt
[2025-12-08T20:22:48.604209] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:48.604239] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:48.604265] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:48.604324] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:48.659669] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:48.660510] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:48.660615] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:48.660649] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:48.782557] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:48.782721] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:48.782757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:48.782784] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:48.786047] [DEBUG] [FORECASTER] FUBO: Forecast T+1@11:T+2@11: DOWN (p=9.58%)
[2025-12-08T20:22:48.786310] [INFO ] [FORECASTER] Completed predict_future for FUBO
[2025-12-08T20:22:48.786431] [INFO ] [sig       ] FUBO: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:22:48.924160] [INFO ] [LOCAL     ] Saved forecast: FUBO	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/FUBO.txt
[2025-12-08T20:22:48.924297] [INFO ] [sig       ] [1353/3624] Completed FUBO in 0.3s | 2.91 sym/s | Total: 7.7m | ETA: 13.0m
[2025-12-08T20:22:48.924335] [INFO ] [sig       ] [1354/3624] Forecasting FUL...
[2025-12-08T20:22:48.924365] [INFO ] [sig       ] Generating forecast for: FUL
[2025-12-08T20:22:48.924393] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUL' from 'https://tdm.silogroup.org/data/derivative_storage/FUL.csv'.
[2025-12-08T20:22:48.936015] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUL'.
[2025-12-08T20:22:48.936356] [INFO ] [FORECASTER] Starting predict_future for FUL
[2025-12-08T20:22:48.937124] [DEBUG] [LOCAL     ] No optimal features file found for FUL: ./output/feature-sets/FUL.txt
[2025-12-08T20:22:48.937173] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:48.937203] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:48.937228] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:48.937284] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:48.992253] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:48.992936] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:48.993010] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:48.993041] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:49.115067] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:49.115210] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:49.115247] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:49.115275] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:49.118488] [DEBUG] [FORECASTER] FUL: Forecast T+1@11:T+2@11: DOWN (p=10.91%)
[2025-12-08T20:22:49.118759] [INFO ] [FORECASTER] Completed predict_future for FUL
[2025-12-08T20:22:49.118894] [INFO ] [sig       ] FUL: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:22:49.256439] [INFO ] [LOCAL     ] Saved forecast: FUL	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/FUL.txt
[2025-12-08T20:22:49.256540] [INFO ] [sig       ] [1354/3624] Completed FUL in 0.3s | 2.91 sym/s | Total: 7.7m | ETA: 13.0m
[2025-12-08T20:22:49.256594] [INFO ] [sig       ] [1355/3624] Forecasting FULC...
[2025-12-08T20:22:49.256626] [INFO ] [sig       ] Generating forecast for: FULC
[2025-12-08T20:22:49.256655] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FULC' from 'https://tdm.silogroup.org/data/derivative_storage/FULC.csv'.
[2025-12-08T20:22:49.268547] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FULC'.
[2025-12-08T20:22:49.268944] [INFO ] [FORECASTER] Starting predict_future for FULC
[2025-12-08T20:22:49.269861] [DEBUG] [LOCAL     ] No optimal features file found for FULC: ./output/feature-sets/FULC.txt
[2025-12-08T20:22:49.269918] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:49.269955] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:49.269987] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:49.270065] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:49.339787] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:49.340353] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:49.340425] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:49.340456] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:49.462837] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:49.462955] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:49.462991] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:49.463018] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:49.466234] [DEBUG] [FORECASTER] FULC: Forecast T+1@11:T+2@11: DOWN (p=4.11%)
[2025-12-08T20:22:49.466489] [INFO ] [FORECASTER] Completed predict_future for FULC
[2025-12-08T20:22:49.466619] [INFO ] [sig       ] FULC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:22:49.604011] [INFO ] [LOCAL     ] Saved forecast: FULC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/FULC.txt
[2025-12-08T20:22:49.604118] [INFO ] [sig       ] [1355/3624] Completed FULC in 0.3s | 2.91 sym/s | Total: 7.8m | ETA: 13.0m
[2025-12-08T20:22:49.604156] [INFO ] [sig       ] [1356/3624] Forecasting FUN...
[2025-12-08T20:22:49.604184] [INFO ] [sig       ] Generating forecast for: FUN
[2025-12-08T20:22:49.604213] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUN' from 'https://tdm.silogroup.org/data/derivative_storage/FUN.csv'.
[2025-12-08T20:22:49.616807] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUN'.
[2025-12-08T20:22:49.617152] [INFO ] [FORECASTER] Starting predict_future for FUN
[2025-12-08T20:22:49.618021] [DEBUG] [LOCAL     ] No optimal features file found for FUN: ./output/feature-sets/FUN.txt
[2025-12-08T20:22:49.618073] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:49.618104] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:49.618131] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:49.618188] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:49.674275] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:49.674861] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:49.674933] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:49.674964] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:49.791140] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:49.791266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:49.791302] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:49.791346] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:49.794532] [DEBUG] [FORECASTER] FUN: Forecast T+1@11:T+2@11: DOWN (p=36.14%)
[2025-12-08T20:22:49.794805] [INFO ] [FORECASTER] Completed predict_future for FUN
[2025-12-08T20:22:49.794922] [INFO ] [sig       ] FUN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:22:49.931956] [INFO ] [LOCAL     ] Saved forecast: FUN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/FUN.txt
[2025-12-08T20:22:49.932063] [INFO ] [sig       ] [1356/3624] Completed FUN in 0.3s | 2.91 sym/s | Total: 7.8m | ETA: 13.0m
[2025-12-08T20:22:49.932100] [INFO ] [sig       ] [1357/3624] Forecasting FUNC...
[2025-12-08T20:22:49.932127] [INFO ] [sig       ] Generating forecast for: FUNC
[2025-12-08T20:22:49.932155] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUNC' from 'https://tdm.silogroup.org/data/derivative_storage/FUNC.csv'.
[2025-12-08T20:22:49.943443] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUNC'.
[2025-12-08T20:22:49.943785] [INFO ] [FORECASTER] Starting predict_future for FUNC
[2025-12-08T20:22:49.944617] [DEBUG] [LOCAL     ] No optimal features file found for FUNC: ./output/feature-sets/FUNC.txt
[2025-12-08T20:22:49.944669] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:49.944702] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:49.944729] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:49.944785] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:50.000043] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:50.000659] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:50.000732] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:50.000763] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:50.119873] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:50.120016] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:50.120053] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:50.120080] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:50.123281] [DEBUG] [FORECASTER] FUNC: Forecast T+1@11:T+2@11: UP (p=81.72%)
[2025-12-08T20:22:50.123541] [INFO ] [FORECASTER] Completed predict_future for FUNC
[2025-12-08T20:22:50.123673] [INFO ] [sig       ] FUNC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:22:50.261857] [INFO ] [LOCAL     ] Saved forecast: FUNC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/FUNC.txt
[2025-12-08T20:22:50.261964] [INFO ] [sig       ] [1357/3624] Completed FUNC in 0.3s | 2.91 sym/s | Total: 7.8m | ETA: 13.0m
[2025-12-08T20:22:50.262001] [INFO ] [sig       ] [1358/3624] Forecasting FUND...
[2025-12-08T20:22:50.262028] [INFO ] [sig       ] Generating forecast for: FUND
[2025-12-08T20:22:50.262057] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUND' from 'https://tdm.silogroup.org/data/derivative_storage/FUND.csv'.
[2025-12-08T20:22:50.273307] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUND'.
[2025-12-08T20:22:50.273657] [INFO ] [FORECASTER] Starting predict_future for FUND
[2025-12-08T20:22:50.274470] [DEBUG] [LOCAL     ] No optimal features file found for FUND: ./output/feature-sets/FUND.txt
[2025-12-08T20:22:50.274522] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:50.274556] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:50.274618] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:50.274682] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:50.331591] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:50.332188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:50.332271] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:50.332302] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:50.441985] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:50.442116] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:50.442153] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:50.442180] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:50.445371] [DEBUG] [FORECASTER] FUND: Forecast T+1@11:T+2@11: UP (p=95.23%)
[2025-12-08T20:22:50.445646] [INFO ] [FORECASTER] Completed predict_future for FUND
[2025-12-08T20:22:50.445763] [INFO ] [sig       ] FUND: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:22:50.584818] [INFO ] [LOCAL     ] Saved forecast: FUND	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/FUND.txt
[2025-12-08T20:22:50.584969] [INFO ] [sig       ] [1358/3624] Completed FUND in 0.3s | 2.91 sym/s | Total: 7.8m | ETA: 13.0m
[2025-12-08T20:22:50.585008] [INFO ] [sig       ] [1359/3624] Forecasting FVCB...
[2025-12-08T20:22:50.585037] [INFO ] [sig       ] Generating forecast for: FVCB
[2025-12-08T20:22:50.585066] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FVCB' from 'https://tdm.silogroup.org/data/derivative_storage/FVCB.csv'.
[2025-12-08T20:22:50.596874] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FVCB'.
[2025-12-08T20:22:50.597223] [INFO ] [FORECASTER] Starting predict_future for FVCB
[2025-12-08T20:22:50.598017] [DEBUG] [LOCAL     ] No optimal features file found for FVCB: ./output/feature-sets/FVCB.txt
[2025-12-08T20:22:50.598066] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:50.598097] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:50.598124] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:50.598179] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:50.653707] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:50.654483] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:50.654610] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:50.654656] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:50.763048] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:50.763159] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:50.763193] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:50.763220] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:50.766300] [DEBUG] [FORECASTER] FVCB: Forecast T+1@11:T+2@11: DOWN (p=2.43%)
[2025-12-08T20:22:50.766610] [INFO ] [FORECASTER] Completed predict_future for FVCB
[2025-12-08T20:22:50.766741] [INFO ] [sig       ] FVCB: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:22:50.904380] [INFO ] [LOCAL     ] Saved forecast: FVCB	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/FVCB.txt
[2025-12-08T20:22:50.904487] [INFO ] [sig       ] [1359/3624] Completed FVCB in 0.3s | 2.91 sym/s | Total: 7.8m | ETA: 13.0m
[2025-12-08T20:22:50.904524] [INFO ] [sig       ] [1360/3624] Forecasting FWONA...
[2025-12-08T20:22:50.904552] [INFO ] [sig       ] Generating forecast for: FWONA
[2025-12-08T20:22:50.904598] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FWONA' from 'https://tdm.silogroup.org/data/derivative_storage/FWONA.csv'.
[2025-12-08T20:22:50.917039] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FWONA'.
[2025-12-08T20:22:50.917406] [INFO ] [FORECASTER] Starting predict_future for FWONA
[2025-12-08T20:22:50.918256] [DEBUG] [LOCAL     ] No optimal features file found for FWONA: ./output/feature-sets/FWONA.txt
[2025-12-08T20:22:50.918308] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:50.918350] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:50.918379] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:50.918437] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:50.978675] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:50.979271] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:50.979344] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:50.979374] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:51.096122] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:51.096262] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:51.096299] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:51.096326] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:51.099564] [DEBUG] [FORECASTER] FWONA: Forecast T+1@11:T+2@11: DOWN (p=30.00%)
[2025-12-08T20:22:51.099837] [INFO ] [FORECASTER] Completed predict_future for FWONA
[2025-12-08T20:22:51.099952] [INFO ] [sig       ] FWONA: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:22:51.237163] [INFO ] [LOCAL     ] Saved forecast: FWONA	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/FWONA.txt
[2025-12-08T20:22:51.237272] [INFO ] [sig       ] [1360/3624] Completed FWONA in 0.3s | 2.91 sym/s | Total: 7.8m | ETA: 12.9m
[2025-12-08T20:22:51.237310] [INFO ] [sig       ] [1361/3624] Forecasting FWONK...
[2025-12-08T20:22:51.237338] [INFO ] [sig       ] Generating forecast for: FWONK
[2025-12-08T20:22:51.237367] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FWONK' from 'https://tdm.silogroup.org/data/derivative_storage/FWONK.csv'.
[2025-12-08T20:22:51.249446] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FWONK'.
[2025-12-08T20:22:51.249811] [INFO ] [FORECASTER] Starting predict_future for FWONK
[2025-12-08T20:22:51.250642] [DEBUG] [LOCAL     ] No optimal features file found for FWONK: ./output/feature-sets/FWONK.txt
[2025-12-08T20:22:51.250693] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:51.250727] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:51.250755] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:51.250813] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:51.308280] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:51.308893] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:51.308969] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:51.309003] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:51.424629] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:51.424766] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:51.424802] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:51.424829] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:51.428043] [DEBUG] [FORECASTER] FWONK: Forecast T+1@11:T+2@11: DOWN (p=42.74%)
[2025-12-08T20:22:51.428297] [INFO ] [FORECASTER] Completed predict_future for FWONK
[2025-12-08T20:22:51.428417] [INFO ] [sig       ] FWONK: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:22:51.566241] [INFO ] [LOCAL     ] Saved forecast: FWONK	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/FWONK.txt
[2025-12-08T20:22:51.566347] [INFO ] [sig       ] [1361/3624] Completed FWONK in 0.3s | 2.91 sym/s | Total: 7.8m | ETA: 12.9m
[2025-12-08T20:22:51.566386] [INFO ] [sig       ] [1362/3624] Forecasting FWRD...
[2025-12-08T20:22:51.566414] [INFO ] [sig       ] Generating forecast for: FWRD
[2025-12-08T20:22:51.566443] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FWRD' from 'https://tdm.silogroup.org/data/derivative_storage/FWRD.csv'.
[2025-12-08T20:22:51.581273] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FWRD'.
[2025-12-08T20:22:51.581675] [INFO ] [FORECASTER] Starting predict_future for FWRD
[2025-12-08T20:22:51.582454] [DEBUG] [LOCAL     ] No optimal features file found for FWRD: ./output/feature-sets/FWRD.txt
[2025-12-08T20:22:51.582505] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:51.582539] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:51.582590] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:51.582653] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:51.639263] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:51.640082] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:51.640158] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:51.640189] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:51.761209] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:51.761352] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:51.761391] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:51.761422] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:51.764651] [DEBUG] [FORECASTER] FWRD: Forecast T+1@11:T+2@11: DOWN (p=26.17%)
[2025-12-08T20:22:51.764909] [INFO ] [FORECASTER] Completed predict_future for FWRD
[2025-12-08T20:22:51.765023] [INFO ] [sig       ] FWRD: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:22:51.905359] [INFO ] [LOCAL     ] Saved forecast: FWRD	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/FWRD.txt
[2025-12-08T20:22:51.905474] [INFO ] [sig       ] [1362/3624] Completed FWRD in 0.3s | 2.91 sym/s | Total: 7.8m | ETA: 12.9m
[2025-12-08T20:22:51.905512] [INFO ] [sig       ] [1363/3624] Forecasting FWRG...
[2025-12-08T20:22:51.905541] [INFO ] [sig       ] Generating forecast for: FWRG
[2025-12-08T20:22:51.905591] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FWRG' from 'https://tdm.silogroup.org/data/derivative_storage/FWRG.csv'.
[2025-12-08T20:22:51.917301] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FWRG'.
[2025-12-08T20:22:51.917675] [INFO ] [FORECASTER] Starting predict_future for FWRG
[2025-12-08T20:22:51.918444] [DEBUG] [LOCAL     ] No optimal features file found for FWRG: ./output/feature-sets/FWRG.txt
[2025-12-08T20:22:51.918496] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:51.918528] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:51.918556] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:51.918632] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:51.975439] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:51.976274] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:51.976357] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:51.976391] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:52.097405] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:52.097552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:52.097606] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:52.097635] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:52.100863] [DEBUG] [FORECASTER] FWRG: Forecast T+1@11:T+2@11: DOWN (p=13.15%)
[2025-12-08T20:22:52.101119] [INFO ] [FORECASTER] Completed predict_future for FWRG
[2025-12-08T20:22:52.101235] [INFO ] [sig       ] FWRG: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:22:52.241339] [INFO ] [LOCAL     ] Saved forecast: FWRG	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/FWRG.txt
[2025-12-08T20:22:52.241447] [INFO ] [sig       ] [1363/3624] Completed FWRG in 0.3s | 2.91 sym/s | Total: 7.8m | ETA: 12.9m
[2025-12-08T20:22:52.241484] [INFO ] [sig       ] [1364/3624] Forecasting FYC...
[2025-12-08T20:22:52.241520] [INFO ] [sig       ] Generating forecast for: FYC
[2025-12-08T20:22:52.241549] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FYC' from 'https://tdm.silogroup.org/data/derivative_storage/FYC.csv'.
[2025-12-08T20:22:52.253014] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FYC'.
[2025-12-08T20:22:52.253340] [INFO ] [FORECASTER] Starting predict_future for FYC
[2025-12-08T20:22:52.254114] [DEBUG] [LOCAL     ] No optimal features file found for FYC: ./output/feature-sets/FYC.txt
[2025-12-08T20:22:52.254162] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:52.254193] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:52.254219] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:52.254274] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:52.309542] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:52.310163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:52.310234] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:52.310265] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:52.428073] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:52.428210] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:52.428247] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:52.428274] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:52.431511] [DEBUG] [FORECASTER] FYC: Forecast T+1@11:T+2@11: UP (p=61.14%)
[2025-12-08T20:22:52.431787] [INFO ] [FORECASTER] Completed predict_future for FYC
[2025-12-08T20:22:52.431903] [INFO ] [sig       ] FYC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:22:52.570565] [INFO ] [LOCAL     ] Saved forecast: FYC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/FYC.txt
[2025-12-08T20:22:52.570693] [INFO ] [sig       ] [1364/3624] Completed FYC in 0.3s | 2.91 sym/s | Total: 7.8m | ETA: 12.9m
[2025-12-08T20:22:52.570732] [INFO ] [sig       ] [1365/3624] Forecasting FYX...
[2025-12-08T20:22:52.570763] [INFO ] [sig       ] Generating forecast for: FYX
[2025-12-08T20:22:52.570793] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FYX' from 'https://tdm.silogroup.org/data/derivative_storage/FYX.csv'.
[2025-12-08T20:22:52.582753] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FYX'.
[2025-12-08T20:22:52.583085] [INFO ] [FORECASTER] Starting predict_future for FYX
[2025-12-08T20:22:52.583885] [DEBUG] [LOCAL     ] No optimal features file found for FYX: ./output/feature-sets/FYX.txt
[2025-12-08T20:22:52.583937] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:52.583971] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:52.583999] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:52.584058] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:52.641078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:52.641682] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:52.641755] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:52.641785] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:52.763895] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:52.764041] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:52.764079] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:52.764106] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:52.767342] [DEBUG] [FORECASTER] FYX: Forecast T+1@11:T+2@11: UP (p=78.33%)
[2025-12-08T20:22:52.767636] [INFO ] [FORECASTER] Completed predict_future for FYX
[2025-12-08T20:22:52.767751] [INFO ] [sig       ] FYX: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:22:52.909079] [INFO ] [LOCAL     ] Saved forecast: FYX	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/FYX.txt
[2025-12-08T20:22:52.909187] [INFO ] [sig       ] [1365/3624] Completed FYX in 0.3s | 2.91 sym/s | Total: 7.8m | ETA: 12.9m
[2025-12-08T20:22:52.909224] [INFO ] [sig       ] [1366/3624] Forecasting G...
[2025-12-08T20:22:52.909251] [INFO ] [sig       ] Generating forecast for: G
[2025-12-08T20:22:52.909280] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'G' from 'https://tdm.silogroup.org/data/derivative_storage/G.csv'.
[2025-12-08T20:22:52.921148] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'G'.
[2025-12-08T20:22:52.921474] [INFO ] [FORECASTER] Starting predict_future for G
[2025-12-08T20:22:52.922239] [DEBUG] [LOCAL     ] No optimal features file found for G: ./output/feature-sets/G.txt
[2025-12-08T20:22:52.922311] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:52.922352] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:52.922388] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:52.922462] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:52.979726] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:52.980338] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:52.980414] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:52.980447] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:53.101614] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:53.101768] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:53.101804] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:53.101832] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:53.105164] [DEBUG] [FORECASTER] G: Forecast T+1@11:T+2@11: DOWN (p=36.64%)
[2025-12-08T20:22:53.105435] [INFO ] [FORECASTER] Completed predict_future for G
[2025-12-08T20:22:53.105557] [INFO ] [sig       ] G: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:22:53.244564] [INFO ] [LOCAL     ] Saved forecast: G	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/G.txt
[2025-12-08T20:22:53.244701] [INFO ] [sig       ] [1366/3624] Completed G in 0.3s | 2.91 sym/s | Total: 7.8m | ETA: 12.9m
[2025-12-08T20:22:53.244738] [INFO ] [sig       ] [1367/3624] Forecasting GAB...
[2025-12-08T20:22:53.244768] [INFO ] [sig       ] Generating forecast for: GAB
[2025-12-08T20:22:53.244795] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAB' from 'https://tdm.silogroup.org/data/derivative_storage/GAB.csv'.
[2025-12-08T20:22:53.256333] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAB'.
[2025-12-08T20:22:53.256695] [INFO ] [FORECASTER] Starting predict_future for GAB
[2025-12-08T20:22:53.257527] [DEBUG] [LOCAL     ] No optimal features file found for GAB: ./output/feature-sets/GAB.txt
[2025-12-08T20:22:53.257605] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:53.257648] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:53.257678] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:53.257735] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:53.314533] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:53.315122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:53.315193] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:53.315224] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:53.435221] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:53.435355] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:53.435392] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:53.435436] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:53.438702] [DEBUG] [FORECASTER] GAB: Forecast T+1@11:T+2@11: DOWN (p=40.29%)
[2025-12-08T20:22:53.438959] [INFO ] [FORECASTER] Completed predict_future for GAB
[2025-12-08T20:22:53.439072] [INFO ] [sig       ] GAB: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:22:53.579981] [INFO ] [LOCAL     ] Saved forecast: GAB	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/GAB.txt
[2025-12-08T20:22:53.580092] [INFO ] [sig       ] [1367/3624] Completed GAB in 0.3s | 2.91 sym/s | Total: 7.8m | ETA: 12.9m
[2025-12-08T20:22:53.580128] [INFO ] [sig       ] [1368/3624] Forecasting GABC...
[2025-12-08T20:22:53.580158] [INFO ] [sig       ] Generating forecast for: GABC
[2025-12-08T20:22:53.580185] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GABC' from 'https://tdm.silogroup.org/data/derivative_storage/GABC.csv'.
[2025-12-08T20:22:53.592125] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GABC'.
[2025-12-08T20:22:53.592468] [INFO ] [FORECASTER] Starting predict_future for GABC
[2025-12-08T20:22:53.593268] [DEBUG] [LOCAL     ] No optimal features file found for GABC: ./output/feature-sets/GABC.txt
[2025-12-08T20:22:53.593320] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:53.593352] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:53.593380] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:53.593437] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:53.649249] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:53.649850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:53.649922] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:53.649952] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:53.762844] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:53.762996] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:53.763033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:53.763060] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:53.766683] [DEBUG] [FORECASTER] GABC: Forecast T+1@11:T+2@11: DOWN (p=35.09%)
[2025-12-08T20:22:53.766939] [INFO ] [FORECASTER] Completed predict_future for GABC
[2025-12-08T20:22:53.767055] [INFO ] [sig       ] GABC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:22:53.905423] [INFO ] [LOCAL     ] Saved forecast: GABC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/GABC.txt
[2025-12-08T20:22:53.905539] [INFO ] [sig       ] [1368/3624] Completed GABC in 0.3s | 2.91 sym/s | Total: 7.8m | ETA: 12.9m
[2025-12-08T20:22:53.905594] [INFO ] [sig       ] [1369/3624] Forecasting GAIA...
[2025-12-08T20:22:53.905625] [INFO ] [sig       ] Generating forecast for: GAIA
[2025-12-08T20:22:53.905655] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAIA' from 'https://tdm.silogroup.org/data/derivative_storage/GAIA.csv'.
[2025-12-08T20:22:53.916802] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAIA'.
[2025-12-08T20:22:53.917127] [INFO ] [FORECASTER] Starting predict_future for GAIA
[2025-12-08T20:22:53.917926] [DEBUG] [LOCAL     ] No optimal features file found for GAIA: ./output/feature-sets/GAIA.txt
[2025-12-08T20:22:53.917975] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:53.918005] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:53.918030] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:53.918084] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:53.973601] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:53.974192] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:53.974263] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:53.974305] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:54.089630] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:54.089776] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:54.089843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:54.089871] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:54.093128] [DEBUG] [FORECASTER] GAIA: Forecast T+1@11:T+2@11: DOWN (p=0.58%)
[2025-12-08T20:22:54.093386] [INFO ] [FORECASTER] Completed predict_future for GAIA
[2025-12-08T20:22:54.093503] [INFO ] [sig       ] GAIA: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:22:54.236344] [INFO ] [LOCAL     ] Saved forecast: GAIA	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/GAIA.txt
[2025-12-08T20:22:54.236471] [INFO ] [sig       ] [1369/3624] Completed GAIA in 0.3s | 2.91 sym/s | Total: 7.8m | ETA: 12.9m
[2025-12-08T20:22:54.236510] [INFO ] [sig       ] [1370/3624] Forecasting GAIN...
[2025-12-08T20:22:54.236538] [INFO ] [sig       ] Generating forecast for: GAIN
[2025-12-08T20:22:54.236567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAIN' from 'https://tdm.silogroup.org/data/derivative_storage/GAIN.csv'.
[2025-12-08T20:22:54.248610] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAIN'.
[2025-12-08T20:22:54.248938] [INFO ] [FORECASTER] Starting predict_future for GAIN
[2025-12-08T20:22:54.249695] [DEBUG] [LOCAL     ] No optimal features file found for GAIN: ./output/feature-sets/GAIN.txt
[2025-12-08T20:22:54.249744] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:54.249775] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:54.249801] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:54.249856] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:54.305475] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:54.306086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:54.306158] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:54.306190] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:54.423734] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:54.423865] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:54.423901] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:54.423928] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:54.427535] [DEBUG] [FORECASTER] GAIN: Forecast T+1@11:T+2@11: DOWN (p=39.84%)
[2025-12-08T20:22:54.427809] [INFO ] [FORECASTER] Completed predict_future for GAIN
[2025-12-08T20:22:54.427927] [INFO ] [sig       ] GAIN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:22:54.566114] [INFO ] [LOCAL     ] Saved forecast: GAIN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/GAIN.txt
[2025-12-08T20:22:54.566226] [INFO ] [sig       ] [1370/3624] Completed GAIN in 0.3s | 2.91 sym/s | Total: 7.8m | ETA: 12.9m
[2025-12-08T20:22:54.566264] [INFO ] [sig       ] [1371/3624] Forecasting GAM...
[2025-12-08T20:22:54.566292] [INFO ] [sig       ] Generating forecast for: GAM
[2025-12-08T20:22:54.566321] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAM' from 'https://tdm.silogroup.org/data/derivative_storage/GAM.csv'.
[2025-12-08T20:22:54.577719] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAM'.
[2025-12-08T20:22:54.578045] [INFO ] [FORECASTER] Starting predict_future for GAM
[2025-12-08T20:22:54.578809] [DEBUG] [LOCAL     ] No optimal features file found for GAM: ./output/feature-sets/GAM.txt
[2025-12-08T20:22:54.578856] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:54.578886] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:54.578913] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:54.578977] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:54.635124] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:54.635728] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:54.635801] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:54.635831] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:54.750609] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:54.750762] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:54.750801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:54.750828] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:54.754119] [DEBUG] [FORECASTER] GAM: Forecast T+1@11:T+2@11: DOWN (p=27.22%)
[2025-12-08T20:22:54.754389] [INFO ] [FORECASTER] Completed predict_future for GAM
[2025-12-08T20:22:54.754510] [INFO ] [sig       ] GAM: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:22:54.896881] [INFO ] [LOCAL     ] Saved forecast: GAM	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/GAM.txt
[2025-12-08T20:22:54.897004] [INFO ] [sig       ] [1371/3624] Completed GAM in 0.3s | 2.91 sym/s | Total: 7.8m | ETA: 12.9m
[2025-12-08T20:22:54.897041] [INFO ] [sig       ] [1372/3624] Forecasting GAMB...
[2025-12-08T20:22:54.897070] [INFO ] [sig       ] Generating forecast for: GAMB
[2025-12-08T20:22:54.897099] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAMB' from 'https://tdm.silogroup.org/data/derivative_storage/GAMB.csv'.
[2025-12-08T20:22:54.909060] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAMB'.
[2025-12-08T20:22:54.909389] [INFO ] [FORECASTER] Starting predict_future for GAMB
[2025-12-08T20:22:54.910156] [DEBUG] [LOCAL     ] No optimal features file found for GAMB: ./output/feature-sets/GAMB.txt
[2025-12-08T20:22:54.910215] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:54.910254] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:54.910289] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:54.910346] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:54.965424] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:54.966008] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:54.966081] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:54.966112] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:55.086907] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:55.087040] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:55.087076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:55.087104] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:55.090436] [DEBUG] [FORECASTER] GAMB: Forecast T+1@11:T+2@11: UP (p=93.86%)
[2025-12-08T20:22:55.090715] [INFO ] [FORECASTER] Completed predict_future for GAMB
[2025-12-08T20:22:55.090832] [INFO ] [sig       ] GAMB: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:22:55.231024] [INFO ] [LOCAL     ] Saved forecast: GAMB	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/GAMB.txt
[2025-12-08T20:22:55.231169] [INFO ] [sig       ] [1372/3624] Completed GAMB in 0.3s | 2.91 sym/s | Total: 7.8m | ETA: 12.9m
[2025-12-08T20:22:55.231207] [INFO ] [sig       ] [1373/3624] Forecasting GANX...
[2025-12-08T20:22:55.231264] [INFO ] [sig       ] Generating forecast for: GANX
[2025-12-08T20:22:55.231294] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GANX' from 'https://tdm.silogroup.org/data/derivative_storage/GANX.csv'.
[2025-12-08T20:22:55.243057] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GANX'.
[2025-12-08T20:22:55.243403] [INFO ] [FORECASTER] Starting predict_future for GANX
[2025-12-08T20:22:55.244198] [DEBUG] [LOCAL     ] No optimal features file found for GANX: ./output/feature-sets/GANX.txt
[2025-12-08T20:22:55.244256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:55.244287] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:55.244313] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:55.244367] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:55.300000] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:55.300645] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:55.300732] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:55.300770] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:55.421672] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:55.421818] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:55.421857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:55.421884] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:55.425200] [DEBUG] [FORECASTER] GANX: Forecast T+1@11:T+2@11: UP (p=77.12%)
[2025-12-08T20:22:55.425458] [INFO ] [FORECASTER] Completed predict_future for GANX
[2025-12-08T20:22:55.425589] [INFO ] [sig       ] GANX: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:22:55.563072] [INFO ] [LOCAL     ] Saved forecast: GANX	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/GANX.txt
[2025-12-08T20:22:55.563182] [INFO ] [sig       ] [1373/3624] Completed GANX in 0.3s | 2.91 sym/s | Total: 7.9m | ETA: 12.9m
[2025-12-08T20:22:55.563219] [INFO ] [sig       ] [1374/3624] Forecasting GASS...
[2025-12-08T20:22:55.563248] [INFO ] [sig       ] Generating forecast for: GASS
[2025-12-08T20:22:55.563276] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GASS' from 'https://tdm.silogroup.org/data/derivative_storage/GASS.csv'.
[2025-12-08T20:22:55.574701] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GASS'.
[2025-12-08T20:22:55.575050] [INFO ] [FORECASTER] Starting predict_future for GASS
[2025-12-08T20:22:55.575834] [DEBUG] [LOCAL     ] No optimal features file found for GASS: ./output/feature-sets/GASS.txt
[2025-12-08T20:22:55.575883] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:55.575914] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:55.575940] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:55.575994] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:55.631527] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:55.632136] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:55.632225] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:55.632257] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:55.750665] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:55.750795] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:55.750832] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:55.750860] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:55.754041] [DEBUG] [FORECASTER] GASS: Forecast T+1@11:T+2@11: UP (p=56.75%)
[2025-12-08T20:22:55.754299] [INFO ] [FORECASTER] Completed predict_future for GASS
[2025-12-08T20:22:55.754413] [INFO ] [sig       ] GASS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:22:55.893930] [INFO ] [LOCAL     ] Saved forecast: GASS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/GASS.txt
[2025-12-08T20:22:55.894076] [INFO ] [sig       ] [1374/3624] Completed GASS in 0.3s | 2.91 sym/s | Total: 7.9m | ETA: 12.9m
[2025-12-08T20:22:55.894114] [INFO ] [sig       ] [1375/3624] Forecasting GATX...
[2025-12-08T20:22:55.894145] [INFO ] [sig       ] Generating forecast for: GATX
[2025-12-08T20:22:55.894174] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GATX' from 'https://tdm.silogroup.org/data/derivative_storage/GATX.csv'.
[2025-12-08T20:22:55.906448] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GATX'.
[2025-12-08T20:22:55.906831] [INFO ] [FORECASTER] Starting predict_future for GATX
[2025-12-08T20:22:55.907636] [DEBUG] [LOCAL     ] No optimal features file found for GATX: ./output/feature-sets/GATX.txt
[2025-12-08T20:22:55.907685] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:55.907715] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:55.907741] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:55.907796] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:55.963253] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:55.964054] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:55.964130] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:55.964162] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:56.087501] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:56.087661] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:56.087699] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:56.087726] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:56.090950] [DEBUG] [FORECASTER] GATX: Forecast T+1@11:T+2@11: UP (p=79.70%)
[2025-12-08T20:22:56.091207] [INFO ] [FORECASTER] Completed predict_future for GATX
[2025-12-08T20:22:56.091324] [INFO ] [sig       ] GATX: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:22:56.229702] [INFO ] [LOCAL     ] Saved forecast: GATX	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/GATX.txt
[2025-12-08T20:22:56.229852] [INFO ] [sig       ] [1375/3624] Completed GATX in 0.3s | 2.91 sym/s | Total: 7.9m | ETA: 12.9m
[2025-12-08T20:22:56.229890] [INFO ] [sig       ] [1376/3624] Forecasting GAUZ...
[2025-12-08T20:22:56.229919] [INFO ] [sig       ] Generating forecast for: GAUZ
[2025-12-08T20:22:56.229947] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAUZ' from 'https://tdm.silogroup.org/data/derivative_storage/GAUZ.csv'.
[2025-12-08T20:22:56.241866] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAUZ'.
[2025-12-08T20:22:56.242219] [INFO ] [FORECASTER] Starting predict_future for GAUZ
[2025-12-08T20:22:56.242997] [DEBUG] [LOCAL     ] No optimal features file found for GAUZ: ./output/feature-sets/GAUZ.txt
[2025-12-08T20:22:56.243047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:56.243078] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:56.243104] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:56.243184] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:56.299312] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:56.300112] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:56.300187] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:56.300219] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:56.417370] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:56.417511] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:56.417546] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:56.417590] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:56.420752] [DEBUG] [FORECASTER] GAUZ: Forecast T+1@11:T+2@11: DOWN (p=20.72%)
[2025-12-08T20:22:56.421008] [INFO ] [FORECASTER] Completed predict_future for GAUZ
[2025-12-08T20:22:56.421124] [INFO ] [sig       ] GAUZ: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:22:56.561559] [INFO ] [LOCAL     ] Saved forecast: GAUZ	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/GAUZ.txt
[2025-12-08T20:22:56.561717] [INFO ] [sig       ] [1376/3624] Completed GAUZ in 0.3s | 2.91 sym/s | Total: 7.9m | ETA: 12.9m
[2025-12-08T20:22:56.561949] [INFO ] [sig       ] [1377/3624] Forecasting GBAB...
[2025-12-08T20:22:56.561977] [INFO ] [sig       ] Generating forecast for: GBAB
[2025-12-08T20:22:56.562007] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBAB' from 'https://tdm.silogroup.org/data/derivative_storage/GBAB.csv'.
[2025-12-08T20:22:56.574124] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBAB'.
[2025-12-08T20:22:56.574473] [INFO ] [FORECASTER] Starting predict_future for GBAB
[2025-12-08T20:22:56.575272] [DEBUG] [LOCAL     ] No optimal features file found for GBAB: ./output/feature-sets/GBAB.txt
[2025-12-08T20:22:56.575323] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:56.575355] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:56.575383] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:56.575439] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:56.631410] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:56.632028] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:56.632104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:56.632137] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:56.751041] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:56.751184] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:56.751222] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:56.751250] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:56.754504] [DEBUG] [FORECASTER] GBAB: Forecast T+1@11:T+2@11: UP (p=55.00%)
[2025-12-08T20:22:56.754794] [INFO ] [FORECASTER] Completed predict_future for GBAB
[2025-12-08T20:22:56.754912] [INFO ] [sig       ] GBAB: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:22:56.894890] [INFO ] [LOCAL     ] Saved forecast: GBAB	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/GBAB.txt
[2025-12-08T20:22:56.895035] [INFO ] [sig       ] [1377/3624] Completed GBAB in 0.3s | 2.91 sym/s | Total: 7.9m | ETA: 12.8m
[2025-12-08T20:22:56.895074] [INFO ] [sig       ] [1378/3624] Forecasting GBCI...
[2025-12-08T20:22:56.895103] [INFO ] [sig       ] Generating forecast for: GBCI
[2025-12-08T20:22:56.895132] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBCI' from 'https://tdm.silogroup.org/data/derivative_storage/GBCI.csv'.
[2025-12-08T20:22:56.907113] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBCI'.
[2025-12-08T20:22:56.907507] [INFO ] [FORECASTER] Starting predict_future for GBCI
[2025-12-08T20:22:56.908312] [DEBUG] [LOCAL     ] No optimal features file found for GBCI: ./output/feature-sets/GBCI.txt
[2025-12-08T20:22:56.908364] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:56.908397] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:56.908423] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:56.908480] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:56.965235] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:56.966085] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:56.966167] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:56.966199] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:57.084461] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:57.084624] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:57.084665] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:57.084693] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:57.087993] [DEBUG] [FORECASTER] GBCI: Forecast T+1@11:T+2@11: DOWN (p=11.11%)
[2025-12-08T20:22:57.088248] [INFO ] [FORECASTER] Completed predict_future for GBCI
[2025-12-08T20:22:57.088362] [INFO ] [sig       ] GBCI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:22:57.226128] [INFO ] [LOCAL     ] Saved forecast: GBCI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/GBCI.txt
[2025-12-08T20:22:57.226273] [INFO ] [sig       ] [1378/3624] Completed GBCI in 0.3s | 2.91 sym/s | Total: 7.9m | ETA: 12.8m
[2025-12-08T20:22:57.226312] [INFO ] [sig       ] [1379/3624] Forecasting GBDC...
[2025-12-08T20:22:57.226341] [INFO ] [sig       ] Generating forecast for: GBDC
[2025-12-08T20:22:57.226370] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBDC' from 'https://tdm.silogroup.org/data/derivative_storage/GBDC.csv'.
[2025-12-08T20:22:57.238551] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBDC'.
[2025-12-08T20:22:57.238942] [INFO ] [FORECASTER] Starting predict_future for GBDC
[2025-12-08T20:22:57.239732] [DEBUG] [LOCAL     ] No optimal features file found for GBDC: ./output/feature-sets/GBDC.txt
[2025-12-08T20:22:57.239781] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:57.239811] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:57.239837] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:57.239890] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:57.295839] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:57.296716] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:57.296795] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:57.296829] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:57.416917] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:57.417081] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:57.417121] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:57.417150] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:57.420570] [DEBUG] [FORECASTER] GBDC: Forecast T+1@11:T+2@11: DOWN (p=7.46%)
[2025-12-08T20:22:57.420906] [INFO ] [FORECASTER] Completed predict_future for GBDC
[2025-12-08T20:22:57.421034] [INFO ] [sig       ] GBDC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:22:57.563097] [INFO ] [LOCAL     ] Saved forecast: GBDC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/GBDC.txt
[2025-12-08T20:22:57.563249] [INFO ] [sig       ] [1379/3624] Completed GBDC in 0.3s | 2.92 sym/s | Total: 7.9m | ETA: 12.8m
[2025-12-08T20:22:57.563289] [INFO ] [sig       ] [1380/3624] Forecasting GBIO...
[2025-12-08T20:22:57.563318] [INFO ] [sig       ] Generating forecast for: GBIO
[2025-12-08T20:22:57.563347] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBIO' from 'https://tdm.silogroup.org/data/derivative_storage/GBIO.csv'.
[2025-12-08T20:22:57.574876] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBIO'.
[2025-12-08T20:22:57.575212] [INFO ] [FORECASTER] Starting predict_future for GBIO
[2025-12-08T20:22:57.575988] [DEBUG] [LOCAL     ] No optimal features file found for GBIO: ./output/feature-sets/GBIO.txt
[2025-12-08T20:22:57.576037] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:57.576068] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:57.576094] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:57.576148] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:57.632795] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:57.633517] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:57.633614] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:57.633648] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:57.748016] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:57.748171] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:57.748209] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:57.748237] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:57.751428] [DEBUG] [FORECASTER] GBIO: Forecast T+1@11:T+2@11: DOWN (p=1.27%)
[2025-12-08T20:22:57.751714] [INFO ] [FORECASTER] Completed predict_future for GBIO
[2025-12-08T20:22:57.751838] [INFO ] [sig       ] GBIO: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:22:57.889110] [INFO ] [LOCAL     ] Saved forecast: GBIO	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/GBIO.txt
[2025-12-08T20:22:57.889258] [INFO ] [sig       ] [1380/3624] Completed GBIO in 0.3s | 2.92 sym/s | Total: 7.9m | ETA: 12.8m
[2025-12-08T20:22:57.889296] [INFO ] [sig       ] [1381/3624] Forecasting GBTG...
[2025-12-08T20:22:57.889325] [INFO ] [sig       ] Generating forecast for: GBTG
[2025-12-08T20:22:57.889354] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBTG' from 'https://tdm.silogroup.org/data/derivative_storage/GBTG.csv'.
[2025-12-08T20:22:57.900899] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBTG'.
[2025-12-08T20:22:57.901259] [INFO ] [FORECASTER] Starting predict_future for GBTG
[2025-12-08T20:22:57.902039] [DEBUG] [LOCAL     ] No optimal features file found for GBTG: ./output/feature-sets/GBTG.txt
[2025-12-08T20:22:57.902088] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:57.902119] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:57.902145] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:57.902200] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:57.957122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:57.957983] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:57.958061] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:57.958093] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:58.076863] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:58.077012] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:58.077048] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:58.077076] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:58.080366] [DEBUG] [FORECASTER] GBTG: Forecast T+1@11:T+2@11: DOWN (p=2.85%)
[2025-12-08T20:22:58.080670] [INFO ] [FORECASTER] Completed predict_future for GBTG
[2025-12-08T20:22:58.080798] [INFO ] [sig       ] GBTG: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:22:58.217249] [INFO ] [LOCAL     ] Saved forecast: GBTG	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/GBTG.txt
[2025-12-08T20:22:58.217405] [INFO ] [sig       ] [1381/3624] Completed GBTG in 0.3s | 2.92 sym/s | Total: 7.9m | ETA: 12.8m
[2025-12-08T20:22:58.217444] [INFO ] [sig       ] [1382/3624] Forecasting GBX...
[2025-12-08T20:22:58.217475] [INFO ] [sig       ] Generating forecast for: GBX
[2025-12-08T20:22:58.217503] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBX' from 'https://tdm.silogroup.org/data/derivative_storage/GBX.csv'.
[2025-12-08T20:22:58.229460] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBX'.
[2025-12-08T20:22:58.229811] [INFO ] [FORECASTER] Starting predict_future for GBX
[2025-12-08T20:22:58.230551] [DEBUG] [LOCAL     ] No optimal features file found for GBX: ./output/feature-sets/GBX.txt
[2025-12-08T20:22:58.230617] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:58.230648] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:58.230673] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:58.230728] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:58.286140] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:58.286906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:58.286982] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:58.287012] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:58.399503] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:58.399667] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:58.399706] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:58.399733] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:58.402951] [DEBUG] [FORECASTER] GBX: Forecast T+1@11:T+2@11: DOWN (p=39.71%)
[2025-12-08T20:22:58.403218] [INFO ] [FORECASTER] Completed predict_future for GBX
[2025-12-08T20:22:58.403334] [INFO ] [sig       ] GBX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:22:58.539728] [INFO ] [LOCAL     ] Saved forecast: GBX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/GBX.txt
[2025-12-08T20:22:58.539859] [INFO ] [sig       ] [1382/3624] Completed GBX in 0.3s | 2.92 sym/s | Total: 7.9m | ETA: 12.8m
[2025-12-08T20:22:58.539897] [INFO ] [sig       ] [1383/3624] Forecasting GCBC...
[2025-12-08T20:22:58.539926] [INFO ] [sig       ] Generating forecast for: GCBC
[2025-12-08T20:22:58.539955] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GCBC' from 'https://tdm.silogroup.org/data/derivative_storage/GCBC.csv'.
[2025-12-08T20:22:58.551258] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GCBC'.
[2025-12-08T20:22:58.551659] [INFO ] [FORECASTER] Starting predict_future for GCBC
[2025-12-08T20:22:58.552491] [DEBUG] [LOCAL     ] No optimal features file found for GCBC: ./output/feature-sets/GCBC.txt
[2025-12-08T20:22:58.552541] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:58.552598] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:58.552635] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:58.552696] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:58.608007] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:58.608822] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:58.608897] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:58.608929] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:58.717228] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:58.717432] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:58.717484] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:58.717512] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:58.720900] [DEBUG] [FORECASTER] GCBC: Forecast T+1@11:T+2@11: DOWN (p=12.86%)
[2025-12-08T20:22:58.721172] [INFO ] [FORECASTER] Completed predict_future for GCBC
[2025-12-08T20:22:58.721296] [INFO ] [sig       ] GCBC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:22:58.860145] [INFO ] [LOCAL     ] Saved forecast: GCBC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/GCBC.txt
[2025-12-08T20:22:58.860277] [INFO ] [sig       ] [1383/3624] Completed GCBC in 0.3s | 2.92 sym/s | Total: 7.9m | ETA: 12.8m
[2025-12-08T20:22:58.860316] [INFO ] [sig       ] [1384/3624] Forecasting GCMG...
[2025-12-08T20:22:58.860345] [INFO ] [sig       ] Generating forecast for: GCMG
[2025-12-08T20:22:58.860372] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GCMG' from 'https://tdm.silogroup.org/data/derivative_storage/GCMG.csv'.
[2025-12-08T20:22:58.872892] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GCMG'.
[2025-12-08T20:22:58.873303] [INFO ] [FORECASTER] Starting predict_future for GCMG
[2025-12-08T20:22:58.874179] [DEBUG] [LOCAL     ] No optimal features file found for GCMG: ./output/feature-sets/GCMG.txt
[2025-12-08T20:22:58.874242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:58.874275] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:58.874302] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:58.874359] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:58.929595] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:58.930433] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:58.930522] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:58.930558] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:59.052131] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:59.052271] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:59.052308] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:59.052335] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:59.055644] [DEBUG] [FORECASTER] GCMG: Forecast T+1@11:T+2@11: DOWN (p=16.59%)
[2025-12-08T20:22:59.055930] [INFO ] [FORECASTER] Completed predict_future for GCMG
[2025-12-08T20:22:59.056056] [INFO ] [sig       ] GCMG: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:22:59.193281] [INFO ] [LOCAL     ] Saved forecast: GCMG	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/GCMG.txt
[2025-12-08T20:22:59.193423] [INFO ] [sig       ] [1384/3624] Completed GCMG in 0.3s | 2.92 sym/s | Total: 7.9m | ETA: 12.8m
[2025-12-08T20:22:59.193461] [INFO ] [sig       ] [1385/3624] Forecasting GCO...
[2025-12-08T20:22:59.193491] [INFO ] [sig       ] Generating forecast for: GCO
[2025-12-08T20:22:59.193520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GCO' from 'https://tdm.silogroup.org/data/derivative_storage/GCO.csv'.
[2025-12-08T20:22:59.205422] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GCO'.
[2025-12-08T20:22:59.205830] [INFO ] [FORECASTER] Starting predict_future for GCO
[2025-12-08T20:22:59.206687] [DEBUG] [LOCAL     ] No optimal features file found for GCO: ./output/feature-sets/GCO.txt
[2025-12-08T20:22:59.206737] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:59.206767] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:59.206793] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:59.206848] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:59.262065] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:59.262912] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:59.262989] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:59.263021] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:59.380804] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:59.380955] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:59.380994] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:59.381021] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:59.384360] [DEBUG] [FORECASTER] GCO: Forecast T+1@11:T+2@11: DOWN (p=46.96%)
[2025-12-08T20:22:59.384666] [INFO ] [FORECASTER] Completed predict_future for GCO
[2025-12-08T20:22:59.384797] [INFO ] [sig       ] GCO: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:22:59.527341] [INFO ] [LOCAL     ] Saved forecast: GCO	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/GCO.txt
[2025-12-08T20:22:59.527543] [INFO ] [sig       ] [1385/3624] Completed GCO in 0.3s | 2.92 sym/s | Total: 7.9m | ETA: 12.8m
[2025-12-08T20:22:59.527602] [INFO ] [sig       ] [1386/3624] Forecasting GD...
[2025-12-08T20:22:59.527633] [INFO ] [sig       ] Generating forecast for: GD
[2025-12-08T20:22:59.527661] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GD' from 'https://tdm.silogroup.org/data/derivative_storage/GD.csv'.
[2025-12-08T20:22:59.539530] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GD'.
[2025-12-08T20:22:59.539916] [INFO ] [FORECASTER] Starting predict_future for GD
[2025-12-08T20:22:59.540703] [DEBUG] [LOCAL     ] No optimal features file found for GD: ./output/feature-sets/GD.txt
[2025-12-08T20:22:59.540752] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:59.540782] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:59.540807] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:59.540863] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:59.597310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:59.598178] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:59.598256] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:59.598289] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:22:59.718478] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:22:59.718661] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:22:59.718710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:22:59.718742] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:22:59.722280] [DEBUG] [FORECASTER] GD: Forecast T+1@11:T+2@11: UP (p=80.06%)
[2025-12-08T20:22:59.722549] [INFO ] [FORECASTER] Completed predict_future for GD
[2025-12-08T20:22:59.722689] [INFO ] [sig       ] GD: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:22:59.863646] [INFO ] [LOCAL     ] Saved forecast: GD	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/GD.txt
[2025-12-08T20:22:59.863807] [INFO ] [sig       ] [1386/3624] Completed GD in 0.3s | 2.92 sym/s | Total: 7.9m | ETA: 12.8m
[2025-12-08T20:22:59.863847] [INFO ] [sig       ] [1387/3624] Forecasting GDC...
[2025-12-08T20:22:59.863876] [INFO ] [sig       ] Generating forecast for: GDC
[2025-12-08T20:22:59.863905] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDC' from 'https://tdm.silogroup.org/data/derivative_storage/GDC.csv'.
[2025-12-08T20:22:59.876433] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDC'.
[2025-12-08T20:22:59.876816] [INFO ] [FORECASTER] Starting predict_future for GDC
[2025-12-08T20:22:59.877638] [DEBUG] [LOCAL     ] No optimal features file found for GDC: ./output/feature-sets/GDC.txt
[2025-12-08T20:22:59.877698] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:22:59.877730] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:22:59.877756] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:22:59.877810] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:22:59.934667] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:22:59.935490] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:22:59.935569] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:22:59.935623] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:00.058511] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:00.058683] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:00.058723] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:00.058751] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:00.062122] [DEBUG] [FORECASTER] GDC: Forecast T+1@11:T+2@11: DOWN (p=2.46%)
[2025-12-08T20:23:00.062397] [INFO ] [FORECASTER] Completed predict_future for GDC
[2025-12-08T20:23:00.062517] [INFO ] [sig       ] GDC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:23:00.202823] [INFO ] [LOCAL     ] Saved forecast: GDC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/GDC.txt
[2025-12-08T20:23:00.202994] [INFO ] [sig       ] [1387/3624] Completed GDC in 0.3s | 2.92 sym/s | Total: 7.9m | ETA: 12.8m
[2025-12-08T20:23:00.203039] [INFO ] [sig       ] [1388/3624] Forecasting GDDY...
[2025-12-08T20:23:00.203070] [INFO ] [sig       ] Generating forecast for: GDDY
[2025-12-08T20:23:00.203098] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDDY' from 'https://tdm.silogroup.org/data/derivative_storage/GDDY.csv'.
[2025-12-08T20:23:00.216444] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDDY'.
[2025-12-08T20:23:00.216827] [INFO ] [FORECASTER] Starting predict_future for GDDY
[2025-12-08T20:23:00.217634] [DEBUG] [LOCAL     ] No optimal features file found for GDDY: ./output/feature-sets/GDDY.txt
[2025-12-08T20:23:00.217683] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:00.217714] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:00.217739] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:00.217793] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:00.273026] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:00.273895] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:00.273976] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:00.274008] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:00.394443] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:00.394614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:00.394653] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:00.394680] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:00.398043] [DEBUG] [FORECASTER] GDDY: Forecast T+1@11:T+2@11: UP (p=95.52%)
[2025-12-08T20:23:00.398317] [INFO ] [FORECASTER] Completed predict_future for GDDY
[2025-12-08T20:23:00.398438] [INFO ] [sig       ] GDDY: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:23:00.535448] [INFO ] [LOCAL     ] Saved forecast: GDDY	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/GDDY.txt
[2025-12-08T20:23:00.535628] [INFO ] [sig       ] [1388/3624] Completed GDDY in 0.3s | 2.92 sym/s | Total: 7.9m | ETA: 12.8m
[2025-12-08T20:23:00.535676] [INFO ] [sig       ] [1389/3624] Forecasting GDEN...
[2025-12-08T20:23:00.535707] [INFO ] [sig       ] Generating forecast for: GDEN
[2025-12-08T20:23:00.535737] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDEN' from 'https://tdm.silogroup.org/data/derivative_storage/GDEN.csv'.
[2025-12-08T20:23:00.547977] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDEN'.
[2025-12-08T20:23:00.548338] [INFO ] [FORECASTER] Starting predict_future for GDEN
[2025-12-08T20:23:00.549195] [DEBUG] [LOCAL     ] No optimal features file found for GDEN: ./output/feature-sets/GDEN.txt
[2025-12-08T20:23:00.549248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:00.549279] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:00.549306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:00.549363] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:00.605998] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:00.606816] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:00.606898] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:00.606931] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:00.731797] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:00.731970] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:00.732024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:00.732064] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:00.736754] [DEBUG] [FORECASTER] GDEN: Forecast T+1@11:T+2@11: DOWN (p=37.87%)
[2025-12-08T20:23:00.737158] [INFO ] [FORECASTER] Completed predict_future for GDEN
[2025-12-08T20:23:00.737356] [INFO ] [sig       ] GDEN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:23:00.885689] [INFO ] [LOCAL     ] Saved forecast: GDEN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/GDEN.txt
[2025-12-08T20:23:00.885834] [INFO ] [sig       ] [1389/3624] Completed GDEN in 0.4s | 2.92 sym/s | Total: 7.9m | ETA: 12.8m
[2025-12-08T20:23:00.885899] [INFO ] [sig       ] [1390/3624] Forecasting GDRX...
[2025-12-08T20:23:00.885929] [INFO ] [sig       ] Generating forecast for: GDRX
[2025-12-08T20:23:00.885957] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDRX' from 'https://tdm.silogroup.org/data/derivative_storage/GDRX.csv'.
[2025-12-08T20:23:00.898201] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDRX'.
[2025-12-08T20:23:00.898598] [INFO ] [FORECASTER] Starting predict_future for GDRX
[2025-12-08T20:23:00.899431] [DEBUG] [LOCAL     ] No optimal features file found for GDRX: ./output/feature-sets/GDRX.txt
[2025-12-08T20:23:00.899483] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:00.899515] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:00.899542] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:00.899617] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:00.960100] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:00.960983] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:00.961066] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:00.961098] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:01.092072] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:01.092218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:01.092259] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:01.092286] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:01.095543] [DEBUG] [FORECASTER] GDRX: Forecast T+1@11:T+2@11: UP (p=53.37%)
[2025-12-08T20:23:01.095844] [INFO ] [FORECASTER] Completed predict_future for GDRX
[2025-12-08T20:23:01.095966] [INFO ] [sig       ] GDRX: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:23:01.234771] [INFO ] [LOCAL     ] Saved forecast: GDRX	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/GDRX.txt
[2025-12-08T20:23:01.234897] [INFO ] [sig       ] [1390/3624] Completed GDRX in 0.3s | 2.92 sym/s | Total: 7.9m | ETA: 12.8m
[2025-12-08T20:23:01.234935] [INFO ] [sig       ] [1391/3624] Forecasting GDS...
[2025-12-08T20:23:01.234963] [INFO ] [sig       ] Generating forecast for: GDS
[2025-12-08T20:23:01.234993] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDS' from 'https://tdm.silogroup.org/data/derivative_storage/GDS.csv'.
[2025-12-08T20:23:01.250408] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDS'.
[2025-12-08T20:23:01.250993] [INFO ] [FORECASTER] Starting predict_future for GDS
[2025-12-08T20:23:01.251780] [DEBUG] [LOCAL     ] No optimal features file found for GDS: ./output/feature-sets/GDS.txt
[2025-12-08T20:23:01.251829] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:01.251860] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:01.251886] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:01.251941] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:01.306671] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:01.307256] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:01.307329] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:01.307360] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:01.432938] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:01.433107] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:01.433186] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:01.433228] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:01.437680] [DEBUG] [FORECASTER] GDS: Forecast T+1@11:T+2@11: DOWN (p=33.10%)
[2025-12-08T20:23:01.438017] [INFO ] [FORECASTER] Completed predict_future for GDS
[2025-12-08T20:23:01.438164] [INFO ] [sig       ] GDS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:23:01.588061] [INFO ] [LOCAL     ] Saved forecast: GDS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/GDS.txt
[2025-12-08T20:23:01.588190] [INFO ] [sig       ] [1391/3624] Completed GDS in 0.4s | 2.92 sym/s | Total: 8.0m | ETA: 12.8m
[2025-12-08T20:23:01.588228] [INFO ] [sig       ] [1392/3624] Forecasting GDYN...
[2025-12-08T20:23:01.588257] [INFO ] [sig       ] Generating forecast for: GDYN
[2025-12-08T20:23:01.588284] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDYN' from 'https://tdm.silogroup.org/data/derivative_storage/GDYN.csv'.
[2025-12-08T20:23:01.602237] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDYN'.
[2025-12-08T20:23:01.602558] [INFO ] [FORECASTER] Starting predict_future for GDYN
[2025-12-08T20:23:01.603352] [DEBUG] [LOCAL     ] No optimal features file found for GDYN: ./output/feature-sets/GDYN.txt
[2025-12-08T20:23:01.603402] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:01.603432] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:01.603458] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:01.603513] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:01.659033] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:01.659659] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:01.659731] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:01.659762] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:01.782208] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:01.782350] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:01.782387] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:01.782415] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:01.786032] [DEBUG] [FORECASTER] GDYN: Forecast T+1@11:T+2@11: DOWN (p=44.39%)
[2025-12-08T20:23:01.786291] [INFO ] [FORECASTER] Completed predict_future for GDYN
[2025-12-08T20:23:01.786406] [INFO ] [sig       ] GDYN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:23:01.923673] [INFO ] [LOCAL     ] Saved forecast: GDYN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/GDYN.txt
[2025-12-08T20:23:01.923795] [INFO ] [sig       ] [1392/3624] Completed GDYN in 0.3s | 2.92 sym/s | Total: 8.0m | ETA: 12.8m
[2025-12-08T20:23:01.923834] [INFO ] [sig       ] [1393/3624] Forecasting GE...
[2025-12-08T20:23:01.923863] [INFO ] [sig       ] Generating forecast for: GE
[2025-12-08T20:23:01.923892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GE' from 'https://tdm.silogroup.org/data/derivative_storage/GE.csv'.
[2025-12-08T20:23:01.935971] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GE'.
[2025-12-08T20:23:01.936304] [INFO ] [FORECASTER] Starting predict_future for GE
[2025-12-08T20:23:01.937074] [DEBUG] [LOCAL     ] No optimal features file found for GE: ./output/feature-sets/GE.txt
[2025-12-08T20:23:01.937122] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:01.937153] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:01.937204] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:01.937261] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:02.007676] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:02.008549] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:02.008653] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:02.008685] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:02.132963] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:02.133121] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:02.133162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:02.133190] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:02.136532] [DEBUG] [FORECASTER] GE: Forecast T+1@11:T+2@11: UP (p=59.24%)
[2025-12-08T20:23:02.136859] [INFO ] [FORECASTER] Completed predict_future for GE
[2025-12-08T20:23:02.136992] [INFO ] [sig       ] GE: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:23:02.279659] [INFO ] [LOCAL     ] Saved forecast: GE	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/GE.txt
[2025-12-08T20:23:02.279814] [INFO ] [sig       ] [1393/3624] Completed GE in 0.4s | 2.92 sym/s | Total: 8.0m | ETA: 12.8m
[2025-12-08T20:23:02.279855] [INFO ] [sig       ] [1394/3624] Forecasting GECC...
[2025-12-08T20:23:02.279884] [INFO ] [sig       ] Generating forecast for: GECC
[2025-12-08T20:23:02.279913] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GECC' from 'https://tdm.silogroup.org/data/derivative_storage/GECC.csv'.
[2025-12-08T20:23:02.293255] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GECC'.
[2025-12-08T20:23:02.293662] [INFO ] [FORECASTER] Starting predict_future for GECC
[2025-12-08T20:23:02.294425] [DEBUG] [LOCAL     ] No optimal features file found for GECC: ./output/feature-sets/GECC.txt
[2025-12-08T20:23:02.294475] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:02.294507] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:02.294534] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:02.294613] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:02.351114] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:02.351957] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:02.352037] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:02.352068] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:02.470328] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:02.470482] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:02.470520] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:02.470548] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:02.474217] [DEBUG] [FORECASTER] GECC: Forecast T+1@11:T+2@11: UP (p=89.93%)
[2025-12-08T20:23:02.474494] [INFO ] [FORECASTER] Completed predict_future for GECC
[2025-12-08T20:23:02.474635] [INFO ] [sig       ] GECC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:23:02.613221] [INFO ] [LOCAL     ] Saved forecast: GECC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/GECC.txt
[2025-12-08T20:23:02.613379] [INFO ] [sig       ] [1394/3624] Completed GECC in 0.3s | 2.92 sym/s | Total: 8.0m | ETA: 12.7m
[2025-12-08T20:23:02.613420] [INFO ] [sig       ] [1395/3624] Forecasting GEF...
[2025-12-08T20:23:02.613449] [INFO ] [sig       ] Generating forecast for: GEF
[2025-12-08T20:23:02.613477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEF' from 'https://tdm.silogroup.org/data/derivative_storage/GEF.csv'.
[2025-12-08T20:23:02.625592] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEF'.
[2025-12-08T20:23:02.625957] [INFO ] [FORECASTER] Starting predict_future for GEF
[2025-12-08T20:23:02.626728] [DEBUG] [LOCAL     ] No optimal features file found for GEF: ./output/feature-sets/GEF.txt
[2025-12-08T20:23:02.626777] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:02.626820] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:02.626848] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:02.626903] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:02.682421] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:02.683258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:02.683468] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:02.683505] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:02.806289] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:02.806448] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:02.806495] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:02.806525] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:02.810154] [DEBUG] [FORECASTER] GEF: Forecast T+1@11:T+2@11: UP (p=58.81%)
[2025-12-08T20:23:02.810429] [INFO ] [FORECASTER] Completed predict_future for GEF
[2025-12-08T20:23:02.810550] [INFO ] [sig       ] GEF: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:23:02.956730] [INFO ] [LOCAL     ] Saved forecast: GEF	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/GEF.txt
[2025-12-08T20:23:02.956879] [INFO ] [sig       ] [1395/3624] Completed GEF in 0.3s | 2.92 sym/s | Total: 8.0m | ETA: 12.7m
[2025-12-08T20:23:02.956918] [INFO ] [sig       ] [1396/3624] Forecasting GEHC...
[2025-12-08T20:23:02.956947] [INFO ] [sig       ] Generating forecast for: GEHC
[2025-12-08T20:23:02.956975] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEHC' from 'https://tdm.silogroup.org/data/derivative_storage/GEHC.csv'.
[2025-12-08T20:23:02.970109] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEHC'.
[2025-12-08T20:23:02.970477] [INFO ] [FORECASTER] Starting predict_future for GEHC
[2025-12-08T20:23:02.971264] [DEBUG] [LOCAL     ] No optimal features file found for GEHC: ./output/feature-sets/GEHC.txt
[2025-12-08T20:23:02.971313] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:02.971344] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:02.971369] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:02.971423] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:03.027550] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:03.028422] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:03.028500] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:03.028532] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:03.153029] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:03.153181] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:03.153218] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:03.153245] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:03.156557] [DEBUG] [FORECASTER] GEHC: Forecast T+1@11:T+2@11: UP (p=80.87%)
[2025-12-08T20:23:03.156848] [INFO ] [FORECASTER] Completed predict_future for GEHC
[2025-12-08T20:23:03.156970] [INFO ] [sig       ] GEHC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:23:03.298001] [INFO ] [LOCAL     ] Saved forecast: GEHC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/GEHC.txt
[2025-12-08T20:23:03.298162] [INFO ] [sig       ] [1396/3624] Completed GEHC in 0.3s | 2.92 sym/s | Total: 8.0m | ETA: 12.7m
[2025-12-08T20:23:03.298203] [INFO ] [sig       ] [1397/3624] Forecasting GEL...
[2025-12-08T20:23:03.298231] [INFO ] [sig       ] Generating forecast for: GEL
[2025-12-08T20:23:03.298258] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEL' from 'https://tdm.silogroup.org/data/derivative_storage/GEL.csv'.
[2025-12-08T20:23:03.311016] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEL'.
[2025-12-08T20:23:03.311386] [INFO ] [FORECASTER] Starting predict_future for GEL
[2025-12-08T20:23:03.312168] [DEBUG] [LOCAL     ] No optimal features file found for GEL: ./output/feature-sets/GEL.txt
[2025-12-08T20:23:03.312218] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:03.312248] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:03.312273] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:03.312328] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:03.368133] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:03.368923] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:03.369000] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:03.369032] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:03.490466] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:03.490634] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:03.490673] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:03.490701] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:03.493971] [DEBUG] [FORECASTER] GEL: Forecast T+1@11:T+2@11: UP (p=58.06%)
[2025-12-08T20:23:03.494238] [INFO ] [FORECASTER] Completed predict_future for GEL
[2025-12-08T20:23:03.494362] [INFO ] [sig       ] GEL: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:23:03.633687] [INFO ] [LOCAL     ] Saved forecast: GEL	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/GEL.txt
[2025-12-08T20:23:03.633827] [INFO ] [sig       ] [1397/3624] Completed GEL in 0.3s | 2.92 sym/s | Total: 8.0m | ETA: 12.7m
[2025-12-08T20:23:03.633866] [INFO ] [sig       ] [1398/3624] Forecasting GEN...
[2025-12-08T20:23:03.633895] [INFO ] [sig       ] Generating forecast for: GEN
[2025-12-08T20:23:03.633925] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEN' from 'https://tdm.silogroup.org/data/derivative_storage/GEN.csv'.
[2025-12-08T20:23:03.646102] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEN'.
[2025-12-08T20:23:03.646422] [INFO ] [FORECASTER] Starting predict_future for GEN
[2025-12-08T20:23:03.647187] [DEBUG] [LOCAL     ] No optimal features file found for GEN: ./output/feature-sets/GEN.txt
[2025-12-08T20:23:03.647237] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:03.647267] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:03.647293] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:03.647347] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:03.701999] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:03.702558] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:03.702647] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:03.702678] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:03.820175] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:03.820283] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:03.820319] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:03.820346] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:03.823456] [DEBUG] [FORECASTER] GEN: Forecast T+1@11:T+2@11: UP (p=67.08%)
[2025-12-08T20:23:03.823729] [INFO ] [FORECASTER] Completed predict_future for GEN
[2025-12-08T20:23:03.823846] [INFO ] [sig       ] GEN: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:23:03.961121] [INFO ] [LOCAL     ] Saved forecast: GEN	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/GEN.txt
[2025-12-08T20:23:03.961228] [INFO ] [sig       ] [1398/3624] Completed GEN in 0.3s | 2.92 sym/s | Total: 8.0m | ETA: 12.7m
[2025-12-08T20:23:03.961265] [INFO ] [sig       ] [1399/3624] Forecasting GENI...
[2025-12-08T20:23:03.961299] [INFO ] [sig       ] Generating forecast for: GENI
[2025-12-08T20:23:03.961328] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GENI' from 'https://tdm.silogroup.org/data/derivative_storage/GENI.csv'.
[2025-12-08T20:23:03.973300] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GENI'.
[2025-12-08T20:23:03.973644] [INFO ] [FORECASTER] Starting predict_future for GENI
[2025-12-08T20:23:03.974385] [DEBUG] [LOCAL     ] No optimal features file found for GENI: ./output/feature-sets/GENI.txt
[2025-12-08T20:23:03.974434] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:03.974464] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:03.974490] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:03.974546] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:04.029260] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:04.029847] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:04.029919] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:04.029950] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:04.145919] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:04.146080] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:04.146120] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:04.146147] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:04.149601] [DEBUG] [FORECASTER] GENI: Forecast T+1@11:T+2@11: UP (p=71.57%)
[2025-12-08T20:23:04.149950] [INFO ] [FORECASTER] Completed predict_future for GENI
[2025-12-08T20:23:04.150077] [INFO ] [sig       ] GENI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:23:04.288620] [INFO ] [LOCAL     ] Saved forecast: GENI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/GENI.txt
[2025-12-08T20:23:04.288750] [INFO ] [sig       ] [1399/3624] Completed GENI in 0.3s | 2.92 sym/s | Total: 8.0m | ETA: 12.7m
[2025-12-08T20:23:04.288789] [INFO ] [sig       ] [1400/3624] Forecasting GENK...
[2025-12-08T20:23:04.288818] [INFO ] [sig       ] Generating forecast for: GENK
[2025-12-08T20:23:04.288847] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GENK' from 'https://tdm.silogroup.org/data/derivative_storage/GENK.csv'.
[2025-12-08T20:23:04.305278] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GENK'.
[2025-12-08T20:23:04.305790] [INFO ] [FORECASTER] Starting predict_future for GENK
[2025-12-08T20:23:04.306946] [DEBUG] [LOCAL     ] No optimal features file found for GENK: ./output/feature-sets/GENK.txt
[2025-12-08T20:23:04.307014] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:04.307063] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:04.307108] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:04.307195] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:04.363383] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:04.364266] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:04.364348] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:04.364381] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:04.487246] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:04.487392] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:04.487432] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:04.487463] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:04.490802] [DEBUG] [FORECASTER] GENK: Forecast T+1@11:T+2@11: DOWN (p=34.36%)
[2025-12-08T20:23:04.491074] [INFO ] [FORECASTER] Completed predict_future for GENK
[2025-12-08T20:23:04.491190] [INFO ] [sig       ] GENK: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:23:04.633304] [INFO ] [LOCAL     ] Saved forecast: GENK	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/GENK.txt
[2025-12-08T20:23:04.633459] [INFO ] [sig       ] [1400/3624] Completed GENK in 0.3s | 2.92 sym/s | Total: 8.0m | ETA: 12.7m
[2025-12-08T20:23:04.633501] [INFO ] [sig       ] [1401/3624] Forecasting GEOS...
[2025-12-08T20:23:04.633533] [INFO ] [sig       ] Generating forecast for: GEOS
[2025-12-08T20:23:04.633565] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEOS' from 'https://tdm.silogroup.org/data/derivative_storage/GEOS.csv'.
[2025-12-08T20:23:04.645454] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEOS'.
[2025-12-08T20:23:04.645839] [INFO ] [FORECASTER] Starting predict_future for GEOS
[2025-12-08T20:23:04.646688] [DEBUG] [LOCAL     ] No optimal features file found for GEOS: ./output/feature-sets/GEOS.txt
[2025-12-08T20:23:04.646742] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:04.646775] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:04.646804] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:04.646862] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:04.705015] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:04.705747] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:04.705839] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:04.705873] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:04.825827] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:04.825973] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:04.826011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:04.826039] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:04.829366] [DEBUG] [FORECASTER] GEOS: Forecast T+1@11:T+2@11: DOWN (p=37.77%)
[2025-12-08T20:23:04.829658] [INFO ] [FORECASTER] Completed predict_future for GEOS
[2025-12-08T20:23:04.829804] [INFO ] [sig       ] GEOS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:23:04.968902] [INFO ] [LOCAL     ] Saved forecast: GEOS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/GEOS.txt
[2025-12-08T20:23:04.969016] [INFO ] [sig       ] [1401/3624] Completed GEOS in 0.3s | 2.92 sym/s | Total: 8.0m | ETA: 12.7m
[2025-12-08T20:23:04.969053] [INFO ] [sig       ] [1402/3624] Forecasting GERN...
[2025-12-08T20:23:04.969083] [INFO ] [sig       ] Generating forecast for: GERN
[2025-12-08T20:23:04.969112] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GERN' from 'https://tdm.silogroup.org/data/derivative_storage/GERN.csv'.
[2025-12-08T20:23:04.981429] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GERN'.
[2025-12-08T20:23:04.981806] [INFO ] [FORECASTER] Starting predict_future for GERN
[2025-12-08T20:23:04.982641] [DEBUG] [LOCAL     ] No optimal features file found for GERN: ./output/feature-sets/GERN.txt
[2025-12-08T20:23:04.982705] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:04.982746] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:04.982781] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:04.982854] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:05.038598] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:05.039237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:05.039310] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:05.039342] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:05.156882] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:05.157025] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:05.157062] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:05.157106] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:05.160434] [DEBUG] [FORECASTER] GERN: Forecast T+1@11:T+2@11: UP (p=97.74%)
[2025-12-08T20:23:05.160726] [INFO ] [FORECASTER] Completed predict_future for GERN
[2025-12-08T20:23:05.160871] [INFO ] [sig       ] GERN: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:23:05.301047] [INFO ] [LOCAL     ] Saved forecast: GERN	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/GERN.txt
[2025-12-08T20:23:05.301193] [INFO ] [sig       ] [1402/3624] Completed GERN in 0.3s | 2.92 sym/s | Total: 8.0m | ETA: 12.7m
[2025-12-08T20:23:05.301233] [INFO ] [sig       ] [1403/3624] Forecasting GES...
[2025-12-08T20:23:05.301262] [INFO ] [sig       ] Generating forecast for: GES
[2025-12-08T20:23:05.301291] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GES' from 'https://tdm.silogroup.org/data/derivative_storage/GES.csv'.
[2025-12-08T20:23:05.313405] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GES'.
[2025-12-08T20:23:05.313816] [INFO ] [FORECASTER] Starting predict_future for GES
[2025-12-08T20:23:05.314612] [DEBUG] [LOCAL     ] No optimal features file found for GES: ./output/feature-sets/GES.txt
[2025-12-08T20:23:05.314661] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:05.314691] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:05.314718] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:05.314777] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:05.370217] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:05.371077] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:05.371197] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:05.371229] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:05.488743] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:05.488897] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:05.488936] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:05.488964] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:05.492292] [DEBUG] [FORECASTER] GES: Forecast T+1@11:T+2@11: DOWN (p=31.71%)
[2025-12-08T20:23:05.492586] [INFO ] [FORECASTER] Completed predict_future for GES
[2025-12-08T20:23:05.492723] [INFO ] [sig       ] GES: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:23:05.635104] [INFO ] [LOCAL     ] Saved forecast: GES	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/GES.txt
[2025-12-08T20:23:05.635267] [INFO ] [sig       ] [1403/3624] Completed GES in 0.3s | 2.92 sym/s | Total: 8.0m | ETA: 12.7m
[2025-12-08T20:23:05.635308] [INFO ] [sig       ] [1404/3624] Forecasting GEVO...
[2025-12-08T20:23:05.635339] [INFO ] [sig       ] Generating forecast for: GEVO
[2025-12-08T20:23:05.635368] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEVO' from 'https://tdm.silogroup.org/data/derivative_storage/GEVO.csv'.
[2025-12-08T20:23:05.648965] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEVO'.
[2025-12-08T20:23:05.649327] [INFO ] [FORECASTER] Starting predict_future for GEVO
[2025-12-08T20:23:05.650147] [DEBUG] [LOCAL     ] No optimal features file found for GEVO: ./output/feature-sets/GEVO.txt
[2025-12-08T20:23:05.650197] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:05.650226] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:05.650252] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:05.650307] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:05.705838] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:05.706694] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:05.706770] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:05.706827] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:05.827510] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:05.827683] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:05.827722] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:05.827751] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:05.831129] [DEBUG] [FORECASTER] GEVO: Forecast T+1@11:T+2@11: UP (p=56.70%)
[2025-12-08T20:23:05.831427] [INFO ] [FORECASTER] Completed predict_future for GEVO
[2025-12-08T20:23:05.831554] [INFO ] [sig       ] GEVO: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:23:05.979199] [INFO ] [LOCAL     ] Saved forecast: GEVO	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/GEVO.txt
[2025-12-08T20:23:05.979369] [INFO ] [sig       ] [1404/3624] Completed GEVO in 0.3s | 2.92 sym/s | Total: 8.0m | ETA: 12.7m
[2025-12-08T20:23:05.979409] [INFO ] [sig       ] [1405/3624] Forecasting GFF...
[2025-12-08T20:23:05.979439] [INFO ] [sig       ] Generating forecast for: GFF
[2025-12-08T20:23:05.979470] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFF' from 'https://tdm.silogroup.org/data/derivative_storage/GFF.csv'.
[2025-12-08T20:23:05.992788] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GFF'.
[2025-12-08T20:23:05.993173] [INFO ] [FORECASTER] Starting predict_future for GFF
[2025-12-08T20:23:05.993996] [DEBUG] [LOCAL     ] No optimal features file found for GFF: ./output/feature-sets/GFF.txt
[2025-12-08T20:23:05.994049] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:05.994081] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:05.994110] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:05.994167] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:06.051800] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:06.052661] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:06.052739] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:06.052772] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:06.173854] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:06.174019] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:06.174060] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:06.174089] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:06.177889] [DEBUG] [FORECASTER] GFF: Forecast T+1@11:T+2@11: DOWN (p=4.55%)
[2025-12-08T20:23:06.178276] [INFO ] [FORECASTER] Completed predict_future for GFF
[2025-12-08T20:23:06.178423] [INFO ] [sig       ] GFF: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:23:06.321943] [INFO ] [LOCAL     ] Saved forecast: GFF	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/GFF.txt
[2025-12-08T20:23:06.322092] [INFO ] [sig       ] [1405/3624] Completed GFF in 0.3s | 2.92 sym/s | Total: 8.0m | ETA: 12.7m
[2025-12-08T20:23:06.322133] [INFO ] [sig       ] [1406/3624] Forecasting GFI...
[2025-12-08T20:23:06.322162] [INFO ] [sig       ] Generating forecast for: GFI
[2025-12-08T20:23:06.322191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFI' from 'https://tdm.silogroup.org/data/derivative_storage/GFI.csv'.
[2025-12-08T20:23:06.334190] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GFI'.
[2025-12-08T20:23:06.334527] [INFO ] [FORECASTER] Starting predict_future for GFI
[2025-12-08T20:23:06.335305] [DEBUG] [LOCAL     ] No optimal features file found for GFI: ./output/feature-sets/GFI.txt
[2025-12-08T20:23:06.335355] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:06.335386] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:06.335412] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:06.335484] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:06.390296] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:06.391012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:06.391098] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:06.391132] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:06.515020] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:06.515182] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:06.515235] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:06.515275] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:06.519227] [DEBUG] [FORECASTER] GFI: Forecast T+1@11:T+2@11: UP (p=90.91%)
[2025-12-08T20:23:06.519666] [INFO ] [FORECASTER] Completed predict_future for GFI
[2025-12-08T20:23:06.519829] [INFO ] [sig       ] GFI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:23:06.673188] [INFO ] [LOCAL     ] Saved forecast: GFI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/GFI.txt
[2025-12-08T20:23:06.673411] [INFO ] [sig       ] [1406/3624] Completed GFI in 0.4s | 2.92 sym/s | Total: 8.0m | ETA: 12.7m
[2025-12-08T20:23:06.673455] [INFO ] [sig       ] [1407/3624] Forecasting GFL...
[2025-12-08T20:23:06.673485] [INFO ] [sig       ] Generating forecast for: GFL
[2025-12-08T20:23:06.673515] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFL' from 'https://tdm.silogroup.org/data/derivative_storage/GFL.csv'.
[2025-12-08T20:23:06.688700] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GFL'.
[2025-12-08T20:23:06.689150] [INFO ] [FORECASTER] Starting predict_future for GFL
[2025-12-08T20:23:06.690164] [DEBUG] [LOCAL     ] No optimal features file found for GFL: ./output/feature-sets/GFL.txt
[2025-12-08T20:23:06.690225] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:06.690263] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:06.690296] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:06.690373] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:06.752694] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:06.753563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:06.753669] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:06.753701] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:06.897129] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:06.897337] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:06.897439] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:06.897493] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:06.903170] [DEBUG] [FORECASTER] GFL: Forecast T+1@11:T+2@11: UP (p=54.28%)
[2025-12-08T20:23:06.903766] [INFO ] [FORECASTER] Completed predict_future for GFL
[2025-12-08T20:23:06.903988] [INFO ] [sig       ] GFL: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:23:07.132937] [INFO ] [LOCAL     ] Saved forecast: GFL	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/GFL.txt
[2025-12-08T20:23:07.133162] [INFO ] [sig       ] [1407/3624] Completed GFL in 0.5s | 2.92 sym/s | Total: 8.0m | ETA: 12.7m
[2025-12-08T20:23:07.133230] [INFO ] [sig       ] [1408/3624] Forecasting GFS...
[2025-12-08T20:23:07.133284] [INFO ] [sig       ] Generating forecast for: GFS
[2025-12-08T20:23:07.133337] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFS' from 'https://tdm.silogroup.org/data/derivative_storage/GFS.csv'.
[2025-12-08T20:23:07.157280] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GFS'.
[2025-12-08T20:23:07.159638] [INFO ] [FORECASTER] Starting predict_future for GFS
[2025-12-08T20:23:07.161143] [DEBUG] [LOCAL     ] No optimal features file found for GFS: ./output/feature-sets/GFS.txt
[2025-12-08T20:23:07.161241] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:07.161284] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:07.161321] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:07.161402] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:07.240849] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:07.242096] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:07.242220] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:07.242276] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:07.408475] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:07.408659] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:07.408700] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:07.408729] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:07.412393] [DEBUG] [FORECASTER] GFS: Forecast T+1@11:T+2@11: UP (p=98.30%)
[2025-12-08T20:23:07.412757] [INFO ] [FORECASTER] Completed predict_future for GFS
[2025-12-08T20:23:07.412902] [INFO ] [sig       ] GFS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:23:07.593221] [INFO ] [LOCAL     ] Saved forecast: GFS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/GFS.txt
[2025-12-08T20:23:07.593407] [INFO ] [sig       ] [1408/3624] Completed GFS in 0.5s | 2.91 sym/s | Total: 8.1m | ETA: 12.7m
[2025-12-08T20:23:07.593452] [INFO ] [sig       ] [1409/3624] Forecasting GGAL...
[2025-12-08T20:23:07.593483] [INFO ] [sig       ] Generating forecast for: GGAL
[2025-12-08T20:23:07.593513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGAL' from 'https://tdm.silogroup.org/data/derivative_storage/GGAL.csv'.
[2025-12-08T20:23:07.610838] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGAL'.
[2025-12-08T20:23:07.611246] [INFO ] [FORECASTER] Starting predict_future for GGAL
[2025-12-08T20:23:07.612080] [DEBUG] [LOCAL     ] No optimal features file found for GGAL: ./output/feature-sets/GGAL.txt
[2025-12-08T20:23:07.612132] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:07.612165] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:07.612192] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:07.612249] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:07.673545] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:07.674479] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:07.674568] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:07.674624] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:07.804292] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:07.804460] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:07.804502] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:07.804533] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:07.808361] [DEBUG] [FORECASTER] GGAL: Forecast T+1@11:T+2@11: UP (p=83.05%)
[2025-12-08T20:23:07.808676] [INFO ] [FORECASTER] Completed predict_future for GGAL
[2025-12-08T20:23:07.808811] [INFO ] [sig       ] GGAL: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:23:07.957213] [INFO ] [LOCAL     ] Saved forecast: GGAL	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/GGAL.txt
[2025-12-08T20:23:07.957436] [INFO ] [sig       ] [1409/3624] Completed GGAL in 0.4s | 2.91 sym/s | Total: 8.1m | ETA: 12.7m
[2025-12-08T20:23:07.957489] [INFO ] [sig       ] [1410/3624] Forecasting GGB...
[2025-12-08T20:23:07.957527] [INFO ] [sig       ] Generating forecast for: GGB
[2025-12-08T20:23:07.957585] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGB' from 'https://tdm.silogroup.org/data/derivative_storage/GGB.csv'.
[2025-12-08T20:23:07.973267] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGB'.
[2025-12-08T20:23:07.973720] [INFO ] [FORECASTER] Starting predict_future for GGB
[2025-12-08T20:23:07.974694] [DEBUG] [LOCAL     ] No optimal features file found for GGB: ./output/feature-sets/GGB.txt
[2025-12-08T20:23:07.974754] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:07.974824] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:07.974866] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:07.974947] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:08.036536] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:08.037418] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:08.037501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:08.037533] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:08.162728] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:08.162879] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:08.162918] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:08.162947] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:08.166330] [DEBUG] [FORECASTER] GGB: Forecast T+1@11:T+2@11: UP (p=84.63%)
[2025-12-08T20:23:08.166643] [INFO ] [FORECASTER] Completed predict_future for GGB
[2025-12-08T20:23:08.166765] [INFO ] [sig       ] GGB: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:23:08.311017] [INFO ] [LOCAL     ] Saved forecast: GGB	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/GGB.txt
[2025-12-08T20:23:08.311160] [INFO ] [sig       ] [1410/3624] Completed GGB in 0.4s | 2.91 sym/s | Total: 8.1m | ETA: 12.7m
[2025-12-08T20:23:08.311199] [INFO ] [sig       ] [1411/3624] Forecasting GGG...
[2025-12-08T20:23:08.311228] [INFO ] [sig       ] Generating forecast for: GGG
[2025-12-08T20:23:08.311257] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGG' from 'https://tdm.silogroup.org/data/derivative_storage/GGG.csv'.
[2025-12-08T20:23:08.322910] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGG'.
[2025-12-08T20:23:08.323283] [INFO ] [FORECASTER] Starting predict_future for GGG
[2025-12-08T20:23:08.324130] [DEBUG] [LOCAL     ] No optimal features file found for GGG: ./output/feature-sets/GGG.txt
[2025-12-08T20:23:08.324180] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:08.324210] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:08.324235] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:08.324297] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:08.380777] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:08.381539] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:08.381642] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:08.381678] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:08.516082] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:08.516245] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:08.516285] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:08.516312] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:08.520408] [DEBUG] [FORECASTER] GGG: Forecast T+1@11:T+2@11: DOWN (p=22.53%)
[2025-12-08T20:23:08.520764] [INFO ] [FORECASTER] Completed predict_future for GGG
[2025-12-08T20:23:08.520915] [INFO ] [sig       ] GGG: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:23:08.677608] [INFO ] [LOCAL     ] Saved forecast: GGG	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/GGG.txt
[2025-12-08T20:23:08.677764] [INFO ] [sig       ] [1411/3624] Completed GGG in 0.4s | 2.91 sym/s | Total: 8.1m | ETA: 12.7m
[2025-12-08T20:23:08.677814] [INFO ] [sig       ] [1412/3624] Forecasting GGLL...
[2025-12-08T20:23:08.677845] [INFO ] [sig       ] Generating forecast for: GGLL
[2025-12-08T20:23:08.677875] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGLL' from 'https://tdm.silogroup.org/data/derivative_storage/GGLL.csv'.
[2025-12-08T20:23:08.690787] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGLL'.
[2025-12-08T20:23:08.691196] [INFO ] [FORECASTER] Starting predict_future for GGLL
[2025-12-08T20:23:08.692085] [DEBUG] [LOCAL     ] No optimal features file found for GGLL: ./output/feature-sets/GGLL.txt
[2025-12-08T20:23:08.692137] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:08.692169] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:08.692196] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:08.692251] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:08.750658] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:08.751432] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:08.751512] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:08.751545] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:08.874078] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:08.874238] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:08.874279] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:08.874307] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:08.877928] [DEBUG] [FORECASTER] GGLL: Forecast T+1@11:T+2@11: UP (p=90.73%)
[2025-12-08T20:23:08.878220] [INFO ] [FORECASTER] Completed predict_future for GGLL
[2025-12-08T20:23:08.878346] [INFO ] [sig       ] GGLL: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:23:09.022418] [INFO ] [LOCAL     ] Saved forecast: GGLL	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/GGLL.txt
[2025-12-08T20:23:09.022561] [INFO ] [sig       ] [1412/3624] Completed GGLL in 0.3s | 2.91 sym/s | Total: 8.1m | ETA: 12.7m
[2025-12-08T20:23:09.022618] [INFO ] [sig       ] [1413/3624] Forecasting GGLS...
[2025-12-08T20:23:09.022648] [INFO ] [sig       ] Generating forecast for: GGLS
[2025-12-08T20:23:09.022677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGLS' from 'https://tdm.silogroup.org/data/derivative_storage/GGLS.csv'.
[2025-12-08T20:23:09.035043] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGLS'.
[2025-12-08T20:23:09.035412] [INFO ] [FORECASTER] Starting predict_future for GGLS
[2025-12-08T20:23:09.036251] [DEBUG] [LOCAL     ] No optimal features file found for GGLS: ./output/feature-sets/GGLS.txt
[2025-12-08T20:23:09.036301] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:09.036332] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:09.036358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:09.036412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:09.093294] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:09.094248] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:09.094332] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:09.094365] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:09.215242] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:09.215398] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:09.215435] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:09.215496] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:09.218848] [DEBUG] [FORECASTER] GGLS: Forecast T+1@11:T+2@11: UP (p=52.05%)
[2025-12-08T20:23:09.219166] [INFO ] [FORECASTER] Completed predict_future for GGLS
[2025-12-08T20:23:09.219295] [INFO ] [sig       ] GGLS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:23:09.359268] [INFO ] [LOCAL     ] Saved forecast: GGLS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/GGLS.txt
[2025-12-08T20:23:09.359414] [INFO ] [sig       ] [1413/3624] Completed GGLS in 0.3s | 2.91 sym/s | Total: 8.1m | ETA: 12.6m
[2025-12-08T20:23:09.359454] [INFO ] [sig       ] [1414/3624] Forecasting GH...
[2025-12-08T20:23:09.359487] [INFO ] [sig       ] Generating forecast for: GH
[2025-12-08T20:23:09.359517] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GH' from 'https://tdm.silogroup.org/data/derivative_storage/GH.csv'.
[2025-12-08T20:23:09.371783] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GH'.
[2025-12-08T20:23:09.372204] [INFO ] [FORECASTER] Starting predict_future for GH
[2025-12-08T20:23:09.373043] [DEBUG] [LOCAL     ] No optimal features file found for GH: ./output/feature-sets/GH.txt
[2025-12-08T20:23:09.373097] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:09.373130] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:09.373157] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:09.373215] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:09.431510] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:09.432334] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:09.432415] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:09.432448] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:09.563193] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:09.563347] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:09.563389] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:09.563419] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:09.567570] [DEBUG] [FORECASTER] GH: Forecast T+1@11:T+2@11: UP (p=99.71%)
[2025-12-08T20:23:09.567950] [INFO ] [FORECASTER] Completed predict_future for GH
[2025-12-08T20:23:09.568094] [INFO ] [sig       ] GH: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:23:09.710589] [INFO ] [LOCAL     ] Saved forecast: GH	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/GH.txt
[2025-12-08T20:23:09.710721] [INFO ] [sig       ] [1414/3624] Completed GH in 0.4s | 2.91 sym/s | Total: 8.1m | ETA: 12.6m
[2025-12-08T20:23:09.710759] [INFO ] [sig       ] [1415/3624] Forecasting GHI...
[2025-12-08T20:23:09.710788] [INFO ] [sig       ] Generating forecast for: GHI
[2025-12-08T20:23:09.710817] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHI' from 'https://tdm.silogroup.org/data/derivative_storage/GHI.csv'.
[2025-12-08T20:23:09.722874] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GHI'.
[2025-12-08T20:23:09.723200] [INFO ] [FORECASTER] Starting predict_future for GHI
[2025-12-08T20:23:09.723971] [DEBUG] [LOCAL     ] No optimal features file found for GHI: ./output/feature-sets/GHI.txt
[2025-12-08T20:23:09.724020] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:09.724050] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:09.724075] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:09.724129] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:09.779188] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:09.779836] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:09.779909] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:09.779939] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:09.894780] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:09.894929] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:09.894985] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:09.895016] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:09.898388] [DEBUG] [FORECASTER] GHI: Forecast T+1@11:T+2@11: UP (p=87.32%)
[2025-12-08T20:23:09.898667] [INFO ] [FORECASTER] Completed predict_future for GHI
[2025-12-08T20:23:09.898784] [INFO ] [sig       ] GHI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:23:10.037282] [INFO ] [LOCAL     ] Saved forecast: GHI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/GHI.txt
[2025-12-08T20:23:10.037415] [INFO ] [sig       ] [1415/3624] Completed GHI in 0.3s | 2.91 sym/s | Total: 8.1m | ETA: 12.6m
[2025-12-08T20:23:10.037464] [INFO ] [sig       ] [1416/3624] Forecasting GHM...
[2025-12-08T20:23:10.037493] [INFO ] [sig       ] Generating forecast for: GHM
[2025-12-08T20:23:10.037523] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHM' from 'https://tdm.silogroup.org/data/derivative_storage/GHM.csv'.
[2025-12-08T20:23:10.049732] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GHM'.
[2025-12-08T20:23:10.050102] [INFO ] [FORECASTER] Starting predict_future for GHM
[2025-12-08T20:23:10.050979] [DEBUG] [LOCAL     ] No optimal features file found for GHM: ./output/feature-sets/GHM.txt
[2025-12-08T20:23:10.051030] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:10.051061] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:10.051089] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:10.051148] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:10.112082] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:10.112799] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:10.112874] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:10.112905] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:10.233400] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:10.233548] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:10.233603] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:10.233636] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:10.237072] [DEBUG] [FORECASTER] GHM: Forecast T+1@11:T+2@11: UP (p=82.99%)
[2025-12-08T20:23:10.237338] [INFO ] [FORECASTER] Completed predict_future for GHM
[2025-12-08T20:23:10.237494] [INFO ] [sig       ] GHM: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:23:10.377280] [INFO ] [LOCAL     ] Saved forecast: GHM	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/GHM.txt
[2025-12-08T20:23:10.377441] [INFO ] [sig       ] [1416/3624] Completed GHM in 0.3s | 2.91 sym/s | Total: 8.1m | ETA: 12.6m
[2025-12-08T20:23:10.377484] [INFO ] [sig       ] [1417/3624] Forecasting GHRS...
[2025-12-08T20:23:10.377514] [INFO ] [sig       ] Generating forecast for: GHRS
[2025-12-08T20:23:10.377543] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHRS' from 'https://tdm.silogroup.org/data/derivative_storage/GHRS.csv'.
[2025-12-08T20:23:10.389780] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GHRS'.
[2025-12-08T20:23:10.390134] [INFO ] [FORECASTER] Starting predict_future for GHRS
[2025-12-08T20:23:10.390979] [DEBUG] [LOCAL     ] No optimal features file found for GHRS: ./output/feature-sets/GHRS.txt
[2025-12-08T20:23:10.391030] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:10.391064] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:10.391091] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:10.391148] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:10.449888] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:10.450743] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:10.450825] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:10.450860] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:10.571847] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:10.571995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:10.572033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:10.572062] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:10.575535] [DEBUG] [FORECASTER] GHRS: Forecast T+1@11:T+2@11: UP (p=69.79%)
[2025-12-08T20:23:10.575867] [INFO ] [FORECASTER] Completed predict_future for GHRS
[2025-12-08T20:23:10.576015] [INFO ] [sig       ] GHRS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:23:10.718609] [INFO ] [LOCAL     ] Saved forecast: GHRS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/GHRS.txt
[2025-12-08T20:23:10.718755] [INFO ] [sig       ] [1417/3624] Completed GHRS in 0.3s | 2.91 sym/s | Total: 8.1m | ETA: 12.6m
[2025-12-08T20:23:10.718795] [INFO ] [sig       ] [1418/3624] Forecasting GHY...
[2025-12-08T20:23:10.718831] [INFO ] [sig       ] Generating forecast for: GHY
[2025-12-08T20:23:10.718866] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHY' from 'https://tdm.silogroup.org/data/derivative_storage/GHY.csv'.
[2025-12-08T20:23:10.731364] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GHY'.
[2025-12-08T20:23:10.731706] [INFO ] [FORECASTER] Starting predict_future for GHY
[2025-12-08T20:23:10.732457] [DEBUG] [LOCAL     ] No optimal features file found for GHY: ./output/feature-sets/GHY.txt
[2025-12-08T20:23:10.732507] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:10.732538] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:10.732564] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:10.732640] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:10.788120] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:10.788737] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:10.788814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:10.788845] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:10.904868] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:10.904999] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:10.905035] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:10.905062] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:10.908260] [DEBUG] [FORECASTER] GHY: Forecast T+1@11:T+2@11: DOWN (p=49.88%)
[2025-12-08T20:23:10.908519] [INFO ] [FORECASTER] Completed predict_future for GHY
[2025-12-08T20:23:10.908653] [INFO ] [sig       ] GHY: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:23:11.044878] [INFO ] [LOCAL     ] Saved forecast: GHY	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/GHY.txt
[2025-12-08T20:23:11.045036] [INFO ] [sig       ] [1418/3624] Completed GHY in 0.3s | 2.91 sym/s | Total: 8.1m | ETA: 12.6m
[2025-12-08T20:23:11.045075] [INFO ] [sig       ] [1419/3624] Forecasting GIB...
[2025-12-08T20:23:11.045104] [INFO ] [sig       ] Generating forecast for: GIB
[2025-12-08T20:23:11.045133] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIB' from 'https://tdm.silogroup.org/data/derivative_storage/GIB.csv'.
[2025-12-08T20:23:11.057489] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIB'.
[2025-12-08T20:23:11.057879] [INFO ] [FORECASTER] Starting predict_future for GIB
[2025-12-08T20:23:11.058662] [DEBUG] [LOCAL     ] No optimal features file found for GIB: ./output/feature-sets/GIB.txt
[2025-12-08T20:23:11.058710] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:11.058752] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:11.058779] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:11.058834] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:11.114062] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:11.114745] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:11.114817] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:11.114848] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:11.231082] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:11.231218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:11.231256] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:11.231284] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:11.234481] [DEBUG] [FORECASTER] GIB: Forecast T+1@11:T+2@11: DOWN (p=45.50%)
[2025-12-08T20:23:11.234759] [INFO ] [FORECASTER] Completed predict_future for GIB
[2025-12-08T20:23:11.234880] [INFO ] [sig       ] GIB: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:23:11.374165] [INFO ] [LOCAL     ] Saved forecast: GIB	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/GIB.txt
[2025-12-08T20:23:11.374281] [INFO ] [sig       ] [1419/3624] Completed GIB in 0.3s | 2.91 sym/s | Total: 8.1m | ETA: 12.6m
[2025-12-08T20:23:11.374320] [INFO ] [sig       ] [1420/3624] Forecasting GIFI...
[2025-12-08T20:23:11.374348] [INFO ] [sig       ] Generating forecast for: GIFI
[2025-12-08T20:23:11.374376] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIFI' from 'https://tdm.silogroup.org/data/derivative_storage/GIFI.csv'.
[2025-12-08T20:23:11.386957] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIFI'.
[2025-12-08T20:23:11.387304] [INFO ] [FORECASTER] Starting predict_future for GIFI
[2025-12-08T20:23:11.388125] [DEBUG] [LOCAL     ] No optimal features file found for GIFI: ./output/feature-sets/GIFI.txt
[2025-12-08T20:23:11.388175] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:11.388206] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:11.388233] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:11.388287] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:11.444331] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:11.444968] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:11.445064] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:11.445095] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:11.560807] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:11.560953] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:11.560993] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:11.561023] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:11.564319] [DEBUG] [FORECASTER] GIFI: Forecast T+1@11:T+2@11: UP (p=83.64%)
[2025-12-08T20:23:11.564608] [INFO ] [FORECASTER] Completed predict_future for GIFI
[2025-12-08T20:23:11.564733] [INFO ] [sig       ] GIFI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:23:11.703297] [INFO ] [LOCAL     ] Saved forecast: GIFI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/GIFI.txt
[2025-12-08T20:23:11.703397] [INFO ] [sig       ] [1420/3624] Completed GIFI in 0.3s | 2.91 sym/s | Total: 8.1m | ETA: 12.6m
[2025-12-08T20:23:11.703433] [INFO ] [sig       ] [1421/3624] Forecasting GIII...
[2025-12-08T20:23:11.703463] [INFO ] [sig       ] Generating forecast for: GIII
[2025-12-08T20:23:11.703491] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIII' from 'https://tdm.silogroup.org/data/derivative_storage/GIII.csv'.
[2025-12-08T20:23:11.715145] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIII'.
[2025-12-08T20:23:11.715482] [INFO ] [FORECASTER] Starting predict_future for GIII
[2025-12-08T20:23:11.716246] [DEBUG] [LOCAL     ] No optimal features file found for GIII: ./output/feature-sets/GIII.txt
[2025-12-08T20:23:11.716296] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:11.716327] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:11.716352] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:11.716407] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:11.772385] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:11.772994] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:11.773067] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:11.773097] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:11.890226] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:11.890354] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:11.890391] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:11.890420] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:11.893658] [DEBUG] [FORECASTER] GIII: Forecast T+1@11:T+2@11: UP (p=99.14%)
[2025-12-08T20:23:11.893914] [INFO ] [FORECASTER] Completed predict_future for GIII
[2025-12-08T20:23:11.894031] [INFO ] [sig       ] GIII: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:23:12.037366] [INFO ] [LOCAL     ] Saved forecast: GIII	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/GIII.txt
[2025-12-08T20:23:12.037508] [INFO ] [sig       ] [1421/3624] Completed GIII in 0.3s | 2.91 sym/s | Total: 8.1m | ETA: 12.6m
[2025-12-08T20:23:12.037546] [INFO ] [sig       ] [1422/3624] Forecasting GIL...
[2025-12-08T20:23:12.037590] [INFO ] [sig       ] Generating forecast for: GIL
[2025-12-08T20:23:12.037622] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIL' from 'https://tdm.silogroup.org/data/derivative_storage/GIL.csv'.
[2025-12-08T20:23:12.049563] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIL'.
[2025-12-08T20:23:12.049904] [INFO ] [FORECASTER] Starting predict_future for GIL
[2025-12-08T20:23:12.050663] [DEBUG] [LOCAL     ] No optimal features file found for GIL: ./output/feature-sets/GIL.txt
[2025-12-08T20:23:12.050711] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:12.050742] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:12.050768] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:12.050822] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:12.108542] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:12.109163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:12.109238] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:12.109271] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:12.241523] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:12.241689] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:12.241729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:12.241758] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:12.245085] [DEBUG] [FORECASTER] GIL: Forecast T+1@11:T+2@11: UP (p=63.69%)
[2025-12-08T20:23:12.245348] [INFO ] [FORECASTER] Completed predict_future for GIL
[2025-12-08T20:23:12.245470] [INFO ] [sig       ] GIL: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:23:12.383112] [INFO ] [LOCAL     ] Saved forecast: GIL	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/GIL.txt
[2025-12-08T20:23:12.383234] [INFO ] [sig       ] [1422/3624] Completed GIL in 0.3s | 2.91 sym/s | Total: 8.1m | ETA: 12.6m
[2025-12-08T20:23:12.383271] [INFO ] [sig       ] [1423/3624] Forecasting GILD...
[2025-12-08T20:23:12.383305] [INFO ] [sig       ] Generating forecast for: GILD
[2025-12-08T20:23:12.383335] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GILD' from 'https://tdm.silogroup.org/data/derivative_storage/GILD.csv'.
[2025-12-08T20:23:12.395179] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GILD'.
[2025-12-08T20:23:12.395526] [INFO ] [FORECASTER] Starting predict_future for GILD
[2025-12-08T20:23:12.396290] [DEBUG] [LOCAL     ] No optimal features file found for GILD: ./output/feature-sets/GILD.txt
[2025-12-08T20:23:12.396339] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:12.396371] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:12.396396] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:12.396451] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:12.451387] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:12.452103] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:12.452177] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:12.452208] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:12.576519] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:12.576684] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:12.576723] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:12.576751] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:12.580047] [DEBUG] [FORECASTER] GILD: Forecast T+1@11:T+2@11: DOWN (p=19.44%)
[2025-12-08T20:23:12.580303] [INFO ] [FORECASTER] Completed predict_future for GILD
[2025-12-08T20:23:12.580420] [INFO ] [sig       ] GILD: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:23:12.721116] [INFO ] [LOCAL     ] Saved forecast: GILD	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/GILD.txt
[2025-12-08T20:23:12.721269] [INFO ] [sig       ] [1423/3624] Completed GILD in 0.3s | 2.91 sym/s | Total: 8.1m | ETA: 12.6m
[2025-12-08T20:23:12.721309] [INFO ] [sig       ] [1424/3624] Forecasting GIS...
[2025-12-08T20:23:12.721337] [INFO ] [sig       ] Generating forecast for: GIS
[2025-12-08T20:23:12.721366] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIS' from 'https://tdm.silogroup.org/data/derivative_storage/GIS.csv'.
[2025-12-08T20:23:12.733213] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIS'.
[2025-12-08T20:23:12.733550] [INFO ] [FORECASTER] Starting predict_future for GIS
[2025-12-08T20:23:12.734325] [DEBUG] [LOCAL     ] No optimal features file found for GIS: ./output/feature-sets/GIS.txt
[2025-12-08T20:23:12.734374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:12.734405] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:12.734431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:12.734485] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:12.794668] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:12.795731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:12.795814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:12.795852] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:12.925057] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:12.925213] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:12.925256] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:12.925284] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:12.928698] [DEBUG] [FORECASTER] GIS: Forecast T+1@11:T+2@11: UP (p=74.17%)
[2025-12-08T20:23:12.928967] [INFO ] [FORECASTER] Completed predict_future for GIS
[2025-12-08T20:23:12.929092] [INFO ] [sig       ] GIS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:23:13.077129] [INFO ] [LOCAL     ] Saved forecast: GIS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/GIS.txt
[2025-12-08T20:23:13.077310] [INFO ] [sig       ] [1424/3624] Completed GIS in 0.4s | 2.91 sym/s | Total: 8.1m | ETA: 12.6m
[2025-12-08T20:23:13.077362] [INFO ] [sig       ] [1425/3624] Forecasting GKOS...
[2025-12-08T20:23:13.077423] [INFO ] [sig       ] Generating forecast for: GKOS
[2025-12-08T20:23:13.077455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GKOS' from 'https://tdm.silogroup.org/data/derivative_storage/GKOS.csv'.
[2025-12-08T20:23:13.090355] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GKOS'.
[2025-12-08T20:23:13.090756] [INFO ] [FORECASTER] Starting predict_future for GKOS
[2025-12-08T20:23:13.091595] [DEBUG] [LOCAL     ] No optimal features file found for GKOS: ./output/feature-sets/GKOS.txt
[2025-12-08T20:23:13.091647] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:13.091678] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:13.091705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:13.091773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:13.150044] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:13.150907] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:13.150986] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:13.151018] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:13.273758] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:13.273916] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:13.273953] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:13.273980] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:13.277499] [DEBUG] [FORECASTER] GKOS: Forecast T+1@11:T+2@11: DOWN (p=11.19%)
[2025-12-08T20:23:13.277856] [INFO ] [FORECASTER] Completed predict_future for GKOS
[2025-12-08T20:23:13.277990] [INFO ] [sig       ] GKOS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:23:13.418072] [INFO ] [LOCAL     ] Saved forecast: GKOS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/GKOS.txt
[2025-12-08T20:23:13.418198] [INFO ] [sig       ] [1425/3624] Completed GKOS in 0.3s | 2.91 sym/s | Total: 8.1m | ETA: 12.6m
[2025-12-08T20:23:13.418237] [INFO ] [sig       ] [1426/3624] Forecasting GL...
[2025-12-08T20:23:13.418265] [INFO ] [sig       ] Generating forecast for: GL
[2025-12-08T20:23:13.418294] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GL' from 'https://tdm.silogroup.org/data/derivative_storage/GL.csv'.
[2025-12-08T20:23:13.430207] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GL'.
[2025-12-08T20:23:13.430538] [INFO ] [FORECASTER] Starting predict_future for GL
[2025-12-08T20:23:13.431302] [DEBUG] [LOCAL     ] No optimal features file found for GL: ./output/feature-sets/GL.txt
[2025-12-08T20:23:13.431351] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:13.431383] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:13.431409] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:13.431463] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:13.487170] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:13.488053] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:13.488130] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:13.488160] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:13.615114] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:13.615268] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:13.615306] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:13.615350] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:13.618747] [DEBUG] [FORECASTER] GL: Forecast T+1@11:T+2@11: DOWN (p=22.47%)
[2025-12-08T20:23:13.619050] [INFO ] [FORECASTER] Completed predict_future for GL
[2025-12-08T20:23:13.619165] [INFO ] [sig       ] GL: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:23:13.758063] [INFO ] [LOCAL     ] Saved forecast: GL	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/GL.txt
[2025-12-08T20:23:13.758180] [INFO ] [sig       ] [1426/3624] Completed GL in 0.3s | 2.91 sym/s | Total: 8.2m | ETA: 12.6m
[2025-12-08T20:23:13.758219] [INFO ] [sig       ] [1427/3624] Forecasting GLAD...
[2025-12-08T20:23:13.758247] [INFO ] [sig       ] Generating forecast for: GLAD
[2025-12-08T20:23:13.758276] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLAD' from 'https://tdm.silogroup.org/data/derivative_storage/GLAD.csv'.
[2025-12-08T20:23:13.770232] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLAD'.
[2025-12-08T20:23:13.770552] [INFO ] [FORECASTER] Starting predict_future for GLAD
[2025-12-08T20:23:13.771312] [DEBUG] [LOCAL     ] No optimal features file found for GLAD: ./output/feature-sets/GLAD.txt
[2025-12-08T20:23:13.771360] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:13.771415] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:13.771443] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:13.771499] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:13.828032] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:13.828641] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:13.828714] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:13.828745] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:13.945086] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:13.945234] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:13.945272] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:13.945299] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:13.948555] [DEBUG] [FORECASTER] GLAD: Forecast T+1@11:T+2@11: UP (p=99.69%)
[2025-12-08T20:23:13.948832] [INFO ] [FORECASTER] Completed predict_future for GLAD
[2025-12-08T20:23:13.948947] [INFO ] [sig       ] GLAD: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:23:14.086436] [INFO ] [LOCAL     ] Saved forecast: GLAD	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/GLAD.txt
[2025-12-08T20:23:14.086545] [INFO ] [sig       ] [1427/3624] Completed GLAD in 0.3s | 2.91 sym/s | Total: 8.2m | ETA: 12.6m
[2025-12-08T20:23:14.086599] [INFO ] [sig       ] [1428/3624] Forecasting GLBE...
[2025-12-08T20:23:14.086630] [INFO ] [sig       ] Generating forecast for: GLBE
[2025-12-08T20:23:14.086659] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLBE' from 'https://tdm.silogroup.org/data/derivative_storage/GLBE.csv'.
[2025-12-08T20:23:14.099076] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLBE'.
[2025-12-08T20:23:14.099398] [INFO ] [FORECASTER] Starting predict_future for GLBE
[2025-12-08T20:23:14.100160] [DEBUG] [LOCAL     ] No optimal features file found for GLBE: ./output/feature-sets/GLBE.txt
[2025-12-08T20:23:14.100210] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:14.100240] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:14.100267] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:14.100322] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:14.163909] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:14.165059] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:14.165165] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:14.165230] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:14.298361] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:14.298517] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:14.298557] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:14.298606] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:14.302568] [DEBUG] [FORECASTER] GLBE: Forecast T+1@11:T+2@11: UP (p=65.20%)
[2025-12-08T20:23:14.302881] [INFO ] [FORECASTER] Completed predict_future for GLBE
[2025-12-08T20:23:14.303042] [INFO ] [sig       ] GLBE: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:23:14.456987] [INFO ] [LOCAL     ] Saved forecast: GLBE	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/GLBE.txt
[2025-12-08T20:23:14.457132] [INFO ] [sig       ] [1428/3624] Completed GLBE in 0.4s | 2.91 sym/s | Total: 8.2m | ETA: 12.6m
[2025-12-08T20:23:14.457181] [INFO ] [sig       ] [1429/3624] Forecasting GLBS...
[2025-12-08T20:23:14.457223] [INFO ] [sig       ] Generating forecast for: GLBS
[2025-12-08T20:23:14.457264] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLBS' from 'https://tdm.silogroup.org/data/derivative_storage/GLBS.csv'.
[2025-12-08T20:23:14.470457] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLBS'.
[2025-12-08T20:23:14.470851] [INFO ] [FORECASTER] Starting predict_future for GLBS
[2025-12-08T20:23:14.471718] [DEBUG] [LOCAL     ] No optimal features file found for GLBS: ./output/feature-sets/GLBS.txt
[2025-12-08T20:23:14.471770] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:14.471803] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:14.471830] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:14.471885] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:14.532558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:14.533394] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:14.533475] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:14.533507] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:14.648069] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:14.648222] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:14.648260] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:14.648288] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:14.651697] [DEBUG] [FORECASTER] GLBS: Forecast T+1@11:T+2@11: UP (p=80.58%)
[2025-12-08T20:23:14.651967] [INFO ] [FORECASTER] Completed predict_future for GLBS
[2025-12-08T20:23:14.652089] [INFO ] [sig       ] GLBS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:23:14.803737] [INFO ] [LOCAL     ] Saved forecast: GLBS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/GLBS.txt
[2025-12-08T20:23:14.803877] [INFO ] [sig       ] [1429/3624] Completed GLBS in 0.3s | 2.91 sym/s | Total: 8.2m | ETA: 12.6m
[2025-12-08T20:23:14.803925] [INFO ] [sig       ] [1430/3624] Forecasting GLDD...
[2025-12-08T20:23:14.803962] [INFO ] [sig       ] Generating forecast for: GLDD
[2025-12-08T20:23:14.804003] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLDD' from 'https://tdm.silogroup.org/data/derivative_storage/GLDD.csv'.
[2025-12-08T20:23:14.817403] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLDD'.
[2025-12-08T20:23:14.817804] [INFO ] [FORECASTER] Starting predict_future for GLDD
[2025-12-08T20:23:14.818670] [DEBUG] [LOCAL     ] No optimal features file found for GLDD: ./output/feature-sets/GLDD.txt
[2025-12-08T20:23:14.818723] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:14.818756] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:14.818784] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:14.818869] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:14.882537] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:14.883344] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:14.883427] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:14.883461] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:15.016207] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:15.016358] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:15.016398] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:15.016458] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:15.019984] [DEBUG] [FORECASTER] GLDD: Forecast T+1@11:T+2@11: DOWN (p=20.52%)
[2025-12-08T20:23:15.020255] [INFO ] [FORECASTER] Completed predict_future for GLDD
[2025-12-08T20:23:15.020377] [INFO ] [sig       ] GLDD: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:23:15.168512] [INFO ] [LOCAL     ] Saved forecast: GLDD	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/GLDD.txt
[2025-12-08T20:23:15.168666] [INFO ] [sig       ] [1430/3624] Completed GLDD in 0.4s | 2.91 sym/s | Total: 8.2m | ETA: 12.5m
[2025-12-08T20:23:15.168711] [INFO ] [sig       ] [1431/3624] Forecasting GLNG...
[2025-12-08T20:23:15.168742] [INFO ] [sig       ] Generating forecast for: GLNG
[2025-12-08T20:23:15.168774] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLNG' from 'https://tdm.silogroup.org/data/derivative_storage/GLNG.csv'.
[2025-12-08T20:23:15.181494] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLNG'.
[2025-12-08T20:23:15.181883] [INFO ] [FORECASTER] Starting predict_future for GLNG
[2025-12-08T20:23:15.182672] [DEBUG] [LOCAL     ] No optimal features file found for GLNG: ./output/feature-sets/GLNG.txt
[2025-12-08T20:23:15.182724] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:15.182757] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:15.182786] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:15.182844] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:15.241329] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:15.242087] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:15.242166] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:15.242200] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:15.367930] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:15.368083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:15.368123] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:15.368153] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:15.371942] [DEBUG] [FORECASTER] GLNG: Forecast T+1@11:T+2@11: UP (p=63.86%)
[2025-12-08T20:23:15.372223] [INFO ] [FORECASTER] Completed predict_future for GLNG
[2025-12-08T20:23:15.372345] [INFO ] [sig       ] GLNG: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:23:15.525726] [INFO ] [LOCAL     ] Saved forecast: GLNG	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/GLNG.txt
[2025-12-08T20:23:15.525889] [INFO ] [sig       ] [1431/3624] Completed GLNG in 0.4s | 2.91 sym/s | Total: 8.2m | ETA: 12.5m
[2025-12-08T20:23:15.525941] [INFO ] [sig       ] [1432/3624] Forecasting GLOB...
[2025-12-08T20:23:15.525978] [INFO ] [sig       ] Generating forecast for: GLOB
[2025-12-08T20:23:15.526016] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLOB' from 'https://tdm.silogroup.org/data/derivative_storage/GLOB.csv'.
[2025-12-08T20:23:15.538947] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLOB'.
[2025-12-08T20:23:15.539351] [INFO ] [FORECASTER] Starting predict_future for GLOB
[2025-12-08T20:23:15.540204] [DEBUG] [LOCAL     ] No optimal features file found for GLOB: ./output/feature-sets/GLOB.txt
[2025-12-08T20:23:15.540256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:15.540287] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:15.540312] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:15.540369] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:15.600658] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:15.601328] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:15.601407] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:15.601440] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:15.724796] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:15.724949] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:15.724996] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:15.725034] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:15.729123] [DEBUG] [FORECASTER] GLOB: Forecast T+1@11:T+2@11: UP (p=55.74%)
[2025-12-08T20:23:15.729439] [INFO ] [FORECASTER] Completed predict_future for GLOB
[2025-12-08T20:23:15.729626] [INFO ] [sig       ] GLOB: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:23:15.877654] [INFO ] [LOCAL     ] Saved forecast: GLOB	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/GLOB.txt
[2025-12-08T20:23:15.877789] [INFO ] [sig       ] [1432/3624] Completed GLOB in 0.4s | 2.91 sym/s | Total: 8.2m | ETA: 12.5m
[2025-12-08T20:23:15.877834] [INFO ] [sig       ] [1433/3624] Forecasting GLP...
[2025-12-08T20:23:15.877878] [INFO ] [sig       ] Generating forecast for: GLP
[2025-12-08T20:23:15.877925] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLP' from 'https://tdm.silogroup.org/data/derivative_storage/GLP.csv'.
[2025-12-08T20:23:15.890753] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLP'.
[2025-12-08T20:23:15.891124] [INFO ] [FORECASTER] Starting predict_future for GLP
[2025-12-08T20:23:15.891953] [DEBUG] [LOCAL     ] No optimal features file found for GLP: ./output/feature-sets/GLP.txt
[2025-12-08T20:23:15.892015] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:15.892058] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:15.892088] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:15.892145] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:15.952031] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:15.952860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:15.952948] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:15.952996] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:16.078067] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:16.078218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:16.078269] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:16.078313] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:16.081823] [DEBUG] [FORECASTER] GLP: Forecast T+1@11:T+2@11: DOWN (p=3.39%)
[2025-12-08T20:23:16.082092] [INFO ] [FORECASTER] Completed predict_future for GLP
[2025-12-08T20:23:16.082223] [INFO ] [sig       ] GLP: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:23:16.226952] [INFO ] [LOCAL     ] Saved forecast: GLP	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/GLP.txt
[2025-12-08T20:23:16.227106] [INFO ] [sig       ] [1433/3624] Completed GLP in 0.3s | 2.91 sym/s | Total: 8.2m | ETA: 12.5m
[2025-12-08T20:23:16.227162] [INFO ] [sig       ] [1434/3624] Forecasting GLPG...
[2025-12-08T20:23:16.227199] [INFO ] [sig       ] Generating forecast for: GLPG
[2025-12-08T20:23:16.227232] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLPG' from 'https://tdm.silogroup.org/data/derivative_storage/GLPG.csv'.
[2025-12-08T20:23:16.241246] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLPG'.
[2025-12-08T20:23:16.241708] [INFO ] [FORECASTER] Starting predict_future for GLPG
[2025-12-08T20:23:16.242692] [DEBUG] [LOCAL     ] No optimal features file found for GLPG: ./output/feature-sets/GLPG.txt
[2025-12-08T20:23:16.242757] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:16.242800] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:16.242837] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:16.242919] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:16.310362] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:16.311317] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:16.311415] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:16.311466] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:16.450417] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:16.450590] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:16.450634] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:16.450664] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:16.454482] [DEBUG] [FORECASTER] GLPG: Forecast T+1@11:T+2@11: DOWN (p=39.56%)
[2025-12-08T20:23:16.454812] [INFO ] [FORECASTER] Completed predict_future for GLPG
[2025-12-08T20:23:16.454953] [INFO ] [sig       ] GLPG: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:23:16.618444] [INFO ] [LOCAL     ] Saved forecast: GLPG	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/GLPG.txt
[2025-12-08T20:23:16.618593] [INFO ] [sig       ] [1434/3624] Completed GLPG in 0.4s | 2.91 sym/s | Total: 8.2m | ETA: 12.5m
[2025-12-08T20:23:16.618637] [INFO ] [sig       ] [1435/3624] Forecasting GLPI...
[2025-12-08T20:23:16.618667] [INFO ] [sig       ] Generating forecast for: GLPI
[2025-12-08T20:23:16.618698] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLPI' from 'https://tdm.silogroup.org/data/derivative_storage/GLPI.csv'.
[2025-12-08T20:23:16.630762] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLPI'.
[2025-12-08T20:23:16.631135] [INFO ] [FORECASTER] Starting predict_future for GLPI
[2025-12-08T20:23:16.631932] [DEBUG] [LOCAL     ] No optimal features file found for GLPI: ./output/feature-sets/GLPI.txt
[2025-12-08T20:23:16.631982] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:16.632013] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:16.632040] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:16.632095] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:16.686776] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:16.687544] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:16.687646] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:16.687678] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:16.801249] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:16.801403] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:16.801443] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:16.801471] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:16.804757] [DEBUG] [FORECASTER] GLPI: Forecast T+1@11:T+2@11: UP (p=97.33%)
[2025-12-08T20:23:16.805015] [INFO ] [FORECASTER] Completed predict_future for GLPI
[2025-12-08T20:23:16.805132] [INFO ] [sig       ] GLPI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:23:16.942262] [INFO ] [LOCAL     ] Saved forecast: GLPI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/GLPI.txt
[2025-12-08T20:23:16.942403] [INFO ] [sig       ] [1435/3624] Completed GLPI in 0.3s | 2.91 sym/s | Total: 8.2m | ETA: 12.5m
[2025-12-08T20:23:16.942444] [INFO ] [sig       ] [1436/3624] Forecasting GLRE...
[2025-12-08T20:23:16.942472] [INFO ] [sig       ] Generating forecast for: GLRE
[2025-12-08T20:23:16.942501] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLRE' from 'https://tdm.silogroup.org/data/derivative_storage/GLRE.csv'.
[2025-12-08T20:23:16.954957] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLRE'.
[2025-12-08T20:23:16.955356] [INFO ] [FORECASTER] Starting predict_future for GLRE
[2025-12-08T20:23:16.956149] [DEBUG] [LOCAL     ] No optimal features file found for GLRE: ./output/feature-sets/GLRE.txt
[2025-12-08T20:23:16.956198] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:16.956229] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:16.956254] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:16.956309] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:17.011732] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:17.012496] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:17.012592] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:17.012626] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:17.130770] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:17.130921] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:17.130958] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:17.130986] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:17.134300] [DEBUG] [FORECASTER] GLRE: Forecast T+1@11:T+2@11: UP (p=79.61%)
[2025-12-08T20:23:17.134596] [INFO ] [FORECASTER] Completed predict_future for GLRE
[2025-12-08T20:23:17.134720] [INFO ] [sig       ] GLRE: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:23:17.272899] [INFO ] [LOCAL     ] Saved forecast: GLRE	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/GLRE.txt
[2025-12-08T20:23:17.273046] [INFO ] [sig       ] [1436/3624] Completed GLRE in 0.3s | 2.91 sym/s | Total: 8.2m | ETA: 12.5m
[2025-12-08T20:23:17.273084] [INFO ] [sig       ] [1437/3624] Forecasting GLSI...
[2025-12-08T20:23:17.273115] [INFO ] [sig       ] Generating forecast for: GLSI
[2025-12-08T20:23:17.273143] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLSI' from 'https://tdm.silogroup.org/data/derivative_storage/GLSI.csv'.
[2025-12-08T20:23:17.287882] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLSI'.
[2025-12-08T20:23:17.288279] [INFO ] [FORECASTER] Starting predict_future for GLSI
[2025-12-08T20:23:17.289092] [DEBUG] [LOCAL     ] No optimal features file found for GLSI: ./output/feature-sets/GLSI.txt
[2025-12-08T20:23:17.289147] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:17.289178] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:17.289204] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:17.289259] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:17.344824] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:17.345588] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:17.345693] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:17.345728] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:17.462228] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:17.462384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:17.462423] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:17.462451] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:17.465764] [DEBUG] [FORECASTER] GLSI: Forecast T+1@11:T+2@11: UP (p=64.59%)
[2025-12-08T20:23:17.466037] [INFO ] [FORECASTER] Completed predict_future for GLSI
[2025-12-08T20:23:17.466155] [INFO ] [sig       ] GLSI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:23:17.606996] [INFO ] [LOCAL     ] Saved forecast: GLSI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/GLSI.txt
[2025-12-08T20:23:17.607124] [INFO ] [sig       ] [1437/3624] Completed GLSI in 0.3s | 2.91 sym/s | Total: 8.2m | ETA: 12.5m
[2025-12-08T20:23:17.607162] [INFO ] [sig       ] [1438/3624] Forecasting GLTO...
[2025-12-08T20:23:17.607191] [INFO ] [sig       ] Generating forecast for: GLTO
[2025-12-08T20:23:17.607220] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLTO' from 'https://tdm.silogroup.org/data/derivative_storage/GLTO.csv'.
[2025-12-08T20:23:17.618310] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLTO'.
[2025-12-08T20:23:17.618653] [INFO ] [FORECASTER] Starting predict_future for GLTO
[2025-12-08T20:23:17.619405] [DEBUG] [LOCAL     ] No optimal features file found for GLTO: ./output/feature-sets/GLTO.txt
[2025-12-08T20:23:17.619453] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:17.619484] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:17.619510] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:17.619564] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:17.675165] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:17.675832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:17.675906] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:17.675937] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:17.788969] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:17.789108] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:17.789145] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:17.789173] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:17.792394] [DEBUG] [FORECASTER] GLTO: Forecast T+1@11:T+2@11: UP (p=80.62%)
[2025-12-08T20:23:17.792669] [INFO ] [FORECASTER] Completed predict_future for GLTO
[2025-12-08T20:23:17.792788] [INFO ] [sig       ] GLTO: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:23:17.930735] [INFO ] [LOCAL     ] Saved forecast: GLTO	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/GLTO.txt
[2025-12-08T20:23:17.930863] [INFO ] [sig       ] [1438/3624] Completed GLTO in 0.3s | 2.91 sym/s | Total: 8.2m | ETA: 12.5m
[2025-12-08T20:23:17.930901] [INFO ] [sig       ] [1439/3624] Forecasting GLUE...
[2025-12-08T20:23:17.930929] [INFO ] [sig       ] Generating forecast for: GLUE
[2025-12-08T20:23:17.930958] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLUE' from 'https://tdm.silogroup.org/data/derivative_storage/GLUE.csv'.
[2025-12-08T20:23:17.942914] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLUE'.
[2025-12-08T20:23:17.943280] [INFO ] [FORECASTER] Starting predict_future for GLUE
[2025-12-08T20:23:17.944139] [DEBUG] [LOCAL     ] No optimal features file found for GLUE: ./output/feature-sets/GLUE.txt
[2025-12-08T20:23:17.944191] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:17.944223] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:17.944250] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:17.944306] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:17.999430] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:18.000259] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:18.000338] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:18.000370] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:18.117823] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:18.117971] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:18.118009] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:18.118036] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:18.121300] [DEBUG] [FORECASTER] GLUE: Forecast T+1@11:T+2@11: UP (p=94.29%)
[2025-12-08T20:23:18.121558] [INFO ] [FORECASTER] Completed predict_future for GLUE
[2025-12-08T20:23:18.121695] [INFO ] [sig       ] GLUE: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:23:18.260834] [INFO ] [LOCAL     ] Saved forecast: GLUE	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/GLUE.txt
[2025-12-08T20:23:18.260983] [INFO ] [sig       ] [1439/3624] Completed GLUE in 0.3s | 2.91 sym/s | Total: 8.2m | ETA: 12.5m
[2025-12-08T20:23:18.261021] [INFO ] [sig       ] [1440/3624] Forecasting GMAB...
[2025-12-08T20:23:18.261051] [INFO ] [sig       ] Generating forecast for: GMAB
[2025-12-08T20:23:18.261080] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GMAB' from 'https://tdm.silogroup.org/data/derivative_storage/GMAB.csv'.
[2025-12-08T20:23:18.273750] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GMAB'.
[2025-12-08T20:23:18.274160] [INFO ] [FORECASTER] Starting predict_future for GMAB
[2025-12-08T20:23:18.275017] [DEBUG] [LOCAL     ] No optimal features file found for GMAB: ./output/feature-sets/GMAB.txt
[2025-12-08T20:23:18.275069] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:18.275101] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:18.275128] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:18.275184] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:18.332397] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:18.333050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:18.333124] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:18.333157] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:18.455028] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:18.455180] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:18.455217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:18.455246] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:18.458525] [DEBUG] [FORECASTER] GMAB: Forecast T+1@11:T+2@11: DOWN (p=25.30%)
[2025-12-08T20:23:18.458802] [INFO ] [FORECASTER] Completed predict_future for GMAB
[2025-12-08T20:23:18.458920] [INFO ] [sig       ] GMAB: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:23:18.643161] [INFO ] [LOCAL     ] Saved forecast: GMAB	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/GMAB.txt
[2025-12-08T20:23:18.643329] [INFO ] [sig       ] [1440/3624] Completed GMAB in 0.4s | 2.91 sym/s | Total: 8.2m | ETA: 12.5m
[2025-12-08T20:23:18.643371] [INFO ] [sig       ] [1441/3624] Forecasting GME...
[2025-12-08T20:23:18.643401] [INFO ] [sig       ] Generating forecast for: GME
[2025-12-08T20:23:18.643431] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GME' from 'https://tdm.silogroup.org/data/derivative_storage/GME.csv'.
[2025-12-08T20:23:18.655017] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GME'.
[2025-12-08T20:23:18.655356] [INFO ] [FORECASTER] Starting predict_future for GME
[2025-12-08T20:23:18.656157] [DEBUG] [LOCAL     ] No optimal features file found for GME: ./output/feature-sets/GME.txt
[2025-12-08T20:23:18.656207] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:18.656237] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:18.656264] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:18.656318] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:18.711957] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:18.712866] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:18.712947] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:18.712981] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:18.832635] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:18.832783] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:18.832819] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:18.832848] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:18.836089] [DEBUG] [FORECASTER] GME: Forecast T+1@11:T+2@11: UP (p=90.99%)
[2025-12-08T20:23:18.836350] [INFO ] [FORECASTER] Completed predict_future for GME
[2025-12-08T20:23:18.836469] [INFO ] [sig       ] GME: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:23:18.974424] [INFO ] [LOCAL     ] Saved forecast: GME	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/GME.txt
[2025-12-08T20:23:18.974596] [INFO ] [sig       ] [1441/3624] Completed GME in 0.3s | 2.91 sym/s | Total: 8.2m | ETA: 12.5m
[2025-12-08T20:23:18.974638] [INFO ] [sig       ] [1442/3624] Forecasting GMED...
[2025-12-08T20:23:18.974666] [INFO ] [sig       ] Generating forecast for: GMED
[2025-12-08T20:23:18.974695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GMED' from 'https://tdm.silogroup.org/data/derivative_storage/GMED.csv'.
[2025-12-08T20:23:18.987169] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GMED'.
[2025-12-08T20:23:18.987566] [INFO ] [FORECASTER] Starting predict_future for GMED
[2025-12-08T20:23:18.988384] [DEBUG] [LOCAL     ] No optimal features file found for GMED: ./output/feature-sets/GMED.txt
[2025-12-08T20:23:18.988434] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:18.988464] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:18.988489] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:18.988543] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:19.044170] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:19.045052] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:19.045146] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:19.045182] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:19.167517] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:19.167698] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:19.167736] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:19.167763] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:19.171174] [DEBUG] [FORECASTER] GMED: Forecast T+1@11:T+2@11: DOWN (p=13.08%)
[2025-12-08T20:23:19.171457] [INFO ] [FORECASTER] Completed predict_future for GMED
[2025-12-08T20:23:19.171602] [INFO ] [sig       ] GMED: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:23:19.311098] [INFO ] [LOCAL     ] Saved forecast: GMED	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/GMED.txt
[2025-12-08T20:23:19.311256] [INFO ] [sig       ] [1442/3624] Completed GMED in 0.3s | 2.91 sym/s | Total: 8.2m | ETA: 12.5m
[2025-12-08T20:23:19.311295] [INFO ] [sig       ] [1443/3624] Forecasting GMM...
[2025-12-08T20:23:19.311324] [INFO ] [sig       ] Generating forecast for: GMM
[2025-12-08T20:23:19.311353] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GMM' from 'https://tdm.silogroup.org/data/derivative_storage/GMM.csv'.
[2025-12-08T20:23:19.323686] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GMM'.
[2025-12-08T20:23:19.324059] [INFO ] [FORECASTER] Starting predict_future for GMM
[2025-12-08T20:23:19.324837] [DEBUG] [LOCAL     ] No optimal features file found for GMM: ./output/feature-sets/GMM.txt
[2025-12-08T20:23:19.324898] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:19.324929] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:19.324956] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:19.325011] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:19.380854] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:19.381670] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:19.381754] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:19.381785] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:19.494149] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:19.494288] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:19.494328] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:19.494360] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:19.497787] [DEBUG] [FORECASTER] GMM: Forecast T+1@11:T+2@11: DOWN (p=1.48%)
[2025-12-08T20:23:19.498077] [INFO ] [FORECASTER] Completed predict_future for GMM
[2025-12-08T20:23:19.498222] [INFO ] [sig       ] GMM: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:23:19.640289] [INFO ] [LOCAL     ] Saved forecast: GMM	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/GMM.txt
[2025-12-08T20:23:19.640407] [INFO ] [sig       ] [1443/3624] Completed GMM in 0.3s | 2.91 sym/s | Total: 8.3m | ETA: 12.5m
[2025-12-08T20:23:19.640444] [INFO ] [sig       ] [1444/3624] Forecasting GMRE...
[2025-12-08T20:23:19.640473] [INFO ] [sig       ] Generating forecast for: GMRE
[2025-12-08T20:23:19.640502] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GMRE' from 'https://tdm.silogroup.org/data/derivative_storage/GMRE.csv'.
[2025-12-08T20:23:19.652154] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GMRE'.
[2025-12-08T20:23:19.652480] [INFO ] [FORECASTER] Starting predict_future for GMRE
[2025-12-08T20:23:19.653248] [DEBUG] [LOCAL     ] No optimal features file found for GMRE: ./output/feature-sets/GMRE.txt
[2025-12-08T20:23:19.653297] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:19.653352] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:19.653379] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:19.653434] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:19.709356] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:19.709959] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:19.710029] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:19.710062] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:19.829718] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:19.829832] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:19.829865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:19.829893] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:19.832962] [DEBUG] [FORECASTER] GMRE: Forecast T+1@11:T+2@11: DOWN (p=19.46%)
[2025-12-08T20:23:19.833220] [INFO ] [FORECASTER] Completed predict_future for GMRE
[2025-12-08T20:23:19.833337] [INFO ] [sig       ] GMRE: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:23:19.972409] [INFO ] [LOCAL     ] Saved forecast: GMRE	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/GMRE.txt
[2025-12-08T20:23:19.972513] [INFO ] [sig       ] [1444/3624] Completed GMRE in 0.3s | 2.91 sym/s | Total: 8.3m | ETA: 12.5m
[2025-12-08T20:23:19.972550] [INFO ] [sig       ] [1445/3624] Forecasting GNE...
[2025-12-08T20:23:19.972596] [INFO ] [sig       ] Generating forecast for: GNE
[2025-12-08T20:23:19.972628] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNE' from 'https://tdm.silogroup.org/data/derivative_storage/GNE.csv'.
[2025-12-08T20:23:19.984940] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNE'.
[2025-12-08T20:23:19.985259] [INFO ] [FORECASTER] Starting predict_future for GNE
[2025-12-08T20:23:19.986024] [DEBUG] [LOCAL     ] No optimal features file found for GNE: ./output/feature-sets/GNE.txt
[2025-12-08T20:23:19.986073] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:19.986104] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:19.986130] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:19.986185] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:20.041106] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:20.041686] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:20.041759] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:20.041790] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:20.156460] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:20.156583] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:20.156621] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:20.156648] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:20.159792] [DEBUG] [FORECASTER] GNE: Forecast T+1@11:T+2@11: UP (p=85.63%)
[2025-12-08T20:23:20.160047] [INFO ] [FORECASTER] Completed predict_future for GNE
[2025-12-08T20:23:20.160162] [INFO ] [sig       ] GNE: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:23:20.297225] [INFO ] [LOCAL     ] Saved forecast: GNE	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/GNE.txt
[2025-12-08T20:23:20.297364] [INFO ] [sig       ] [1445/3624] Completed GNE in 0.3s | 2.91 sym/s | Total: 8.3m | ETA: 12.5m
[2025-12-08T20:23:20.297423] [INFO ] [sig       ] [1446/3624] Forecasting GNK...
[2025-12-08T20:23:20.297454] [INFO ] [sig       ] Generating forecast for: GNK
[2025-12-08T20:23:20.297484] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNK' from 'https://tdm.silogroup.org/data/derivative_storage/GNK.csv'.
[2025-12-08T20:23:20.310271] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNK'.
[2025-12-08T20:23:20.310628] [INFO ] [FORECASTER] Starting predict_future for GNK
[2025-12-08T20:23:20.311371] [DEBUG] [LOCAL     ] No optimal features file found for GNK: ./output/feature-sets/GNK.txt
[2025-12-08T20:23:20.311420] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:20.311450] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:20.311476] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:20.311531] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:20.366299] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:20.367000] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:20.367077] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:20.367107] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:20.489331] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:20.489483] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:20.489519] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:20.489546] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:20.492802] [DEBUG] [FORECASTER] GNK: Forecast T+1@11:T+2@11: UP (p=64.71%)
[2025-12-08T20:23:20.493060] [INFO ] [FORECASTER] Completed predict_future for GNK
[2025-12-08T20:23:20.493175] [INFO ] [sig       ] GNK: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:23:20.630748] [INFO ] [LOCAL     ] Saved forecast: GNK	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/GNK.txt
[2025-12-08T20:23:20.630865] [INFO ] [sig       ] [1446/3624] Completed GNK in 0.3s | 2.91 sym/s | Total: 8.3m | ETA: 12.5m
[2025-12-08T20:23:20.630908] [INFO ] [sig       ] [1447/3624] Forecasting GNL...
[2025-12-08T20:23:20.630938] [INFO ] [sig       ] Generating forecast for: GNL
[2025-12-08T20:23:20.630969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNL' from 'https://tdm.silogroup.org/data/derivative_storage/GNL.csv'.
[2025-12-08T20:23:20.642670] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNL'.
[2025-12-08T20:23:20.642988] [INFO ] [FORECASTER] Starting predict_future for GNL
[2025-12-08T20:23:20.643761] [DEBUG] [LOCAL     ] No optimal features file found for GNL: ./output/feature-sets/GNL.txt
[2025-12-08T20:23:20.643810] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:20.643840] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:20.643866] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:20.643920] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:20.699859] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:20.700443] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:20.700514] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:20.700545] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:20.819924] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:20.820059] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:20.820095] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:20.820144] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:20.823396] [DEBUG] [FORECASTER] GNL: Forecast T+1@11:T+2@11: DOWN (p=19.12%)
[2025-12-08T20:23:20.823684] [INFO ] [FORECASTER] Completed predict_future for GNL
[2025-12-08T20:23:20.823804] [INFO ] [sig       ] GNL: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:23:20.962804] [INFO ] [LOCAL     ] Saved forecast: GNL	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/GNL.txt
[2025-12-08T20:23:20.962913] [INFO ] [sig       ] [1447/3624] Completed GNL in 0.3s | 2.91 sym/s | Total: 8.3m | ETA: 12.4m
[2025-12-08T20:23:20.962951] [INFO ] [sig       ] [1448/3624] Forecasting GNLN...
[2025-12-08T20:23:20.962979] [INFO ] [sig       ] Generating forecast for: GNLN
[2025-12-08T20:23:20.963008] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNLN' from 'https://tdm.silogroup.org/data/derivative_storage/GNLN.csv'.
[2025-12-08T20:23:20.978493] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNLN'.
[2025-12-08T20:23:20.978842] [INFO ] [FORECASTER] Starting predict_future for GNLN
[2025-12-08T20:23:20.979799] [DEBUG] [LOCAL     ] No optimal features file found for GNLN: ./output/feature-sets/GNLN.txt
[2025-12-08T20:23:20.979848] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:20.979878] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:20.979903] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:20.979957] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:21.036472] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:21.037085] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:21.037158] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:21.037189] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:21.144165] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:21.144283] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:21.144322] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:21.144350] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:21.147602] [DEBUG] [FORECASTER] GNLN: Forecast T+1@11:T+2@11: UP (p=86.29%)
[2025-12-08T20:23:21.147861] [INFO ] [FORECASTER] Completed predict_future for GNLN
[2025-12-08T20:23:21.147991] [INFO ] [sig       ] GNLN: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:23:21.286292] [INFO ] [LOCAL     ] Saved forecast: GNLN	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/GNLN.txt
[2025-12-08T20:23:21.286399] [INFO ] [sig       ] [1448/3624] Completed GNLN in 0.3s | 2.91 sym/s | Total: 8.3m | ETA: 12.4m
[2025-12-08T20:23:21.286435] [INFO ] [sig       ] [1449/3624] Forecasting GNLX...
[2025-12-08T20:23:21.286465] [INFO ] [sig       ] Generating forecast for: GNLX
[2025-12-08T20:23:21.286494] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNLX' from 'https://tdm.silogroup.org/data/derivative_storage/GNLX.csv'.
[2025-12-08T20:23:21.297971] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNLX'.
[2025-12-08T20:23:21.298307] [INFO ] [FORECASTER] Starting predict_future for GNLX
[2025-12-08T20:23:21.299065] [DEBUG] [LOCAL     ] No optimal features file found for GNLX: ./output/feature-sets/GNLX.txt
[2025-12-08T20:23:21.299114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:21.299144] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:21.299170] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:21.299225] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:21.354064] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:21.354669] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:21.354742] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:21.354773] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:21.470336] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:21.470484] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:21.470521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:21.470550] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:21.473820] [DEBUG] [FORECASTER] GNLX: Forecast T+1@11:T+2@11: DOWN (p=24.57%)
[2025-12-08T20:23:21.474081] [INFO ] [FORECASTER] Completed predict_future for GNLX
[2025-12-08T20:23:21.474198] [INFO ] [sig       ] GNLX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:23:21.609977] [INFO ] [LOCAL     ] Saved forecast: GNLX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/GNLX.txt
[2025-12-08T20:23:21.610100] [INFO ] [sig       ] [1449/3624] Completed GNLX in 0.3s | 2.91 sym/s | Total: 8.3m | ETA: 12.4m
[2025-12-08T20:23:21.610137] [INFO ] [sig       ] [1450/3624] Forecasting GNMA...
[2025-12-08T20:23:21.610165] [INFO ] [sig       ] Generating forecast for: GNMA
[2025-12-08T20:23:21.610194] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNMA' from 'https://tdm.silogroup.org/data/derivative_storage/GNMA.csv'.
[2025-12-08T20:23:21.621527] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNMA'.
[2025-12-08T20:23:21.621875] [INFO ] [FORECASTER] Starting predict_future for GNMA
[2025-12-08T20:23:21.622648] [DEBUG] [LOCAL     ] No optimal features file found for GNMA: ./output/feature-sets/GNMA.txt
[2025-12-08T20:23:21.622696] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:21.622727] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:21.622752] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:21.622807] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:21.678163] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:21.678765] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:21.678836] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:21.678867] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:21.791753] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:21.791892] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:21.791945] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:21.791973] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:21.795167] [DEBUG] [FORECASTER] GNMA: Forecast T+1@11:T+2@11: UP (p=51.22%)
[2025-12-08T20:23:21.795426] [INFO ] [FORECASTER] Completed predict_future for GNMA
[2025-12-08T20:23:21.795541] [INFO ] [sig       ] GNMA: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:23:21.934286] [INFO ] [LOCAL     ] Saved forecast: GNMA	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/GNMA.txt
[2025-12-08T20:23:21.934394] [INFO ] [sig       ] [1450/3624] Completed GNMA in 0.3s | 2.91 sym/s | Total: 8.3m | ETA: 12.4m
[2025-12-08T20:23:21.934431] [INFO ] [sig       ] [1451/3624] Forecasting GNOM...
[2025-12-08T20:23:21.934459] [INFO ] [sig       ] Generating forecast for: GNOM
[2025-12-08T20:23:21.934487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNOM' from 'https://tdm.silogroup.org/data/derivative_storage/GNOM.csv'.
[2025-12-08T20:23:21.946294] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNOM'.
[2025-12-08T20:23:21.946658] [INFO ] [FORECASTER] Starting predict_future for GNOM
[2025-12-08T20:23:21.947460] [DEBUG] [LOCAL     ] No optimal features file found for GNOM: ./output/feature-sets/GNOM.txt
[2025-12-08T20:23:21.947511] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:21.947543] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:21.947587] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:21.947659] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:22.003469] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:22.004243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:22.004321] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:22.004353] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:22.124859] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:22.125028] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:22.125067] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:22.125095] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:22.128343] [DEBUG] [FORECASTER] GNOM: Forecast T+1@11:T+2@11: UP (p=84.90%)
[2025-12-08T20:23:22.128621] [INFO ] [FORECASTER] Completed predict_future for GNOM
[2025-12-08T20:23:22.128743] [INFO ] [sig       ] GNOM: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:23:22.265065] [INFO ] [LOCAL     ] Saved forecast: GNOM	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/GNOM.txt
[2025-12-08T20:23:22.265213] [INFO ] [sig       ] [1451/3624] Completed GNOM in 0.3s | 2.92 sym/s | Total: 8.3m | ETA: 12.4m
[2025-12-08T20:23:22.265253] [INFO ] [sig       ] [1452/3624] Forecasting GNPX...
[2025-12-08T20:23:22.265282] [INFO ] [sig       ] Generating forecast for: GNPX
[2025-12-08T20:23:22.265311] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNPX' from 'https://tdm.silogroup.org/data/derivative_storage/GNPX.csv'.
[2025-12-08T20:23:22.277158] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNPX'.
[2025-12-08T20:23:22.277549] [INFO ] [FORECASTER] Starting predict_future for GNPX
[2025-12-08T20:23:22.278338] [DEBUG] [LOCAL     ] No optimal features file found for GNPX: ./output/feature-sets/GNPX.txt
[2025-12-08T20:23:22.278387] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:22.278418] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:22.278444] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:22.278499] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:22.333310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:22.334143] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:22.334219] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:22.334251] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:22.447135] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:22.447285] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:22.447324] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:22.447352] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:22.450639] [DEBUG] [FORECASTER] GNPX: Forecast T+1@11:T+2@11: DOWN (p=18.07%)
[2025-12-08T20:23:22.450900] [INFO ] [FORECASTER] Completed predict_future for GNPX
[2025-12-08T20:23:22.451016] [INFO ] [sig       ] GNPX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:23:22.588877] [INFO ] [LOCAL     ] Saved forecast: GNPX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/GNPX.txt
[2025-12-08T20:23:22.588999] [INFO ] [sig       ] [1452/3624] Completed GNPX in 0.3s | 2.92 sym/s | Total: 8.3m | ETA: 12.4m
[2025-12-08T20:23:22.589038] [INFO ] [sig       ] [1453/3624] Forecasting GNRC...
[2025-12-08T20:23:22.589068] [INFO ] [sig       ] Generating forecast for: GNRC
[2025-12-08T20:23:22.589096] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNRC' from 'https://tdm.silogroup.org/data/derivative_storage/GNRC.csv'.
[2025-12-08T20:23:22.601068] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNRC'.
[2025-12-08T20:23:22.601393] [INFO ] [FORECASTER] Starting predict_future for GNRC
[2025-12-08T20:23:22.602154] [DEBUG] [LOCAL     ] No optimal features file found for GNRC: ./output/feature-sets/GNRC.txt
[2025-12-08T20:23:22.602203] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:22.602234] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:22.602260] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:22.602314] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:22.657803] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:22.658371] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:22.658445] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:22.658476] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:22.780635] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:22.780752] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:22.780788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:22.780816] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:22.783936] [DEBUG] [FORECASTER] GNRC: Forecast T+1@11:T+2@11: UP (p=93.76%)
[2025-12-08T20:23:22.784194] [INFO ] [FORECASTER] Completed predict_future for GNRC
[2025-12-08T20:23:22.784310] [INFO ] [sig       ] GNRC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:23:22.922806] [INFO ] [LOCAL     ] Saved forecast: GNRC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/GNRC.txt
[2025-12-08T20:23:22.922956] [INFO ] [sig       ] [1453/3624] Completed GNRC in 0.3s | 2.92 sym/s | Total: 8.3m | ETA: 12.4m
[2025-12-08T20:23:22.922995] [INFO ] [sig       ] [1454/3624] Forecasting GNSS...
[2025-12-08T20:23:22.923024] [INFO ] [sig       ] Generating forecast for: GNSS
[2025-12-08T20:23:22.923053] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNSS' from 'https://tdm.silogroup.org/data/derivative_storage/GNSS.csv'.
[2025-12-08T20:23:22.935036] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNSS'.
[2025-12-08T20:23:22.935415] [INFO ] [FORECASTER] Starting predict_future for GNSS
[2025-12-08T20:23:22.936230] [DEBUG] [LOCAL     ] No optimal features file found for GNSS: ./output/feature-sets/GNSS.txt
[2025-12-08T20:23:22.936281] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:22.936323] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:22.936351] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:22.936407] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:22.992116] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:22.992988] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:22.993110] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:22.993143] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:23.112138] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:23.112297] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:23.112334] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:23.112361] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:23.115725] [DEBUG] [FORECASTER] GNSS: Forecast T+1@11:T+2@11: UP (p=95.84%)
[2025-12-08T20:23:23.116038] [INFO ] [FORECASTER] Completed predict_future for GNSS
[2025-12-08T20:23:23.116174] [INFO ] [sig       ] GNSS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:23:23.254795] [INFO ] [LOCAL     ] Saved forecast: GNSS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/GNSS.txt
[2025-12-08T20:23:23.254941] [INFO ] [sig       ] [1454/3624] Completed GNSS in 0.3s | 2.92 sym/s | Total: 8.3m | ETA: 12.4m
[2025-12-08T20:23:23.254981] [INFO ] [sig       ] [1455/3624] Forecasting GNTX...
[2025-12-08T20:23:23.255010] [INFO ] [sig       ] Generating forecast for: GNTX
[2025-12-08T20:23:23.255040] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNTX' from 'https://tdm.silogroup.org/data/derivative_storage/GNTX.csv'.
[2025-12-08T20:23:23.267050] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNTX'.
[2025-12-08T20:23:23.267434] [INFO ] [FORECASTER] Starting predict_future for GNTX
[2025-12-08T20:23:23.268234] [DEBUG] [LOCAL     ] No optimal features file found for GNTX: ./output/feature-sets/GNTX.txt
[2025-12-08T20:23:23.268283] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:23.268315] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:23.268340] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:23.268396] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:23.324079] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:23.324889] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:23.324966] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:23.324997] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:23.441472] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:23.441642] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:23.441681] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:23.441708] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:23.444980] [DEBUG] [FORECASTER] GNTX: Forecast T+1@11:T+2@11: DOWN (p=37.32%)
[2025-12-08T20:23:23.445279] [INFO ] [FORECASTER] Completed predict_future for GNTX
[2025-12-08T20:23:23.445406] [INFO ] [sig       ] GNTX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:23:23.589837] [INFO ] [LOCAL     ] Saved forecast: GNTX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/GNTX.txt
[2025-12-08T20:23:23.589991] [INFO ] [sig       ] [1455/3624] Completed GNTX in 0.3s | 2.92 sym/s | Total: 8.3m | ETA: 12.4m
[2025-12-08T20:23:23.590029] [INFO ] [sig       ] [1456/3624] Forecasting GO...
[2025-12-08T20:23:23.590059] [INFO ] [sig       ] Generating forecast for: GO
[2025-12-08T20:23:23.590089] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GO' from 'https://tdm.silogroup.org/data/derivative_storage/GO.csv'.
[2025-12-08T20:23:23.603540] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GO'.
[2025-12-08T20:23:23.603952] [INFO ] [FORECASTER] Starting predict_future for GO
[2025-12-08T20:23:23.604773] [DEBUG] [LOCAL     ] No optimal features file found for GO: ./output/feature-sets/GO.txt
[2025-12-08T20:23:23.604824] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:23.604855] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:23.604883] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:23.604939] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:23.662673] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:23.663304] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:23.663377] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:23.663408] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:23.783329] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:23.783479] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:23.783516] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:23.783544] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:23.786793] [DEBUG] [FORECASTER] GO: Forecast T+1@11:T+2@11: UP (p=89.42%)
[2025-12-08T20:23:23.787051] [INFO ] [FORECASTER] Completed predict_future for GO
[2025-12-08T20:23:23.787171] [INFO ] [sig       ] GO: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:23:23.924468] [INFO ] [LOCAL     ] Saved forecast: GO	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/GO.txt
[2025-12-08T20:23:23.924604] [INFO ] [sig       ] [1456/3624] Completed GO in 0.3s | 2.92 sym/s | Total: 8.3m | ETA: 12.4m
[2025-12-08T20:23:23.924643] [INFO ] [sig       ] [1457/3624] Forecasting GOCO...
[2025-12-08T20:23:23.924672] [INFO ] [sig       ] Generating forecast for: GOCO
[2025-12-08T20:23:23.924702] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOCO' from 'https://tdm.silogroup.org/data/derivative_storage/GOCO.csv'.
[2025-12-08T20:23:23.936812] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOCO'.
[2025-12-08T20:23:23.937174] [INFO ] [FORECASTER] Starting predict_future for GOCO
[2025-12-08T20:23:23.937998] [DEBUG] [LOCAL     ] No optimal features file found for GOCO: ./output/feature-sets/GOCO.txt
[2025-12-08T20:23:23.938049] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:23.938082] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:23.938108] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:23.938167] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:23.994482] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:23.995080] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:23.995152] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:23.995183] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:24.116469] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:24.116623] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:24.116664] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:24.116692] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:24.119953] [DEBUG] [FORECASTER] GOCO: Forecast T+1@11:T+2@11: UP (p=94.98%)
[2025-12-08T20:23:24.120219] [INFO ] [FORECASTER] Completed predict_future for GOCO
[2025-12-08T20:23:24.120336] [INFO ] [sig       ] GOCO: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:23:24.258955] [INFO ] [LOCAL     ] Saved forecast: GOCO	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/GOCO.txt
[2025-12-08T20:23:24.259109] [INFO ] [sig       ] [1457/3624] Completed GOCO in 0.3s | 2.92 sym/s | Total: 8.3m | ETA: 12.4m
[2025-12-08T20:23:24.259148] [INFO ] [sig       ] [1458/3624] Forecasting GOF...
[2025-12-08T20:23:24.259187] [INFO ] [sig       ] Generating forecast for: GOF
[2025-12-08T20:23:24.259217] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOF' from 'https://tdm.silogroup.org/data/derivative_storage/GOF.csv'.
[2025-12-08T20:23:24.271282] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOF'.
[2025-12-08T20:23:24.271686] [INFO ] [FORECASTER] Starting predict_future for GOF
[2025-12-08T20:23:24.272476] [DEBUG] [LOCAL     ] No optimal features file found for GOF: ./output/feature-sets/GOF.txt
[2025-12-08T20:23:24.272525] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:24.272556] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:24.272606] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:24.272664] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:24.329126] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:24.329823] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:24.329899] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:24.329931] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:24.451978] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:24.452127] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:24.452166] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:24.452196] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:24.455462] [DEBUG] [FORECASTER] GOF: Forecast T+1@11:T+2@11: DOWN (p=35.67%)
[2025-12-08T20:23:24.455743] [INFO ] [FORECASTER] Completed predict_future for GOF
[2025-12-08T20:23:24.455861] [INFO ] [sig       ] GOF: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:23:24.593273] [INFO ] [LOCAL     ] Saved forecast: GOF	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/GOF.txt
[2025-12-08T20:23:24.593404] [INFO ] [sig       ] [1458/3624] Completed GOF in 0.3s | 2.92 sym/s | Total: 8.3m | ETA: 12.4m
[2025-12-08T20:23:24.593444] [INFO ] [sig       ] [1459/3624] Forecasting GOGO...
[2025-12-08T20:23:24.593472] [INFO ] [sig       ] Generating forecast for: GOGO
[2025-12-08T20:23:24.593501] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOGO' from 'https://tdm.silogroup.org/data/derivative_storage/GOGO.csv'.
[2025-12-08T20:23:24.605243] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOGO'.
[2025-12-08T20:23:24.605645] [INFO ] [FORECASTER] Starting predict_future for GOGO
[2025-12-08T20:23:24.606407] [DEBUG] [LOCAL     ] No optimal features file found for GOGO: ./output/feature-sets/GOGO.txt
[2025-12-08T20:23:24.606455] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:24.606486] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:24.606512] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:24.606567] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:24.661533] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:24.662177] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:24.662250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:24.662280] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:24.778905] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:24.779042] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:24.779081] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:24.779112] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:24.782448] [DEBUG] [FORECASTER] GOGO: Forecast T+1@11:T+2@11: UP (p=69.66%)
[2025-12-08T20:23:24.782736] [INFO ] [FORECASTER] Completed predict_future for GOGO
[2025-12-08T20:23:24.782856] [INFO ] [sig       ] GOGO: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:23:24.921885] [INFO ] [LOCAL     ] Saved forecast: GOGO	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/GOGO.txt
[2025-12-08T20:23:24.922011] [INFO ] [sig       ] [1459/3624] Completed GOGO in 0.3s | 2.92 sym/s | Total: 8.3m | ETA: 12.4m
[2025-12-08T20:23:24.922049] [INFO ] [sig       ] [1460/3624] Forecasting GOLF...
[2025-12-08T20:23:24.922077] [INFO ] [sig       ] Generating forecast for: GOLF
[2025-12-08T20:23:24.922113] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOLF' from 'https://tdm.silogroup.org/data/derivative_storage/GOLF.csv'.
[2025-12-08T20:23:24.933851] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOLF'.
[2025-12-08T20:23:24.934203] [INFO ] [FORECASTER] Starting predict_future for GOLF
[2025-12-08T20:23:24.935046] [DEBUG] [LOCAL     ] No optimal features file found for GOLF: ./output/feature-sets/GOLF.txt
[2025-12-08T20:23:24.935097] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:24.935130] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:24.935157] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:24.935213] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:24.991393] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:24.992084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:24.992158] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:24.992190] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:25.110687] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:25.110822] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:25.110862] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:25.110890] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:25.114122] [DEBUG] [FORECASTER] GOLF: Forecast T+1@11:T+2@11: DOWN (p=12.96%)
[2025-12-08T20:23:25.114383] [INFO ] [FORECASTER] Completed predict_future for GOLF
[2025-12-08T20:23:25.114498] [INFO ] [sig       ] GOLF: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:23:25.253407] [INFO ] [LOCAL     ] Saved forecast: GOLF	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/GOLF.txt
[2025-12-08T20:23:25.253558] [INFO ] [sig       ] [1460/3624] Completed GOLF in 0.3s | 2.92 sym/s | Total: 8.3m | ETA: 12.4m
[2025-12-08T20:23:25.253616] [INFO ] [sig       ] [1461/3624] Forecasting GOOD...
[2025-12-08T20:23:25.253647] [INFO ] [sig       ] Generating forecast for: GOOD
[2025-12-08T20:23:25.253676] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOOD' from 'https://tdm.silogroup.org/data/derivative_storage/GOOD.csv'.
[2025-12-08T20:23:25.266812] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOOD'.
[2025-12-08T20:23:25.267164] [INFO ] [FORECASTER] Starting predict_future for GOOD
[2025-12-08T20:23:25.271013] [DEBUG] [LOCAL     ] No optimal features file found for GOOD: ./output/feature-sets/GOOD.txt
[2025-12-08T20:23:25.271066] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:25.271126] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:25.271156] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:25.271214] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:25.327641] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:25.328256] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:25.328339] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:25.328371] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:25.444740] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:25.444896] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:25.444931] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:25.444976] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:25.448232] [DEBUG] [FORECASTER] GOOD: Forecast T+1@11:T+2@11: DOWN (p=18.74%)
[2025-12-08T20:23:25.448492] [INFO ] [FORECASTER] Completed predict_future for GOOD
[2025-12-08T20:23:25.448627] [INFO ] [sig       ] GOOD: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:23:25.587741] [INFO ] [LOCAL     ] Saved forecast: GOOD	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/GOOD.txt
[2025-12-08T20:23:25.587868] [INFO ] [sig       ] [1461/3624] Completed GOOD in 0.3s | 2.92 sym/s | Total: 8.4m | ETA: 12.4m
[2025-12-08T20:23:25.587906] [INFO ] [sig       ] [1462/3624] Forecasting GOOG...
[2025-12-08T20:23:25.587935] [INFO ] [sig       ] Generating forecast for: GOOG
[2025-12-08T20:23:25.587964] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOOG' from 'https://tdm.silogroup.org/data/derivative_storage/GOOG.csv'.
[2025-12-08T20:23:25.599798] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOOG'.
[2025-12-08T20:23:25.600131] [INFO ] [FORECASTER] Starting predict_future for GOOG
[2025-12-08T20:23:25.600897] [DEBUG] [LOCAL     ] No optimal features file found for GOOG: ./output/feature-sets/GOOG.txt
[2025-12-08T20:23:25.600946] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:25.600977] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:25.601003] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:25.601058] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:25.656400] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:25.657031] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:25.657104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:25.657135] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:25.783018] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:25.783173] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:25.783211] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:25.783238] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:25.786848] [DEBUG] [FORECASTER] GOOG: Forecast T+1@11:T+2@11: DOWN (p=46.06%)
[2025-12-08T20:23:25.787109] [INFO ] [FORECASTER] Completed predict_future for GOOG
[2025-12-08T20:23:25.787225] [INFO ] [sig       ] GOOG: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:23:25.926785] [INFO ] [LOCAL     ] Saved forecast: GOOG	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/GOOG.txt
[2025-12-08T20:23:25.926933] [INFO ] [sig       ] [1462/3624] Completed GOOG in 0.3s | 2.92 sym/s | Total: 8.4m | ETA: 12.4m
[2025-12-08T20:23:25.926973] [INFO ] [sig       ] [1463/3624] Forecasting GOOGL...
[2025-12-08T20:23:25.927001] [INFO ] [sig       ] Generating forecast for: GOOGL
[2025-12-08T20:23:25.927029] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOOGL' from 'https://tdm.silogroup.org/data/derivative_storage/GOOGL.csv'.
[2025-12-08T20:23:25.939462] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOOGL'.
[2025-12-08T20:23:25.939865] [INFO ] [FORECASTER] Starting predict_future for GOOGL
[2025-12-08T20:23:25.940688] [DEBUG] [LOCAL     ] No optimal features file found for GOOGL: ./output/feature-sets/GOOGL.txt
[2025-12-08T20:23:25.940740] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:25.940772] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:25.940798] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:25.940855] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:25.997460] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:25.998290] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:25.998383] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:25.998415] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:26.116521] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:26.116683] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:26.116721] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:26.116749] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:26.120066] [DEBUG] [FORECASTER] GOOGL: Forecast T+1@11:T+2@11: UP (p=69.08%)
[2025-12-08T20:23:26.120336] [INFO ] [FORECASTER] Completed predict_future for GOOGL
[2025-12-08T20:23:26.120454] [INFO ] [sig       ] GOOGL: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:23:26.260547] [INFO ] [LOCAL     ] Saved forecast: GOOGL	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/GOOGL.txt
[2025-12-08T20:23:26.260725] [INFO ] [sig       ] [1463/3624] Completed GOOGL in 0.3s | 2.92 sym/s | Total: 8.4m | ETA: 12.4m
[2025-12-08T20:23:26.260766] [INFO ] [sig       ] [1464/3624] Forecasting GOOS...
[2025-12-08T20:23:26.260793] [INFO ] [sig       ] Generating forecast for: GOOS
[2025-12-08T20:23:26.260823] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOOS' from 'https://tdm.silogroup.org/data/derivative_storage/GOOS.csv'.
[2025-12-08T20:23:26.273452] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOOS'.
[2025-12-08T20:23:26.273850] [INFO ] [FORECASTER] Starting predict_future for GOOS
[2025-12-08T20:23:26.274650] [DEBUG] [LOCAL     ] No optimal features file found for GOOS: ./output/feature-sets/GOOS.txt
[2025-12-08T20:23:26.274699] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:26.274730] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:26.274756] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:26.274811] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:26.330545] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:26.331377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:26.331456] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:26.331487] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:26.450559] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:26.450730] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:26.450767] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:26.450836] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:26.454236] [DEBUG] [FORECASTER] GOOS: Forecast T+1@11:T+2@11: UP (p=75.11%)
[2025-12-08T20:23:26.454519] [INFO ] [FORECASTER] Completed predict_future for GOOS
[2025-12-08T20:23:26.454663] [INFO ] [sig       ] GOOS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:23:26.597661] [INFO ] [LOCAL     ] Saved forecast: GOOS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/GOOS.txt
[2025-12-08T20:23:26.597811] [INFO ] [sig       ] [1464/3624] Completed GOOS in 0.3s | 2.92 sym/s | Total: 8.4m | ETA: 12.3m
[2025-12-08T20:23:26.597848] [INFO ] [sig       ] [1465/3624] Forecasting GOSS...
[2025-12-08T20:23:26.597878] [INFO ] [sig       ] Generating forecast for: GOSS
[2025-12-08T20:23:26.597908] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOSS' from 'https://tdm.silogroup.org/data/derivative_storage/GOSS.csv'.
[2025-12-08T20:23:26.609854] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOSS'.
[2025-12-08T20:23:26.610226] [INFO ] [FORECASTER] Starting predict_future for GOSS
[2025-12-08T20:23:26.611023] [DEBUG] [LOCAL     ] No optimal features file found for GOSS: ./output/feature-sets/GOSS.txt
[2025-12-08T20:23:26.611073] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:26.611104] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:26.611141] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:26.611201] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:26.666894] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:26.667765] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:26.667845] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:26.667876] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:26.787468] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:26.787638] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:26.787678] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:26.787705] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:26.790957] [DEBUG] [FORECASTER] GOSS: Forecast T+1@11:T+2@11: DOWN (p=11.88%)
[2025-12-08T20:23:26.791227] [INFO ] [FORECASTER] Completed predict_future for GOSS
[2025-12-08T20:23:26.791353] [INFO ] [sig       ] GOSS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:23:26.943564] [INFO ] [LOCAL     ] Saved forecast: GOSS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/GOSS.txt
[2025-12-08T20:23:26.943739] [INFO ] [sig       ] [1465/3624] Completed GOSS in 0.3s | 2.92 sym/s | Total: 8.4m | ETA: 12.3m
[2025-12-08T20:23:26.943779] [INFO ] [sig       ] [1466/3624] Forecasting GOVI...
[2025-12-08T20:23:26.943806] [INFO ] [sig       ] Generating forecast for: GOVI
[2025-12-08T20:23:26.943834] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOVI' from 'https://tdm.silogroup.org/data/derivative_storage/GOVI.csv'.
[2025-12-08T20:23:26.955439] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOVI'.
[2025-12-08T20:23:26.955845] [INFO ] [FORECASTER] Starting predict_future for GOVI
[2025-12-08T20:23:26.956654] [DEBUG] [LOCAL     ] No optimal features file found for GOVI: ./output/feature-sets/GOVI.txt
[2025-12-08T20:23:26.956704] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:26.956734] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:26.956759] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:26.956815] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:27.013404] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:27.014196] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:27.014273] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:27.014305] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:27.132624] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:27.132772] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:27.132810] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:27.132838] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:27.136073] [DEBUG] [FORECASTER] GOVI: Forecast T+1@11:T+2@11: UP (p=90.57%)
[2025-12-08T20:23:27.136334] [INFO ] [FORECASTER] Completed predict_future for GOVI
[2025-12-08T20:23:27.136449] [INFO ] [sig       ] GOVI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:23:27.273270] [INFO ] [LOCAL     ] Saved forecast: GOVI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/GOVI.txt
[2025-12-08T20:23:27.273404] [INFO ] [sig       ] [1466/3624] Completed GOVI in 0.3s | 2.92 sym/s | Total: 8.4m | ETA: 12.3m
[2025-12-08T20:23:27.273444] [INFO ] [sig       ] [1467/3624] Forecasting GPC...
[2025-12-08T20:23:27.273473] [INFO ] [sig       ] Generating forecast for: GPC
[2025-12-08T20:23:27.273503] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPC' from 'https://tdm.silogroup.org/data/derivative_storage/GPC.csv'.
[2025-12-08T20:23:27.285546] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPC'.
[2025-12-08T20:23:27.285914] [INFO ] [FORECASTER] Starting predict_future for GPC
[2025-12-08T20:23:27.286729] [DEBUG] [LOCAL     ] No optimal features file found for GPC: ./output/feature-sets/GPC.txt
[2025-12-08T20:23:27.286779] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:27.286810] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:27.286835] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:27.286890] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:27.353192] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:27.354461] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:27.354569] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:27.354640] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:27.478613] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:27.478757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:27.478795] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:27.478823] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:27.482129] [DEBUG] [FORECASTER] GPC: Forecast T+1@11:T+2@11: UP (p=97.14%)
[2025-12-08T20:23:27.482445] [INFO ] [FORECASTER] Completed predict_future for GPC
[2025-12-08T20:23:27.482614] [INFO ] [sig       ] GPC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:23:27.635994] [INFO ] [LOCAL     ] Saved forecast: GPC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/GPC.txt
[2025-12-08T20:23:27.636148] [INFO ] [sig       ] [1467/3624] Completed GPC in 0.4s | 2.92 sym/s | Total: 8.4m | ETA: 12.3m
[2025-12-08T20:23:27.636190] [INFO ] [sig       ] [1468/3624] Forecasting GPI...
[2025-12-08T20:23:27.636220] [INFO ] [sig       ] Generating forecast for: GPI
[2025-12-08T20:23:27.636251] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPI' from 'https://tdm.silogroup.org/data/derivative_storage/GPI.csv'.
[2025-12-08T20:23:27.648001] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPI'.
[2025-12-08T20:23:27.648369] [INFO ] [FORECASTER] Starting predict_future for GPI
[2025-12-08T20:23:27.649151] [DEBUG] [LOCAL     ] No optimal features file found for GPI: ./output/feature-sets/GPI.txt
[2025-12-08T20:23:27.649208] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:27.649246] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:27.649278] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:27.649344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:27.706176] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:27.707061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:27.707141] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:27.707172] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:27.835882] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:27.836057] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:27.836096] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:27.836125] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:27.839517] [DEBUG] [FORECASTER] GPI: Forecast T+1@11:T+2@11: DOWN (p=30.63%)
[2025-12-08T20:23:27.839825] [INFO ] [FORECASTER] Completed predict_future for GPI
[2025-12-08T20:23:27.839954] [INFO ] [sig       ] GPI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:23:27.978367] [INFO ] [LOCAL     ] Saved forecast: GPI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/GPI.txt
[2025-12-08T20:23:27.978509] [INFO ] [sig       ] [1468/3624] Completed GPI in 0.3s | 2.92 sym/s | Total: 8.4m | ETA: 12.3m
[2025-12-08T20:23:27.978548] [INFO ] [sig       ] [1469/3624] Forecasting GPIQ...
[2025-12-08T20:23:27.978595] [INFO ] [sig       ] Generating forecast for: GPIQ
[2025-12-08T20:23:27.978633] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPIQ' from 'https://tdm.silogroup.org/data/derivative_storage/GPIQ.csv'.
[2025-12-08T20:23:27.990550] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPIQ'.
[2025-12-08T20:23:27.990941] [INFO ] [FORECASTER] Starting predict_future for GPIQ
[2025-12-08T20:23:27.991747] [DEBUG] [LOCAL     ] No optimal features file found for GPIQ: ./output/feature-sets/GPIQ.txt
[2025-12-08T20:23:27.991798] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:27.991830] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:27.991857] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:27.991915] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:28.049718] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:28.050540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:28.050644] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:28.050684] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:28.169328] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:28.169476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:28.169515] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:28.169543] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:28.172930] [DEBUG] [FORECASTER] GPIQ: Forecast T+1@11:T+2@11: UP (p=78.80%)
[2025-12-08T20:23:28.173202] [INFO ] [FORECASTER] Completed predict_future for GPIQ
[2025-12-08T20:23:28.173336] [INFO ] [sig       ] GPIQ: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:23:28.312466] [INFO ] [LOCAL     ] Saved forecast: GPIQ	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/GPIQ.txt
[2025-12-08T20:23:28.312626] [INFO ] [sig       ] [1469/3624] Completed GPIQ in 0.3s | 2.92 sym/s | Total: 8.4m | ETA: 12.3m
[2025-12-08T20:23:28.312667] [INFO ] [sig       ] [1470/3624] Forecasting GPIX...
[2025-12-08T20:23:28.312697] [INFO ] [sig       ] Generating forecast for: GPIX
[2025-12-08T20:23:28.312726] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPIX' from 'https://tdm.silogroup.org/data/derivative_storage/GPIX.csv'.
[2025-12-08T20:23:28.325238] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPIX'.
[2025-12-08T20:23:28.325635] [INFO ] [FORECASTER] Starting predict_future for GPIX
[2025-12-08T20:23:28.326456] [DEBUG] [LOCAL     ] No optimal features file found for GPIX: ./output/feature-sets/GPIX.txt
[2025-12-08T20:23:28.326508] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:28.326540] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:28.326566] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:28.326664] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:28.392746] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:28.393755] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:28.393852] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:28.393892] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:28.515203] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:28.515351] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:28.515388] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:28.515416] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:28.518720] [DEBUG] [FORECASTER] GPIX: Forecast T+1@11:T+2@11: DOWN (p=25.28%)
[2025-12-08T20:23:28.518975] [INFO ] [FORECASTER] Completed predict_future for GPIX
[2025-12-08T20:23:28.519090] [INFO ] [sig       ] GPIX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:23:28.665250] [INFO ] [LOCAL     ] Saved forecast: GPIX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/GPIX.txt
[2025-12-08T20:23:28.665444] [INFO ] [sig       ] [1470/3624] Completed GPIX in 0.4s | 2.92 sym/s | Total: 8.4m | ETA: 12.3m
[2025-12-08T20:23:28.665503] [INFO ] [sig       ] [1471/3624] Forecasting GPJA...
[2025-12-08T20:23:28.665548] [INFO ] [sig       ] Generating forecast for: GPJA
[2025-12-08T20:23:28.665613] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPJA' from 'https://tdm.silogroup.org/data/derivative_storage/GPJA.csv'.
[2025-12-08T20:23:28.678158] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPJA'.
[2025-12-08T20:23:28.678503] [INFO ] [FORECASTER] Starting predict_future for GPJA
[2025-12-08T20:23:28.679268] [DEBUG] [LOCAL     ] No optimal features file found for GPJA: ./output/feature-sets/GPJA.txt
[2025-12-08T20:23:28.679317] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:28.679348] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:28.679374] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:28.679429] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:28.734850] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:28.735442] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:28.735539] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:28.735587] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:28.847714] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:28.847855] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:28.847897] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:28.847927] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:28.851273] [DEBUG] [FORECASTER] GPJA: Forecast T+1@11:T+2@11: UP (p=67.02%)
[2025-12-08T20:23:28.851548] [INFO ] [FORECASTER] Completed predict_future for GPJA
[2025-12-08T20:23:28.851689] [INFO ] [sig       ] GPJA: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:23:29.002947] [INFO ] [LOCAL     ] Saved forecast: GPJA	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/GPJA.txt
[2025-12-08T20:23:29.003070] [INFO ] [sig       ] [1471/3624] Completed GPJA in 0.3s | 2.92 sym/s | Total: 8.4m | ETA: 12.3m
[2025-12-08T20:23:29.003109] [INFO ] [sig       ] [1472/3624] Forecasting GPK...
[2025-12-08T20:23:29.003137] [INFO ] [sig       ] Generating forecast for: GPK
[2025-12-08T20:23:29.003166] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPK' from 'https://tdm.silogroup.org/data/derivative_storage/GPK.csv'.
[2025-12-08T20:23:29.014766] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPK'.
[2025-12-08T20:23:29.015105] [INFO ] [FORECASTER] Starting predict_future for GPK
[2025-12-08T20:23:29.015887] [DEBUG] [LOCAL     ] No optimal features file found for GPK: ./output/feature-sets/GPK.txt
[2025-12-08T20:23:29.015937] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:29.015968] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:29.015994] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:29.016049] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:29.075503] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:29.076132] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:29.076207] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:29.076240] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:29.196597] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:29.196727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:29.196763] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:29.196790] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:29.200077] [DEBUG] [FORECASTER] GPK: Forecast T+1@11:T+2@11: UP (p=74.44%)
[2025-12-08T20:23:29.200339] [INFO ] [FORECASTER] Completed predict_future for GPK
[2025-12-08T20:23:29.200455] [INFO ] [sig       ] GPK: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:23:29.338676] [INFO ] [LOCAL     ] Saved forecast: GPK	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/GPK.txt
[2025-12-08T20:23:29.338784] [INFO ] [sig       ] [1472/3624] Completed GPK in 0.3s | 2.92 sym/s | Total: 8.4m | ETA: 12.3m
[2025-12-08T20:23:29.338822] [INFO ] [sig       ] [1473/3624] Forecasting GPN...
[2025-12-08T20:23:29.338851] [INFO ] [sig       ] Generating forecast for: GPN
[2025-12-08T20:23:29.338879] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPN' from 'https://tdm.silogroup.org/data/derivative_storage/GPN.csv'.
[2025-12-08T20:23:29.350715] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPN'.
[2025-12-08T20:23:29.351062] [INFO ] [FORECASTER] Starting predict_future for GPN
[2025-12-08T20:23:29.351832] [DEBUG] [LOCAL     ] No optimal features file found for GPN: ./output/feature-sets/GPN.txt
[2025-12-08T20:23:29.351881] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:29.351911] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:29.351937] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:29.351991] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:29.407906] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:29.408499] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:29.408591] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:29.408626] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:29.539966] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:29.540109] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:29.540146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:29.540174] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:29.543647] [DEBUG] [FORECASTER] GPN: Forecast T+1@11:T+2@11: UP (p=86.13%)
[2025-12-08T20:23:29.543907] [INFO ] [FORECASTER] Completed predict_future for GPN
[2025-12-08T20:23:29.544024] [INFO ] [sig       ] GPN: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:23:29.687775] [INFO ] [LOCAL     ] Saved forecast: GPN	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/GPN.txt
[2025-12-08T20:23:29.687956] [INFO ] [sig       ] [1473/3624] Completed GPN in 0.3s | 2.92 sym/s | Total: 8.4m | ETA: 12.3m
[2025-12-08T20:23:29.688016] [INFO ] [sig       ] [1474/3624] Forecasting GPRE...
[2025-12-08T20:23:29.688064] [INFO ] [sig       ] Generating forecast for: GPRE
[2025-12-08T20:23:29.688110] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPRE' from 'https://tdm.silogroup.org/data/derivative_storage/GPRE.csv'.
[2025-12-08T20:23:29.701691] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPRE'.
[2025-12-08T20:23:29.702046] [INFO ] [FORECASTER] Starting predict_future for GPRE
[2025-12-08T20:23:29.702834] [DEBUG] [LOCAL     ] No optimal features file found for GPRE: ./output/feature-sets/GPRE.txt
[2025-12-08T20:23:29.702884] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:29.702915] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:29.702940] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:29.702996] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:29.762505] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:29.763321] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:29.763399] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:29.763431] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:29.884473] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:29.884623] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:29.884661] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:29.884689] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:29.888012] [DEBUG] [FORECASTER] GPRE: Forecast T+1@11:T+2@11: UP (p=99.58%)
[2025-12-08T20:23:29.888269] [INFO ] [FORECASTER] Completed predict_future for GPRE
[2025-12-08T20:23:29.888390] [INFO ] [sig       ] GPRE: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:23:30.027613] [INFO ] [LOCAL     ] Saved forecast: GPRE	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/GPRE.txt
[2025-12-08T20:23:30.027740] [INFO ] [sig       ] [1474/3624] Completed GPRE in 0.3s | 2.92 sym/s | Total: 8.4m | ETA: 12.3m
[2025-12-08T20:23:30.027779] [INFO ] [sig       ] [1475/3624] Forecasting GPRK...
[2025-12-08T20:23:30.027807] [INFO ] [sig       ] Generating forecast for: GPRK
[2025-12-08T20:23:30.027836] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPRK' from 'https://tdm.silogroup.org/data/derivative_storage/GPRK.csv'.
[2025-12-08T20:23:30.039296] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPRK'.
[2025-12-08T20:23:30.039701] [INFO ] [FORECASTER] Starting predict_future for GPRK
[2025-12-08T20:23:30.040526] [DEBUG] [LOCAL     ] No optimal features file found for GPRK: ./output/feature-sets/GPRK.txt
[2025-12-08T20:23:30.040602] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:30.040638] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:30.040668] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:30.040725] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:30.098483] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:30.099096] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:30.099171] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:30.099204] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:30.217161] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:30.217294] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:30.217331] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:30.217358] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:30.220552] [DEBUG] [FORECASTER] GPRK: Forecast T+1@11:T+2@11: UP (p=60.32%)
[2025-12-08T20:23:30.220828] [INFO ] [FORECASTER] Completed predict_future for GPRK
[2025-12-08T20:23:30.220943] [INFO ] [sig       ] GPRK: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:23:30.362873] [INFO ] [LOCAL     ] Saved forecast: GPRK	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/GPRK.txt
[2025-12-08T20:23:30.363027] [INFO ] [sig       ] [1475/3624] Completed GPRK in 0.3s | 2.92 sym/s | Total: 8.4m | ETA: 12.3m
[2025-12-08T20:23:30.363068] [INFO ] [sig       ] [1476/3624] Forecasting GPRO...
[2025-12-08T20:23:30.363096] [INFO ] [sig       ] Generating forecast for: GPRO
[2025-12-08T20:23:30.363126] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPRO' from 'https://tdm.silogroup.org/data/derivative_storage/GPRO.csv'.
[2025-12-08T20:23:30.375106] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPRO'.
[2025-12-08T20:23:30.375471] [INFO ] [FORECASTER] Starting predict_future for GPRO
[2025-12-08T20:23:30.376249] [DEBUG] [LOCAL     ] No optimal features file found for GPRO: ./output/feature-sets/GPRO.txt
[2025-12-08T20:23:30.376303] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:30.376333] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:30.376360] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:30.376426] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:30.433661] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:30.434481] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:30.434560] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:30.434614] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:30.569326] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:30.569475] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:30.569512] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:30.569539] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:30.572838] [DEBUG] [FORECASTER] GPRO: Forecast T+1@11:T+2@11: DOWN (p=11.40%)
[2025-12-08T20:23:30.573122] [INFO ] [FORECASTER] Completed predict_future for GPRO
[2025-12-08T20:23:30.573246] [INFO ] [sig       ] GPRO: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:23:30.713751] [INFO ] [LOCAL     ] Saved forecast: GPRO	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/GPRO.txt
[2025-12-08T20:23:30.713901] [INFO ] [sig       ] [1476/3624] Completed GPRO in 0.4s | 2.92 sym/s | Total: 8.4m | ETA: 12.3m
[2025-12-08T20:23:30.713942] [INFO ] [sig       ] [1477/3624] Forecasting GRAB...
[2025-12-08T20:23:30.713973] [INFO ] [sig       ] Generating forecast for: GRAB
[2025-12-08T20:23:30.714003] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRAB' from 'https://tdm.silogroup.org/data/derivative_storage/GRAB.csv'.
[2025-12-08T20:23:30.727647] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRAB'.
[2025-12-08T20:23:30.728075] [INFO ] [FORECASTER] Starting predict_future for GRAB
[2025-12-08T20:23:30.729133] [DEBUG] [LOCAL     ] No optimal features file found for GRAB: ./output/feature-sets/GRAB.txt
[2025-12-08T20:23:30.729196] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:30.729240] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:30.729279] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:30.729361] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:30.792538] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:30.793396] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:30.793480] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:30.793512] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:30.914017] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:30.914167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:30.914204] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:30.914233] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:30.917500] [DEBUG] [FORECASTER] GRAB: Forecast T+1@11:T+2@11: DOWN (p=47.08%)
[2025-12-08T20:23:30.917781] [INFO ] [FORECASTER] Completed predict_future for GRAB
[2025-12-08T20:23:30.917901] [INFO ] [sig       ] GRAB: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:23:31.061597] [INFO ] [LOCAL     ] Saved forecast: GRAB	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/GRAB.txt
[2025-12-08T20:23:31.061755] [INFO ] [sig       ] [1477/3624] Completed GRAB in 0.3s | 2.92 sym/s | Total: 8.4m | ETA: 12.3m
[2025-12-08T20:23:31.061795] [INFO ] [sig       ] [1478/3624] Forecasting GRAL...
[2025-12-08T20:23:31.061826] [INFO ] [sig       ] Generating forecast for: GRAL
[2025-12-08T20:23:31.061857] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRAL' from 'https://tdm.silogroup.org/data/derivative_storage/GRAL.csv'.
[2025-12-08T20:23:31.074181] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRAL'.
[2025-12-08T20:23:31.074559] [INFO ] [FORECASTER] Starting predict_future for GRAL
[2025-12-08T20:23:31.075394] [DEBUG] [LOCAL     ] No optimal features file found for GRAL: ./output/feature-sets/GRAL.txt
[2025-12-08T20:23:31.075459] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:31.075517] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:31.075546] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:31.075620] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:31.134146] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:31.134972] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:31.135049] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:31.135082] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:31.257678] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:31.257834] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:31.257882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:31.257919] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:31.261636] [DEBUG] [FORECASTER] GRAL: Forecast T+1@11:T+2@11: UP (p=91.75%)
[2025-12-08T20:23:31.261896] [INFO ] [FORECASTER] Completed predict_future for GRAL
[2025-12-08T20:23:31.262016] [INFO ] [sig       ] GRAL: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:23:31.403250] [INFO ] [LOCAL     ] Saved forecast: GRAL	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/GRAL.txt
[2025-12-08T20:23:31.403370] [INFO ] [sig       ] [1478/3624] Completed GRAL in 0.3s | 2.92 sym/s | Total: 8.4m | ETA: 12.3m
[2025-12-08T20:23:31.403409] [INFO ] [sig       ] [1479/3624] Forecasting GRBK...
[2025-12-08T20:23:31.403438] [INFO ] [sig       ] Generating forecast for: GRBK
[2025-12-08T20:23:31.403466] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRBK' from 'https://tdm.silogroup.org/data/derivative_storage/GRBK.csv'.
[2025-12-08T20:23:31.415382] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRBK'.
[2025-12-08T20:23:31.415724] [INFO ] [FORECASTER] Starting predict_future for GRBK
[2025-12-08T20:23:31.416481] [DEBUG] [LOCAL     ] No optimal features file found for GRBK: ./output/feature-sets/GRBK.txt
[2025-12-08T20:23:31.416531] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:31.416562] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:31.416607] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:31.416664] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:31.473370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:31.474240] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:31.474322] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:31.474354] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:31.602147] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:31.602298] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:31.602342] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:31.602371] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:31.605715] [DEBUG] [FORECASTER] GRBK: Forecast T+1@11:T+2@11: UP (p=67.23%)
[2025-12-08T20:23:31.605977] [INFO ] [FORECASTER] Completed predict_future for GRBK
[2025-12-08T20:23:31.606097] [INFO ] [sig       ] GRBK: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:23:31.743661] [INFO ] [LOCAL     ] Saved forecast: GRBK	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/GRBK.txt
[2025-12-08T20:23:31.743809] [INFO ] [sig       ] [1479/3624] Completed GRBK in 0.3s | 2.92 sym/s | Total: 8.5m | ETA: 12.3m
[2025-12-08T20:23:31.743848] [INFO ] [sig       ] [1480/3624] Forecasting GRC...
[2025-12-08T20:23:31.743876] [INFO ] [sig       ] Generating forecast for: GRC
[2025-12-08T20:23:31.743905] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRC' from 'https://tdm.silogroup.org/data/derivative_storage/GRC.csv'.
[2025-12-08T20:23:31.756148] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRC'.
[2025-12-08T20:23:31.756750] [INFO ] [FORECASTER] Starting predict_future for GRC
[2025-12-08T20:23:31.757563] [DEBUG] [LOCAL     ] No optimal features file found for GRC: ./output/feature-sets/GRC.txt
[2025-12-08T20:23:31.757634] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:31.757666] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:31.757692] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:31.757746] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:31.825406] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:31.826281] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:31.826363] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:31.826397] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:31.946939] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:31.947094] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:31.947133] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:31.947162] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:31.950606] [DEBUG] [FORECASTER] GRC: Forecast T+1@11:T+2@11: UP (p=98.50%)
[2025-12-08T20:23:31.950918] [INFO ] [FORECASTER] Completed predict_future for GRC
[2025-12-08T20:23:31.951050] [INFO ] [sig       ] GRC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:23:32.092344] [INFO ] [LOCAL     ] Saved forecast: GRC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/GRC.txt
[2025-12-08T20:23:32.092484] [INFO ] [sig       ] [1480/3624] Completed GRC in 0.3s | 2.92 sym/s | Total: 8.5m | ETA: 12.3m
[2025-12-08T20:23:32.092523] [INFO ] [sig       ] [1481/3624] Forecasting GREE...
[2025-12-08T20:23:32.092553] [INFO ] [sig       ] Generating forecast for: GREE
[2025-12-08T20:23:32.092602] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GREE' from 'https://tdm.silogroup.org/data/derivative_storage/GREE.csv'.
[2025-12-08T20:23:32.105160] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GREE'.
[2025-12-08T20:23:32.105555] [INFO ] [FORECASTER] Starting predict_future for GREE
[2025-12-08T20:23:32.106368] [DEBUG] [LOCAL     ] No optimal features file found for GREE: ./output/feature-sets/GREE.txt
[2025-12-08T20:23:32.106418] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:32.106450] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:32.106476] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:32.106531] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:32.163005] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:32.163840] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:32.163919] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:32.163952] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:32.281640] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:32.281793] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:32.281833] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:32.281895] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:32.286268] [DEBUG] [FORECASTER] GREE: Forecast T+1@11:T+2@11: UP (p=53.20%)
[2025-12-08T20:23:32.286551] [INFO ] [FORECASTER] Completed predict_future for GREE
[2025-12-08T20:23:32.286713] [INFO ] [sig       ] GREE: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:23:32.425169] [INFO ] [LOCAL     ] Saved forecast: GREE	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/GREE.txt
[2025-12-08T20:23:32.425329] [INFO ] [sig       ] [1481/3624] Completed GREE in 0.3s | 2.92 sym/s | Total: 8.5m | ETA: 12.2m
[2025-12-08T20:23:32.425369] [INFO ] [sig       ] [1482/3624] Forecasting GRFS...
[2025-12-08T20:23:32.425397] [INFO ] [sig       ] Generating forecast for: GRFS
[2025-12-08T20:23:32.425425] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRFS' from 'https://tdm.silogroup.org/data/derivative_storage/GRFS.csv'.
[2025-12-08T20:23:32.437828] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRFS'.
[2025-12-08T20:23:32.438214] [INFO ] [FORECASTER] Starting predict_future for GRFS
[2025-12-08T20:23:32.439073] [DEBUG] [LOCAL     ] No optimal features file found for GRFS: ./output/feature-sets/GRFS.txt
[2025-12-08T20:23:32.439127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:32.439160] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:32.439187] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:32.439243] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:32.496547] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:32.497348] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:32.497445] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:32.497477] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:32.617685] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:32.617833] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:32.617873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:32.617901] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:32.621267] [DEBUG] [FORECASTER] GRFS: Forecast T+1@11:T+2@11: DOWN (p=27.30%)
[2025-12-08T20:23:32.621532] [INFO ] [FORECASTER] Completed predict_future for GRFS
[2025-12-08T20:23:32.621698] [INFO ] [sig       ] GRFS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:23:32.762504] [INFO ] [LOCAL     ] Saved forecast: GRFS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/GRFS.txt
[2025-12-08T20:23:32.762664] [INFO ] [sig       ] [1482/3624] Completed GRFS in 0.3s | 2.92 sym/s | Total: 8.5m | ETA: 12.2m
[2025-12-08T20:23:32.762707] [INFO ] [sig       ] [1483/3624] Forecasting GRI...
[2025-12-08T20:23:32.762737] [INFO ] [sig       ] Generating forecast for: GRI
[2025-12-08T20:23:32.762766] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRI' from 'https://tdm.silogroup.org/data/derivative_storage/GRI.csv'.
[2025-12-08T20:23:32.775314] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRI'.
[2025-12-08T20:23:32.775711] [INFO ] [FORECASTER] Starting predict_future for GRI
[2025-12-08T20:23:32.776506] [DEBUG] [LOCAL     ] No optimal features file found for GRI: ./output/feature-sets/GRI.txt
[2025-12-08T20:23:32.776557] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:32.776617] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:32.776649] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:32.776706] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:32.838252] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:32.839138] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:32.839216] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:32.839249] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:32.954411] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:32.954592] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:32.954654] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:32.954700] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:32.958254] [DEBUG] [FORECASTER] GRI: Forecast T+1@11:T+2@11: UP (p=86.88%)
[2025-12-08T20:23:32.958541] [INFO ] [FORECASTER] Completed predict_future for GRI
[2025-12-08T20:23:32.958693] [INFO ] [sig       ] GRI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:23:33.099813] [INFO ] [LOCAL     ] Saved forecast: GRI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/GRI.txt
[2025-12-08T20:23:33.099943] [INFO ] [sig       ] [1483/3624] Completed GRI in 0.3s | 2.92 sym/s | Total: 8.5m | ETA: 12.2m
[2025-12-08T20:23:33.099981] [INFO ] [sig       ] [1484/3624] Forecasting GRID...
[2025-12-08T20:23:33.100009] [INFO ] [sig       ] Generating forecast for: GRID
[2025-12-08T20:23:33.100039] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRID' from 'https://tdm.silogroup.org/data/derivative_storage/GRID.csv'.
[2025-12-08T20:23:33.111762] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRID'.
[2025-12-08T20:23:33.112106] [INFO ] [FORECASTER] Starting predict_future for GRID
[2025-12-08T20:23:33.112901] [DEBUG] [LOCAL     ] No optimal features file found for GRID: ./output/feature-sets/GRID.txt
[2025-12-08T20:23:33.112951] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:33.112982] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:33.113007] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:33.113063] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:33.169960] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:33.170715] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:33.170792] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:33.170824] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:33.292896] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:33.293043] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:33.293082] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:33.293109] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:33.296483] [DEBUG] [FORECASTER] GRID: Forecast T+1@11:T+2@11: UP (p=91.03%)
[2025-12-08T20:23:33.296768] [INFO ] [FORECASTER] Completed predict_future for GRID
[2025-12-08T20:23:33.296884] [INFO ] [sig       ] GRID: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:23:33.436517] [INFO ] [LOCAL     ] Saved forecast: GRID	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/GRID.txt
[2025-12-08T20:23:33.436667] [INFO ] [sig       ] [1484/3624] Completed GRID in 0.3s | 2.92 sym/s | Total: 8.5m | ETA: 12.2m
[2025-12-08T20:23:33.436707] [INFO ] [sig       ] [1485/3624] Forecasting GRMN...
[2025-12-08T20:23:33.436736] [INFO ] [sig       ] Generating forecast for: GRMN
[2025-12-08T20:23:33.436765] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRMN' from 'https://tdm.silogroup.org/data/derivative_storage/GRMN.csv'.
[2025-12-08T20:23:33.448586] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRMN'.
[2025-12-08T20:23:33.448941] [INFO ] [FORECASTER] Starting predict_future for GRMN
[2025-12-08T20:23:33.449741] [DEBUG] [LOCAL     ] No optimal features file found for GRMN: ./output/feature-sets/GRMN.txt
[2025-12-08T20:23:33.449793] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:33.449825] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:33.449853] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:33.449910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:33.506709] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:33.507449] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:33.507529] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:33.507561] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:33.632038] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:33.632215] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:33.632256] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:33.632285] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:33.636288] [DEBUG] [FORECASTER] GRMN: Forecast T+1@11:T+2@11: DOWN (p=4.19%)
[2025-12-08T20:23:33.636713] [INFO ] [FORECASTER] Completed predict_future for GRMN
[2025-12-08T20:23:33.636874] [INFO ] [sig       ] GRMN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:23:33.788313] [INFO ] [LOCAL     ] Saved forecast: GRMN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/GRMN.txt
[2025-12-08T20:23:33.788492] [INFO ] [sig       ] [1485/3624] Completed GRMN in 0.4s | 2.92 sym/s | Total: 8.5m | ETA: 12.2m
[2025-12-08T20:23:33.788546] [INFO ] [sig       ] [1486/3624] Forecasting GRND...
[2025-12-08T20:23:33.788598] [INFO ] [sig       ] Generating forecast for: GRND
[2025-12-08T20:23:33.788631] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRND' from 'https://tdm.silogroup.org/data/derivative_storage/GRND.csv'.
[2025-12-08T20:23:33.801907] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRND'.
[2025-12-08T20:23:33.802345] [INFO ] [FORECASTER] Starting predict_future for GRND
[2025-12-08T20:23:33.803343] [DEBUG] [LOCAL     ] No optimal features file found for GRND: ./output/feature-sets/GRND.txt
[2025-12-08T20:23:33.803403] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:33.803436] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:33.803463] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:33.803521] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:33.860143] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:33.861027] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:33.861111] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:33.861144] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:33.987288] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:33.987464] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:33.987505] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:33.987534] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:33.990887] [DEBUG] [FORECASTER] GRND: Forecast T+1@11:T+2@11: DOWN (p=42.50%)
[2025-12-08T20:23:33.991155] [INFO ] [FORECASTER] Completed predict_future for GRND
[2025-12-08T20:23:33.991280] [INFO ] [sig       ] GRND: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:23:34.132918] [INFO ] [LOCAL     ] Saved forecast: GRND	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/GRND.txt
[2025-12-08T20:23:34.133062] [INFO ] [sig       ] [1486/3624] Completed GRND in 0.3s | 2.92 sym/s | Total: 8.5m | ETA: 12.2m
[2025-12-08T20:23:34.133103] [INFO ] [sig       ] [1487/3624] Forecasting GRPN...
[2025-12-08T20:23:34.133133] [INFO ] [sig       ] Generating forecast for: GRPN
[2025-12-08T20:23:34.133162] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRPN' from 'https://tdm.silogroup.org/data/derivative_storage/GRPN.csv'.
[2025-12-08T20:23:34.147439] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRPN'.
[2025-12-08T20:23:34.147968] [INFO ] [FORECASTER] Starting predict_future for GRPN
[2025-12-08T20:23:34.149085] [DEBUG] [LOCAL     ] No optimal features file found for GRPN: ./output/feature-sets/GRPN.txt
[2025-12-08T20:23:34.149147] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:34.149187] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:34.149222] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:34.149305] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:34.226609] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:34.227728] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:34.227857] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:34.227899] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:34.383279] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:34.383431] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:34.383470] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:34.383498] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:34.387411] [DEBUG] [FORECASTER] GRPN: Forecast T+1@11:T+2@11: UP (p=79.99%)
[2025-12-08T20:23:34.387782] [INFO ] [FORECASTER] Completed predict_future for GRPN
[2025-12-08T20:23:34.387932] [INFO ] [sig       ] GRPN: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:23:34.543165] [INFO ] [LOCAL     ] Saved forecast: GRPN	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/GRPN.txt
[2025-12-08T20:23:34.543316] [INFO ] [sig       ] [1487/3624] Completed GRPN in 0.4s | 2.92 sym/s | Total: 8.5m | ETA: 12.2m
[2025-12-08T20:23:34.543359] [INFO ] [sig       ] [1488/3624] Forecasting GRVY...
[2025-12-08T20:23:34.543388] [INFO ] [sig       ] Generating forecast for: GRVY
[2025-12-08T20:23:34.543418] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRVY' from 'https://tdm.silogroup.org/data/derivative_storage/GRVY.csv'.
[2025-12-08T20:23:34.555400] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRVY'.
[2025-12-08T20:23:34.555818] [INFO ] [FORECASTER] Starting predict_future for GRVY
[2025-12-08T20:23:34.556637] [DEBUG] [LOCAL     ] No optimal features file found for GRVY: ./output/feature-sets/GRVY.txt
[2025-12-08T20:23:34.556687] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:34.556718] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:34.556745] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:34.556801] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:34.618150] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:34.619068] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:34.619200] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:34.619233] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:34.730928] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:34.731078] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:34.731118] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:34.731145] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:34.734543] [DEBUG] [FORECASTER] GRVY: Forecast T+1@11:T+2@11: UP (p=92.80%)
[2025-12-08T20:23:34.734853] [INFO ] [FORECASTER] Completed predict_future for GRVY
[2025-12-08T20:23:34.734989] [INFO ] [sig       ] GRVY: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:23:34.881184] [INFO ] [LOCAL     ] Saved forecast: GRVY	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/GRVY.txt
[2025-12-08T20:23:34.881347] [INFO ] [sig       ] [1488/3624] Completed GRVY in 0.3s | 2.92 sym/s | Total: 8.5m | ETA: 12.2m
[2025-12-08T20:23:34.881388] [INFO ] [sig       ] [1489/3624] Forecasting GRWG...
[2025-12-08T20:23:34.881417] [INFO ] [sig       ] Generating forecast for: GRWG
[2025-12-08T20:23:34.881446] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRWG' from 'https://tdm.silogroup.org/data/derivative_storage/GRWG.csv'.
[2025-12-08T20:23:34.895344] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRWG'.
[2025-12-08T20:23:34.895753] [INFO ] [FORECASTER] Starting predict_future for GRWG
[2025-12-08T20:23:34.896608] [DEBUG] [LOCAL     ] No optimal features file found for GRWG: ./output/feature-sets/GRWG.txt
[2025-12-08T20:23:34.896661] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:34.896705] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:34.896733] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:34.896790] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:34.956302] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:34.957266] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:34.957366] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:34.957421] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:35.079941] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:35.080102] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:35.080157] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:35.080202] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:35.083716] [DEBUG] [FORECASTER] GRWG: Forecast T+1@11:T+2@11: UP (p=76.74%)
[2025-12-08T20:23:35.083985] [INFO ] [FORECASTER] Completed predict_future for GRWG
[2025-12-08T20:23:35.084106] [INFO ] [sig       ] GRWG: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:23:35.228029] [INFO ] [LOCAL     ] Saved forecast: GRWG	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/GRWG.txt
[2025-12-08T20:23:35.228182] [INFO ] [sig       ] [1489/3624] Completed GRWG in 0.3s | 2.92 sym/s | Total: 8.5m | ETA: 12.2m
[2025-12-08T20:23:35.228221] [INFO ] [sig       ] [1490/3624] Forecasting GRX...
[2025-12-08T20:23:35.228249] [INFO ] [sig       ] Generating forecast for: GRX
[2025-12-08T20:23:35.228278] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRX' from 'https://tdm.silogroup.org/data/derivative_storage/GRX.csv'.
[2025-12-08T20:23:35.240495] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRX'.
[2025-12-08T20:23:35.240893] [INFO ] [FORECASTER] Starting predict_future for GRX
[2025-12-08T20:23:35.241695] [DEBUG] [LOCAL     ] No optimal features file found for GRX: ./output/feature-sets/GRX.txt
[2025-12-08T20:23:35.241745] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:35.241777] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:35.241803] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:35.241858] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:35.296775] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:35.297538] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:35.297635] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:35.297668] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:35.404648] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:35.404808] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:35.404848] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:35.404876] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:35.408319] [DEBUG] [FORECASTER] GRX: Forecast T+1@11:T+2@11: UP (p=95.46%)
[2025-12-08T20:23:35.408624] [INFO ] [FORECASTER] Completed predict_future for GRX
[2025-12-08T20:23:35.408752] [INFO ] [sig       ] GRX: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:23:35.547078] [INFO ] [LOCAL     ] Saved forecast: GRX	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/GRX.txt
[2025-12-08T20:23:35.547245] [INFO ] [sig       ] [1490/3624] Completed GRX in 0.3s | 2.92 sym/s | Total: 8.5m | ETA: 12.2m
[2025-12-08T20:23:35.547286] [INFO ] [sig       ] [1491/3624] Forecasting GS...
[2025-12-08T20:23:35.547314] [INFO ] [sig       ] Generating forecast for: GS
[2025-12-08T20:23:35.547344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GS' from 'https://tdm.silogroup.org/data/derivative_storage/GS.csv'.
[2025-12-08T20:23:35.560758] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GS'.
[2025-12-08T20:23:35.561156] [INFO ] [FORECASTER] Starting predict_future for GS
[2025-12-08T20:23:35.562018] [DEBUG] [LOCAL     ] No optimal features file found for GS: ./output/feature-sets/GS.txt
[2025-12-08T20:23:35.562070] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:35.562103] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:35.562130] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:35.562187] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:35.619944] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:35.620706] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:35.620789] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:35.620821] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:35.750002] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:35.750155] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:35.750195] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:35.750223] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:35.753662] [DEBUG] [FORECASTER] GS: Forecast T+1@11:T+2@11: UP (p=50.64%)
[2025-12-08T20:23:35.753935] [INFO ] [FORECASTER] Completed predict_future for GS
[2025-12-08T20:23:35.754063] [INFO ] [sig       ] GS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:23:35.898760] [INFO ] [LOCAL     ] Saved forecast: GS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/GS.txt
[2025-12-08T20:23:35.898932] [INFO ] [sig       ] [1491/3624] Completed GS in 0.4s | 2.92 sym/s | Total: 8.5m | ETA: 12.2m
[2025-12-08T20:23:35.898974] [INFO ] [sig       ] [1492/3624] Forecasting GSBC...
[2025-12-08T20:23:35.899005] [INFO ] [sig       ] Generating forecast for: GSBC
[2025-12-08T20:23:35.899035] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSBC' from 'https://tdm.silogroup.org/data/derivative_storage/GSBC.csv'.
[2025-12-08T20:23:35.911012] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSBC'.
[2025-12-08T20:23:35.911386] [INFO ] [FORECASTER] Starting predict_future for GSBC
[2025-12-08T20:23:35.912197] [DEBUG] [LOCAL     ] No optimal features file found for GSBC: ./output/feature-sets/GSBC.txt
[2025-12-08T20:23:35.912248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:35.912281] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:35.912309] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:35.912365] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:35.974325] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:35.975247] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:35.975327] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:35.975360] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:36.094628] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:36.094781] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:36.094821] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:36.094849] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:36.098322] [DEBUG] [FORECASTER] GSBC: Forecast T+1@11:T+2@11: DOWN (p=0.38%)
[2025-12-08T20:23:36.098609] [INFO ] [FORECASTER] Completed predict_future for GSBC
[2025-12-08T20:23:36.098753] [INFO ] [sig       ] GSBC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:23:36.244139] [INFO ] [LOCAL     ] Saved forecast: GSBC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/GSBC.txt
[2025-12-08T20:23:36.244278] [INFO ] [sig       ] [1492/3624] Completed GSBC in 0.3s | 2.92 sym/s | Total: 8.5m | ETA: 12.2m
[2025-12-08T20:23:36.244324] [INFO ] [sig       ] [1493/3624] Forecasting GSBD...
[2025-12-08T20:23:36.244357] [INFO ] [sig       ] Generating forecast for: GSBD
[2025-12-08T20:23:36.244389] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSBD' from 'https://tdm.silogroup.org/data/derivative_storage/GSBD.csv'.
[2025-12-08T20:23:36.256980] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSBD'.
[2025-12-08T20:23:36.257374] [INFO ] [FORECASTER] Starting predict_future for GSBD
[2025-12-08T20:23:36.258208] [DEBUG] [LOCAL     ] No optimal features file found for GSBD: ./output/feature-sets/GSBD.txt
[2025-12-08T20:23:36.258259] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:36.258290] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:36.258319] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:36.258377] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:36.316177] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:36.316938] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:36.317016] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:36.317052] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:36.438550] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:36.438722] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:36.438763] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:36.438791] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:36.442222] [DEBUG] [FORECASTER] GSBD: Forecast T+1@11:T+2@11: UP (p=92.36%)
[2025-12-08T20:23:36.442500] [INFO ] [FORECASTER] Completed predict_future for GSBD
[2025-12-08T20:23:36.442647] [INFO ] [sig       ] GSBD: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:23:36.584239] [INFO ] [LOCAL     ] Saved forecast: GSBD	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/GSBD.txt
[2025-12-08T20:23:36.584368] [INFO ] [sig       ] [1493/3624] Completed GSBD in 0.3s | 2.92 sym/s | Total: 8.5m | ETA: 12.2m
[2025-12-08T20:23:36.584407] [INFO ] [sig       ] [1494/3624] Forecasting GSHD...
[2025-12-08T20:23:36.584436] [INFO ] [sig       ] Generating forecast for: GSHD
[2025-12-08T20:23:36.584465] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSHD' from 'https://tdm.silogroup.org/data/derivative_storage/GSHD.csv'.
[2025-12-08T20:23:36.597084] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSHD'.
[2025-12-08T20:23:36.597476] [INFO ] [FORECASTER] Starting predict_future for GSHD
[2025-12-08T20:23:36.598268] [DEBUG] [LOCAL     ] No optimal features file found for GSHD: ./output/feature-sets/GSHD.txt
[2025-12-08T20:23:36.598317] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:36.598350] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:36.598376] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:36.598431] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:36.656377] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:36.657294] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:36.657372] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:36.657427] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:36.777474] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:36.777649] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:36.777690] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:36.777721] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:36.781089] [DEBUG] [FORECASTER] GSHD: Forecast T+1@11:T+2@11: DOWN (p=41.72%)
[2025-12-08T20:23:36.781354] [INFO ] [FORECASTER] Completed predict_future for GSHD
[2025-12-08T20:23:36.781494] [INFO ] [sig       ] GSHD: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:23:36.920551] [INFO ] [LOCAL     ] Saved forecast: GSHD	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/GSHD.txt
[2025-12-08T20:23:36.920722] [INFO ] [sig       ] [1494/3624] Completed GSHD in 0.3s | 2.92 sym/s | Total: 8.5m | ETA: 12.2m
[2025-12-08T20:23:36.920769] [INFO ] [sig       ] [1495/3624] Forecasting GSK...
[2025-12-08T20:23:36.920799] [INFO ] [sig       ] Generating forecast for: GSK
[2025-12-08T20:23:36.920829] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSK' from 'https://tdm.silogroup.org/data/derivative_storage/GSK.csv'.
[2025-12-08T20:23:36.933448] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSK'.
[2025-12-08T20:23:36.933855] [INFO ] [FORECASTER] Starting predict_future for GSK
[2025-12-08T20:23:36.934676] [DEBUG] [LOCAL     ] No optimal features file found for GSK: ./output/feature-sets/GSK.txt
[2025-12-08T20:23:36.934727] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:36.934798] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:36.934832] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:36.934890] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:36.992858] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:36.993717] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:36.993796] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:36.993829] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:37.122599] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:37.122746] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:37.122792] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:37.122823] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:37.126217] [DEBUG] [FORECASTER] GSK: Forecast T+1@11:T+2@11: UP (p=53.17%)
[2025-12-08T20:23:37.126485] [INFO ] [FORECASTER] Completed predict_future for GSK
[2025-12-08T20:23:37.126625] [INFO ] [sig       ] GSK: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:23:37.289940] [INFO ] [LOCAL     ] Saved forecast: GSK	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/GSK.txt
[2025-12-08T20:23:37.290088] [INFO ] [sig       ] [1495/3624] Completed GSK in 0.4s | 2.92 sym/s | Total: 8.5m | ETA: 12.2m
[2025-12-08T20:23:37.290128] [INFO ] [sig       ] [1496/3624] Forecasting GSL...
[2025-12-08T20:23:37.290157] [INFO ] [sig       ] Generating forecast for: GSL
[2025-12-08T20:23:37.290187] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSL' from 'https://tdm.silogroup.org/data/derivative_storage/GSL.csv'.
[2025-12-08T20:23:37.302374] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSL'.
[2025-12-08T20:23:37.302763] [INFO ] [FORECASTER] Starting predict_future for GSL
[2025-12-08T20:23:37.303520] [DEBUG] [LOCAL     ] No optimal features file found for GSL: ./output/feature-sets/GSL.txt
[2025-12-08T20:23:37.303570] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:37.303621] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:37.303648] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:37.303703] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:37.359179] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:37.360006] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:37.360085] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:37.360116] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:37.482879] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:37.483031] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:37.483069] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:37.483112] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:37.486388] [DEBUG] [FORECASTER] GSL: Forecast T+1@11:T+2@11: UP (p=54.58%)
[2025-12-08T20:23:37.486675] [INFO ] [FORECASTER] Completed predict_future for GSL
[2025-12-08T20:23:37.486798] [INFO ] [sig       ] GSL: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:23:37.628907] [INFO ] [LOCAL     ] Saved forecast: GSL	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/GSL.txt
[2025-12-08T20:23:37.629047] [INFO ] [sig       ] [1496/3624] Completed GSL in 0.3s | 2.92 sym/s | Total: 8.6m | ETA: 12.2m
[2025-12-08T20:23:37.629087] [INFO ] [sig       ] [1497/3624] Forecasting GSM...
[2025-12-08T20:23:37.629115] [INFO ] [sig       ] Generating forecast for: GSM
[2025-12-08T20:23:37.629145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSM' from 'https://tdm.silogroup.org/data/derivative_storage/GSM.csv'.
[2025-12-08T20:23:37.642355] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSM'.
[2025-12-08T20:23:37.642702] [INFO ] [FORECASTER] Starting predict_future for GSM
[2025-12-08T20:23:37.643452] [DEBUG] [LOCAL     ] No optimal features file found for GSM: ./output/feature-sets/GSM.txt
[2025-12-08T20:23:37.643510] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:37.643548] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:37.643605] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:37.643669] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:37.699916] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:37.700599] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:37.700686] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:37.700718] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:37.820483] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:37.820654] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:37.820694] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:37.820721] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:37.823961] [DEBUG] [FORECASTER] GSM: Forecast T+1@11:T+2@11: DOWN (p=8.50%)
[2025-12-08T20:23:37.824224] [INFO ] [FORECASTER] Completed predict_future for GSM
[2025-12-08T20:23:37.824345] [INFO ] [sig       ] GSM: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:23:37.963023] [INFO ] [LOCAL     ] Saved forecast: GSM	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/GSM.txt
[2025-12-08T20:23:37.963183] [INFO ] [sig       ] [1497/3624] Completed GSM in 0.3s | 2.92 sym/s | Total: 8.6m | ETA: 12.2m
[2025-12-08T20:23:37.963222] [INFO ] [sig       ] [1498/3624] Forecasting GTES...
[2025-12-08T20:23:37.963251] [INFO ] [sig       ] Generating forecast for: GTES
[2025-12-08T20:23:37.963281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTES' from 'https://tdm.silogroup.org/data/derivative_storage/GTES.csv'.
[2025-12-08T20:23:37.975598] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTES'.
[2025-12-08T20:23:37.975923] [INFO ] [FORECASTER] Starting predict_future for GTES
[2025-12-08T20:23:37.976710] [DEBUG] [LOCAL     ] No optimal features file found for GTES: ./output/feature-sets/GTES.txt
[2025-12-08T20:23:37.976759] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:37.976790] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:37.976815] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:37.976869] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:38.031907] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:38.032497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:38.032601] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:38.032636] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:38.147456] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:38.147617] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:38.147655] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:38.147711] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:38.150996] [DEBUG] [FORECASTER] GTES: Forecast T+1@11:T+2@11: UP (p=58.70%)
[2025-12-08T20:23:38.151261] [INFO ] [FORECASTER] Completed predict_future for GTES
[2025-12-08T20:23:38.151377] [INFO ] [sig       ] GTES: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:23:38.289487] [INFO ] [LOCAL     ] Saved forecast: GTES	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/GTES.txt
[2025-12-08T20:23:38.289650] [INFO ] [sig       ] [1498/3624] Completed GTES in 0.3s | 2.92 sym/s | Total: 8.6m | ETA: 12.2m
[2025-12-08T20:23:38.289691] [INFO ] [sig       ] [1499/3624] Forecasting GTLB...
[2025-12-08T20:23:38.289720] [INFO ] [sig       ] Generating forecast for: GTLB
[2025-12-08T20:23:38.289749] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTLB' from 'https://tdm.silogroup.org/data/derivative_storage/GTLB.csv'.
[2025-12-08T20:23:38.302471] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTLB'.
[2025-12-08T20:23:38.302888] [INFO ] [FORECASTER] Starting predict_future for GTLB
[2025-12-08T20:23:38.303731] [DEBUG] [LOCAL     ] No optimal features file found for GTLB: ./output/feature-sets/GTLB.txt
[2025-12-08T20:23:38.303784] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:38.303817] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:38.303844] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:38.303901] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:38.361760] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:38.362629] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:38.362711] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:38.362745] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:38.482217] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:38.482377] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:38.482418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:38.482447] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:38.485797] [DEBUG] [FORECASTER] GTLB: Forecast T+1@11:T+2@11: UP (p=97.92%)
[2025-12-08T20:23:38.486080] [INFO ] [FORECASTER] Completed predict_future for GTLB
[2025-12-08T20:23:38.486203] [INFO ] [sig       ] GTLB: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:23:38.624970] [INFO ] [LOCAL     ] Saved forecast: GTLB	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/GTLB.txt
[2025-12-08T20:23:38.625115] [INFO ] [sig       ] [1499/3624] Completed GTLB in 0.3s | 2.92 sym/s | Total: 8.6m | ETA: 12.1m
[2025-12-08T20:23:38.625153] [INFO ] [sig       ] [1500/3624] Forecasting GTLS...
[2025-12-08T20:23:38.625183] [INFO ] [sig       ] Generating forecast for: GTLS
[2025-12-08T20:23:38.625211] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTLS' from 'https://tdm.silogroup.org/data/derivative_storage/GTLS.csv'.
[2025-12-08T20:23:38.637812] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTLS'.
[2025-12-08T20:23:38.638189] [INFO ] [FORECASTER] Starting predict_future for GTLS
[2025-12-08T20:23:38.639076] [DEBUG] [LOCAL     ] No optimal features file found for GTLS: ./output/feature-sets/GTLS.txt
[2025-12-08T20:23:38.639136] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:38.639175] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:38.639225] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:38.639302] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:38.697329] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:38.698225] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:38.698305] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:38.698339] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:38.826659] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:38.826817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:38.826856] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:38.826885] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:38.830266] [DEBUG] [FORECASTER] GTLS: Forecast T+1@11:T+2@11: DOWN (p=3.10%)
[2025-12-08T20:23:38.830547] [INFO ] [FORECASTER] Completed predict_future for GTLS
[2025-12-08T20:23:38.830698] [INFO ] [sig       ] GTLS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:23:38.970231] [INFO ] [LOCAL     ] Saved forecast: GTLS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/GTLS.txt
[2025-12-08T20:23:38.970385] [INFO ] [sig       ] [1500/3624] Completed GTLS in 0.3s | 2.92 sym/s | Total: 8.6m | ETA: 12.1m
[2025-12-08T20:23:38.970426] [INFO ] [sig       ] [1501/3624] Forecasting GTN...
[2025-12-08T20:23:38.970457] [INFO ] [sig       ] Generating forecast for: GTN
[2025-12-08T20:23:38.970489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTN' from 'https://tdm.silogroup.org/data/derivative_storage/GTN.csv'.
[2025-12-08T20:23:38.983250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTN'.
[2025-12-08T20:23:38.983652] [INFO ] [FORECASTER] Starting predict_future for GTN
[2025-12-08T20:23:38.984441] [DEBUG] [LOCAL     ] No optimal features file found for GTN: ./output/feature-sets/GTN.txt
[2025-12-08T20:23:38.984489] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:38.984520] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:38.984546] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:38.984623] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:39.040208] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:39.040828] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:39.040903] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:39.040933] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:39.165413] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:39.165563] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:39.165617] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:39.165646] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:39.168891] [DEBUG] [FORECASTER] GTN: Forecast T+1@11:T+2@11: DOWN (p=3.23%)
[2025-12-08T20:23:39.169144] [INFO ] [FORECASTER] Completed predict_future for GTN
[2025-12-08T20:23:39.169261] [INFO ] [sig       ] GTN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:23:39.307505] [INFO ] [LOCAL     ] Saved forecast: GTN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/GTN.txt
[2025-12-08T20:23:39.307636] [INFO ] [sig       ] [1501/3624] Completed GTN in 0.3s | 2.92 sym/s | Total: 8.6m | ETA: 12.1m
[2025-12-08T20:23:39.307675] [INFO ] [sig       ] [1502/3624] Forecasting GTX...
[2025-12-08T20:23:39.307704] [INFO ] [sig       ] Generating forecast for: GTX
[2025-12-08T20:23:39.307733] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTX' from 'https://tdm.silogroup.org/data/derivative_storage/GTX.csv'.
[2025-12-08T20:23:39.319373] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTX'.
[2025-12-08T20:23:39.319721] [INFO ] [FORECASTER] Starting predict_future for GTX
[2025-12-08T20:23:39.320473] [DEBUG] [LOCAL     ] No optimal features file found for GTX: ./output/feature-sets/GTX.txt
[2025-12-08T20:23:39.320521] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:39.320552] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:39.320597] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:39.320652] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:39.378161] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:39.378785] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:39.378859] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:39.378891] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:39.500274] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:39.500425] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:39.500464] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:39.500492] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:39.504015] [DEBUG] [FORECASTER] GTX: Forecast T+1@11:T+2@11: DOWN (p=0.91%)
[2025-12-08T20:23:39.504302] [INFO ] [FORECASTER] Completed predict_future for GTX
[2025-12-08T20:23:39.504422] [INFO ] [sig       ] GTX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:23:39.648377] [INFO ] [LOCAL     ] Saved forecast: GTX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/GTX.txt
[2025-12-08T20:23:39.648498] [INFO ] [sig       ] [1502/3624] Completed GTX in 0.3s | 2.92 sym/s | Total: 8.6m | ETA: 12.1m
[2025-12-08T20:23:39.648543] [INFO ] [sig       ] [1503/3624] Forecasting GTY...
[2025-12-08T20:23:39.648600] [INFO ] [sig       ] Generating forecast for: GTY
[2025-12-08T20:23:39.648638] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTY' from 'https://tdm.silogroup.org/data/derivative_storage/GTY.csv'.
[2025-12-08T20:23:39.660807] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTY'.
[2025-12-08T20:23:39.661155] [INFO ] [FORECASTER] Starting predict_future for GTY
[2025-12-08T20:23:39.661937] [DEBUG] [LOCAL     ] No optimal features file found for GTY: ./output/feature-sets/GTY.txt
[2025-12-08T20:23:39.661986] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:39.662016] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:39.662041] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:39.662095] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:39.717443] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:39.718043] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:39.718117] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:39.718147] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:39.834295] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:39.834440] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:39.834477] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:39.834505] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:39.837793] [DEBUG] [FORECASTER] GTY: Forecast T+1@11:T+2@11: UP (p=97.09%)
[2025-12-08T20:23:39.838049] [INFO ] [FORECASTER] Completed predict_future for GTY
[2025-12-08T20:23:39.838166] [INFO ] [sig       ] GTY: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:23:39.975787] [INFO ] [LOCAL     ] Saved forecast: GTY	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/GTY.txt
[2025-12-08T20:23:39.975902] [INFO ] [sig       ] [1503/3624] Completed GTY in 0.3s | 2.92 sym/s | Total: 8.6m | ETA: 12.1m
[2025-12-08T20:23:39.975939] [INFO ] [sig       ] [1504/3624] Forecasting GUG...
[2025-12-08T20:23:39.975968] [INFO ] [sig       ] Generating forecast for: GUG
[2025-12-08T20:23:39.976023] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GUG' from 'https://tdm.silogroup.org/data/derivative_storage/GUG.csv'.
[2025-12-08T20:23:39.988241] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GUG'.
[2025-12-08T20:23:39.988594] [INFO ] [FORECASTER] Starting predict_future for GUG
[2025-12-08T20:23:39.989338] [DEBUG] [LOCAL     ] No optimal features file found for GUG: ./output/feature-sets/GUG.txt
[2025-12-08T20:23:39.989386] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:39.989417] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:39.989442] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:39.989497] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:40.045734] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:40.046347] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:40.046421] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:40.046452] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:40.164021] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:40.164173] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:40.164213] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:40.164241] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:40.167666] [DEBUG] [FORECASTER] GUG: Forecast T+1@11:T+2@11: DOWN (p=44.14%)
[2025-12-08T20:23:40.167936] [INFO ] [FORECASTER] Completed predict_future for GUG
[2025-12-08T20:23:40.168055] [INFO ] [sig       ] GUG: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:23:40.311434] [INFO ] [LOCAL     ] Saved forecast: GUG	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/GUG.txt
[2025-12-08T20:23:40.311551] [INFO ] [sig       ] [1504/3624] Completed GUG in 0.3s | 2.92 sym/s | Total: 8.6m | ETA: 12.1m
[2025-12-08T20:23:40.311607] [INFO ] [sig       ] [1505/3624] Forecasting GVA...
[2025-12-08T20:23:40.311638] [INFO ] [sig       ] Generating forecast for: GVA
[2025-12-08T20:23:40.311667] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GVA' from 'https://tdm.silogroup.org/data/derivative_storage/GVA.csv'.
[2025-12-08T20:23:40.323789] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GVA'.
[2025-12-08T20:23:40.324107] [INFO ] [FORECASTER] Starting predict_future for GVA
[2025-12-08T20:23:40.324873] [DEBUG] [LOCAL     ] No optimal features file found for GVA: ./output/feature-sets/GVA.txt
[2025-12-08T20:23:40.324922] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:40.324953] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:40.324979] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:40.325034] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:40.381118] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:40.381738] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:40.381834] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:40.381867] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:40.498747] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:40.498893] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:40.498930] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:40.498959] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:40.502193] [DEBUG] [FORECASTER] GVA: Forecast T+1@11:T+2@11: UP (p=52.36%)
[2025-12-08T20:23:40.502451] [INFO ] [FORECASTER] Completed predict_future for GVA
[2025-12-08T20:23:40.502568] [INFO ] [sig       ] GVA: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:23:40.640720] [INFO ] [LOCAL     ] Saved forecast: GVA	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/GVA.txt
[2025-12-08T20:23:40.640840] [INFO ] [sig       ] [1505/3624] Completed GVA in 0.3s | 2.92 sym/s | Total: 8.6m | ETA: 12.1m
[2025-12-08T20:23:40.640878] [INFO ] [sig       ] [1506/3624] Forecasting GWH...
[2025-12-08T20:23:40.640907] [INFO ] [sig       ] Generating forecast for: GWH
[2025-12-08T20:23:40.640936] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GWH' from 'https://tdm.silogroup.org/data/derivative_storage/GWH.csv'.
[2025-12-08T20:23:40.652982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GWH'.
[2025-12-08T20:23:40.653305] [INFO ] [FORECASTER] Starting predict_future for GWH
[2025-12-08T20:23:40.654075] [DEBUG] [LOCAL     ] No optimal features file found for GWH: ./output/feature-sets/GWH.txt
[2025-12-08T20:23:40.654123] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:40.654154] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:40.654180] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:40.654235] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:40.714959] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:40.715740] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:40.715824] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:40.715858] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:40.835323] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:40.835462] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:40.835499] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:40.835526] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:40.838846] [DEBUG] [FORECASTER] GWH: Forecast T+1@11:T+2@11: DOWN (p=43.83%)
[2025-12-08T20:23:40.839133] [INFO ] [FORECASTER] Completed predict_future for GWH
[2025-12-08T20:23:40.839267] [INFO ] [sig       ] GWH: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:23:40.977428] [INFO ] [LOCAL     ] Saved forecast: GWH	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/GWH.txt
[2025-12-08T20:23:40.977549] [INFO ] [sig       ] [1506/3624] Completed GWH in 0.3s | 2.92 sym/s | Total: 8.6m | ETA: 12.1m
[2025-12-08T20:23:40.977607] [INFO ] [sig       ] [1507/3624] Forecasting GWRE...
[2025-12-08T20:23:40.977637] [INFO ] [sig       ] Generating forecast for: GWRE
[2025-12-08T20:23:40.977666] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GWRE' from 'https://tdm.silogroup.org/data/derivative_storage/GWRE.csv'.
[2025-12-08T20:23:40.989515] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GWRE'.
[2025-12-08T20:23:40.989875] [INFO ] [FORECASTER] Starting predict_future for GWRE
[2025-12-08T20:23:40.990630] [DEBUG] [LOCAL     ] No optimal features file found for GWRE: ./output/feature-sets/GWRE.txt
[2025-12-08T20:23:40.990679] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:40.990710] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:40.990736] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:40.990790] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:41.046723] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:41.047283] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:41.047356] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:41.047412] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:41.166321] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:41.166466] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:41.166504] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:41.166531] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:41.169866] [DEBUG] [FORECASTER] GWRE: Forecast T+1@11:T+2@11: DOWN (p=37.33%)
[2025-12-08T20:23:41.170127] [INFO ] [FORECASTER] Completed predict_future for GWRE
[2025-12-08T20:23:41.170247] [INFO ] [sig       ] GWRE: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:23:41.307964] [INFO ] [LOCAL     ] Saved forecast: GWRE	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/GWRE.txt
[2025-12-08T20:23:41.308082] [INFO ] [sig       ] [1507/3624] Completed GWRE in 0.3s | 2.92 sym/s | Total: 8.6m | ETA: 12.1m
[2025-12-08T20:23:41.308120] [INFO ] [sig       ] [1508/3624] Forecasting GWRS...
[2025-12-08T20:23:41.308148] [INFO ] [sig       ] Generating forecast for: GWRS
[2025-12-08T20:23:41.308176] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GWRS' from 'https://tdm.silogroup.org/data/derivative_storage/GWRS.csv'.
[2025-12-08T20:23:41.319947] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GWRS'.
[2025-12-08T20:23:41.320271] [INFO ] [FORECASTER] Starting predict_future for GWRS
[2025-12-08T20:23:41.321029] [DEBUG] [LOCAL     ] No optimal features file found for GWRS: ./output/feature-sets/GWRS.txt
[2025-12-08T20:23:41.321078] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:41.321109] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:41.321135] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:41.321190] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:41.377355] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:41.377975] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:41.378047] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:41.378078] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:41.493071] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:41.493221] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:41.493259] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:41.493287] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:41.496548] [DEBUG] [FORECASTER] GWRS: Forecast T+1@11:T+2@11: UP (p=78.05%)
[2025-12-08T20:23:41.496828] [INFO ] [FORECASTER] Completed predict_future for GWRS
[2025-12-08T20:23:41.496943] [INFO ] [sig       ] GWRS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:23:41.634416] [INFO ] [LOCAL     ] Saved forecast: GWRS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/GWRS.txt
[2025-12-08T20:23:41.634552] [INFO ] [sig       ] [1508/3624] Completed GWRS in 0.3s | 2.92 sym/s | Total: 8.6m | ETA: 12.1m
[2025-12-08T20:23:41.634609] [INFO ] [sig       ] [1509/3624] Forecasting GXAI...
[2025-12-08T20:23:41.634640] [INFO ] [sig       ] Generating forecast for: GXAI
[2025-12-08T20:23:41.634669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GXAI' from 'https://tdm.silogroup.org/data/derivative_storage/GXAI.csv'.
[2025-12-08T20:23:41.646399] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GXAI'.
[2025-12-08T20:23:41.646751] [INFO ] [FORECASTER] Starting predict_future for GXAI
[2025-12-08T20:23:41.647526] [DEBUG] [LOCAL     ] No optimal features file found for GXAI: ./output/feature-sets/GXAI.txt
[2025-12-08T20:23:41.647593] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:41.647626] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:41.647656] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:41.647711] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:41.705996] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:41.706698] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:41.706773] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:41.706806] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:41.820557] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:41.820717] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:41.820756] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:41.820786] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:41.824096] [DEBUG] [FORECASTER] GXAI: Forecast T+1@11:T+2@11: UP (p=61.71%)
[2025-12-08T20:23:41.824365] [INFO ] [FORECASTER] Completed predict_future for GXAI
[2025-12-08T20:23:41.824485] [INFO ] [sig       ] GXAI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:23:41.968213] [INFO ] [LOCAL     ] Saved forecast: GXAI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/GXAI.txt
[2025-12-08T20:23:41.968331] [INFO ] [sig       ] [1509/3624] Completed GXAI in 0.3s | 2.92 sym/s | Total: 8.6m | ETA: 12.1m
[2025-12-08T20:23:41.968368] [INFO ] [sig       ] [1510/3624] Forecasting GYRE...
[2025-12-08T20:23:41.968397] [INFO ] [sig       ] Generating forecast for: GYRE
[2025-12-08T20:23:41.968426] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GYRE' from 'https://tdm.silogroup.org/data/derivative_storage/GYRE.csv'.
[2025-12-08T20:23:41.980718] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GYRE'.
[2025-12-08T20:23:41.981063] [INFO ] [FORECASTER] Starting predict_future for GYRE
[2025-12-08T20:23:41.981834] [DEBUG] [LOCAL     ] No optimal features file found for GYRE: ./output/feature-sets/GYRE.txt
[2025-12-08T20:23:41.981883] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:41.981913] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:41.981940] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:41.981995] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:42.038228] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:42.038860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:42.038933] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:42.038964] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:42.156371] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:42.156520] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:42.156560] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:42.156608] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:42.159846] [DEBUG] [FORECASTER] GYRE: Forecast T+1@11:T+2@11: DOWN (p=1.74%)
[2025-12-08T20:23:42.160110] [INFO ] [FORECASTER] Completed predict_future for GYRE
[2025-12-08T20:23:42.160237] [INFO ] [sig       ] GYRE: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:23:42.297746] [INFO ] [LOCAL     ] Saved forecast: GYRE	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/GYRE.txt
[2025-12-08T20:23:42.297865] [INFO ] [sig       ] [1510/3624] Completed GYRE in 0.3s | 2.92 sym/s | Total: 8.6m | ETA: 12.1m
[2025-12-08T20:23:42.297903] [INFO ] [sig       ] [1511/3624] Forecasting H...
[2025-12-08T20:23:42.297931] [INFO ] [sig       ] Generating forecast for: H
[2025-12-08T20:23:42.297959] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'H' from 'https://tdm.silogroup.org/data/derivative_storage/H.csv'.
[2025-12-08T20:23:42.310104] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'H'.
[2025-12-08T20:23:42.310421] [INFO ] [FORECASTER] Starting predict_future for H
[2025-12-08T20:23:42.311213] [DEBUG] [LOCAL     ] No optimal features file found for H: ./output/feature-sets/H.txt
[2025-12-08T20:23:42.311262] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:42.311293] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:42.311319] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:42.311374] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:42.367408] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:42.368017] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:42.368090] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:42.368120] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:42.484931] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:42.485080] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:42.485118] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:42.485146] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:42.488439] [DEBUG] [FORECASTER] H: Forecast T+1@11:T+2@11: DOWN (p=12.62%)
[2025-12-08T20:23:42.488764] [INFO ] [FORECASTER] Completed predict_future for H
[2025-12-08T20:23:42.488894] [INFO ] [sig       ] H: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:23:42.627430] [INFO ] [LOCAL     ] Saved forecast: H	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/H.txt
[2025-12-08T20:23:42.627591] [INFO ] [sig       ] [1511/3624] Completed H in 0.3s | 2.92 sym/s | Total: 8.6m | ETA: 12.1m
[2025-12-08T20:23:42.627637] [INFO ] [sig       ] [1512/3624] Forecasting HAE...
[2025-12-08T20:23:42.627666] [INFO ] [sig       ] Generating forecast for: HAE
[2025-12-08T20:23:42.627695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAE' from 'https://tdm.silogroup.org/data/derivative_storage/HAE.csv'.
[2025-12-08T20:23:42.639502] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAE'.
[2025-12-08T20:23:42.639922] [INFO ] [FORECASTER] Starting predict_future for HAE
[2025-12-08T20:23:42.640705] [DEBUG] [LOCAL     ] No optimal features file found for HAE: ./output/feature-sets/HAE.txt
[2025-12-08T20:23:42.640754] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:42.640807] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:42.640835] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:42.640890] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:42.696975] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:42.697826] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:42.697902] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:42.697934] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:42.818442] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:42.818607] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:42.818646] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:42.818675] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:42.821890] [DEBUG] [FORECASTER] HAE: Forecast T+1@11:T+2@11: DOWN (p=3.11%)
[2025-12-08T20:23:42.822147] [INFO ] [FORECASTER] Completed predict_future for HAE
[2025-12-08T20:23:42.822262] [INFO ] [sig       ] HAE: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:23:42.959392] [INFO ] [LOCAL     ] Saved forecast: HAE	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/HAE.txt
[2025-12-08T20:23:42.959506] [INFO ] [sig       ] [1512/3624] Completed HAE in 0.3s | 2.92 sym/s | Total: 8.6m | ETA: 12.1m
[2025-12-08T20:23:42.959543] [INFO ] [sig       ] [1513/3624] Forecasting HAFC...
[2025-12-08T20:23:42.959615] [INFO ] [sig       ] Generating forecast for: HAFC
[2025-12-08T20:23:42.959648] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAFC' from 'https://tdm.silogroup.org/data/derivative_storage/HAFC.csv'.
[2025-12-08T20:23:42.972304] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAFC'.
[2025-12-08T20:23:42.972729] [INFO ] [FORECASTER] Starting predict_future for HAFC
[2025-12-08T20:23:42.973544] [DEBUG] [LOCAL     ] No optimal features file found for HAFC: ./output/feature-sets/HAFC.txt
[2025-12-08T20:23:42.973626] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:42.973661] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:42.973698] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:42.973766] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:43.032779] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:43.033672] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:43.033755] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:43.033787] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:43.152078] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:43.152238] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:43.152276] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:43.152304] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:43.155702] [DEBUG] [FORECASTER] HAFC: Forecast T+1@11:T+2@11: UP (p=90.92%)
[2025-12-08T20:23:43.155974] [INFO ] [FORECASTER] Completed predict_future for HAFC
[2025-12-08T20:23:43.156097] [INFO ] [sig       ] HAFC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:23:43.295555] [INFO ] [LOCAL     ] Saved forecast: HAFC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/HAFC.txt
[2025-12-08T20:23:43.295737] [INFO ] [sig       ] [1513/3624] Completed HAFC in 0.3s | 2.92 sym/s | Total: 8.6m | ETA: 12.1m
[2025-12-08T20:23:43.295777] [INFO ] [sig       ] [1514/3624] Forecasting HAIN...
[2025-12-08T20:23:43.295807] [INFO ] [sig       ] Generating forecast for: HAIN
[2025-12-08T20:23:43.295835] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAIN' from 'https://tdm.silogroup.org/data/derivative_storage/HAIN.csv'.
[2025-12-08T20:23:43.308423] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAIN'.
[2025-12-08T20:23:43.308788] [INFO ] [FORECASTER] Starting predict_future for HAIN
[2025-12-08T20:23:43.309536] [DEBUG] [LOCAL     ] No optimal features file found for HAIN: ./output/feature-sets/HAIN.txt
[2025-12-08T20:23:43.309606] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:43.309640] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:43.309666] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:43.309722] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:43.365550] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:43.366131] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:43.366201] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:43.366232] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:43.485553] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:43.485722] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:43.485760] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:43.485787] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:43.489043] [DEBUG] [FORECASTER] HAIN: Forecast T+1@11:T+2@11: UP (p=72.29%)
[2025-12-08T20:23:43.489297] [INFO ] [FORECASTER] Completed predict_future for HAIN
[2025-12-08T20:23:43.489411] [INFO ] [sig       ] HAIN: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:23:43.631039] [INFO ] [LOCAL     ] Saved forecast: HAIN	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/HAIN.txt
[2025-12-08T20:23:43.631184] [INFO ] [sig       ] [1514/3624] Completed HAIN in 0.3s | 2.92 sym/s | Total: 8.7m | ETA: 12.1m
[2025-12-08T20:23:43.631224] [INFO ] [sig       ] [1515/3624] Forecasting HAL...
[2025-12-08T20:23:43.631254] [INFO ] [sig       ] Generating forecast for: HAL
[2025-12-08T20:23:43.631283] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAL' from 'https://tdm.silogroup.org/data/derivative_storage/HAL.csv'.
[2025-12-08T20:23:43.643729] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAL'.
[2025-12-08T20:23:43.644080] [INFO ] [FORECASTER] Starting predict_future for HAL
[2025-12-08T20:23:43.644836] [DEBUG] [LOCAL     ] No optimal features file found for HAL: ./output/feature-sets/HAL.txt
[2025-12-08T20:23:43.644884] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:43.644915] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:43.644941] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:43.644995] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:43.700766] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:43.701394] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:43.701480] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:43.701513] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:43.820983] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:43.821125] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:43.821164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:43.821222] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:43.824504] [DEBUG] [FORECASTER] HAL: Forecast T+1@11:T+2@11: UP (p=56.06%)
[2025-12-08T20:23:43.824792] [INFO ] [FORECASTER] Completed predict_future for HAL
[2025-12-08T20:23:43.824911] [INFO ] [sig       ] HAL: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:23:43.963795] [INFO ] [LOCAL     ] Saved forecast: HAL	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/HAL.txt
[2025-12-08T20:23:43.963908] [INFO ] [sig       ] [1515/3624] Completed HAL in 0.3s | 2.92 sym/s | Total: 8.7m | ETA: 12.1m
[2025-12-08T20:23:43.963945] [INFO ] [sig       ] [1516/3624] Forecasting HALO...
[2025-12-08T20:23:43.963973] [INFO ] [sig       ] Generating forecast for: HALO
[2025-12-08T20:23:43.964002] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HALO' from 'https://tdm.silogroup.org/data/derivative_storage/HALO.csv'.
[2025-12-08T20:23:43.976171] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HALO'.
[2025-12-08T20:23:43.976497] [INFO ] [FORECASTER] Starting predict_future for HALO
[2025-12-08T20:23:43.977249] [DEBUG] [LOCAL     ] No optimal features file found for HALO: ./output/feature-sets/HALO.txt
[2025-12-08T20:23:43.977299] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:43.977329] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:43.977355] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:43.977439] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:44.033610] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:44.034204] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:44.034274] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:44.034305] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:44.156086] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:44.156230] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:44.156268] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:44.156295] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:44.159569] [DEBUG] [FORECASTER] HALO: Forecast T+1@11:T+2@11: UP (p=75.77%)
[2025-12-08T20:23:44.159873] [INFO ] [FORECASTER] Completed predict_future for HALO
[2025-12-08T20:23:44.159990] [INFO ] [sig       ] HALO: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:23:44.299187] [INFO ] [LOCAL     ] Saved forecast: HALO	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/HALO.txt
[2025-12-08T20:23:44.299307] [INFO ] [sig       ] [1516/3624] Completed HALO in 0.3s | 2.92 sym/s | Total: 8.7m | ETA: 12.0m
[2025-12-08T20:23:44.299350] [INFO ] [sig       ] [1517/3624] Forecasting HAS...
[2025-12-08T20:23:44.299379] [INFO ] [sig       ] Generating forecast for: HAS
[2025-12-08T20:23:44.299409] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAS' from 'https://tdm.silogroup.org/data/derivative_storage/HAS.csv'.
[2025-12-08T20:23:44.311037] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAS'.
[2025-12-08T20:23:44.311364] [INFO ] [FORECASTER] Starting predict_future for HAS
[2025-12-08T20:23:44.312126] [DEBUG] [LOCAL     ] No optimal features file found for HAS: ./output/feature-sets/HAS.txt
[2025-12-08T20:23:44.312175] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:44.312206] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:44.312231] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:44.312287] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:44.368196] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:44.368816] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:44.368886] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:44.368917] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:44.487023] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:44.487171] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:44.487208] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:44.487237] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:44.490514] [DEBUG] [FORECASTER] HAS: Forecast T+1@11:T+2@11: UP (p=85.55%)
[2025-12-08T20:23:44.490790] [INFO ] [FORECASTER] Completed predict_future for HAS
[2025-12-08T20:23:44.490903] [INFO ] [sig       ] HAS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:23:44.627824] [INFO ] [LOCAL     ] Saved forecast: HAS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/HAS.txt
[2025-12-08T20:23:44.627936] [INFO ] [sig       ] [1517/3624] Completed HAS in 0.3s | 2.92 sym/s | Total: 8.7m | ETA: 12.0m
[2025-12-08T20:23:44.627972] [INFO ] [sig       ] [1518/3624] Forecasting HASI...
[2025-12-08T20:23:44.628000] [INFO ] [sig       ] Generating forecast for: HASI
[2025-12-08T20:23:44.628029] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HASI' from 'https://tdm.silogroup.org/data/derivative_storage/HASI.csv'.
[2025-12-08T20:23:44.639646] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HASI'.
[2025-12-08T20:23:44.639965] [INFO ] [FORECASTER] Starting predict_future for HASI
[2025-12-08T20:23:44.640743] [DEBUG] [LOCAL     ] No optimal features file found for HASI: ./output/feature-sets/HASI.txt
[2025-12-08T20:23:44.640792] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:44.640822] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:44.640847] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:44.640901] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:44.697046] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:44.697717] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:44.697789] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:44.697820] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:44.822792] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:44.822944] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:44.822982] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:44.823009] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:44.826445] [DEBUG] [FORECASTER] HASI: Forecast T+1@11:T+2@11: DOWN (p=6.21%)
[2025-12-08T20:23:44.826733] [INFO ] [FORECASTER] Completed predict_future for HASI
[2025-12-08T20:23:44.826867] [INFO ] [sig       ] HASI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:23:44.965379] [INFO ] [LOCAL     ] Saved forecast: HASI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/HASI.txt
[2025-12-08T20:23:44.965503] [INFO ] [sig       ] [1518/3624] Completed HASI in 0.3s | 2.92 sym/s | Total: 8.7m | ETA: 12.0m
[2025-12-08T20:23:44.965541] [INFO ] [sig       ] [1519/3624] Forecasting HBAN...
[2025-12-08T20:23:44.965585] [INFO ] [sig       ] Generating forecast for: HBAN
[2025-12-08T20:23:44.965617] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBAN' from 'https://tdm.silogroup.org/data/derivative_storage/HBAN.csv'.
[2025-12-08T20:23:44.978361] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBAN'.
[2025-12-08T20:23:44.978790] [INFO ] [FORECASTER] Starting predict_future for HBAN
[2025-12-08T20:23:44.979601] [DEBUG] [LOCAL     ] No optimal features file found for HBAN: ./output/feature-sets/HBAN.txt
[2025-12-08T20:23:44.979652] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:44.979685] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:44.979717] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:44.979785] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:45.039908] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:45.040810] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:45.040892] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:45.040925] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:45.165803] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:45.165974] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:45.166023] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:45.166053] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:45.169713] [DEBUG] [FORECASTER] HBAN: Forecast T+1@11:T+2@11: DOWN (p=15.44%)
[2025-12-08T20:23:45.170064] [INFO ] [FORECASTER] Completed predict_future for HBAN
[2025-12-08T20:23:45.170206] [INFO ] [sig       ] HBAN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:23:45.339241] [INFO ] [LOCAL     ] Saved forecast: HBAN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/HBAN.txt
[2025-12-08T20:23:45.339404] [INFO ] [sig       ] [1519/3624] Completed HBAN in 0.4s | 2.92 sym/s | Total: 8.7m | ETA: 12.0m
[2025-12-08T20:23:45.339462] [INFO ] [sig       ] [1520/3624] Forecasting HBANL...
[2025-12-08T20:23:45.339513] [INFO ] [sig       ] Generating forecast for: HBANL
[2025-12-08T20:23:45.339553] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBANL' from 'https://tdm.silogroup.org/data/derivative_storage/HBANL.csv'.
[2025-12-08T20:23:45.351820] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBANL'.
[2025-12-08T20:23:45.352242] [INFO ] [FORECASTER] Starting predict_future for HBANL
[2025-12-08T20:23:45.353114] [DEBUG] [LOCAL     ] No optimal features file found for HBANL: ./output/feature-sets/HBANL.txt
[2025-12-08T20:23:45.353165] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:45.353198] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:45.353224] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:45.353280] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:45.411436] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:45.412310] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:45.412389] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:45.412422] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:45.525549] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:45.525720] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:45.525776] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:45.525804] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:45.529148] [DEBUG] [FORECASTER] HBANL: Forecast T+1@11:T+2@11: DOWN (p=8.90%)
[2025-12-08T20:23:45.529451] [INFO ] [FORECASTER] Completed predict_future for HBANL
[2025-12-08T20:23:45.529569] [INFO ] [sig       ] HBANL: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:23:45.673485] [INFO ] [LOCAL     ] Saved forecast: HBANL	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/HBANL.txt
[2025-12-08T20:23:45.673633] [INFO ] [sig       ] [1520/3624] Completed HBANL in 0.3s | 2.92 sym/s | Total: 8.7m | ETA: 12.0m
[2025-12-08T20:23:45.673675] [INFO ] [sig       ] [1521/3624] Forecasting HBANP...
[2025-12-08T20:23:45.673705] [INFO ] [sig       ] Generating forecast for: HBANP
[2025-12-08T20:23:45.673735] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBANP' from 'https://tdm.silogroup.org/data/derivative_storage/HBANP.csv'.
[2025-12-08T20:23:45.686221] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBANP'.
[2025-12-08T20:23:45.686557] [INFO ] [FORECASTER] Starting predict_future for HBANP
[2025-12-08T20:23:45.687323] [DEBUG] [LOCAL     ] No optimal features file found for HBANP: ./output/feature-sets/HBANP.txt
[2025-12-08T20:23:45.687373] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:45.687436] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:45.687465] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:45.687523] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:45.744846] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:45.745458] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:45.745533] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:45.745566] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:45.859605] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:45.859755] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:45.859794] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:45.859823] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:45.863113] [DEBUG] [FORECASTER] HBANP: Forecast T+1@11:T+2@11: DOWN (p=42.87%)
[2025-12-08T20:23:45.863381] [INFO ] [FORECASTER] Completed predict_future for HBANP
[2025-12-08T20:23:45.863500] [INFO ] [sig       ] HBANP: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:23:46.003147] [INFO ] [LOCAL     ] Saved forecast: HBANP	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/HBANP.txt
[2025-12-08T20:23:46.003263] [INFO ] [sig       ] [1521/3624] Completed HBANP in 0.3s | 2.92 sym/s | Total: 8.7m | ETA: 12.0m
[2025-12-08T20:23:46.003301] [INFO ] [sig       ] [1522/3624] Forecasting HBB...
[2025-12-08T20:23:46.003331] [INFO ] [sig       ] Generating forecast for: HBB
[2025-12-08T20:23:46.003361] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBB' from 'https://tdm.silogroup.org/data/derivative_storage/HBB.csv'.
[2025-12-08T20:23:46.014995] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBB'.
[2025-12-08T20:23:46.015309] [INFO ] [FORECASTER] Starting predict_future for HBB
[2025-12-08T20:23:46.016079] [DEBUG] [LOCAL     ] No optimal features file found for HBB: ./output/feature-sets/HBB.txt
[2025-12-08T20:23:46.016129] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:46.016161] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:46.016188] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:46.016245] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:46.072080] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:46.072730] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:46.072826] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:46.072859] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:46.188483] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:46.188648] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:46.188686] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:46.188715] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:46.191951] [DEBUG] [FORECASTER] HBB: Forecast T+1@11:T+2@11: DOWN (p=3.11%)
[2025-12-08T20:23:46.192218] [INFO ] [FORECASTER] Completed predict_future for HBB
[2025-12-08T20:23:46.192335] [INFO ] [sig       ] HBB: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:23:46.330301] [INFO ] [LOCAL     ] Saved forecast: HBB	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/HBB.txt
[2025-12-08T20:23:46.330418] [INFO ] [sig       ] [1522/3624] Completed HBB in 0.3s | 2.92 sym/s | Total: 8.7m | ETA: 12.0m
[2025-12-08T20:23:46.330455] [INFO ] [sig       ] [1523/3624] Forecasting HBCP...
[2025-12-08T20:23:46.330485] [INFO ] [sig       ] Generating forecast for: HBCP
[2025-12-08T20:23:46.330513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBCP' from 'https://tdm.silogroup.org/data/derivative_storage/HBCP.csv'.
[2025-12-08T20:23:46.342304] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBCP'.
[2025-12-08T20:23:46.342634] [INFO ] [FORECASTER] Starting predict_future for HBCP
[2025-12-08T20:23:46.343377] [DEBUG] [LOCAL     ] No optimal features file found for HBCP: ./output/feature-sets/HBCP.txt
[2025-12-08T20:23:46.343425] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:46.343456] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:46.343483] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:46.343537] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:46.399589] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:46.400175] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:46.400254] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:46.400286] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:46.517815] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:46.517984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:46.518028] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:46.518058] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:46.521462] [DEBUG] [FORECASTER] HBCP: Forecast T+1@11:T+2@11: DOWN (p=19.23%)
[2025-12-08T20:23:46.521741] [INFO ] [FORECASTER] Completed predict_future for HBCP
[2025-12-08T20:23:46.521857] [INFO ] [sig       ] HBCP: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:23:46.658860] [INFO ] [LOCAL     ] Saved forecast: HBCP	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/HBCP.txt
[2025-12-08T20:23:46.658979] [INFO ] [sig       ] [1523/3624] Completed HBCP in 0.3s | 2.92 sym/s | Total: 8.7m | ETA: 12.0m
[2025-12-08T20:23:46.659017] [INFO ] [sig       ] [1524/3624] Forecasting HBM...
[2025-12-08T20:23:46.659045] [INFO ] [sig       ] Generating forecast for: HBM
[2025-12-08T20:23:46.659074] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBM' from 'https://tdm.silogroup.org/data/derivative_storage/HBM.csv'.
[2025-12-08T20:23:46.670716] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBM'.
[2025-12-08T20:23:46.671044] [INFO ] [FORECASTER] Starting predict_future for HBM
[2025-12-08T20:23:46.671818] [DEBUG] [LOCAL     ] No optimal features file found for HBM: ./output/feature-sets/HBM.txt
[2025-12-08T20:23:46.671867] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:46.671908] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:46.671935] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:46.671998] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:46.728612] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:46.729262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:46.729349] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:46.729382] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:46.850344] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:46.850493] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:46.850531] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:46.850560] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:46.853978] [DEBUG] [FORECASTER] HBM: Forecast T+1@11:T+2@11: UP (p=62.96%)
[2025-12-08T20:23:46.854247] [INFO ] [FORECASTER] Completed predict_future for HBM
[2025-12-08T20:23:46.854369] [INFO ] [sig       ] HBM: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:23:46.998246] [INFO ] [LOCAL     ] Saved forecast: HBM	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/HBM.txt
[2025-12-08T20:23:46.998359] [INFO ] [sig       ] [1524/3624] Completed HBM in 0.3s | 2.92 sym/s | Total: 8.7m | ETA: 12.0m
[2025-12-08T20:23:46.998396] [INFO ] [sig       ] [1525/3624] Forecasting HBNC...
[2025-12-08T20:23:46.998425] [INFO ] [sig       ] Generating forecast for: HBNC
[2025-12-08T20:23:46.998453] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBNC' from 'https://tdm.silogroup.org/data/derivative_storage/HBNC.csv'.
[2025-12-08T20:23:47.010510] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBNC'.
[2025-12-08T20:23:47.010894] [INFO ] [FORECASTER] Starting predict_future for HBNC
[2025-12-08T20:23:47.011658] [DEBUG] [LOCAL     ] No optimal features file found for HBNC: ./output/feature-sets/HBNC.txt
[2025-12-08T20:23:47.011714] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:47.011754] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:47.011780] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:47.011835] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:47.068022] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:47.068644] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:47.068718] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:47.068752] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:47.186514] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:47.186688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:47.186727] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:47.186755] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:47.190137] [DEBUG] [FORECASTER] HBNC: Forecast T+1@11:T+2@11: DOWN (p=44.31%)
[2025-12-08T20:23:47.190403] [INFO ] [FORECASTER] Completed predict_future for HBNC
[2025-12-08T20:23:47.190534] [INFO ] [sig       ] HBNC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:23:47.330333] [INFO ] [LOCAL     ] Saved forecast: HBNC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/HBNC.txt
[2025-12-08T20:23:47.330475] [INFO ] [sig       ] [1525/3624] Completed HBNC in 0.3s | 2.92 sym/s | Total: 8.7m | ETA: 12.0m
[2025-12-08T20:23:47.330512] [INFO ] [sig       ] [1526/3624] Forecasting HCA...
[2025-12-08T20:23:47.330541] [INFO ] [sig       ] Generating forecast for: HCA
[2025-12-08T20:23:47.330588] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCA' from 'https://tdm.silogroup.org/data/derivative_storage/HCA.csv'.
[2025-12-08T20:23:47.342542] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCA'.
[2025-12-08T20:23:47.342927] [INFO ] [FORECASTER] Starting predict_future for HCA
[2025-12-08T20:23:47.343695] [DEBUG] [LOCAL     ] No optimal features file found for HCA: ./output/feature-sets/HCA.txt
[2025-12-08T20:23:47.343743] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:47.343774] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:47.343800] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:47.343854] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:47.400374] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:47.401028] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:47.401099] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:47.401130] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:47.520561] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:47.520734] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:47.520772] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:47.520799] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:47.524088] [DEBUG] [FORECASTER] HCA: Forecast T+1@11:T+2@11: UP (p=58.38%)
[2025-12-08T20:23:47.524347] [INFO ] [FORECASTER] Completed predict_future for HCA
[2025-12-08T20:23:47.524462] [INFO ] [sig       ] HCA: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:23:47.669916] [INFO ] [LOCAL     ] Saved forecast: HCA	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/HCA.txt
[2025-12-08T20:23:47.670066] [INFO ] [sig       ] [1526/3624] Completed HCA in 0.3s | 2.92 sym/s | Total: 8.7m | ETA: 12.0m
[2025-12-08T20:23:47.670105] [INFO ] [sig       ] [1527/3624] Forecasting HCC...
[2025-12-08T20:23:47.670135] [INFO ] [sig       ] Generating forecast for: HCC
[2025-12-08T20:23:47.670165] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCC' from 'https://tdm.silogroup.org/data/derivative_storage/HCC.csv'.
[2025-12-08T20:23:47.682749] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCC'.
[2025-12-08T20:23:47.683129] [INFO ] [FORECASTER] Starting predict_future for HCC
[2025-12-08T20:23:47.683926] [DEBUG] [LOCAL     ] No optimal features file found for HCC: ./output/feature-sets/HCC.txt
[2025-12-08T20:23:47.683975] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:47.684006] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:47.684032] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:47.684087] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:47.741233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:47.742054] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:47.742128] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:47.742159] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:47.866176] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:47.866324] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:47.866361] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:47.866388] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:47.869654] [DEBUG] [FORECASTER] HCC: Forecast T+1@11:T+2@11: DOWN (p=12.64%)
[2025-12-08T20:23:47.869916] [INFO ] [FORECASTER] Completed predict_future for HCC
[2025-12-08T20:23:47.870032] [INFO ] [sig       ] HCC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:23:48.013529] [INFO ] [LOCAL     ] Saved forecast: HCC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/HCC.txt
[2025-12-08T20:23:48.013662] [INFO ] [sig       ] [1527/3624] Completed HCC in 0.3s | 2.92 sym/s | Total: 8.7m | ETA: 12.0m
[2025-12-08T20:23:48.013701] [INFO ] [sig       ] [1528/3624] Forecasting HCI...
[2025-12-08T20:23:48.013736] [INFO ] [sig       ] Generating forecast for: HCI
[2025-12-08T20:23:48.013765] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCI' from 'https://tdm.silogroup.org/data/derivative_storage/HCI.csv'.
[2025-12-08T20:23:48.025971] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCI'.
[2025-12-08T20:23:48.026299] [INFO ] [FORECASTER] Starting predict_future for HCI
[2025-12-08T20:23:48.027076] [DEBUG] [LOCAL     ] No optimal features file found for HCI: ./output/feature-sets/HCI.txt
[2025-12-08T20:23:48.027125] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:48.027156] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:48.027182] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:48.027236] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:48.083027] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:48.083687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:48.083759] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:48.083790] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:48.196528] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:48.196690] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:48.196727] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:48.196755] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:48.199998] [DEBUG] [FORECASTER] HCI: Forecast T+1@11:T+2@11: UP (p=67.61%)
[2025-12-08T20:23:48.200254] [INFO ] [FORECASTER] Completed predict_future for HCI
[2025-12-08T20:23:48.200369] [INFO ] [sig       ] HCI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:23:48.339081] [INFO ] [LOCAL     ] Saved forecast: HCI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/HCI.txt
[2025-12-08T20:23:48.339198] [INFO ] [sig       ] [1528/3624] Completed HCI in 0.3s | 2.92 sym/s | Total: 8.7m | ETA: 12.0m
[2025-12-08T20:23:48.339235] [INFO ] [sig       ] [1529/3624] Forecasting HCM...
[2025-12-08T20:23:48.339264] [INFO ] [sig       ] Generating forecast for: HCM
[2025-12-08T20:23:48.339293] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCM' from 'https://tdm.silogroup.org/data/derivative_storage/HCM.csv'.
[2025-12-08T20:23:48.351919] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCM'.
[2025-12-08T20:23:48.352301] [INFO ] [FORECASTER] Starting predict_future for HCM
[2025-12-08T20:23:48.353110] [DEBUG] [LOCAL     ] No optimal features file found for HCM: ./output/feature-sets/HCM.txt
[2025-12-08T20:23:48.353160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:48.353218] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:48.353245] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:48.353300] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:48.409150] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:48.409903] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:48.409983] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:48.410016] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:48.534463] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:48.534647] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:48.534686] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:48.534715] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:48.538094] [DEBUG] [FORECASTER] HCM: Forecast T+1@11:T+2@11: UP (p=63.40%)
[2025-12-08T20:23:48.538371] [INFO ] [FORECASTER] Completed predict_future for HCM
[2025-12-08T20:23:48.538498] [INFO ] [sig       ] HCM: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:23:48.678334] [INFO ] [LOCAL     ] Saved forecast: HCM	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/HCM.txt
[2025-12-08T20:23:48.678472] [INFO ] [sig       ] [1529/3624] Completed HCM in 0.3s | 2.92 sym/s | Total: 8.7m | ETA: 12.0m
[2025-12-08T20:23:48.678513] [INFO ] [sig       ] [1530/3624] Forecasting HCSG...
[2025-12-08T20:23:48.678542] [INFO ] [sig       ] Generating forecast for: HCSG
[2025-12-08T20:23:48.678588] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCSG' from 'https://tdm.silogroup.org/data/derivative_storage/HCSG.csv'.
[2025-12-08T20:23:48.690909] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCSG'.
[2025-12-08T20:23:48.691290] [INFO ] [FORECASTER] Starting predict_future for HCSG
[2025-12-08T20:23:48.692099] [DEBUG] [LOCAL     ] No optimal features file found for HCSG: ./output/feature-sets/HCSG.txt
[2025-12-08T20:23:48.692150] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:48.692183] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:48.692210] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:48.692267] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:48.750123] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:48.750897] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:48.750974] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:48.751008] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:48.877316] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:48.877498] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:48.877540] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:48.877583] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:48.881199] [DEBUG] [FORECASTER] HCSG: Forecast T+1@11:T+2@11: DOWN (p=9.77%)
[2025-12-08T20:23:48.881472] [INFO ] [FORECASTER] Completed predict_future for HCSG
[2025-12-08T20:23:48.881615] [INFO ] [sig       ] HCSG: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:23:49.020888] [INFO ] [LOCAL     ] Saved forecast: HCSG	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/HCSG.txt
[2025-12-08T20:23:49.021032] [INFO ] [sig       ] [1530/3624] Completed HCSG in 0.3s | 2.92 sym/s | Total: 8.7m | ETA: 12.0m
[2025-12-08T20:23:49.021071] [INFO ] [sig       ] [1531/3624] Forecasting HCTI...
[2025-12-08T20:23:49.021100] [INFO ] [sig       ] Generating forecast for: HCTI
[2025-12-08T20:23:49.021128] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCTI' from 'https://tdm.silogroup.org/data/derivative_storage/HCTI.csv'.
[2025-12-08T20:23:49.033545] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCTI'.
[2025-12-08T20:23:49.033931] [INFO ] [FORECASTER] Starting predict_future for HCTI
[2025-12-08T20:23:49.034709] [DEBUG] [LOCAL     ] No optimal features file found for HCTI: ./output/feature-sets/HCTI.txt
[2025-12-08T20:23:49.034763] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:49.034795] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:49.034821] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:49.034876] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:49.091225] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:49.091939] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:49.092015] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:49.092046] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:49.205664] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:49.205834] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:49.205879] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:49.205924] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:49.209201] [DEBUG] [FORECASTER] HCTI: Forecast T+1@11:T+2@11: DOWN (p=9.93%)
[2025-12-08T20:23:49.209459] [INFO ] [FORECASTER] Completed predict_future for HCTI
[2025-12-08T20:23:49.209592] [INFO ] [sig       ] HCTI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:23:49.348922] [INFO ] [LOCAL     ] Saved forecast: HCTI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/HCTI.txt
[2025-12-08T20:23:49.349240] [INFO ] [sig       ] [1531/3624] Completed HCTI in 0.3s | 2.92 sym/s | Total: 8.7m | ETA: 12.0m
[2025-12-08T20:23:49.349277] [INFO ] [sig       ] [1532/3624] Forecasting HD...
[2025-12-08T20:23:49.349305] [INFO ] [sig       ] Generating forecast for: HD
[2025-12-08T20:23:49.349334] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HD' from 'https://tdm.silogroup.org/data/derivative_storage/HD.csv'.
[2025-12-08T20:23:49.362495] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HD'.
[2025-12-08T20:23:49.362847] [INFO ] [FORECASTER] Starting predict_future for HD
[2025-12-08T20:23:49.363612] [DEBUG] [LOCAL     ] No optimal features file found for HD: ./output/feature-sets/HD.txt
[2025-12-08T20:23:49.363662] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:49.363693] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:49.363719] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:49.363773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:49.421771] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:49.422394] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:49.422471] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:49.422503] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:49.542471] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:49.542632] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:49.542671] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:49.542733] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:49.545969] [DEBUG] [FORECASTER] HD: Forecast T+1@11:T+2@11: UP (p=98.06%)
[2025-12-08T20:23:49.546226] [INFO ] [FORECASTER] Completed predict_future for HD
[2025-12-08T20:23:49.546341] [INFO ] [sig       ] HD: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:23:49.686994] [INFO ] [LOCAL     ] Saved forecast: HD	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/HD.txt
[2025-12-08T20:23:49.687144] [INFO ] [sig       ] [1532/3624] Completed HD in 0.3s | 2.92 sym/s | Total: 8.8m | ETA: 12.0m
[2025-12-08T20:23:49.687189] [INFO ] [sig       ] [1533/3624] Forecasting HDB...
[2025-12-08T20:23:49.687219] [INFO ] [sig       ] Generating forecast for: HDB
[2025-12-08T20:23:49.687249] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HDB' from 'https://tdm.silogroup.org/data/derivative_storage/HDB.csv'.
[2025-12-08T20:23:49.699227] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HDB'.
[2025-12-08T20:23:49.699587] [INFO ] [FORECASTER] Starting predict_future for HDB
[2025-12-08T20:23:49.700340] [DEBUG] [LOCAL     ] No optimal features file found for HDB: ./output/feature-sets/HDB.txt
[2025-12-08T20:23:49.700389] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:49.700419] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:49.700445] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:49.700499] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:49.756979] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:49.757644] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:49.757719] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:49.757767] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:49.882021] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:49.882181] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:49.882218] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:49.882244] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:49.885984] [DEBUG] [FORECASTER] HDB: Forecast T+1@11:T+2@11: UP (p=90.32%)
[2025-12-08T20:23:49.886285] [INFO ] [FORECASTER] Completed predict_future for HDB
[2025-12-08T20:23:49.886412] [INFO ] [sig       ] HDB: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:23:50.030342] [INFO ] [LOCAL     ] Saved forecast: HDB	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/HDB.txt
[2025-12-08T20:23:50.030511] [INFO ] [sig       ] [1533/3624] Completed HDB in 0.3s | 2.92 sym/s | Total: 8.8m | ETA: 11.9m
[2025-12-08T20:23:50.030550] [INFO ] [sig       ] [1534/3624] Forecasting HDSN...
[2025-12-08T20:23:50.030598] [INFO ] [sig       ] Generating forecast for: HDSN
[2025-12-08T20:23:50.030630] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HDSN' from 'https://tdm.silogroup.org/data/derivative_storage/HDSN.csv'.
[2025-12-08T20:23:50.042811] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HDSN'.
[2025-12-08T20:23:50.043175] [INFO ] [FORECASTER] Starting predict_future for HDSN
[2025-12-08T20:23:50.043957] [DEBUG] [LOCAL     ] No optimal features file found for HDSN: ./output/feature-sets/HDSN.txt
[2025-12-08T20:23:50.044006] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:50.044037] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:50.044062] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:50.044118] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:50.100954] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:50.101801] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:50.101879] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:50.101911] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:50.216389] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:50.216539] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:50.216595] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:50.216626] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:50.219921] [DEBUG] [FORECASTER] HDSN: Forecast T+1@11:T+2@11: UP (p=88.50%)
[2025-12-08T20:23:50.220185] [INFO ] [FORECASTER] Completed predict_future for HDSN
[2025-12-08T20:23:50.220302] [INFO ] [sig       ] HDSN: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:23:50.358672] [INFO ] [LOCAL     ] Saved forecast: HDSN	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/HDSN.txt
[2025-12-08T20:23:50.358799] [INFO ] [sig       ] [1534/3624] Completed HDSN in 0.3s | 2.92 sym/s | Total: 8.8m | ETA: 11.9m
[2025-12-08T20:23:50.358837] [INFO ] [sig       ] [1535/3624] Forecasting HE...
[2025-12-08T20:23:50.358866] [INFO ] [sig       ] Generating forecast for: HE
[2025-12-08T20:23:50.358896] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HE' from 'https://tdm.silogroup.org/data/derivative_storage/HE.csv'.
[2025-12-08T20:23:50.371961] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HE'.
[2025-12-08T20:23:50.372298] [INFO ] [FORECASTER] Starting predict_future for HE
[2025-12-08T20:23:50.373077] [DEBUG] [LOCAL     ] No optimal features file found for HE: ./output/feature-sets/HE.txt
[2025-12-08T20:23:50.373127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:50.373157] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:50.373182] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:50.373269] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:50.431118] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:50.431738] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:50.431814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:50.431846] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:50.554935] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:50.555079] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:50.555117] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:50.555146] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:50.558625] [DEBUG] [FORECASTER] HE: Forecast T+1@11:T+2@11: DOWN (p=46.56%)
[2025-12-08T20:23:50.558886] [INFO ] [FORECASTER] Completed predict_future for HE
[2025-12-08T20:23:50.559001] [INFO ] [sig       ] HE: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:23:50.702186] [INFO ] [LOCAL     ] Saved forecast: HE	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/HE.txt
[2025-12-08T20:23:50.702306] [INFO ] [sig       ] [1535/3624] Completed HE in 0.3s | 2.92 sym/s | Total: 8.8m | ETA: 11.9m
[2025-12-08T20:23:50.702343] [INFO ] [sig       ] [1536/3624] Forecasting HEI...
[2025-12-08T20:23:50.702372] [INFO ] [sig       ] Generating forecast for: HEI
[2025-12-08T20:23:50.702401] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HEI' from 'https://tdm.silogroup.org/data/derivative_storage/HEI.csv'.
[2025-12-08T20:23:50.714749] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HEI'.
[2025-12-08T20:23:50.715117] [INFO ] [FORECASTER] Starting predict_future for HEI
[2025-12-08T20:23:50.715933] [DEBUG] [LOCAL     ] No optimal features file found for HEI: ./output/feature-sets/HEI.txt
[2025-12-08T20:23:50.715987] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:50.716019] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:50.716045] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:50.716105] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:50.779460] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:50.780396] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:50.780473] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:50.780505] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:50.904454] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:50.904615] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:50.904653] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:50.904681] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:50.908513] [DEBUG] [FORECASTER] HEI: Forecast T+1@11:T+2@11: UP (p=74.43%)
[2025-12-08T20:23:50.908805] [INFO ] [FORECASTER] Completed predict_future for HEI
[2025-12-08T20:23:50.909124] [INFO ] [sig       ] HEI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:23:51.051364] [INFO ] [LOCAL     ] Saved forecast: HEI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/HEI.txt
[2025-12-08T20:23:51.051523] [INFO ] [sig       ] [1536/3624] Completed HEI in 0.3s | 2.92 sym/s | Total: 8.8m | ETA: 11.9m
[2025-12-08T20:23:51.051562] [INFO ] [sig       ] [1537/3624] Forecasting HELE...
[2025-12-08T20:23:51.051613] [INFO ] [sig       ] Generating forecast for: HELE
[2025-12-08T20:23:51.051642] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HELE' from 'https://tdm.silogroup.org/data/derivative_storage/HELE.csv'.
[2025-12-08T20:23:51.064250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HELE'.
[2025-12-08T20:23:51.064650] [INFO ] [FORECASTER] Starting predict_future for HELE
[2025-12-08T20:23:51.065621] [DEBUG] [LOCAL     ] No optimal features file found for HELE: ./output/feature-sets/HELE.txt
[2025-12-08T20:23:51.065680] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:51.065712] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:51.065738] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:51.065793] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:51.124678] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:51.125388] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:51.125464] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:51.125496] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:51.248413] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:51.248559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:51.248617] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:51.248645] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:51.252061] [DEBUG] [FORECASTER] HELE: Forecast T+1@11:T+2@11: UP (p=76.54%)
[2025-12-08T20:23:51.252325] [INFO ] [FORECASTER] Completed predict_future for HELE
[2025-12-08T20:23:51.252445] [INFO ] [sig       ] HELE: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:23:51.389611] [INFO ] [LOCAL     ] Saved forecast: HELE	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/HELE.txt
[2025-12-08T20:23:51.389737] [INFO ] [sig       ] [1537/3624] Completed HELE in 0.3s | 2.92 sym/s | Total: 8.8m | ETA: 11.9m
[2025-12-08T20:23:51.389784] [INFO ] [sig       ] [1538/3624] Forecasting HEPS...
[2025-12-08T20:23:51.389818] [INFO ] [sig       ] Generating forecast for: HEPS
[2025-12-08T20:23:51.389853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HEPS' from 'https://tdm.silogroup.org/data/derivative_storage/HEPS.csv'.
[2025-12-08T20:23:51.402072] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HEPS'.
[2025-12-08T20:23:51.402417] [INFO ] [FORECASTER] Starting predict_future for HEPS
[2025-12-08T20:23:51.403209] [DEBUG] [LOCAL     ] No optimal features file found for HEPS: ./output/feature-sets/HEPS.txt
[2025-12-08T20:23:51.403259] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:51.403290] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:51.403318] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:51.403374] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:51.463895] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:51.464787] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:51.464865] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:51.464896] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:51.585807] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:51.585966] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:51.586003] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:51.586031] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:51.589496] [DEBUG] [FORECASTER] HEPS: Forecast T+1@11:T+2@11: UP (p=65.70%)
[2025-12-08T20:23:51.589792] [INFO ] [FORECASTER] Completed predict_future for HEPS
[2025-12-08T20:23:51.589936] [INFO ] [sig       ] HEPS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:23:51.728097] [INFO ] [LOCAL     ] Saved forecast: HEPS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/HEPS.txt
[2025-12-08T20:23:51.728218] [INFO ] [sig       ] [1538/3624] Completed HEPS in 0.3s | 2.92 sym/s | Total: 8.8m | ETA: 11.9m
[2025-12-08T20:23:51.728256] [INFO ] [sig       ] [1539/3624] Forecasting HEQ...
[2025-12-08T20:23:51.728285] [INFO ] [sig       ] Generating forecast for: HEQ
[2025-12-08T20:23:51.728313] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HEQ' from 'https://tdm.silogroup.org/data/derivative_storage/HEQ.csv'.
[2025-12-08T20:23:51.740066] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HEQ'.
[2025-12-08T20:23:51.740444] [INFO ] [FORECASTER] Starting predict_future for HEQ
[2025-12-08T20:23:51.741296] [DEBUG] [LOCAL     ] No optimal features file found for HEQ: ./output/feature-sets/HEQ.txt
[2025-12-08T20:23:51.741355] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:51.741393] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:51.741428] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:51.741506] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:51.798430] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:51.799356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:51.799467] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:51.799500] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:51.913931] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:51.914082] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:51.914120] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:51.914148] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:51.917430] [DEBUG] [FORECASTER] HEQ: Forecast T+1@11:T+2@11: UP (p=94.91%)
[2025-12-08T20:23:51.917719] [INFO ] [FORECASTER] Completed predict_future for HEQ
[2025-12-08T20:23:51.917844] [INFO ] [sig       ] HEQ: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:23:52.057280] [INFO ] [LOCAL     ] Saved forecast: HEQ	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/HEQ.txt
[2025-12-08T20:23:52.057414] [INFO ] [sig       ] [1539/3624] Completed HEQ in 0.3s | 2.92 sym/s | Total: 8.8m | ETA: 11.9m
[2025-12-08T20:23:52.057455] [INFO ] [sig       ] [1540/3624] Forecasting HERO...
[2025-12-08T20:23:52.057484] [INFO ] [sig       ] Generating forecast for: HERO
[2025-12-08T20:23:52.057512] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HERO' from 'https://tdm.silogroup.org/data/derivative_storage/HERO.csv'.
[2025-12-08T20:23:52.069238] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HERO'.
[2025-12-08T20:23:52.069608] [INFO ] [FORECASTER] Starting predict_future for HERO
[2025-12-08T20:23:52.070385] [DEBUG] [LOCAL     ] No optimal features file found for HERO: ./output/feature-sets/HERO.txt
[2025-12-08T20:23:52.070437] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:52.070469] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:52.070497] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:52.070555] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:52.127636] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:52.128221] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:52.128294] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:52.128324] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:52.252215] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:52.252369] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:52.252407] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:52.252435] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:52.255782] [DEBUG] [FORECASTER] HERO: Forecast T+1@11:T+2@11: DOWN (p=15.24%)
[2025-12-08T20:23:52.256045] [INFO ] [FORECASTER] Completed predict_future for HERO
[2025-12-08T20:23:52.256160] [INFO ] [sig       ] HERO: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:23:52.405570] [INFO ] [LOCAL     ] Saved forecast: HERO	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/HERO.txt
[2025-12-08T20:23:52.405792] [INFO ] [sig       ] [1540/3624] Completed HERO in 0.3s | 2.92 sym/s | Total: 8.8m | ETA: 11.9m
[2025-12-08T20:23:52.405848] [INFO ] [sig       ] [1541/3624] Forecasting HESM...
[2025-12-08T20:23:52.405889] [INFO ] [sig       ] Generating forecast for: HESM
[2025-12-08T20:23:52.405929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HESM' from 'https://tdm.silogroup.org/data/derivative_storage/HESM.csv'.
[2025-12-08T20:23:52.421911] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HESM'.
[2025-12-08T20:23:52.422349] [INFO ] [FORECASTER] Starting predict_future for HESM
[2025-12-08T20:23:52.423397] [DEBUG] [LOCAL     ] No optimal features file found for HESM: ./output/feature-sets/HESM.txt
[2025-12-08T20:23:52.423457] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:52.423499] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:52.423535] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:52.423643] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:52.485094] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:52.486005] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:52.486087] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:52.486120] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:52.615715] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:52.615872] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:52.615911] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:52.615940] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:52.619450] [DEBUG] [FORECASTER] HESM: Forecast T+1@11:T+2@11: UP (p=88.38%)
[2025-12-08T20:23:52.619746] [INFO ] [FORECASTER] Completed predict_future for HESM
[2025-12-08T20:23:52.619877] [INFO ] [sig       ] HESM: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:23:52.763372] [INFO ] [LOCAL     ] Saved forecast: HESM	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/HESM.txt
[2025-12-08T20:23:52.763517] [INFO ] [sig       ] [1541/3624] Completed HESM in 0.4s | 2.92 sym/s | Total: 8.8m | ETA: 11.9m
[2025-12-08T20:23:52.763555] [INFO ] [sig       ] [1542/3624] Forecasting HFFG...
[2025-12-08T20:23:52.763615] [INFO ] [sig       ] Generating forecast for: HFFG
[2025-12-08T20:23:52.763649] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HFFG' from 'https://tdm.silogroup.org/data/derivative_storage/HFFG.csv'.
[2025-12-08T20:23:52.775953] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HFFG'.
[2025-12-08T20:23:52.776348] [INFO ] [FORECASTER] Starting predict_future for HFFG
[2025-12-08T20:23:52.777173] [DEBUG] [LOCAL     ] No optimal features file found for HFFG: ./output/feature-sets/HFFG.txt
[2025-12-08T20:23:52.777223] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:52.777255] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:52.777283] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:52.777340] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:52.834958] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:52.835820] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:52.835910] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:52.835941] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:52.954503] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:52.954673] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:52.954710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:52.954738] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:52.958191] [DEBUG] [FORECASTER] HFFG: Forecast T+1@11:T+2@11: UP (p=95.42%)
[2025-12-08T20:23:52.958492] [INFO ] [FORECASTER] Completed predict_future for HFFG
[2025-12-08T20:23:52.958630] [INFO ] [sig       ] HFFG: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:23:53.098839] [INFO ] [LOCAL     ] Saved forecast: HFFG	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/HFFG.txt
[2025-12-08T20:23:53.098994] [INFO ] [sig       ] [1542/3624] Completed HFFG in 0.3s | 2.92 sym/s | Total: 8.8m | ETA: 11.9m
[2025-12-08T20:23:53.099033] [INFO ] [sig       ] [1543/3624] Forecasting HFRO...
[2025-12-08T20:23:53.099063] [INFO ] [sig       ] Generating forecast for: HFRO
[2025-12-08T20:23:53.099092] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HFRO' from 'https://tdm.silogroup.org/data/derivative_storage/HFRO.csv'.
[2025-12-08T20:23:53.111165] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HFRO'.
[2025-12-08T20:23:53.111503] [INFO ] [FORECASTER] Starting predict_future for HFRO
[2025-12-08T20:23:53.112277] [DEBUG] [LOCAL     ] No optimal features file found for HFRO: ./output/feature-sets/HFRO.txt
[2025-12-08T20:23:53.112326] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:53.112357] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:53.112383] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:53.112437] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:53.169920] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:53.170697] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:53.170774] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:53.170807] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:53.292252] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:53.292402] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:53.292440] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:53.292469] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:53.295895] [DEBUG] [FORECASTER] HFRO: Forecast T+1@11:T+2@11: UP (p=99.25%)
[2025-12-08T20:23:53.296169] [INFO ] [FORECASTER] Completed predict_future for HFRO
[2025-12-08T20:23:53.296296] [INFO ] [sig       ] HFRO: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:23:53.437301] [INFO ] [LOCAL     ] Saved forecast: HFRO	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/HFRO.txt
[2025-12-08T20:23:53.437446] [INFO ] [sig       ] [1543/3624] Completed HFRO in 0.3s | 2.92 sym/s | Total: 8.8m | ETA: 11.9m
[2025-12-08T20:23:53.437486] [INFO ] [sig       ] [1544/3624] Forecasting HFWA...
[2025-12-08T20:23:53.437517] [INFO ] [sig       ] Generating forecast for: HFWA
[2025-12-08T20:23:53.437546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HFWA' from 'https://tdm.silogroup.org/data/derivative_storage/HFWA.csv'.
[2025-12-08T20:23:53.449399] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HFWA'.
[2025-12-08T20:23:53.449753] [INFO ] [FORECASTER] Starting predict_future for HFWA
[2025-12-08T20:23:53.450511] [DEBUG] [LOCAL     ] No optimal features file found for HFWA: ./output/feature-sets/HFWA.txt
[2025-12-08T20:23:53.450561] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:53.450612] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:53.450639] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:53.450695] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:53.505660] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:53.506278] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:53.506350] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:53.506380] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:53.628865] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:53.629040] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:53.629081] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:53.629108] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:53.632688] [DEBUG] [FORECASTER] HFWA: Forecast T+1@11:T+2@11: DOWN (p=17.20%)
[2025-12-08T20:23:53.633016] [INFO ] [FORECASTER] Completed predict_future for HFWA
[2025-12-08T20:23:53.633139] [INFO ] [sig       ] HFWA: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:23:53.776035] [INFO ] [LOCAL     ] Saved forecast: HFWA	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/HFWA.txt
[2025-12-08T20:23:53.776158] [INFO ] [sig       ] [1544/3624] Completed HFWA in 0.3s | 2.92 sym/s | Total: 8.8m | ETA: 11.9m
[2025-12-08T20:23:53.776197] [INFO ] [sig       ] [1545/3624] Forecasting HG...
[2025-12-08T20:23:53.776226] [INFO ] [sig       ] Generating forecast for: HG
[2025-12-08T20:23:53.776254] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HG' from 'https://tdm.silogroup.org/data/derivative_storage/HG.csv'.
[2025-12-08T20:23:53.788534] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HG'.
[2025-12-08T20:23:53.788899] [INFO ] [FORECASTER] Starting predict_future for HG
[2025-12-08T20:23:53.789673] [DEBUG] [LOCAL     ] No optimal features file found for HG: ./output/feature-sets/HG.txt
[2025-12-08T20:23:53.789722] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:53.789754] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:53.789781] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:53.789837] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:53.847367] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:53.848068] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:53.848144] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:53.848176] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:53.967567] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:53.967738] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:53.967776] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:53.967823] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:53.971181] [DEBUG] [FORECASTER] HG: Forecast T+1@11:T+2@11: DOWN (p=3.04%)
[2025-12-08T20:23:53.971465] [INFO ] [FORECASTER] Completed predict_future for HG
[2025-12-08T20:23:53.971610] [INFO ] [sig       ] HG: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:23:54.114058] [INFO ] [LOCAL     ] Saved forecast: HG	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/HG.txt
[2025-12-08T20:23:54.114401] [INFO ] [sig       ] [1545/3624] Completed HG in 0.3s | 2.92 sym/s | Total: 8.8m | ETA: 11.9m
[2025-12-08T20:23:54.114440] [INFO ] [sig       ] [1546/3624] Forecasting HGBL...
[2025-12-08T20:23:54.114468] [INFO ] [sig       ] Generating forecast for: HGBL
[2025-12-08T20:23:54.114496] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HGBL' from 'https://tdm.silogroup.org/data/derivative_storage/HGBL.csv'.
[2025-12-08T20:23:54.127481] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HGBL'.
[2025-12-08T20:23:54.127885] [INFO ] [FORECASTER] Starting predict_future for HGBL
[2025-12-08T20:23:54.128712] [DEBUG] [LOCAL     ] No optimal features file found for HGBL: ./output/feature-sets/HGBL.txt
[2025-12-08T20:23:54.128763] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:54.128822] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:54.128854] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:54.128911] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:54.187380] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:54.188434] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:54.188518] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:54.188550] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:54.330472] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:54.330682] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:54.330752] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:54.330794] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:54.335392] [DEBUG] [FORECASTER] HGBL: Forecast T+1@11:T+2@11: DOWN (p=37.29%)
[2025-12-08T20:23:54.335805] [INFO ] [FORECASTER] Completed predict_future for HGBL
[2025-12-08T20:23:54.335957] [INFO ] [sig       ] HGBL: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:23:54.490155] [INFO ] [LOCAL     ] Saved forecast: HGBL	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/HGBL.txt
[2025-12-08T20:23:54.490318] [INFO ] [sig       ] [1546/3624] Completed HGBL in 0.4s | 2.92 sym/s | Total: 8.8m | ETA: 11.9m
[2025-12-08T20:23:54.490360] [INFO ] [sig       ] [1547/3624] Forecasting HGLB...
[2025-12-08T20:23:54.490389] [INFO ] [sig       ] Generating forecast for: HGLB
[2025-12-08T20:23:54.490417] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HGLB' from 'https://tdm.silogroup.org/data/derivative_storage/HGLB.csv'.
[2025-12-08T20:23:54.504257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HGLB'.
[2025-12-08T20:23:54.504688] [INFO ] [FORECASTER] Starting predict_future for HGLB
[2025-12-08T20:23:54.505616] [DEBUG] [LOCAL     ] No optimal features file found for HGLB: ./output/feature-sets/HGLB.txt
[2025-12-08T20:23:54.505678] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:54.505714] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:54.505741] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:54.505804] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:54.565433] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:54.566366] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:54.566454] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:54.566487] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:54.725112] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:54.725293] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:54.725343] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:54.725380] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:54.730225] [DEBUG] [FORECASTER] HGLB: Forecast T+1@11:T+2@11: UP (p=57.97%)
[2025-12-08T20:23:54.730686] [INFO ] [FORECASTER] Completed predict_future for HGLB
[2025-12-08T20:23:54.730865] [INFO ] [sig       ] HGLB: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:23:54.940803] [INFO ] [LOCAL     ] Saved forecast: HGLB	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/HGLB.txt
[2025-12-08T20:23:54.941030] [INFO ] [sig       ] [1547/3624] Completed HGLB in 0.5s | 2.92 sym/s | Total: 8.8m | ETA: 11.9m
[2025-12-08T20:23:54.941094] [INFO ] [sig       ] [1548/3624] Forecasting HGTY...
[2025-12-08T20:23:54.941145] [INFO ] [sig       ] Generating forecast for: HGTY
[2025-12-08T20:23:54.941197] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HGTY' from 'https://tdm.silogroup.org/data/derivative_storage/HGTY.csv'.
[2025-12-08T20:23:54.958745] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HGTY'.
[2025-12-08T20:23:54.959251] [INFO ] [FORECASTER] Starting predict_future for HGTY
[2025-12-08T20:23:54.960469] [DEBUG] [LOCAL     ] No optimal features file found for HGTY: ./output/feature-sets/HGTY.txt
[2025-12-08T20:23:54.960548] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:54.960652] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:54.960703] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:54.960794] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:55.052489] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:55.053740] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:55.053857] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:55.053899] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:55.218679] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:55.218867] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:55.218917] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:55.218955] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:55.223748] [DEBUG] [FORECASTER] HGTY: Forecast T+1@11:T+2@11: UP (p=90.82%)
[2025-12-08T20:23:55.224219] [INFO ] [FORECASTER] Completed predict_future for HGTY
[2025-12-08T20:23:55.224400] [INFO ] [sig       ] HGTY: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:23:55.433552] [INFO ] [LOCAL     ] Saved forecast: HGTY	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/HGTY.txt
[2025-12-08T20:23:55.433778] [INFO ] [sig       ] [1548/3624] Completed HGTY in 0.5s | 2.92 sym/s | Total: 8.8m | ETA: 11.9m
[2025-12-08T20:23:55.433837] [INFO ] [sig       ] [1549/3624] Forecasting HHH...
[2025-12-08T20:23:55.433884] [INFO ] [sig       ] Generating forecast for: HHH
[2025-12-08T20:23:55.433934] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HHH' from 'https://tdm.silogroup.org/data/derivative_storage/HHH.csv'.
[2025-12-08T20:23:55.449850] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HHH'.
[2025-12-08T20:23:55.450298] [INFO ] [FORECASTER] Starting predict_future for HHH
[2025-12-08T20:23:55.451362] [DEBUG] [LOCAL     ] No optimal features file found for HHH: ./output/feature-sets/HHH.txt
[2025-12-08T20:23:55.451431] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:55.451480] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:55.451523] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:55.451634] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:55.526836] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:55.527723] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:55.527806] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:55.527840] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:55.652479] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:55.652663] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:55.652705] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:55.652769] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:55.656414] [DEBUG] [FORECASTER] HHH: Forecast T+1@11:T+2@11: UP (p=50.98%)
[2025-12-08T20:23:55.656771] [INFO ] [FORECASTER] Completed predict_future for HHH
[2025-12-08T20:23:55.656915] [INFO ] [sig       ] HHH: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:23:55.802227] [INFO ] [LOCAL     ] Saved forecast: HHH	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/HHH.txt
[2025-12-08T20:23:55.802388] [INFO ] [sig       ] [1549/3624] Completed HHH in 0.4s | 2.92 sym/s | Total: 8.9m | ETA: 11.9m
[2025-12-08T20:23:55.802429] [INFO ] [sig       ] [1550/3624] Forecasting HI...
[2025-12-08T20:23:55.802459] [INFO ] [sig       ] Generating forecast for: HI
[2025-12-08T20:23:55.802488] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HI' from 'https://tdm.silogroup.org/data/derivative_storage/HI.csv'.
[2025-12-08T20:23:55.814736] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HI'.
[2025-12-08T20:23:55.815074] [INFO ] [FORECASTER] Starting predict_future for HI
[2025-12-08T20:23:55.815893] [DEBUG] [LOCAL     ] No optimal features file found for HI: ./output/feature-sets/HI.txt
[2025-12-08T20:23:55.815953] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:55.815990] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:55.816022] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:55.816077] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:55.872819] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:55.873663] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:55.873740] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:55.873773] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:55.993097] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:55.993248] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:55.993285] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:55.993313] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:55.996641] [DEBUG] [FORECASTER] HI: Forecast T+1@11:T+2@11: DOWN (p=0.41%)
[2025-12-08T20:23:55.996905] [INFO ] [FORECASTER] Completed predict_future for HI
[2025-12-08T20:23:55.997041] [INFO ] [sig       ] HI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:23:56.135388] [INFO ] [LOCAL     ] Saved forecast: HI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/HI.txt
[2025-12-08T20:23:56.135509] [INFO ] [sig       ] [1550/3624] Completed HI in 0.3s | 2.92 sym/s | Total: 8.9m | ETA: 11.9m
[2025-12-08T20:23:56.135546] [INFO ] [sig       ] [1551/3624] Forecasting HIFS...
[2025-12-08T20:23:56.135598] [INFO ] [sig       ] Generating forecast for: HIFS
[2025-12-08T20:23:56.135628] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIFS' from 'https://tdm.silogroup.org/data/derivative_storage/HIFS.csv'.
[2025-12-08T20:23:56.147375] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIFS'.
[2025-12-08T20:23:56.147745] [INFO ] [FORECASTER] Starting predict_future for HIFS
[2025-12-08T20:23:56.148531] [DEBUG] [LOCAL     ] No optimal features file found for HIFS: ./output/feature-sets/HIFS.txt
[2025-12-08T20:23:56.148600] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:56.148632] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:56.148658] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:56.148714] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:56.205372] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:56.206160] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:56.206235] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:56.206266] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:56.318959] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:56.319115] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:56.319152] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:56.319179] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:56.322429] [DEBUG] [FORECASTER] HIFS: Forecast T+1@11:T+2@11: UP (p=58.26%)
[2025-12-08T20:23:56.322708] [INFO ] [FORECASTER] Completed predict_future for HIFS
[2025-12-08T20:23:56.322827] [INFO ] [sig       ] HIFS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:23:56.463331] [INFO ] [LOCAL     ] Saved forecast: HIFS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/HIFS.txt
[2025-12-08T20:23:56.463469] [INFO ] [sig       ] [1551/3624] Completed HIFS in 0.3s | 2.92 sym/s | Total: 8.9m | ETA: 11.9m
[2025-12-08T20:23:56.463515] [INFO ] [sig       ] [1552/3624] Forecasting HIG...
[2025-12-08T20:23:56.463545] [INFO ] [sig       ] Generating forecast for: HIG
[2025-12-08T20:23:56.463620] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIG' from 'https://tdm.silogroup.org/data/derivative_storage/HIG.csv'.
[2025-12-08T20:23:56.475763] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIG'.
[2025-12-08T20:23:56.476106] [INFO ] [FORECASTER] Starting predict_future for HIG
[2025-12-08T20:23:56.476865] [DEBUG] [LOCAL     ] No optimal features file found for HIG: ./output/feature-sets/HIG.txt
[2025-12-08T20:23:56.476912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:56.476944] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:56.476970] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:56.477025] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:56.533005] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:56.533609] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:56.533684] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:56.533715] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:56.649748] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:56.649899] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:56.649939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:56.649967] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:56.653189] [DEBUG] [FORECASTER] HIG: Forecast T+1@11:T+2@11: DOWN (p=31.29%)
[2025-12-08T20:23:56.653444] [INFO ] [FORECASTER] Completed predict_future for HIG
[2025-12-08T20:23:56.653558] [INFO ] [sig       ] HIG: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:23:56.791777] [INFO ] [LOCAL     ] Saved forecast: HIG	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/HIG.txt
[2025-12-08T20:23:56.791914] [INFO ] [sig       ] [1552/3624] Completed HIG in 0.3s | 2.92 sym/s | Total: 8.9m | ETA: 11.8m
[2025-12-08T20:23:56.791952] [INFO ] [sig       ] [1553/3624] Forecasting HII...
[2025-12-08T20:23:56.791982] [INFO ] [sig       ] Generating forecast for: HII
[2025-12-08T20:23:56.792011] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HII' from 'https://tdm.silogroup.org/data/derivative_storage/HII.csv'.
[2025-12-08T20:23:56.804084] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HII'.
[2025-12-08T20:23:56.804428] [INFO ] [FORECASTER] Starting predict_future for HII
[2025-12-08T20:23:56.805194] [DEBUG] [LOCAL     ] No optimal features file found for HII: ./output/feature-sets/HII.txt
[2025-12-08T20:23:56.805243] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:56.805273] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:56.805299] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:56.805354] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:56.861470] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:56.862169] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:56.862242] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:56.862274] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:56.983885] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:56.984030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:56.984069] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:56.984097] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:56.987424] [DEBUG] [FORECASTER] HII: Forecast T+1@11:T+2@11: UP (p=61.85%)
[2025-12-08T20:23:56.987711] [INFO ] [FORECASTER] Completed predict_future for HII
[2025-12-08T20:23:56.987828] [INFO ] [sig       ] HII: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:23:57.132128] [INFO ] [LOCAL     ] Saved forecast: HII	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/HII.txt
[2025-12-08T20:23:57.132252] [INFO ] [sig       ] [1553/3624] Completed HII in 0.3s | 2.92 sym/s | Total: 8.9m | ETA: 11.8m
[2025-12-08T20:23:57.132291] [INFO ] [sig       ] [1554/3624] Forecasting HIMS...
[2025-12-08T20:23:57.132319] [INFO ] [sig       ] Generating forecast for: HIMS
[2025-12-08T20:23:57.132347] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIMS' from 'https://tdm.silogroup.org/data/derivative_storage/HIMS.csv'.
[2025-12-08T20:23:57.144346] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIMS'.
[2025-12-08T20:23:57.144695] [INFO ] [FORECASTER] Starting predict_future for HIMS
[2025-12-08T20:23:57.145439] [DEBUG] [LOCAL     ] No optimal features file found for HIMS: ./output/feature-sets/HIMS.txt
[2025-12-08T20:23:57.145489] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:57.145520] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:57.145545] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:57.145619] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:57.202153] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:57.202907] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:57.202985] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:57.203021] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:57.320784] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:57.320934] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:57.320971] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:57.321002] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:57.324283] [DEBUG] [FORECASTER] HIMS: Forecast T+1@11:T+2@11: UP (p=89.59%)
[2025-12-08T20:23:57.324550] [INFO ] [FORECASTER] Completed predict_future for HIMS
[2025-12-08T20:23:57.324686] [INFO ] [sig       ] HIMS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:23:57.464552] [INFO ] [LOCAL     ] Saved forecast: HIMS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/HIMS.txt
[2025-12-08T20:23:57.464697] [INFO ] [sig       ] [1554/3624] Completed HIMS in 0.3s | 2.92 sym/s | Total: 8.9m | ETA: 11.8m
[2025-12-08T20:23:57.464735] [INFO ] [sig       ] [1555/3624] Forecasting HIMX...
[2025-12-08T20:23:57.464764] [INFO ] [sig       ] Generating forecast for: HIMX
[2025-12-08T20:23:57.464792] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIMX' from 'https://tdm.silogroup.org/data/derivative_storage/HIMX.csv'.
[2025-12-08T20:23:57.476793] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIMX'.
[2025-12-08T20:23:57.477118] [INFO ] [FORECASTER] Starting predict_future for HIMX
[2025-12-08T20:23:57.477933] [DEBUG] [LOCAL     ] No optimal features file found for HIMX: ./output/feature-sets/HIMX.txt
[2025-12-08T20:23:57.477993] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:57.478030] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:57.478062] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:57.478118] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:57.534504] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:57.535118] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:57.535190] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:57.535221] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:57.657900] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:57.658063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:57.658103] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:57.658147] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:57.661420] [DEBUG] [FORECASTER] HIMX: Forecast T+1@11:T+2@11: DOWN (p=19.46%)
[2025-12-08T20:23:57.661696] [INFO ] [FORECASTER] Completed predict_future for HIMX
[2025-12-08T20:23:57.661815] [INFO ] [sig       ] HIMX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:23:57.800729] [INFO ] [LOCAL     ] Saved forecast: HIMX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/HIMX.txt
[2025-12-08T20:23:57.800864] [INFO ] [sig       ] [1555/3624] Completed HIMX in 0.3s | 2.92 sym/s | Total: 8.9m | ETA: 11.8m
[2025-12-08T20:23:57.800910] [INFO ] [sig       ] [1556/3624] Forecasting HIO...
[2025-12-08T20:23:57.800946] [INFO ] [sig       ] Generating forecast for: HIO
[2025-12-08T20:23:57.800981] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIO' from 'https://tdm.silogroup.org/data/derivative_storage/HIO.csv'.
[2025-12-08T20:23:57.812608] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIO'.
[2025-12-08T20:23:57.812948] [INFO ] [FORECASTER] Starting predict_future for HIO
[2025-12-08T20:23:57.813721] [DEBUG] [LOCAL     ] No optimal features file found for HIO: ./output/feature-sets/HIO.txt
[2025-12-08T20:23:57.813770] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:57.813800] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:57.813828] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:57.813882] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:57.870658] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:57.871465] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:57.871566] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:57.871662] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:57.990953] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:57.991104] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:57.991141] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:57.991168] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:57.994394] [DEBUG] [FORECASTER] HIO: Forecast T+1@11:T+2@11: DOWN (p=2.74%)
[2025-12-08T20:23:57.994676] [INFO ] [FORECASTER] Completed predict_future for HIO
[2025-12-08T20:23:57.994794] [INFO ] [sig       ] HIO: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:23:58.132005] [INFO ] [LOCAL     ] Saved forecast: HIO	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/HIO.txt
[2025-12-08T20:23:58.132143] [INFO ] [sig       ] [1556/3624] Completed HIO in 0.3s | 2.92 sym/s | Total: 8.9m | ETA: 11.8m
[2025-12-08T20:23:58.132180] [INFO ] [sig       ] [1557/3624] Forecasting HIPO...
[2025-12-08T20:23:58.132209] [INFO ] [sig       ] Generating forecast for: HIPO
[2025-12-08T20:23:58.132238] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIPO' from 'https://tdm.silogroup.org/data/derivative_storage/HIPO.csv'.
[2025-12-08T20:23:58.148683] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIPO'.
[2025-12-08T20:23:58.149030] [INFO ] [FORECASTER] Starting predict_future for HIPO
[2025-12-08T20:23:58.149997] [DEBUG] [LOCAL     ] No optimal features file found for HIPO: ./output/feature-sets/HIPO.txt
[2025-12-08T20:23:58.150046] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:58.150076] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:58.150101] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:58.150155] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:58.207516] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:58.208236] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:58.208310] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:58.208355] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:58.329599] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:58.329740] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:58.329777] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:58.329805] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:58.333048] [DEBUG] [FORECASTER] HIPO: Forecast T+1@11:T+2@11: DOWN (p=1.53%)
[2025-12-08T20:23:58.333308] [INFO ] [FORECASTER] Completed predict_future for HIPO
[2025-12-08T20:23:58.333425] [INFO ] [sig       ] HIPO: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:23:58.473457] [INFO ] [LOCAL     ] Saved forecast: HIPO	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/HIPO.txt
[2025-12-08T20:23:58.473629] [INFO ] [sig       ] [1557/3624] Completed HIPO in 0.3s | 2.92 sym/s | Total: 8.9m | ETA: 11.8m
[2025-12-08T20:23:58.473671] [INFO ] [sig       ] [1558/3624] Forecasting HITI...
[2025-12-08T20:23:58.473701] [INFO ] [sig       ] Generating forecast for: HITI
[2025-12-08T20:23:58.473730] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HITI' from 'https://tdm.silogroup.org/data/derivative_storage/HITI.csv'.
[2025-12-08T20:23:58.485806] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HITI'.
[2025-12-08T20:23:58.486194] [INFO ] [FORECASTER] Starting predict_future for HITI
[2025-12-08T20:23:58.487044] [DEBUG] [LOCAL     ] No optimal features file found for HITI: ./output/feature-sets/HITI.txt
[2025-12-08T20:23:58.487094] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:58.487126] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:58.487151] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:58.487207] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:58.549319] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:58.550197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:58.550277] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:58.550310] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:58.682268] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:58.682479] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:58.682530] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:58.682567] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:58.686493] [DEBUG] [FORECASTER] HITI: Forecast T+1@11:T+2@11: DOWN (p=20.17%)
[2025-12-08T20:23:58.686865] [INFO ] [FORECASTER] Completed predict_future for HITI
[2025-12-08T20:23:58.687038] [INFO ] [sig       ] HITI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:23:58.834815] [INFO ] [LOCAL     ] Saved forecast: HITI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/HITI.txt
[2025-12-08T20:23:58.834965] [INFO ] [sig       ] [1558/3624] Completed HITI in 0.4s | 2.92 sym/s | Total: 8.9m | ETA: 11.8m
[2025-12-08T20:23:58.835006] [INFO ] [sig       ] [1559/3624] Forecasting HIVE...
[2025-12-08T20:23:58.835037] [INFO ] [sig       ] Generating forecast for: HIVE
[2025-12-08T20:23:58.835069] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIVE' from 'https://tdm.silogroup.org/data/derivative_storage/HIVE.csv'.
[2025-12-08T20:23:58.847608] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIVE'.
[2025-12-08T20:23:58.848034] [INFO ] [FORECASTER] Starting predict_future for HIVE
[2025-12-08T20:23:58.848991] [DEBUG] [LOCAL     ] No optimal features file found for HIVE: ./output/feature-sets/HIVE.txt
[2025-12-08T20:23:58.849043] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:58.849081] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:58.849136] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:58.849223] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:58.912657] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:58.913474] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:58.913554] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:58.913607] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:59.037269] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:59.037455] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:59.037497] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:59.037527] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:59.041157] [DEBUG] [FORECASTER] HIVE: Forecast T+1@11:T+2@11: UP (p=86.85%)
[2025-12-08T20:23:59.041458] [INFO ] [FORECASTER] Completed predict_future for HIVE
[2025-12-08T20:23:59.041605] [INFO ] [sig       ] HIVE: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:23:59.186209] [INFO ] [LOCAL     ] Saved forecast: HIVE	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/HIVE.txt
[2025-12-08T20:23:59.186369] [INFO ] [sig       ] [1559/3624] Completed HIVE in 0.4s | 2.92 sym/s | Total: 8.9m | ETA: 11.8m
[2025-12-08T20:23:59.186409] [INFO ] [sig       ] [1560/3624] Forecasting HIX...
[2025-12-08T20:23:59.186438] [INFO ] [sig       ] Generating forecast for: HIX
[2025-12-08T20:23:59.186466] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIX' from 'https://tdm.silogroup.org/data/derivative_storage/HIX.csv'.
[2025-12-08T20:23:59.198207] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIX'.
[2025-12-08T20:23:59.198563] [INFO ] [FORECASTER] Starting predict_future for HIX
[2025-12-08T20:23:59.199345] [DEBUG] [LOCAL     ] No optimal features file found for HIX: ./output/feature-sets/HIX.txt
[2025-12-08T20:23:59.199395] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:59.199427] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:59.199453] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:59.199509] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:59.255270] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:59.256080] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:59.256154] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:59.256185] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:59.369509] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:59.369673] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:59.369712] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:59.369740] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:59.372962] [DEBUG] [FORECASTER] HIX: Forecast T+1@11:T+2@11: UP (p=94.67%)
[2025-12-08T20:23:59.373222] [INFO ] [FORECASTER] Completed predict_future for HIX
[2025-12-08T20:23:59.373338] [INFO ] [sig       ] HIX: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:23:59.511281] [INFO ] [LOCAL     ] Saved forecast: HIX	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/HIX.txt
[2025-12-08T20:23:59.511403] [INFO ] [sig       ] [1560/3624] Completed HIX in 0.3s | 2.92 sym/s | Total: 8.9m | ETA: 11.8m
[2025-12-08T20:23:59.511441] [INFO ] [sig       ] [1561/3624] Forecasting HL...
[2025-12-08T20:23:59.511471] [INFO ] [sig       ] Generating forecast for: HL
[2025-12-08T20:23:59.511499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HL' from 'https://tdm.silogroup.org/data/derivative_storage/HL.csv'.
[2025-12-08T20:23:59.522925] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HL'.
[2025-12-08T20:23:59.523246] [INFO ] [FORECASTER] Starting predict_future for HL
[2025-12-08T20:23:59.524034] [DEBUG] [LOCAL     ] No optimal features file found for HL: ./output/feature-sets/HL.txt
[2025-12-08T20:23:59.524083] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:59.524113] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:59.524139] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:59.524193] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:59.580718] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:59.581512] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:59.581606] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:59.581641] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:23:59.704413] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:23:59.704563] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:23:59.704619] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:23:59.704647] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:23:59.707914] [DEBUG] [FORECASTER] HL: Forecast T+1@11:T+2@11: DOWN (p=1.08%)
[2025-12-08T20:23:59.708204] [INFO ] [FORECASTER] Completed predict_future for HL
[2025-12-08T20:23:59.708319] [INFO ] [sig       ] HL: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:23:59.847286] [INFO ] [LOCAL     ] Saved forecast: HL	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/HL.txt
[2025-12-08T20:23:59.847442] [INFO ] [sig       ] [1561/3624] Completed HL in 0.3s | 2.92 sym/s | Total: 8.9m | ETA: 11.8m
[2025-12-08T20:23:59.847482] [INFO ] [sig       ] [1562/3624] Forecasting HLAL...
[2025-12-08T20:23:59.847511] [INFO ] [sig       ] Generating forecast for: HLAL
[2025-12-08T20:23:59.847539] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLAL' from 'https://tdm.silogroup.org/data/derivative_storage/HLAL.csv'.
[2025-12-08T20:23:59.859243] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLAL'.
[2025-12-08T20:23:59.859613] [INFO ] [FORECASTER] Starting predict_future for HLAL
[2025-12-08T20:23:59.860416] [DEBUG] [LOCAL     ] No optimal features file found for HLAL: ./output/feature-sets/HLAL.txt
[2025-12-08T20:23:59.860466] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:23:59.860500] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:23:59.860527] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:23:59.860609] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:23:59.917812] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:23:59.918630] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:23:59.918711] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:23:59.918745] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:00.042398] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:00.042551] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:00.042609] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:00.042640] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:00.046063] [DEBUG] [FORECASTER] HLAL: Forecast T+1@11:T+2@11: DOWN (p=27.73%)
[2025-12-08T20:24:00.046325] [INFO ] [FORECASTER] Completed predict_future for HLAL
[2025-12-08T20:24:00.046445] [INFO ] [sig       ] HLAL: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:24:00.184951] [INFO ] [LOCAL     ] Saved forecast: HLAL	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/HLAL.txt
[2025-12-08T20:24:00.185080] [INFO ] [sig       ] [1562/3624] Completed HLAL in 0.3s | 2.92 sym/s | Total: 8.9m | ETA: 11.8m
[2025-12-08T20:24:00.185120] [INFO ] [sig       ] [1563/3624] Forecasting HLF...
[2025-12-08T20:24:00.185149] [INFO ] [sig       ] Generating forecast for: HLF
[2025-12-08T20:24:00.185187] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLF' from 'https://tdm.silogroup.org/data/derivative_storage/HLF.csv'.
[2025-12-08T20:24:00.196902] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLF'.
[2025-12-08T20:24:00.197231] [INFO ] [FORECASTER] Starting predict_future for HLF
[2025-12-08T20:24:00.198046] [DEBUG] [LOCAL     ] No optimal features file found for HLF: ./output/feature-sets/HLF.txt
[2025-12-08T20:24:00.198097] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:00.198161] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:00.198199] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:00.198280] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:00.257122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:00.258002] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:00.258087] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:00.258119] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:00.381700] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:00.381857] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:00.381902] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:00.381931] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:00.385363] [DEBUG] [FORECASTER] HLF: Forecast T+1@11:T+2@11: DOWN (p=15.85%)
[2025-12-08T20:24:00.385658] [INFO ] [FORECASTER] Completed predict_future for HLF
[2025-12-08T20:24:00.385784] [INFO ] [sig       ] HLF: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:24:00.532764] [INFO ] [LOCAL     ] Saved forecast: HLF	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/HLF.txt
[2025-12-08T20:24:00.532907] [INFO ] [sig       ] [1563/3624] Completed HLF in 0.3s | 2.92 sym/s | Total: 8.9m | ETA: 11.8m
[2025-12-08T20:24:00.532952] [INFO ] [sig       ] [1564/3624] Forecasting HLI...
[2025-12-08T20:24:00.532981] [INFO ] [sig       ] Generating forecast for: HLI
[2025-12-08T20:24:00.533012] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLI' from 'https://tdm.silogroup.org/data/derivative_storage/HLI.csv'.
[2025-12-08T20:24:00.546853] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLI'.
[2025-12-08T20:24:00.547213] [INFO ] [FORECASTER] Starting predict_future for HLI
[2025-12-08T20:24:00.548092] [DEBUG] [LOCAL     ] No optimal features file found for HLI: ./output/feature-sets/HLI.txt
[2025-12-08T20:24:00.548142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:00.548174] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:00.548202] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:00.548410] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:00.607681] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:00.608394] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:00.608478] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:00.608513] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:00.722683] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:00.722831] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:00.722872] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:00.722900] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:00.726242] [DEBUG] [FORECASTER] HLI: Forecast T+1@11:T+2@11: UP (p=72.80%)
[2025-12-08T20:24:00.726505] [INFO ] [FORECASTER] Completed predict_future for HLI
[2025-12-08T20:24:00.726648] [INFO ] [sig       ] HLI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:24:00.867778] [INFO ] [LOCAL     ] Saved forecast: HLI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/HLI.txt
[2025-12-08T20:24:00.867946] [INFO ] [sig       ] [1564/3624] Completed HLI in 0.3s | 2.92 sym/s | Total: 8.9m | ETA: 11.8m
[2025-12-08T20:24:00.867987] [INFO ] [sig       ] [1565/3624] Forecasting HLIO...
[2025-12-08T20:24:00.868017] [INFO ] [sig       ] Generating forecast for: HLIO
[2025-12-08T20:24:00.868045] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLIO' from 'https://tdm.silogroup.org/data/derivative_storage/HLIO.csv'.
[2025-12-08T20:24:00.880523] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLIO'.
[2025-12-08T20:24:00.880889] [INFO ] [FORECASTER] Starting predict_future for HLIO
[2025-12-08T20:24:00.881686] [DEBUG] [LOCAL     ] No optimal features file found for HLIO: ./output/feature-sets/HLIO.txt
[2025-12-08T20:24:00.881739] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:00.881771] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:00.881796] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:00.881857] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:00.938427] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:00.939243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:00.939325] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:00.939356] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:01.062853] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:01.063014] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:01.063054] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:01.063083] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:01.066487] [DEBUG] [FORECASTER] HLIO: Forecast T+1@11:T+2@11: UP (p=96.04%)
[2025-12-08T20:24:01.066806] [INFO ] [FORECASTER] Completed predict_future for HLIO
[2025-12-08T20:24:01.066937] [INFO ] [sig       ] HLIO: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:24:01.227595] [INFO ] [LOCAL     ] Saved forecast: HLIO	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/HLIO.txt
[2025-12-08T20:24:01.227749] [INFO ] [sig       ] [1565/3624] Completed HLIO in 0.4s | 2.92 sym/s | Total: 8.9m | ETA: 11.8m
[2025-12-08T20:24:01.227787] [INFO ] [sig       ] [1566/3624] Forecasting HLLY...
[2025-12-08T20:24:01.227816] [INFO ] [sig       ] Generating forecast for: HLLY
[2025-12-08T20:24:01.227847] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLLY' from 'https://tdm.silogroup.org/data/derivative_storage/HLLY.csv'.
[2025-12-08T20:24:01.239754] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLLY'.
[2025-12-08T20:24:01.240123] [INFO ] [FORECASTER] Starting predict_future for HLLY
[2025-12-08T20:24:01.240902] [DEBUG] [LOCAL     ] No optimal features file found for HLLY: ./output/feature-sets/HLLY.txt
[2025-12-08T20:24:01.240952] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:01.240982] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:01.241008] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:01.241063] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:01.299947] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:01.300798] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:01.300880] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:01.300913] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:01.419604] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:01.420762] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:01.420805] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:01.420864] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:01.424261] [DEBUG] [FORECASTER] HLLY: Forecast T+1@11:T+2@11: DOWN (p=48.46%)
[2025-12-08T20:24:01.424730] [INFO ] [FORECASTER] Completed predict_future for HLLY
[2025-12-08T20:24:01.424855] [INFO ] [sig       ] HLLY: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:24:01.576423] [INFO ] [LOCAL     ] Saved forecast: HLLY	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/HLLY.txt
[2025-12-08T20:24:01.576600] [INFO ] [sig       ] [1566/3624] Completed HLLY in 0.3s | 2.92 sym/s | Total: 9.0m | ETA: 11.8m
[2025-12-08T20:24:01.576643] [INFO ] [sig       ] [1567/3624] Forecasting HLMN...
[2025-12-08T20:24:01.576674] [INFO ] [sig       ] Generating forecast for: HLMN
[2025-12-08T20:24:01.576703] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLMN' from 'https://tdm.silogroup.org/data/derivative_storage/HLMN.csv'.
[2025-12-08T20:24:01.590105] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLMN'.
[2025-12-08T20:24:01.590691] [INFO ] [FORECASTER] Starting predict_future for HLMN
[2025-12-08T20:24:01.591446] [DEBUG] [LOCAL     ] No optimal features file found for HLMN: ./output/feature-sets/HLMN.txt
[2025-12-08T20:24:01.591495] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:01.591526] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:01.591553] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:01.591632] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:01.652149] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:01.653013] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:01.653092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:01.653125] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:01.783836] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:01.784028] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:01.784078] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:01.784116] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:01.789152] [DEBUG] [FORECASTER] HLMN: Forecast T+1@11:T+2@11: DOWN (p=39.17%)
[2025-12-08T20:24:01.789602] [INFO ] [FORECASTER] Completed predict_future for HLMN
[2025-12-08T20:24:01.789767] [INFO ] [sig       ] HLMN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:24:01.980266] [INFO ] [LOCAL     ] Saved forecast: HLMN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/HLMN.txt
[2025-12-08T20:24:01.980430] [INFO ] [sig       ] [1567/3624] Completed HLMN in 0.4s | 2.92 sym/s | Total: 9.0m | ETA: 11.8m
[2025-12-08T20:24:01.980471] [INFO ] [sig       ] [1568/3624] Forecasting HLN...
[2025-12-08T20:24:01.980499] [INFO ] [sig       ] Generating forecast for: HLN
[2025-12-08T20:24:01.980528] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLN' from 'https://tdm.silogroup.org/data/derivative_storage/HLN.csv'.
[2025-12-08T20:24:01.992930] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLN'.
[2025-12-08T20:24:01.993311] [INFO ] [FORECASTER] Starting predict_future for HLN
[2025-12-08T20:24:01.994110] [DEBUG] [LOCAL     ] No optimal features file found for HLN: ./output/feature-sets/HLN.txt
[2025-12-08T20:24:01.994159] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:01.994190] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:01.994216] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:01.994272] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:02.053776] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:02.054637] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:02.054722] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:02.054754] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:02.172003] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:02.172183] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:02.172223] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:02.172252] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:02.175721] [DEBUG] [FORECASTER] HLN: Forecast T+1@11:T+2@11: DOWN (p=2.24%)
[2025-12-08T20:24:02.176037] [INFO ] [FORECASTER] Completed predict_future for HLN
[2025-12-08T20:24:02.176176] [INFO ] [sig       ] HLN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:24:02.326723] [INFO ] [LOCAL     ] Saved forecast: HLN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/HLN.txt
[2025-12-08T20:24:02.326888] [INFO ] [sig       ] [1568/3624] Completed HLN in 0.3s | 2.92 sym/s | Total: 9.0m | ETA: 11.8m
[2025-12-08T20:24:02.326931] [INFO ] [sig       ] [1569/3624] Forecasting HLNE...
[2025-12-08T20:24:02.326961] [INFO ] [sig       ] Generating forecast for: HLNE
[2025-12-08T20:24:02.326995] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLNE' from 'https://tdm.silogroup.org/data/derivative_storage/HLNE.csv'.
[2025-12-08T20:24:02.340751] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLNE'.
[2025-12-08T20:24:02.341144] [INFO ] [FORECASTER] Starting predict_future for HLNE
[2025-12-08T20:24:02.342099] [DEBUG] [LOCAL     ] No optimal features file found for HLNE: ./output/feature-sets/HLNE.txt
[2025-12-08T20:24:02.342160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:02.342193] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:02.342222] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:02.342298] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:02.399753] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:02.400671] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:02.400754] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:02.400786] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:02.514858] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:02.515003] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:02.515043] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:02.515071] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:02.518414] [DEBUG] [FORECASTER] HLNE: Forecast T+1@11:T+2@11: UP (p=97.26%)
[2025-12-08T20:24:02.518713] [INFO ] [FORECASTER] Completed predict_future for HLNE
[2025-12-08T20:24:02.518836] [INFO ] [sig       ] HLNE: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:24:02.656076] [INFO ] [LOCAL     ] Saved forecast: HLNE	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/HLNE.txt
[2025-12-08T20:24:02.656233] [INFO ] [sig       ] [1569/3624] Completed HLNE in 0.3s | 2.92 sym/s | Total: 9.0m | ETA: 11.7m
[2025-12-08T20:24:02.656273] [INFO ] [sig       ] [1570/3624] Forecasting HLX...
[2025-12-08T20:24:02.656304] [INFO ] [sig       ] Generating forecast for: HLX
[2025-12-08T20:24:02.656338] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLX' from 'https://tdm.silogroup.org/data/derivative_storage/HLX.csv'.
[2025-12-08T20:24:02.670119] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLX'.
[2025-12-08T20:24:02.670561] [INFO ] [FORECASTER] Starting predict_future for HLX
[2025-12-08T20:24:02.671612] [DEBUG] [LOCAL     ] No optimal features file found for HLX: ./output/feature-sets/HLX.txt
[2025-12-08T20:24:02.671675] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:02.671712] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:02.671743] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:02.671813] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:02.735828] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:02.736977] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:02.737118] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:02.737155] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:02.870591] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:02.870744] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:02.870791] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:02.870835] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:02.874711] [DEBUG] [FORECASTER] HLX: Forecast T+1@11:T+2@11: DOWN (p=6.82%)
[2025-12-08T20:24:02.875140] [INFO ] [FORECASTER] Completed predict_future for HLX
[2025-12-08T20:24:02.875300] [INFO ] [sig       ] HLX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:24:03.035083] [INFO ] [LOCAL     ] Saved forecast: HLX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/HLX.txt
[2025-12-08T20:24:03.035251] [INFO ] [sig       ] [1570/3624] Completed HLX in 0.4s | 2.92 sym/s | Total: 9.0m | ETA: 11.7m
[2025-12-08T20:24:03.035291] [INFO ] [sig       ] [1571/3624] Forecasting HMC...
[2025-12-08T20:24:03.035321] [INFO ] [sig       ] Generating forecast for: HMC
[2025-12-08T20:24:03.035350] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HMC' from 'https://tdm.silogroup.org/data/derivative_storage/HMC.csv'.
[2025-12-08T20:24:03.052212] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HMC'.
[2025-12-08T20:24:03.052896] [INFO ] [FORECASTER] Starting predict_future for HMC
[2025-12-08T20:24:03.054055] [DEBUG] [LOCAL     ] No optimal features file found for HMC: ./output/feature-sets/HMC.txt
[2025-12-08T20:24:03.054116] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:03.054161] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:03.054197] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:03.054278] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:03.120946] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:03.122168] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:03.122267] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:03.122301] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:03.248266] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:03.248495] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:03.248539] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:03.248585] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:03.252550] [DEBUG] [FORECASTER] HMC: Forecast T+1@11:T+2@11: UP (p=91.69%)
[2025-12-08T20:24:03.252886] [INFO ] [FORECASTER] Completed predict_future for HMC
[2025-12-08T20:24:03.253024] [INFO ] [sig       ] HMC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:24:03.478081] [INFO ] [LOCAL     ] Saved forecast: HMC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/HMC.txt
[2025-12-08T20:24:03.478531] [INFO ] [sig       ] [1571/3624] Completed HMC in 0.4s | 2.91 sym/s | Total: 9.0m | ETA: 11.7m
[2025-12-08T20:24:03.478612] [INFO ] [sig       ] [1572/3624] Forecasting HMN...
[2025-12-08T20:24:03.478647] [INFO ] [sig       ] Generating forecast for: HMN
[2025-12-08T20:24:03.478683] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HMN' from 'https://tdm.silogroup.org/data/derivative_storage/HMN.csv'.
[2025-12-08T20:24:03.493322] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HMN'.
[2025-12-08T20:24:03.493779] [INFO ] [FORECASTER] Starting predict_future for HMN
[2025-12-08T20:24:03.494702] [DEBUG] [LOCAL     ] No optimal features file found for HMN: ./output/feature-sets/HMN.txt
[2025-12-08T20:24:03.494768] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:03.494801] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:03.494828] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:03.494884] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:03.568776] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:03.569982] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:03.570083] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:03.570116] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:03.709474] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:03.709655] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:03.709697] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:03.709727] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:03.713715] [DEBUG] [FORECASTER] HMN: Forecast T+1@11:T+2@11: DOWN (p=2.29%)
[2025-12-08T20:24:03.714047] [INFO ] [FORECASTER] Completed predict_future for HMN
[2025-12-08T20:24:03.714194] [INFO ] [sig       ] HMN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:24:03.876473] [INFO ] [LOCAL     ] Saved forecast: HMN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/HMN.txt
[2025-12-08T20:24:03.876658] [INFO ] [sig       ] [1572/3624] Completed HMN in 0.4s | 2.91 sym/s | Total: 9.0m | ETA: 11.7m
[2025-12-08T20:24:03.876702] [INFO ] [sig       ] [1573/3624] Forecasting HMY...
[2025-12-08T20:24:03.876733] [INFO ] [sig       ] Generating forecast for: HMY
[2025-12-08T20:24:03.876763] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HMY' from 'https://tdm.silogroup.org/data/derivative_storage/HMY.csv'.
[2025-12-08T20:24:03.891507] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HMY'.
[2025-12-08T20:24:03.891925] [INFO ] [FORECASTER] Starting predict_future for HMY
[2025-12-08T20:24:03.892906] [DEBUG] [LOCAL     ] No optimal features file found for HMY: ./output/feature-sets/HMY.txt
[2025-12-08T20:24:03.892972] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:03.893014] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:03.893047] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:03.893120] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:03.965888] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:03.966920] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:03.967045] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:03.967080] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:04.120103] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:04.120293] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:04.120346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:04.120385] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:04.124656] [DEBUG] [FORECASTER] HMY: Forecast T+1@11:T+2@11: DOWN (p=22.62%)
[2025-12-08T20:24:04.125034] [INFO ] [FORECASTER] Completed predict_future for HMY
[2025-12-08T20:24:04.125212] [INFO ] [sig       ] HMY: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:24:04.273520] [INFO ] [LOCAL     ] Saved forecast: HMY	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/HMY.txt
[2025-12-08T20:24:04.273712] [INFO ] [sig       ] [1573/3624] Completed HMY in 0.4s | 2.91 sym/s | Total: 9.0m | ETA: 11.7m
[2025-12-08T20:24:04.273759] [INFO ] [sig       ] [1574/3624] Forecasting HNDL...
[2025-12-08T20:24:04.273790] [INFO ] [sig       ] Generating forecast for: HNDL
[2025-12-08T20:24:04.273821] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HNDL' from 'https://tdm.silogroup.org/data/derivative_storage/HNDL.csv'.
[2025-12-08T20:24:04.288210] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HNDL'.
[2025-12-08T20:24:04.288824] [INFO ] [FORECASTER] Starting predict_future for HNDL
[2025-12-08T20:24:04.289852] [DEBUG] [LOCAL     ] No optimal features file found for HNDL: ./output/feature-sets/HNDL.txt
[2025-12-08T20:24:04.289904] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:04.289936] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:04.289963] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:04.290020] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:04.348484] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:04.349423] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:04.349515] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:04.349547] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:04.470909] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:04.471056] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:04.471094] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:04.471122] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:04.474344] [DEBUG] [FORECASTER] HNDL: Forecast T+1@11:T+2@11: DOWN (p=15.73%)
[2025-12-08T20:24:04.474621] [INFO ] [FORECASTER] Completed predict_future for HNDL
[2025-12-08T20:24:04.474740] [INFO ] [sig       ] HNDL: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:24:04.613307] [INFO ] [LOCAL     ] Saved forecast: HNDL	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/HNDL.txt
[2025-12-08T20:24:04.613450] [INFO ] [sig       ] [1574/3624] Completed HNDL in 0.3s | 2.91 sym/s | Total: 9.0m | ETA: 11.7m
[2025-12-08T20:24:04.613489] [INFO ] [sig       ] [1575/3624] Forecasting HNI...
[2025-12-08T20:24:04.613520] [INFO ] [sig       ] Generating forecast for: HNI
[2025-12-08T20:24:04.613549] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HNI' from 'https://tdm.silogroup.org/data/derivative_storage/HNI.csv'.
[2025-12-08T20:24:04.626014] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HNI'.
[2025-12-08T20:24:04.626376] [INFO ] [FORECASTER] Starting predict_future for HNI
[2025-12-08T20:24:04.627143] [DEBUG] [LOCAL     ] No optimal features file found for HNI: ./output/feature-sets/HNI.txt
[2025-12-08T20:24:04.627192] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:04.627223] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:04.627250] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:04.627306] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:04.682750] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:04.683596] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:04.683676] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:04.683708] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:04.815172] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:04.815340] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:04.815384] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:04.815413] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:04.819216] [DEBUG] [FORECASTER] HNI: Forecast T+1@11:T+2@11: DOWN (p=49.58%)
[2025-12-08T20:24:04.819514] [INFO ] [FORECASTER] Completed predict_future for HNI
[2025-12-08T20:24:04.819697] [INFO ] [sig       ] HNI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:24:04.981344] [INFO ] [LOCAL     ] Saved forecast: HNI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/HNI.txt
[2025-12-08T20:24:04.981514] [INFO ] [sig       ] [1575/3624] Completed HNI in 0.4s | 2.91 sym/s | Total: 9.0m | ETA: 11.7m
[2025-12-08T20:24:04.981563] [INFO ] [sig       ] [1576/3624] Forecasting HNRG...
[2025-12-08T20:24:04.981628] [INFO ] [sig       ] Generating forecast for: HNRG
[2025-12-08T20:24:04.981674] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HNRG' from 'https://tdm.silogroup.org/data/derivative_storage/HNRG.csv'.
[2025-12-08T20:24:04.995250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HNRG'.
[2025-12-08T20:24:04.995646] [INFO ] [FORECASTER] Starting predict_future for HNRG
[2025-12-08T20:24:04.996519] [DEBUG] [LOCAL     ] No optimal features file found for HNRG: ./output/feature-sets/HNRG.txt
[2025-12-08T20:24:04.996569] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:04.996620] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:04.996648] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:04.996704] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:05.051999] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:05.052888] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:05.052969] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:05.053001] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:05.173514] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:05.173686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:05.173725] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:05.173752] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:05.177063] [DEBUG] [FORECASTER] HNRG: Forecast T+1@11:T+2@11: DOWN (p=23.90%)
[2025-12-08T20:24:05.177344] [INFO ] [FORECASTER] Completed predict_future for HNRG
[2025-12-08T20:24:05.177510] [INFO ] [sig       ] HNRG: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:24:05.317480] [INFO ] [LOCAL     ] Saved forecast: HNRG	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/HNRG.txt
[2025-12-08T20:24:05.317687] [INFO ] [sig       ] [1576/3624] Completed HNRG in 0.3s | 2.91 sym/s | Total: 9.0m | ETA: 11.7m
[2025-12-08T20:24:05.317730] [INFO ] [sig       ] [1577/3624] Forecasting HOG...
[2025-12-08T20:24:05.317759] [INFO ] [sig       ] Generating forecast for: HOG
[2025-12-08T20:24:05.317788] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOG' from 'https://tdm.silogroup.org/data/derivative_storage/HOG.csv'.
[2025-12-08T20:24:05.329735] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOG'.
[2025-12-08T20:24:05.330127] [INFO ] [FORECASTER] Starting predict_future for HOG
[2025-12-08T20:24:05.330930] [DEBUG] [LOCAL     ] No optimal features file found for HOG: ./output/feature-sets/HOG.txt
[2025-12-08T20:24:05.330980] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:05.331011] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:05.331037] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:05.331092] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:05.386506] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:05.387348] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:05.387451] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:05.387483] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:05.508810] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:05.508965] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:05.509002] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:05.509030] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:05.512292] [DEBUG] [FORECASTER] HOG: Forecast T+1@11:T+2@11: UP (p=85.74%)
[2025-12-08T20:24:05.512553] [INFO ] [FORECASTER] Completed predict_future for HOG
[2025-12-08T20:24:05.512708] [INFO ] [sig       ] HOG: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:24:05.656058] [INFO ] [LOCAL     ] Saved forecast: HOG	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/HOG.txt
[2025-12-08T20:24:05.656211] [INFO ] [sig       ] [1577/3624] Completed HOG in 0.3s | 2.91 sym/s | Total: 9.0m | ETA: 11.7m
[2025-12-08T20:24:05.656251] [INFO ] [sig       ] [1578/3624] Forecasting HOLO...
[2025-12-08T20:24:05.656279] [INFO ] [sig       ] Generating forecast for: HOLO
[2025-12-08T20:24:05.656481] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOLO' from 'https://tdm.silogroup.org/data/derivative_storage/HOLO.csv'.
[2025-12-08T20:24:05.669667] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOLO'.
[2025-12-08T20:24:05.670036] [INFO ] [FORECASTER] Starting predict_future for HOLO
[2025-12-08T20:24:05.670805] [DEBUG] [LOCAL     ] No optimal features file found for HOLO: ./output/feature-sets/HOLO.txt
[2025-12-08T20:24:05.670854] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:05.670885] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:05.670911] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:05.670966] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:05.726124] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:05.726967] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:05.727043] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:05.727075] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:05.848724] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:05.848885] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:05.848922] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:05.848949] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:05.852635] [DEBUG] [FORECASTER] HOLO: Forecast T+1@11:T+2@11: DOWN (p=47.65%)
[2025-12-08T20:24:05.852901] [INFO ] [FORECASTER] Completed predict_future for HOLO
[2025-12-08T20:24:05.853021] [INFO ] [sig       ] HOLO: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:24:05.993951] [INFO ] [LOCAL     ] Saved forecast: HOLO	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/HOLO.txt
[2025-12-08T20:24:05.994102] [INFO ] [sig       ] [1578/3624] Completed HOLO in 0.3s | 2.91 sym/s | Total: 9.0m | ETA: 11.7m
[2025-12-08T20:24:05.994145] [INFO ] [sig       ] [1579/3624] Forecasting HOLX...
[2025-12-08T20:24:05.994174] [INFO ] [sig       ] Generating forecast for: HOLX
[2025-12-08T20:24:05.994204] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOLX' from 'https://tdm.silogroup.org/data/derivative_storage/HOLX.csv'.
[2025-12-08T20:24:06.006616] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOLX'.
[2025-12-08T20:24:06.006980] [INFO ] [FORECASTER] Starting predict_future for HOLX
[2025-12-08T20:24:06.007784] [DEBUG] [LOCAL     ] No optimal features file found for HOLX: ./output/feature-sets/HOLX.txt
[2025-12-08T20:24:06.007834] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:06.007865] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:06.007890] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:06.007945] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:06.062837] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:06.063792] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:06.063877] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:06.063909] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:06.187175] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:06.187342] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:06.187426] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:06.187456] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:06.190881] [DEBUG] [FORECASTER] HOLX: Forecast T+1@11:T+2@11: DOWN (p=4.52%)
[2025-12-08T20:24:06.191184] [INFO ] [FORECASTER] Completed predict_future for HOLX
[2025-12-08T20:24:06.191318] [INFO ] [sig       ] HOLX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:24:06.333095] [INFO ] [LOCAL     ] Saved forecast: HOLX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/HOLX.txt
[2025-12-08T20:24:06.333232] [INFO ] [sig       ] [1579/3624] Completed HOLX in 0.3s | 2.91 sym/s | Total: 9.0m | ETA: 11.7m
[2025-12-08T20:24:06.333271] [INFO ] [sig       ] [1580/3624] Forecasting HOMB...
[2025-12-08T20:24:06.333300] [INFO ] [sig       ] Generating forecast for: HOMB
[2025-12-08T20:24:06.333329] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOMB' from 'https://tdm.silogroup.org/data/derivative_storage/HOMB.csv'.
[2025-12-08T20:24:06.345870] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOMB'.
[2025-12-08T20:24:06.346241] [INFO ] [FORECASTER] Starting predict_future for HOMB
[2025-12-08T20:24:06.347021] [DEBUG] [LOCAL     ] No optimal features file found for HOMB: ./output/feature-sets/HOMB.txt
[2025-12-08T20:24:06.347071] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:06.347135] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:06.347169] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:06.347236] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:06.406243] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:06.407126] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:06.407230] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:06.407270] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:06.536675] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:06.536830] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:06.536869] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:06.536898] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:06.540313] [DEBUG] [FORECASTER] HOMB: Forecast T+1@11:T+2@11: UP (p=56.47%)
[2025-12-08T20:24:06.540603] [INFO ] [FORECASTER] Completed predict_future for HOMB
[2025-12-08T20:24:06.540727] [INFO ] [sig       ] HOMB: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:24:06.678055] [INFO ] [LOCAL     ] Saved forecast: HOMB	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/HOMB.txt
[2025-12-08T20:24:06.678207] [INFO ] [sig       ] [1580/3624] Completed HOMB in 0.3s | 2.91 sym/s | Total: 9.0m | ETA: 11.7m
[2025-12-08T20:24:06.678248] [INFO ] [sig       ] [1581/3624] Forecasting HON...
[2025-12-08T20:24:06.678277] [INFO ] [sig       ] Generating forecast for: HON
[2025-12-08T20:24:06.678307] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HON' from 'https://tdm.silogroup.org/data/derivative_storage/HON.csv'.
[2025-12-08T20:24:06.690867] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HON'.
[2025-12-08T20:24:06.691256] [INFO ] [FORECASTER] Starting predict_future for HON
[2025-12-08T20:24:06.692118] [DEBUG] [LOCAL     ] No optimal features file found for HON: ./output/feature-sets/HON.txt
[2025-12-08T20:24:06.692169] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:06.692200] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:06.692227] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:06.692284] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:06.748764] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:06.749651] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:06.749752] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:06.749786] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:06.873409] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:06.873584] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:06.873626] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:06.873654] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:06.876987] [DEBUG] [FORECASTER] HON: Forecast T+1@11:T+2@11: DOWN (p=38.15%)
[2025-12-08T20:24:06.877265] [INFO ] [FORECASTER] Completed predict_future for HON
[2025-12-08T20:24:06.877411] [INFO ] [sig       ] HON: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:24:07.018835] [INFO ] [LOCAL     ] Saved forecast: HON	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/HON.txt
[2025-12-08T20:24:07.018981] [INFO ] [sig       ] [1581/3624] Completed HON in 0.3s | 2.91 sym/s | Total: 9.0m | ETA: 11.7m
[2025-12-08T20:24:07.019020] [INFO ] [sig       ] [1582/3624] Forecasting HOOD...
[2025-12-08T20:24:07.019049] [INFO ] [sig       ] Generating forecast for: HOOD
[2025-12-08T20:24:07.019084] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOOD' from 'https://tdm.silogroup.org/data/derivative_storage/HOOD.csv'.
[2025-12-08T20:24:07.031191] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOOD'.
[2025-12-08T20:24:07.031519] [INFO ] [FORECASTER] Starting predict_future for HOOD
[2025-12-08T20:24:07.032285] [DEBUG] [LOCAL     ] No optimal features file found for HOOD: ./output/feature-sets/HOOD.txt
[2025-12-08T20:24:07.032335] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:07.032367] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:07.032394] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:07.032450] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:07.087810] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:07.088593] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:07.088670] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:07.088702] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:07.207476] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:07.207641] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:07.207680] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:07.207708] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:07.210958] [DEBUG] [FORECASTER] HOOD: Forecast T+1@11:T+2@11: UP (p=70.65%)
[2025-12-08T20:24:07.211216] [INFO ] [FORECASTER] Completed predict_future for HOOD
[2025-12-08T20:24:07.211332] [INFO ] [sig       ] HOOD: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:24:07.351111] [INFO ] [LOCAL     ] Saved forecast: HOOD	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/HOOD.txt
[2025-12-08T20:24:07.351261] [INFO ] [sig       ] [1582/3624] Completed HOOD in 0.3s | 2.91 sym/s | Total: 9.0m | ETA: 11.7m
[2025-12-08T20:24:07.351300] [INFO ] [sig       ] [1583/3624] Forecasting HOPE...
[2025-12-08T20:24:07.351331] [INFO ] [sig       ] Generating forecast for: HOPE
[2025-12-08T20:24:07.351363] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOPE' from 'https://tdm.silogroup.org/data/derivative_storage/HOPE.csv'.
[2025-12-08T20:24:07.363723] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOPE'.
[2025-12-08T20:24:07.364094] [INFO ] [FORECASTER] Starting predict_future for HOPE
[2025-12-08T20:24:07.364891] [DEBUG] [LOCAL     ] No optimal features file found for HOPE: ./output/feature-sets/HOPE.txt
[2025-12-08T20:24:07.364941] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:07.364985] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:07.365014] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:07.365071] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:07.422941] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:07.423854] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:07.423941] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:07.423973] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:07.537450] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:07.537620] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:07.537661] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:07.537723] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:07.541133] [DEBUG] [FORECASTER] HOPE: Forecast T+1@11:T+2@11: DOWN (p=8.08%)
[2025-12-08T20:24:07.541412] [INFO ] [FORECASTER] Completed predict_future for HOPE
[2025-12-08T20:24:07.541536] [INFO ] [sig       ] HOPE: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:24:07.695361] [INFO ] [LOCAL     ] Saved forecast: HOPE	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/HOPE.txt
[2025-12-08T20:24:07.695525] [INFO ] [sig       ] [1583/3624] Completed HOPE in 0.3s | 2.91 sym/s | Total: 9.1m | ETA: 11.7m
[2025-12-08T20:24:07.695584] [INFO ] [sig       ] [1584/3624] Forecasting HOTH...
[2025-12-08T20:24:07.695616] [INFO ] [sig       ] Generating forecast for: HOTH
[2025-12-08T20:24:07.695646] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOTH' from 'https://tdm.silogroup.org/data/derivative_storage/HOTH.csv'.
[2025-12-08T20:24:07.710523] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOTH'.
[2025-12-08T20:24:07.710920] [INFO ] [FORECASTER] Starting predict_future for HOTH
[2025-12-08T20:24:07.711728] [DEBUG] [LOCAL     ] No optimal features file found for HOTH: ./output/feature-sets/HOTH.txt
[2025-12-08T20:24:07.711778] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:07.711808] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:07.711833] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:07.711887] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:07.769479] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:07.770331] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:07.770412] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:07.770445] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:07.894125] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:07.894283] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:07.894321] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:07.894349] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:07.897686] [DEBUG] [FORECASTER] HOTH: Forecast T+1@11:T+2@11: UP (p=87.31%)
[2025-12-08T20:24:07.897973] [INFO ] [FORECASTER] Completed predict_future for HOTH
[2025-12-08T20:24:07.898099] [INFO ] [sig       ] HOTH: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:24:08.043306] [INFO ] [LOCAL     ] Saved forecast: HOTH	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/HOTH.txt
[2025-12-08T20:24:08.043460] [INFO ] [sig       ] [1584/3624] Completed HOTH in 0.3s | 2.91 sym/s | Total: 9.1m | ETA: 11.7m
[2025-12-08T20:24:08.043500] [INFO ] [sig       ] [1585/3624] Forecasting HOUS...
[2025-12-08T20:24:08.043528] [INFO ] [sig       ] Generating forecast for: HOUS
[2025-12-08T20:24:08.043556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOUS' from 'https://tdm.silogroup.org/data/derivative_storage/HOUS.csv'.
[2025-12-08T20:24:08.056222] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOUS'.
[2025-12-08T20:24:08.056649] [INFO ] [FORECASTER] Starting predict_future for HOUS
[2025-12-08T20:24:08.057489] [DEBUG] [LOCAL     ] No optimal features file found for HOUS: ./output/feature-sets/HOUS.txt
[2025-12-08T20:24:08.057542] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:08.057588] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:08.057620] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:08.057691] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:08.115994] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:08.116873] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:08.116955] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:08.116988] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:08.242548] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:08.242725] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:08.242764] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:08.242793] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:08.246228] [DEBUG] [FORECASTER] HOUS: Forecast T+1@11:T+2@11: DOWN (p=37.52%)
[2025-12-08T20:24:08.246514] [INFO ] [FORECASTER] Completed predict_future for HOUS
[2025-12-08T20:24:08.246662] [INFO ] [sig       ] HOUS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:24:08.398134] [INFO ] [LOCAL     ] Saved forecast: HOUS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/HOUS.txt
[2025-12-08T20:24:08.398304] [INFO ] [sig       ] [1585/3624] Completed HOUS in 0.4s | 2.91 sym/s | Total: 9.1m | ETA: 11.7m
[2025-12-08T20:24:08.398348] [INFO ] [sig       ] [1586/3624] Forecasting HP...
[2025-12-08T20:24:08.398378] [INFO ] [sig       ] Generating forecast for: HP
[2025-12-08T20:24:08.398408] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HP' from 'https://tdm.silogroup.org/data/derivative_storage/HP.csv'.
[2025-12-08T20:24:08.410602] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HP'.
[2025-12-08T20:24:08.410970] [INFO ] [FORECASTER] Starting predict_future for HP
[2025-12-08T20:24:08.411768] [DEBUG] [LOCAL     ] No optimal features file found for HP: ./output/feature-sets/HP.txt
[2025-12-08T20:24:08.411818] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:08.411849] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:08.411876] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:08.411930] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:08.469345] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:08.470205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:08.470285] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:08.470319] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:08.590844] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:08.590997] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:08.591036] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:08.591064] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:08.594324] [DEBUG] [FORECASTER] HP: Forecast T+1@11:T+2@11: DOWN (p=49.16%)
[2025-12-08T20:24:08.594602] [INFO ] [FORECASTER] Completed predict_future for HP
[2025-12-08T20:24:08.594721] [INFO ] [sig       ] HP: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:24:08.733961] [INFO ] [LOCAL     ] Saved forecast: HP	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/HP.txt
[2025-12-08T20:24:08.734116] [INFO ] [sig       ] [1586/3624] Completed HP in 0.3s | 2.91 sym/s | Total: 9.1m | ETA: 11.7m
[2025-12-08T20:24:08.734155] [INFO ] [sig       ] [1587/3624] Forecasting HPE...
[2025-12-08T20:24:08.734191] [INFO ] [sig       ] Generating forecast for: HPE
[2025-12-08T20:24:08.734221] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPE' from 'https://tdm.silogroup.org/data/derivative_storage/HPE.csv'.
[2025-12-08T20:24:08.746362] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPE'.
[2025-12-08T20:24:08.746778] [INFO ] [FORECASTER] Starting predict_future for HPE
[2025-12-08T20:24:08.747712] [DEBUG] [LOCAL     ] No optimal features file found for HPE: ./output/feature-sets/HPE.txt
[2025-12-08T20:24:08.747766] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:08.747798] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:08.747823] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:08.747878] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:08.807643] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:08.808670] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:08.808795] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:08.808840] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:08.928868] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:08.929017] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:08.929055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:08.929083] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:08.932333] [DEBUG] [FORECASTER] HPE: Forecast T+1@11:T+2@11: UP (p=76.29%)
[2025-12-08T20:24:08.932619] [INFO ] [FORECASTER] Completed predict_future for HPE
[2025-12-08T20:24:08.932742] [INFO ] [sig       ] HPE: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:24:09.072997] [INFO ] [LOCAL     ] Saved forecast: HPE	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/HPE.txt
[2025-12-08T20:24:09.073152] [INFO ] [sig       ] [1587/3624] Completed HPE in 0.3s | 2.91 sym/s | Total: 9.1m | ETA: 11.6m
[2025-12-08T20:24:09.073192] [INFO ] [sig       ] [1588/3624] Forecasting HPF...
[2025-12-08T20:24:09.073222] [INFO ] [sig       ] Generating forecast for: HPF
[2025-12-08T20:24:09.073250] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPF' from 'https://tdm.silogroup.org/data/derivative_storage/HPF.csv'.
[2025-12-08T20:24:09.085867] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPF'.
[2025-12-08T20:24:09.086260] [INFO ] [FORECASTER] Starting predict_future for HPF
[2025-12-08T20:24:09.087113] [DEBUG] [LOCAL     ] No optimal features file found for HPF: ./output/feature-sets/HPF.txt
[2025-12-08T20:24:09.087177] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:09.087224] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:09.087252] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:09.087306] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:09.146855] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:09.147731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:09.147810] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:09.147843] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:09.262893] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:09.263041] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:09.263079] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:09.263107] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:09.266734] [DEBUG] [FORECASTER] HPF: Forecast T+1@11:T+2@11: DOWN (p=14.31%)
[2025-12-08T20:24:09.266994] [INFO ] [FORECASTER] Completed predict_future for HPF
[2025-12-08T20:24:09.267110] [INFO ] [sig       ] HPF: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:24:09.405281] [INFO ] [LOCAL     ] Saved forecast: HPF	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/HPF.txt
[2025-12-08T20:24:09.405436] [INFO ] [sig       ] [1588/3624] Completed HPF in 0.3s | 2.91 sym/s | Total: 9.1m | ETA: 11.6m
[2025-12-08T20:24:09.405474] [INFO ] [sig       ] [1589/3624] Forecasting HPI...
[2025-12-08T20:24:09.405504] [INFO ] [sig       ] Generating forecast for: HPI
[2025-12-08T20:24:09.405532] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPI' from 'https://tdm.silogroup.org/data/derivative_storage/HPI.csv'.
[2025-12-08T20:24:09.417637] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPI'.
[2025-12-08T20:24:09.417995] [INFO ] [FORECASTER] Starting predict_future for HPI
[2025-12-08T20:24:09.418775] [DEBUG] [LOCAL     ] No optimal features file found for HPI: ./output/feature-sets/HPI.txt
[2025-12-08T20:24:09.418824] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:09.418854] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:09.418879] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:09.418933] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:09.474744] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:09.475555] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:09.475647] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:09.475680] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:09.595187] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:09.595341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:09.595379] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:09.595406] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:09.598680] [DEBUG] [FORECASTER] HPI: Forecast T+1@11:T+2@11: UP (p=95.99%)
[2025-12-08T20:24:09.598944] [INFO ] [FORECASTER] Completed predict_future for HPI
[2025-12-08T20:24:09.599062] [INFO ] [sig       ] HPI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:24:09.738876] [INFO ] [LOCAL     ] Saved forecast: HPI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/HPI.txt
[2025-12-08T20:24:09.738999] [INFO ] [sig       ] [1589/3624] Completed HPI in 0.3s | 2.91 sym/s | Total: 9.1m | ETA: 11.6m
[2025-12-08T20:24:09.739037] [INFO ] [sig       ] [1590/3624] Forecasting HPK...
[2025-12-08T20:24:09.739065] [INFO ] [sig       ] Generating forecast for: HPK
[2025-12-08T20:24:09.739094] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPK' from 'https://tdm.silogroup.org/data/derivative_storage/HPK.csv'.
[2025-12-08T20:24:09.751059] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPK'.
[2025-12-08T20:24:09.751403] [INFO ] [FORECASTER] Starting predict_future for HPK
[2025-12-08T20:24:09.752172] [DEBUG] [LOCAL     ] No optimal features file found for HPK: ./output/feature-sets/HPK.txt
[2025-12-08T20:24:09.752224] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:09.752255] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:09.752282] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:09.752337] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:09.812966] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:09.814043] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:09.814201] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:09.814252] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:09.946018] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:09.946191] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:09.946232] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:09.946280] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:09.949917] [DEBUG] [FORECASTER] HPK: Forecast T+1@11:T+2@11: UP (p=76.58%)
[2025-12-08T20:24:09.950217] [INFO ] [FORECASTER] Completed predict_future for HPK
[2025-12-08T20:24:09.950352] [INFO ] [sig       ] HPK: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:24:10.104902] [INFO ] [LOCAL     ] Saved forecast: HPK	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/HPK.txt
[2025-12-08T20:24:10.105051] [INFO ] [sig       ] [1590/3624] Completed HPK in 0.4s | 2.91 sym/s | Total: 9.1m | ETA: 11.6m
[2025-12-08T20:24:10.105092] [INFO ] [sig       ] [1591/3624] Forecasting HPP...
[2025-12-08T20:24:10.105120] [INFO ] [sig       ] Generating forecast for: HPP
[2025-12-08T20:24:10.105149] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPP' from 'https://tdm.silogroup.org/data/derivative_storage/HPP.csv'.
[2025-12-08T20:24:10.117882] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPP'.
[2025-12-08T20:24:10.118266] [INFO ] [FORECASTER] Starting predict_future for HPP
[2025-12-08T20:24:10.119246] [DEBUG] [LOCAL     ] No optimal features file found for HPP: ./output/feature-sets/HPP.txt
[2025-12-08T20:24:10.119296] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:10.119327] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:10.119352] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:10.119406] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:10.175032] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:10.175897] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:10.175981] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:10.176013] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:10.293638] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:10.293791] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:10.293830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:10.293859] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:10.297107] [DEBUG] [FORECASTER] HPP: Forecast T+1@11:T+2@11: UP (p=90.95%)
[2025-12-08T20:24:10.297371] [INFO ] [FORECASTER] Completed predict_future for HPP
[2025-12-08T20:24:10.297515] [INFO ] [sig       ] HPP: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:24:10.434144] [INFO ] [LOCAL     ] Saved forecast: HPP	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/HPP.txt
[2025-12-08T20:24:10.434286] [INFO ] [sig       ] [1591/3624] Completed HPP in 0.3s | 2.91 sym/s | Total: 9.1m | ETA: 11.6m
[2025-12-08T20:24:10.434325] [INFO ] [sig       ] [1592/3624] Forecasting HPQ...
[2025-12-08T20:24:10.434354] [INFO ] [sig       ] Generating forecast for: HPQ
[2025-12-08T20:24:10.434383] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPQ' from 'https://tdm.silogroup.org/data/derivative_storage/HPQ.csv'.
[2025-12-08T20:24:10.446754] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPQ'.
[2025-12-08T20:24:10.447146] [INFO ] [FORECASTER] Starting predict_future for HPQ
[2025-12-08T20:24:10.447983] [DEBUG] [LOCAL     ] No optimal features file found for HPQ: ./output/feature-sets/HPQ.txt
[2025-12-08T20:24:10.448033] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:10.448064] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:10.448090] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:10.448145] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:10.503074] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:10.503945] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:10.504030] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:10.504062] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:10.624752] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:10.624915] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:10.624954] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:10.624982] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:10.628352] [DEBUG] [FORECASTER] HPQ: Forecast T+1@11:T+2@11: DOWN (p=1.42%)
[2025-12-08T20:24:10.628653] [INFO ] [FORECASTER] Completed predict_future for HPQ
[2025-12-08T20:24:10.628776] [INFO ] [sig       ] HPQ: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:24:10.768814] [INFO ] [LOCAL     ] Saved forecast: HPQ	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/HPQ.txt
[2025-12-08T20:24:10.768966] [INFO ] [sig       ] [1592/3624] Completed HPQ in 0.3s | 2.91 sym/s | Total: 9.1m | ETA: 11.6m
[2025-12-08T20:24:10.769006] [INFO ] [sig       ] [1593/3624] Forecasting HPS...
[2025-12-08T20:24:10.769038] [INFO ] [sig       ] Generating forecast for: HPS
[2025-12-08T20:24:10.769068] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPS' from 'https://tdm.silogroup.org/data/derivative_storage/HPS.csv'.
[2025-12-08T20:24:10.781984] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPS'.
[2025-12-08T20:24:10.782368] [INFO ] [FORECASTER] Starting predict_future for HPS
[2025-12-08T20:24:10.783167] [DEBUG] [LOCAL     ] No optimal features file found for HPS: ./output/feature-sets/HPS.txt
[2025-12-08T20:24:10.783216] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:10.783246] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:10.783274] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:10.783329] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:10.838168] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:10.838946] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:10.839020] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:10.839051] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:10.958107] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:10.958258] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:10.958295] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:10.958322] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:10.961559] [DEBUG] [FORECASTER] HPS: Forecast T+1@11:T+2@11: UP (p=89.04%)
[2025-12-08T20:24:10.961840] [INFO ] [FORECASTER] Completed predict_future for HPS
[2025-12-08T20:24:10.961964] [INFO ] [sig       ] HPS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:24:11.098898] [INFO ] [LOCAL     ] Saved forecast: HPS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/HPS.txt
[2025-12-08T20:24:11.099054] [INFO ] [sig       ] [1593/3624] Completed HPS in 0.3s | 2.91 sym/s | Total: 9.1m | ETA: 11.6m
[2025-12-08T20:24:11.099093] [INFO ] [sig       ] [1594/3624] Forecasting HQI...
[2025-12-08T20:24:11.099121] [INFO ] [sig       ] Generating forecast for: HQI
[2025-12-08T20:24:11.099149] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HQI' from 'https://tdm.silogroup.org/data/derivative_storage/HQI.csv'.
[2025-12-08T20:24:11.110566] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HQI'.
[2025-12-08T20:24:11.110940] [INFO ] [FORECASTER] Starting predict_future for HQI
[2025-12-08T20:24:11.111868] [DEBUG] [LOCAL     ] No optimal features file found for HQI: ./output/feature-sets/HQI.txt
[2025-12-08T20:24:11.111931] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:11.111972] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:11.112001] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:11.112070] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:11.168343] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:11.169072] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:11.169149] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:11.169181] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:11.274543] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:11.274722] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-08T20:24:11.274776] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:11.274806] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:11.278386] [DEBUG] [FORECASTER] HQI: Forecast T+1@11:T+2@11: DOWN (p=18.22%)
[2025-12-08T20:24:11.278753] [INFO ] [FORECASTER] Completed predict_future for HQI
[2025-12-08T20:24:11.278887] [INFO ] [sig       ] HQI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:24:11.415721] [INFO ] [LOCAL     ] Saved forecast: HQI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/HQI.txt
[2025-12-08T20:24:11.415854] [INFO ] [sig       ] [1594/3624] Completed HQI in 0.3s | 2.91 sym/s | Total: 9.1m | ETA: 11.6m
[2025-12-08T20:24:11.415892] [INFO ] [sig       ] [1595/3624] Forecasting HQL...
[2025-12-08T20:24:11.415920] [INFO ] [sig       ] Generating forecast for: HQL
[2025-12-08T20:24:11.415950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HQL' from 'https://tdm.silogroup.org/data/derivative_storage/HQL.csv'.
[2025-12-08T20:24:11.427736] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HQL'.
[2025-12-08T20:24:11.428130] [INFO ] [FORECASTER] Starting predict_future for HQL
[2025-12-08T20:24:11.428915] [DEBUG] [LOCAL     ] No optimal features file found for HQL: ./output/feature-sets/HQL.txt
[2025-12-08T20:24:11.428963] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:11.428993] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:11.429019] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:11.429073] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:11.485257] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:11.486117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:11.486194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:11.486225] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:11.606916] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:11.607068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:11.607107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:11.607136] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:11.610535] [DEBUG] [FORECASTER] HQL: Forecast T+1@11:T+2@11: UP (p=97.78%)
[2025-12-08T20:24:11.610815] [INFO ] [FORECASTER] Completed predict_future for HQL
[2025-12-08T20:24:11.610934] [INFO ] [sig       ] HQL: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:24:11.748342] [INFO ] [LOCAL     ] Saved forecast: HQL	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/HQL.txt
[2025-12-08T20:24:11.748471] [INFO ] [sig       ] [1595/3624] Completed HQL in 0.3s | 2.91 sym/s | Total: 9.1m | ETA: 11.6m
[2025-12-08T20:24:11.748510] [INFO ] [sig       ] [1596/3624] Forecasting HQY...
[2025-12-08T20:24:11.748541] [INFO ] [sig       ] Generating forecast for: HQY
[2025-12-08T20:24:11.748597] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HQY' from 'https://tdm.silogroup.org/data/derivative_storage/HQY.csv'.
[2025-12-08T20:24:11.760988] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HQY'.
[2025-12-08T20:24:11.761367] [INFO ] [FORECASTER] Starting predict_future for HQY
[2025-12-08T20:24:11.762197] [DEBUG] [LOCAL     ] No optimal features file found for HQY: ./output/feature-sets/HQY.txt
[2025-12-08T20:24:11.762258] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:11.762292] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:11.762325] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:11.762380] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:11.819112] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:11.819934] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:11.820010] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:11.820042] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:11.939379] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:11.939525] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:11.939564] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:11.939613] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:11.942921] [DEBUG] [FORECASTER] HQY: Forecast T+1@11:T+2@11: DOWN (p=38.47%)
[2025-12-08T20:24:11.943183] [INFO ] [FORECASTER] Completed predict_future for HQY
[2025-12-08T20:24:11.943301] [INFO ] [sig       ] HQY: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:24:12.085443] [INFO ] [LOCAL     ] Saved forecast: HQY	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/HQY.txt
[2025-12-08T20:24:12.085586] [INFO ] [sig       ] [1596/3624] Completed HQY in 0.3s | 2.91 sym/s | Total: 9.1m | ETA: 11.6m
[2025-12-08T20:24:12.085626] [INFO ] [sig       ] [1597/3624] Forecasting HRB...
[2025-12-08T20:24:12.085657] [INFO ] [sig       ] Generating forecast for: HRB
[2025-12-08T20:24:12.085688] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRB' from 'https://tdm.silogroup.org/data/derivative_storage/HRB.csv'.
[2025-12-08T20:24:12.099186] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRB'.
[2025-12-08T20:24:12.099660] [INFO ] [FORECASTER] Starting predict_future for HRB
[2025-12-08T20:24:12.100604] [DEBUG] [LOCAL     ] No optimal features file found for HRB: ./output/feature-sets/HRB.txt
[2025-12-08T20:24:12.100658] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:12.100719] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:12.100748] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:12.100806] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:12.158361] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:12.159287] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:12.159378] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:12.159413] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:12.280451] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:12.280643] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:12.280684] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:12.280712] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:12.284052] [DEBUG] [FORECASTER] HRB: Forecast T+1@11:T+2@11: DOWN (p=6.71%)
[2025-12-08T20:24:12.284330] [INFO ] [FORECASTER] Completed predict_future for HRB
[2025-12-08T20:24:12.284453] [INFO ] [sig       ] HRB: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:24:12.423372] [INFO ] [LOCAL     ] Saved forecast: HRB	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/HRB.txt
[2025-12-08T20:24:12.423507] [INFO ] [sig       ] [1597/3624] Completed HRB in 0.3s | 2.91 sym/s | Total: 9.1m | ETA: 11.6m
[2025-12-08T20:24:12.423547] [INFO ] [sig       ] [1598/3624] Forecasting HRL...
[2025-12-08T20:24:12.423593] [INFO ] [sig       ] Generating forecast for: HRL
[2025-12-08T20:24:12.423624] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRL' from 'https://tdm.silogroup.org/data/derivative_storage/HRL.csv'.
[2025-12-08T20:24:12.436195] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRL'.
[2025-12-08T20:24:12.436643] [INFO ] [FORECASTER] Starting predict_future for HRL
[2025-12-08T20:24:12.437465] [DEBUG] [LOCAL     ] No optimal features file found for HRL: ./output/feature-sets/HRL.txt
[2025-12-08T20:24:12.437516] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:12.437546] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:12.437599] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:12.437671] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:12.494208] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:12.495135] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:12.495232] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:12.495264] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:12.619298] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:12.619457] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:12.619496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:12.619525] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:12.623035] [DEBUG] [FORECASTER] HRL: Forecast T+1@11:T+2@11: DOWN (p=32.58%)
[2025-12-08T20:24:12.623328] [INFO ] [FORECASTER] Completed predict_future for HRL
[2025-12-08T20:24:12.623455] [INFO ] [sig       ] HRL: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:24:12.766931] [INFO ] [LOCAL     ] Saved forecast: HRL	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/HRL.txt
[2025-12-08T20:24:12.767083] [INFO ] [sig       ] [1598/3624] Completed HRL in 0.3s | 2.91 sym/s | Total: 9.1m | ETA: 11.6m
[2025-12-08T20:24:12.767122] [INFO ] [sig       ] [1599/3624] Forecasting HRMY...
[2025-12-08T20:24:12.767152] [INFO ] [sig       ] Generating forecast for: HRMY
[2025-12-08T20:24:12.767181] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRMY' from 'https://tdm.silogroup.org/data/derivative_storage/HRMY.csv'.
[2025-12-08T20:24:12.779898] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRMY'.
[2025-12-08T20:24:12.780286] [INFO ] [FORECASTER] Starting predict_future for HRMY
[2025-12-08T20:24:12.781075] [DEBUG] [LOCAL     ] No optimal features file found for HRMY: ./output/feature-sets/HRMY.txt
[2025-12-08T20:24:12.781126] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:12.781158] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:12.781185] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:12.781239] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:12.835982] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:12.836800] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:12.836877] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:12.836908] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:12.950254] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:12.950412] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:12.950450] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:12.950476] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:12.953753] [DEBUG] [FORECASTER] HRMY: Forecast T+1@11:T+2@11: DOWN (p=7.55%)
[2025-12-08T20:24:12.954014] [INFO ] [FORECASTER] Completed predict_future for HRMY
[2025-12-08T20:24:12.954129] [INFO ] [sig       ] HRMY: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:24:13.090661] [INFO ] [LOCAL     ] Saved forecast: HRMY	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/HRMY.txt
[2025-12-08T20:24:13.090778] [INFO ] [sig       ] [1599/3624] Completed HRMY in 0.3s | 2.91 sym/s | Total: 9.1m | ETA: 11.6m
[2025-12-08T20:24:13.090822] [INFO ] [sig       ] [1600/3624] Forecasting HRTG...
[2025-12-08T20:24:13.090850] [INFO ] [sig       ] Generating forecast for: HRTG
[2025-12-08T20:24:13.090879] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRTG' from 'https://tdm.silogroup.org/data/derivative_storage/HRTG.csv'.
[2025-12-08T20:24:13.102717] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRTG'.
[2025-12-08T20:24:13.103048] [INFO ] [FORECASTER] Starting predict_future for HRTG
[2025-12-08T20:24:13.103819] [DEBUG] [LOCAL     ] No optimal features file found for HRTG: ./output/feature-sets/HRTG.txt
[2025-12-08T20:24:13.103870] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:13.103902] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:13.103927] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:13.103982] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:13.159505] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:13.160144] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:13.160217] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:13.160249] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:13.277449] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:13.277624] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:13.277662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:13.277718] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:13.280980] [DEBUG] [FORECASTER] HRTG: Forecast T+1@11:T+2@11: DOWN (p=2.65%)
[2025-12-08T20:24:13.281239] [INFO ] [FORECASTER] Completed predict_future for HRTG
[2025-12-08T20:24:13.281357] [INFO ] [sig       ] HRTG: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:24:13.423547] [INFO ] [LOCAL     ] Saved forecast: HRTG	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/HRTG.txt
[2025-12-08T20:24:13.423725] [INFO ] [sig       ] [1600/3624] Completed HRTG in 0.3s | 2.91 sym/s | Total: 9.1m | ETA: 11.6m
[2025-12-08T20:24:13.423764] [INFO ] [sig       ] [1601/3624] Forecasting HRTX...
[2025-12-08T20:24:13.423793] [INFO ] [sig       ] Generating forecast for: HRTX
[2025-12-08T20:24:13.423823] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRTX' from 'https://tdm.silogroup.org/data/derivative_storage/HRTX.csv'.
[2025-12-08T20:24:13.436169] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRTX'.
[2025-12-08T20:24:13.436494] [INFO ] [FORECASTER] Starting predict_future for HRTX
[2025-12-08T20:24:13.437325] [DEBUG] [LOCAL     ] No optimal features file found for HRTX: ./output/feature-sets/HRTX.txt
[2025-12-08T20:24:13.437377] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:13.437439] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:13.437467] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:13.437524] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:13.493621] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:13.494243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:13.494317] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:13.494350] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:13.610948] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:13.611090] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:13.611129] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:13.611157] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:13.614613] [DEBUG] [FORECASTER] HRTX: Forecast T+1@11:T+2@11: DOWN (p=16.20%)
[2025-12-08T20:24:13.614899] [INFO ] [FORECASTER] Completed predict_future for HRTX
[2025-12-08T20:24:13.615021] [INFO ] [sig       ] HRTX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:24:13.759147] [INFO ] [LOCAL     ] Saved forecast: HRTX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/HRTX.txt
[2025-12-08T20:24:13.759286] [INFO ] [sig       ] [1601/3624] Completed HRTX in 0.3s | 2.91 sym/s | Total: 9.2m | ETA: 11.6m
[2025-12-08T20:24:13.759330] [INFO ] [sig       ] [1602/3624] Forecasting HRZN...
[2025-12-08T20:24:13.759361] [INFO ] [sig       ] Generating forecast for: HRZN
[2025-12-08T20:24:13.759391] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRZN' from 'https://tdm.silogroup.org/data/derivative_storage/HRZN.csv'.
[2025-12-08T20:24:13.771674] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRZN'.
[2025-12-08T20:24:13.772031] [INFO ] [FORECASTER] Starting predict_future for HRZN
[2025-12-08T20:24:13.772827] [DEBUG] [LOCAL     ] No optimal features file found for HRZN: ./output/feature-sets/HRZN.txt
[2025-12-08T20:24:13.772877] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:13.772910] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:13.772936] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:13.772993] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:13.831418] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:13.832120] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:13.832198] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:13.832232] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:13.949294] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:13.949435] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:13.949472] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:13.949500] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:13.952828] [DEBUG] [FORECASTER] HRZN: Forecast T+1@11:T+2@11: DOWN (p=1.14%)
[2025-12-08T20:24:13.953091] [INFO ] [FORECASTER] Completed predict_future for HRZN
[2025-12-08T20:24:13.953204] [INFO ] [sig       ] HRZN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:24:14.097352] [INFO ] [LOCAL     ] Saved forecast: HRZN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/HRZN.txt
[2025-12-08T20:24:14.097513] [INFO ] [sig       ] [1602/3624] Completed HRZN in 0.3s | 2.91 sym/s | Total: 9.2m | ETA: 11.6m
[2025-12-08T20:24:14.097554] [INFO ] [sig       ] [1603/3624] Forecasting HSAI...
[2025-12-08T20:24:14.097610] [INFO ] [sig       ] Generating forecast for: HSAI
[2025-12-08T20:24:14.097648] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSAI' from 'https://tdm.silogroup.org/data/derivative_storage/HSAI.csv'.
[2025-12-08T20:24:14.109665] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSAI'.
[2025-12-08T20:24:14.110001] [INFO ] [FORECASTER] Starting predict_future for HSAI
[2025-12-08T20:24:14.110821] [DEBUG] [LOCAL     ] No optimal features file found for HSAI: ./output/feature-sets/HSAI.txt
[2025-12-08T20:24:14.110879] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:14.110911] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:14.110938] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:14.110996] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:14.169204] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:14.169894] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:14.169970] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:14.170004] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:14.288663] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:14.288812] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:14.288865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:14.288894] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:14.292111] [DEBUG] [FORECASTER] HSAI: Forecast T+1@11:T+2@11: UP (p=97.27%)
[2025-12-08T20:24:14.292367] [INFO ] [FORECASTER] Completed predict_future for HSAI
[2025-12-08T20:24:14.292481] [INFO ] [sig       ] HSAI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:24:14.434468] [INFO ] [LOCAL     ] Saved forecast: HSAI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/HSAI.txt
[2025-12-08T20:24:14.434633] [INFO ] [sig       ] [1603/3624] Completed HSAI in 0.3s | 2.91 sym/s | Total: 9.2m | ETA: 11.6m
[2025-12-08T20:24:14.434673] [INFO ] [sig       ] [1604/3624] Forecasting HSBC...
[2025-12-08T20:24:14.434703] [INFO ] [sig       ] Generating forecast for: HSBC
[2025-12-08T20:24:14.434732] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSBC' from 'https://tdm.silogroup.org/data/derivative_storage/HSBC.csv'.
[2025-12-08T20:24:14.446313] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSBC'.
[2025-12-08T20:24:14.446658] [INFO ] [FORECASTER] Starting predict_future for HSBC
[2025-12-08T20:24:14.447444] [DEBUG] [LOCAL     ] No optimal features file found for HSBC: ./output/feature-sets/HSBC.txt
[2025-12-08T20:24:14.447495] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:14.447528] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:14.447555] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:14.447635] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:14.504393] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:14.505031] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:14.505103] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:14.505134] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:14.626661] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:14.626813] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:14.626852] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:14.626881] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:14.630278] [DEBUG] [FORECASTER] HSBC: Forecast T+1@11:T+2@11: UP (p=92.65%)
[2025-12-08T20:24:14.630558] [INFO ] [FORECASTER] Completed predict_future for HSBC
[2025-12-08T20:24:14.630704] [INFO ] [sig       ] HSBC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:24:14.767725] [INFO ] [LOCAL     ] Saved forecast: HSBC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/HSBC.txt
[2025-12-08T20:24:14.767887] [INFO ] [sig       ] [1604/3624] Completed HSBC in 0.3s | 2.91 sym/s | Total: 9.2m | ETA: 11.5m
[2025-12-08T20:24:14.767930] [INFO ] [sig       ] [1605/3624] Forecasting HSCS...
[2025-12-08T20:24:14.767961] [INFO ] [sig       ] Generating forecast for: HSCS
[2025-12-08T20:24:14.767990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSCS' from 'https://tdm.silogroup.org/data/derivative_storage/HSCS.csv'.
[2025-12-08T20:24:14.779347] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSCS'.
[2025-12-08T20:24:14.779714] [INFO ] [FORECASTER] Starting predict_future for HSCS
[2025-12-08T20:24:14.780451] [DEBUG] [LOCAL     ] No optimal features file found for HSCS: ./output/feature-sets/HSCS.txt
[2025-12-08T20:24:14.780501] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:14.780531] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:14.780557] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:14.780640] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:14.836776] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:14.837479] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:14.837557] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:14.837615] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:14.950599] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:14.950745] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:14.950783] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:14.950811] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:14.954305] [DEBUG] [FORECASTER] HSCS: Forecast T+1@11:T+2@11: UP (p=97.85%)
[2025-12-08T20:24:14.954745] [INFO ] [FORECASTER] Completed predict_future for HSCS
[2025-12-08T20:24:14.954865] [INFO ] [sig       ] HSCS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:24:15.094724] [INFO ] [LOCAL     ] Saved forecast: HSCS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/HSCS.txt
[2025-12-08T20:24:15.094891] [INFO ] [sig       ] [1605/3624] Completed HSCS in 0.3s | 2.92 sym/s | Total: 9.2m | ETA: 11.5m
[2025-12-08T20:24:15.094939] [INFO ] [sig       ] [1606/3624] Forecasting HSHP...
[2025-12-08T20:24:15.094969] [INFO ] [sig       ] Generating forecast for: HSHP
[2025-12-08T20:24:15.094998] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSHP' from 'https://tdm.silogroup.org/data/derivative_storage/HSHP.csv'.
[2025-12-08T20:24:15.107056] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSHP'.
[2025-12-08T20:24:15.107435] [INFO ] [FORECASTER] Starting predict_future for HSHP
[2025-12-08T20:24:15.108222] [DEBUG] [LOCAL     ] No optimal features file found for HSHP: ./output/feature-sets/HSHP.txt
[2025-12-08T20:24:15.108270] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:15.108300] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:15.108326] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:15.108379] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:15.163474] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:15.164179] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:15.164253] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:15.164284] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:15.284722] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:15.284868] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:15.284905] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:15.284934] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:15.288232] [DEBUG] [FORECASTER] HSHP: Forecast T+1@11:T+2@11: DOWN (p=31.48%)
[2025-12-08T20:24:15.288494] [INFO ] [FORECASTER] Completed predict_future for HSHP
[2025-12-08T20:24:15.288629] [INFO ] [sig       ] HSHP: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:24:15.428369] [INFO ] [LOCAL     ] Saved forecast: HSHP	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/HSHP.txt
[2025-12-08T20:24:15.428520] [INFO ] [sig       ] [1606/3624] Completed HSHP in 0.3s | 2.92 sym/s | Total: 9.2m | ETA: 11.5m
[2025-12-08T20:24:15.428559] [INFO ] [sig       ] [1607/3624] Forecasting HSIC...
[2025-12-08T20:24:15.428610] [INFO ] [sig       ] Generating forecast for: HSIC
[2025-12-08T20:24:15.428640] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSIC' from 'https://tdm.silogroup.org/data/derivative_storage/HSIC.csv'.
[2025-12-08T20:24:15.441343] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSIC'.
[2025-12-08T20:24:15.441958] [INFO ] [FORECASTER] Starting predict_future for HSIC
[2025-12-08T20:24:15.442942] [DEBUG] [LOCAL     ] No optimal features file found for HSIC: ./output/feature-sets/HSIC.txt
[2025-12-08T20:24:15.442993] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:15.443059] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:15.443088] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:15.443142] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:15.499935] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:15.500773] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:15.500879] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:15.500911] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:15.619161] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:15.619313] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:15.619351] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:15.619380] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:15.622631] [DEBUG] [FORECASTER] HSIC: Forecast T+1@11:T+2@11: UP (p=71.74%)
[2025-12-08T20:24:15.622890] [INFO ] [FORECASTER] Completed predict_future for HSIC
[2025-12-08T20:24:15.623006] [INFO ] [sig       ] HSIC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:24:15.760825] [INFO ] [LOCAL     ] Saved forecast: HSIC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/HSIC.txt
[2025-12-08T20:24:15.760942] [INFO ] [sig       ] [1607/3624] Completed HSIC in 0.3s | 2.92 sym/s | Total: 9.2m | ETA: 11.5m
[2025-12-08T20:24:15.760980] [INFO ] [sig       ] [1608/3624] Forecasting HSII...
[2025-12-08T20:24:15.761010] [INFO ] [sig       ] Generating forecast for: HSII
[2025-12-08T20:24:15.761039] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSII' from 'https://tdm.silogroup.org/data/derivative_storage/HSII.csv'.
[2025-12-08T20:24:15.772866] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSII'.
[2025-12-08T20:24:15.773199] [INFO ] [FORECASTER] Starting predict_future for HSII
[2025-12-08T20:24:15.773956] [DEBUG] [LOCAL     ] No optimal features file found for HSII: ./output/feature-sets/HSII.txt
[2025-12-08T20:24:15.774005] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:15.774035] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:15.774062] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:15.774116] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:15.833303] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:15.834046] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:15.834129] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:15.834162] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:15.952413] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:15.952559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:15.952613] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:15.952642] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:15.955885] [DEBUG] [FORECASTER] HSII: Forecast T+1@11:T+2@11: DOWN (p=49.97%)
[2025-12-08T20:24:15.956144] [INFO ] [FORECASTER] Completed predict_future for HSII
[2025-12-08T20:24:15.956260] [INFO ] [sig       ] HSII: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:24:16.095031] [INFO ] [LOCAL     ] Saved forecast: HSII	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/HSII.txt
[2025-12-08T20:24:16.095162] [INFO ] [sig       ] [1608/3624] Completed HSII in 0.3s | 2.92 sym/s | Total: 9.2m | ETA: 11.5m
[2025-12-08T20:24:16.095200] [INFO ] [sig       ] [1609/3624] Forecasting HSTM...
[2025-12-08T20:24:16.095229] [INFO ] [sig       ] Generating forecast for: HSTM
[2025-12-08T20:24:16.095259] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSTM' from 'https://tdm.silogroup.org/data/derivative_storage/HSTM.csv'.
[2025-12-08T20:24:16.108461] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSTM'.
[2025-12-08T20:24:16.108904] [INFO ] [FORECASTER] Starting predict_future for HSTM
[2025-12-08T20:24:16.109750] [DEBUG] [LOCAL     ] No optimal features file found for HSTM: ./output/feature-sets/HSTM.txt
[2025-12-08T20:24:16.109800] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:16.109831] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:16.109856] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:16.109910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:16.166480] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:16.167469] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:16.167592] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:16.167626] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:16.286557] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:16.286738] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:16.286778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:16.286807] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:16.290339] [DEBUG] [FORECASTER] HSTM: Forecast T+1@11:T+2@11: UP (p=86.20%)
[2025-12-08T20:24:16.290669] [INFO ] [FORECASTER] Completed predict_future for HSTM
[2025-12-08T20:24:16.290802] [INFO ] [sig       ] HSTM: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:24:16.430368] [INFO ] [LOCAL     ] Saved forecast: HSTM	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/HSTM.txt
[2025-12-08T20:24:16.430518] [INFO ] [sig       ] [1609/3624] Completed HSTM in 0.3s | 2.92 sym/s | Total: 9.2m | ETA: 11.5m
[2025-12-08T20:24:16.430558] [INFO ] [sig       ] [1610/3624] Forecasting HSY...
[2025-12-08T20:24:16.430609] [INFO ] [sig       ] Generating forecast for: HSY
[2025-12-08T20:24:16.430641] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSY' from 'https://tdm.silogroup.org/data/derivative_storage/HSY.csv'.
[2025-12-08T20:24:16.442871] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSY'.
[2025-12-08T20:24:16.443222] [INFO ] [FORECASTER] Starting predict_future for HSY
[2025-12-08T20:24:16.443985] [DEBUG] [LOCAL     ] No optimal features file found for HSY: ./output/feature-sets/HSY.txt
[2025-12-08T20:24:16.444036] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:16.444068] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:16.444095] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:16.444151] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:16.516227] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:16.517105] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:16.517187] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:16.517221] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:16.633886] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:16.634038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:16.634077] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:16.634106] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:16.637344] [DEBUG] [FORECASTER] HSY: Forecast T+1@11:T+2@11: UP (p=98.28%)
[2025-12-08T20:24:16.637642] [INFO ] [FORECASTER] Completed predict_future for HSY
[2025-12-08T20:24:16.637762] [INFO ] [sig       ] HSY: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:24:16.773694] [INFO ] [LOCAL     ] Saved forecast: HSY	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/HSY.txt
[2025-12-08T20:24:16.773847] [INFO ] [sig       ] [1610/3624] Completed HSY in 0.3s | 2.92 sym/s | Total: 9.2m | ETA: 11.5m
[2025-12-08T20:24:16.773894] [INFO ] [sig       ] [1611/3624] Forecasting HTBK...
[2025-12-08T20:24:16.773924] [INFO ] [sig       ] Generating forecast for: HTBK
[2025-12-08T20:24:16.773953] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTBK' from 'https://tdm.silogroup.org/data/derivative_storage/HTBK.csv'.
[2025-12-08T20:24:16.785733] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTBK'.
[2025-12-08T20:24:16.786076] [INFO ] [FORECASTER] Starting predict_future for HTBK
[2025-12-08T20:24:16.786844] [DEBUG] [LOCAL     ] No optimal features file found for HTBK: ./output/feature-sets/HTBK.txt
[2025-12-08T20:24:16.786893] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:16.786923] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:16.786949] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:16.787003] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:16.843864] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:16.844771] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:16.844855] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:16.844888] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:16.966102] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:16.966255] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:16.966291] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:16.966319] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:16.969715] [DEBUG] [FORECASTER] HTBK: Forecast T+1@11:T+2@11: DOWN (p=44.62%)
[2025-12-08T20:24:16.969988] [INFO ] [FORECASTER] Completed predict_future for HTBK
[2025-12-08T20:24:16.970105] [INFO ] [sig       ] HTBK: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:24:17.106590] [INFO ] [LOCAL     ] Saved forecast: HTBK	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/HTBK.txt
[2025-12-08T20:24:17.106716] [INFO ] [sig       ] [1611/3624] Completed HTBK in 0.3s | 2.92 sym/s | Total: 9.2m | ETA: 11.5m
[2025-12-08T20:24:17.106755] [INFO ] [sig       ] [1612/3624] Forecasting HTD...
[2025-12-08T20:24:17.106783] [INFO ] [sig       ] Generating forecast for: HTD
[2025-12-08T20:24:17.106813] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTD' from 'https://tdm.silogroup.org/data/derivative_storage/HTD.csv'.
[2025-12-08T20:24:17.118914] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTD'.
[2025-12-08T20:24:17.119259] [INFO ] [FORECASTER] Starting predict_future for HTD
[2025-12-08T20:24:17.120037] [DEBUG] [LOCAL     ] No optimal features file found for HTD: ./output/feature-sets/HTD.txt
[2025-12-08T20:24:17.120087] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:17.120117] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:17.120143] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:17.120197] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:17.175948] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:17.176628] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:17.176703] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:17.176734] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:17.295078] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:17.295225] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:17.295262] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:17.295289] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:17.298569] [DEBUG] [FORECASTER] HTD: Forecast T+1@11:T+2@11: UP (p=99.59%)
[2025-12-08T20:24:17.298858] [INFO ] [FORECASTER] Completed predict_future for HTD
[2025-12-08T20:24:17.298989] [INFO ] [sig       ] HTD: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:24:17.437911] [INFO ] [LOCAL     ] Saved forecast: HTD	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/HTD.txt
[2025-12-08T20:24:17.438083] [INFO ] [sig       ] [1612/3624] Completed HTD in 0.3s | 2.92 sym/s | Total: 9.2m | ETA: 11.5m
[2025-12-08T20:24:17.438143] [INFO ] [sig       ] [1613/3624] Forecasting HTGC...
[2025-12-08T20:24:17.438184] [INFO ] [sig       ] Generating forecast for: HTGC
[2025-12-08T20:24:17.438215] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTGC' from 'https://tdm.silogroup.org/data/derivative_storage/HTGC.csv'.
[2025-12-08T20:24:17.450612] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTGC'.
[2025-12-08T20:24:17.450955] [INFO ] [FORECASTER] Starting predict_future for HTGC
[2025-12-08T20:24:17.451750] [DEBUG] [LOCAL     ] No optimal features file found for HTGC: ./output/feature-sets/HTGC.txt
[2025-12-08T20:24:17.451798] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:17.451830] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:17.451856] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:17.451911] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:17.508999] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:17.509774] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:17.509853] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:17.509886] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:17.637218] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:17.637368] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:17.637421] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:17.637454] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:17.641009] [DEBUG] [FORECASTER] HTGC: Forecast T+1@11:T+2@11: UP (p=93.76%)
[2025-12-08T20:24:17.641317] [INFO ] [FORECASTER] Completed predict_future for HTGC
[2025-12-08T20:24:17.641445] [INFO ] [sig       ] HTGC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:24:17.782901] [INFO ] [LOCAL     ] Saved forecast: HTGC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/HTGC.txt
[2025-12-08T20:24:17.783037] [INFO ] [sig       ] [1613/3624] Completed HTGC in 0.3s | 2.92 sym/s | Total: 9.2m | ETA: 11.5m
[2025-12-08T20:24:17.783076] [INFO ] [sig       ] [1614/3624] Forecasting HTH...
[2025-12-08T20:24:17.783103] [INFO ] [sig       ] Generating forecast for: HTH
[2025-12-08T20:24:17.783133] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTH' from 'https://tdm.silogroup.org/data/derivative_storage/HTH.csv'.
[2025-12-08T20:24:17.795639] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTH'.
[2025-12-08T20:24:17.795987] [INFO ] [FORECASTER] Starting predict_future for HTH
[2025-12-08T20:24:17.796773] [DEBUG] [LOCAL     ] No optimal features file found for HTH: ./output/feature-sets/HTH.txt
[2025-12-08T20:24:17.796824] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:17.796882] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:17.796912] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:17.796978] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:17.853433] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:17.854243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:17.854338] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:17.854384] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:17.978069] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:17.978221] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:17.978262] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:17.978326] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:17.981708] [DEBUG] [FORECASTER] HTH: Forecast T+1@11:T+2@11: UP (p=88.96%)
[2025-12-08T20:24:17.981978] [INFO ] [FORECASTER] Completed predict_future for HTH
[2025-12-08T20:24:17.982098] [INFO ] [sig       ] HTH: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:24:18.120230] [INFO ] [LOCAL     ] Saved forecast: HTH	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/HTH.txt
[2025-12-08T20:24:18.120360] [INFO ] [sig       ] [1614/3624] Completed HTH in 0.3s | 2.92 sym/s | Total: 9.2m | ETA: 11.5m
[2025-12-08T20:24:18.120399] [INFO ] [sig       ] [1615/3624] Forecasting HTLD...
[2025-12-08T20:24:18.120429] [INFO ] [sig       ] Generating forecast for: HTLD
[2025-12-08T20:24:18.120457] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTLD' from 'https://tdm.silogroup.org/data/derivative_storage/HTLD.csv'.
[2025-12-08T20:24:18.133748] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTLD'.
[2025-12-08T20:24:18.134222] [INFO ] [FORECASTER] Starting predict_future for HTLD
[2025-12-08T20:24:18.135284] [DEBUG] [LOCAL     ] No optimal features file found for HTLD: ./output/feature-sets/HTLD.txt
[2025-12-08T20:24:18.135350] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:18.135394] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:18.135426] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:18.135486] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:18.199919] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:18.200828] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:18.200913] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:18.200946] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:18.342745] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:18.342899] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:18.342943] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:18.342984] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:18.347225] [DEBUG] [FORECASTER] HTLD: Forecast T+1@11:T+2@11: DOWN (p=42.67%)
[2025-12-08T20:24:18.347622] [INFO ] [FORECASTER] Completed predict_future for HTLD
[2025-12-08T20:24:18.347774] [INFO ] [sig       ] HTLD: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:24:18.492746] [INFO ] [LOCAL     ] Saved forecast: HTLD	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/HTLD.txt
[2025-12-08T20:24:18.492881] [INFO ] [sig       ] [1615/3624] Completed HTLD in 0.4s | 2.92 sym/s | Total: 9.2m | ETA: 11.5m
[2025-12-08T20:24:18.492919] [INFO ] [sig       ] [1616/3624] Forecasting HTOO...
[2025-12-08T20:24:18.492947] [INFO ] [sig       ] Generating forecast for: HTOO
[2025-12-08T20:24:18.492974] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTOO' from 'https://tdm.silogroup.org/data/derivative_storage/HTOO.csv'.
[2025-12-08T20:24:18.505245] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTOO'.
[2025-12-08T20:24:18.505606] [INFO ] [FORECASTER] Starting predict_future for HTOO
[2025-12-08T20:24:18.506359] [DEBUG] [LOCAL     ] No optimal features file found for HTOO: ./output/feature-sets/HTOO.txt
[2025-12-08T20:24:18.506409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:18.506445] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:18.506471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:18.506525] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:18.561496] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:18.562102] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:18.562186] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:18.562221] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:18.674598] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:18.674749] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:18.674786] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:18.674813] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:18.678221] [DEBUG] [FORECASTER] HTOO: Forecast T+1@11:T+2@11: DOWN (p=28.43%)
[2025-12-08T20:24:18.678486] [INFO ] [FORECASTER] Completed predict_future for HTOO
[2025-12-08T20:24:18.678620] [INFO ] [sig       ] HTOO: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:24:18.815928] [INFO ] [LOCAL     ] Saved forecast: HTOO	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/HTOO.txt
[2025-12-08T20:24:18.816050] [INFO ] [sig       ] [1616/3624] Completed HTOO in 0.3s | 2.92 sym/s | Total: 9.2m | ETA: 11.5m
[2025-12-08T20:24:18.816088] [INFO ] [sig       ] [1617/3624] Forecasting HTZ...
[2025-12-08T20:24:18.816118] [INFO ] [sig       ] Generating forecast for: HTZ
[2025-12-08T20:24:18.816148] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTZ' from 'https://tdm.silogroup.org/data/derivative_storage/HTZ.csv'.
[2025-12-08T20:24:18.828097] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTZ'.
[2025-12-08T20:24:18.828425] [INFO ] [FORECASTER] Starting predict_future for HTZ
[2025-12-08T20:24:18.829268] [DEBUG] [LOCAL     ] No optimal features file found for HTZ: ./output/feature-sets/HTZ.txt
[2025-12-08T20:24:18.829320] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:18.829350] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:18.829376] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:18.829440] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:18.884731] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:18.885346] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:18.885422] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:18.885455] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:19.006646] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:19.006814] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:19.006853] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:19.006918] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:19.010313] [DEBUG] [FORECASTER] HTZ: Forecast T+1@11:T+2@11: DOWN (p=1.10%)
[2025-12-08T20:24:19.010588] [INFO ] [FORECASTER] Completed predict_future for HTZ
[2025-12-08T20:24:19.010714] [INFO ] [sig       ] HTZ: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:24:19.147075] [INFO ] [LOCAL     ] Saved forecast: HTZ	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/HTZ.txt
[2025-12-08T20:24:19.147183] [INFO ] [sig       ] [1617/3624] Completed HTZ in 0.3s | 2.92 sym/s | Total: 9.2m | ETA: 11.5m
[2025-12-08T20:24:19.147220] [INFO ] [sig       ] [1618/3624] Forecasting HUBB...
[2025-12-08T20:24:19.147247] [INFO ] [sig       ] Generating forecast for: HUBB
[2025-12-08T20:24:19.147275] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUBB' from 'https://tdm.silogroup.org/data/derivative_storage/HUBB.csv'.
[2025-12-08T20:24:19.160468] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUBB'.
[2025-12-08T20:24:19.160933] [INFO ] [FORECASTER] Starting predict_future for HUBB
[2025-12-08T20:24:19.161861] [DEBUG] [LOCAL     ] No optimal features file found for HUBB: ./output/feature-sets/HUBB.txt
[2025-12-08T20:24:19.161921] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:19.161953] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:19.162014] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:19.162098] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:19.220351] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:19.221305] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:19.221391] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:19.221423] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:19.341615] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:19.341779] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:19.341819] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:19.341846] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:19.345344] [DEBUG] [FORECASTER] HUBB: Forecast T+1@11:T+2@11: DOWN (p=43.94%)
[2025-12-08T20:24:19.345670] [INFO ] [FORECASTER] Completed predict_future for HUBB
[2025-12-08T20:24:19.345809] [INFO ] [sig       ] HUBB: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:24:19.491721] [INFO ] [LOCAL     ] Saved forecast: HUBB	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/HUBB.txt
[2025-12-08T20:24:19.491871] [INFO ] [sig       ] [1618/3624] Completed HUBB in 0.3s | 2.92 sym/s | Total: 9.2m | ETA: 11.5m
[2025-12-08T20:24:19.491909] [INFO ] [sig       ] [1619/3624] Forecasting HUBG...
[2025-12-08T20:24:19.491939] [INFO ] [sig       ] Generating forecast for: HUBG
[2025-12-08T20:24:19.491968] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUBG' from 'https://tdm.silogroup.org/data/derivative_storage/HUBG.csv'.
[2025-12-08T20:24:19.503931] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUBG'.
[2025-12-08T20:24:19.504281] [INFO ] [FORECASTER] Starting predict_future for HUBG
[2025-12-08T20:24:19.505079] [DEBUG] [LOCAL     ] No optimal features file found for HUBG: ./output/feature-sets/HUBG.txt
[2025-12-08T20:24:19.505129] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:19.505161] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:19.505186] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:19.505241] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:19.560951] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:19.561712] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:19.561788] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:19.561820] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:19.676215] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:19.676365] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:19.676403] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:19.676435] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:19.679745] [DEBUG] [FORECASTER] HUBG: Forecast T+1@11:T+2@11: UP (p=52.55%)
[2025-12-08T20:24:19.680005] [INFO ] [FORECASTER] Completed predict_future for HUBG
[2025-12-08T20:24:19.680120] [INFO ] [sig       ] HUBG: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:24:19.817320] [INFO ] [LOCAL     ] Saved forecast: HUBG	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/HUBG.txt
[2025-12-08T20:24:19.817477] [INFO ] [sig       ] [1619/3624] Completed HUBG in 0.3s | 2.92 sym/s | Total: 9.3m | ETA: 11.5m
[2025-12-08T20:24:19.817516] [INFO ] [sig       ] [1620/3624] Forecasting HUBS...
[2025-12-08T20:24:19.817545] [INFO ] [sig       ] Generating forecast for: HUBS
[2025-12-08T20:24:19.817592] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUBS' from 'https://tdm.silogroup.org/data/derivative_storage/HUBS.csv'.
[2025-12-08T20:24:19.829713] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUBS'.
[2025-12-08T20:24:19.830081] [INFO ] [FORECASTER] Starting predict_future for HUBS
[2025-12-08T20:24:19.830872] [DEBUG] [LOCAL     ] No optimal features file found for HUBS: ./output/feature-sets/HUBS.txt
[2025-12-08T20:24:19.830921] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:19.830951] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:19.830977] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:19.831031] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:19.886268] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:19.886968] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:19.887044] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:19.887075] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:20.006156] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:20.006307] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:20.006344] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:20.006371] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:20.009632] [DEBUG] [FORECASTER] HUBS: Forecast T+1@11:T+2@11: UP (p=85.53%)
[2025-12-08T20:24:20.009895] [INFO ] [FORECASTER] Completed predict_future for HUBS
[2025-12-08T20:24:20.010013] [INFO ] [sig       ] HUBS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:24:20.149543] [INFO ] [LOCAL     ] Saved forecast: HUBS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/HUBS.txt
[2025-12-08T20:24:20.149706] [INFO ] [sig       ] [1620/3624] Completed HUBS in 0.3s | 2.92 sym/s | Total: 9.3m | ETA: 11.5m
[2025-12-08T20:24:20.149746] [INFO ] [sig       ] [1621/3624] Forecasting HUM...
[2025-12-08T20:24:20.149774] [INFO ] [sig       ] Generating forecast for: HUM
[2025-12-08T20:24:20.149804] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUM' from 'https://tdm.silogroup.org/data/derivative_storage/HUM.csv'.
[2025-12-08T20:24:20.161692] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUM'.
[2025-12-08T20:24:20.162048] [INFO ] [FORECASTER] Starting predict_future for HUM
[2025-12-08T20:24:20.162830] [DEBUG] [LOCAL     ] No optimal features file found for HUM: ./output/feature-sets/HUM.txt
[2025-12-08T20:24:20.162879] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:20.162909] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:20.162935] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:20.162990] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:20.217712] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:20.218407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:20.218486] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:20.218519] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:20.336856] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:20.337008] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:20.337045] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:20.337072] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:20.340328] [DEBUG] [FORECASTER] HUM: Forecast T+1@11:T+2@11: DOWN (p=2.97%)
[2025-12-08T20:24:20.340611] [INFO ] [FORECASTER] Completed predict_future for HUM
[2025-12-08T20:24:20.340731] [INFO ] [sig       ] HUM: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:24:20.477398] [INFO ] [LOCAL     ] Saved forecast: HUM	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/HUM.txt
[2025-12-08T20:24:20.477557] [INFO ] [sig       ] [1621/3624] Completed HUM in 0.3s | 2.92 sym/s | Total: 9.3m | ETA: 11.5m
[2025-12-08T20:24:20.477615] [INFO ] [sig       ] [1622/3624] Forecasting HUMA...
[2025-12-08T20:24:20.477644] [INFO ] [sig       ] Generating forecast for: HUMA
[2025-12-08T20:24:20.477681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUMA' from 'https://tdm.silogroup.org/data/derivative_storage/HUMA.csv'.
[2025-12-08T20:24:20.489951] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUMA'.
[2025-12-08T20:24:20.490322] [INFO ] [FORECASTER] Starting predict_future for HUMA
[2025-12-08T20:24:20.491122] [DEBUG] [LOCAL     ] No optimal features file found for HUMA: ./output/feature-sets/HUMA.txt
[2025-12-08T20:24:20.491171] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:20.491202] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:20.491227] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:20.491282] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:20.546356] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:20.547196] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:20.547275] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:20.547307] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:20.667066] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:20.667217] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:20.667255] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:20.667282] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:20.670538] [DEBUG] [FORECASTER] HUMA: Forecast T+1@11:T+2@11: UP (p=95.88%)
[2025-12-08T20:24:20.670818] [INFO ] [FORECASTER] Completed predict_future for HUMA
[2025-12-08T20:24:20.670938] [INFO ] [sig       ] HUMA: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:24:20.810025] [INFO ] [LOCAL     ] Saved forecast: HUMA	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/HUMA.txt
[2025-12-08T20:24:20.810172] [INFO ] [sig       ] [1622/3624] Completed HUMA in 0.3s | 2.92 sym/s | Total: 9.3m | ETA: 11.4m
[2025-12-08T20:24:20.810213] [INFO ] [sig       ] [1623/3624] Forecasting HUN...
[2025-12-08T20:24:20.810243] [INFO ] [sig       ] Generating forecast for: HUN
[2025-12-08T20:24:20.810271] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUN' from 'https://tdm.silogroup.org/data/derivative_storage/HUN.csv'.
[2025-12-08T20:24:20.822670] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUN'.
[2025-12-08T20:24:20.823229] [INFO ] [FORECASTER] Starting predict_future for HUN
[2025-12-08T20:24:20.824252] [DEBUG] [LOCAL     ] No optimal features file found for HUN: ./output/feature-sets/HUN.txt
[2025-12-08T20:24:20.824302] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:20.824332] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:20.824356] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:20.824409] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:20.880020] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:20.880834] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:20.880918] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:20.880949] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:21.008068] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:21.008222] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:21.008262] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:21.008290] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:21.012310] [DEBUG] [FORECASTER] HUN: Forecast T+1@11:T+2@11: UP (p=59.13%)
[2025-12-08T20:24:21.012648] [INFO ] [FORECASTER] Completed predict_future for HUN
[2025-12-08T20:24:21.012788] [INFO ] [sig       ] HUN: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:24:21.157936] [INFO ] [LOCAL     ] Saved forecast: HUN	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/HUN.txt
[2025-12-08T20:24:21.158082] [INFO ] [sig       ] [1623/3624] Completed HUN in 0.3s | 2.92 sym/s | Total: 9.3m | ETA: 11.4m
[2025-12-08T20:24:21.158123] [INFO ] [sig       ] [1624/3624] Forecasting HURC...
[2025-12-08T20:24:21.158153] [INFO ] [sig       ] Generating forecast for: HURC
[2025-12-08T20:24:21.158182] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HURC' from 'https://tdm.silogroup.org/data/derivative_storage/HURC.csv'.
[2025-12-08T20:24:21.170882] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HURC'.
[2025-12-08T20:24:21.171303] [INFO ] [FORECASTER] Starting predict_future for HURC
[2025-12-08T20:24:21.172173] [DEBUG] [LOCAL     ] No optimal features file found for HURC: ./output/feature-sets/HURC.txt
[2025-12-08T20:24:21.172223] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:21.172253] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:21.172279] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:21.172334] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:21.231640] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:21.232324] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:21.232431] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:21.232463] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:21.347047] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:21.347196] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:21.347234] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:21.347262] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:21.350518] [DEBUG] [FORECASTER] HURC: Forecast T+1@11:T+2@11: DOWN (p=31.04%)
[2025-12-08T20:24:21.350796] [INFO ] [FORECASTER] Completed predict_future for HURC
[2025-12-08T20:24:21.350916] [INFO ] [sig       ] HURC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:24:21.487482] [INFO ] [LOCAL     ] Saved forecast: HURC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/HURC.txt
[2025-12-08T20:24:21.487651] [INFO ] [sig       ] [1624/3624] Completed HURC in 0.3s | 2.92 sym/s | Total: 9.3m | ETA: 11.4m
[2025-12-08T20:24:21.487694] [INFO ] [sig       ] [1625/3624] Forecasting HURN...
[2025-12-08T20:24:21.487723] [INFO ] [sig       ] Generating forecast for: HURN
[2025-12-08T20:24:21.487751] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HURN' from 'https://tdm.silogroup.org/data/derivative_storage/HURN.csv'.
[2025-12-08T20:24:21.500029] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HURN'.
[2025-12-08T20:24:21.500369] [INFO ] [FORECASTER] Starting predict_future for HURN
[2025-12-08T20:24:21.501149] [DEBUG] [LOCAL     ] No optimal features file found for HURN: ./output/feature-sets/HURN.txt
[2025-12-08T20:24:21.501200] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:21.501230] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:21.501255] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:21.501311] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:21.559407] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:21.560323] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:21.560404] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:21.560435] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:21.675516] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:21.675687] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:21.675726] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:21.675795] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:21.679097] [DEBUG] [FORECASTER] HURN: Forecast T+1@11:T+2@11: DOWN (p=8.34%)
[2025-12-08T20:24:21.679360] [INFO ] [FORECASTER] Completed predict_future for HURN
[2025-12-08T20:24:21.679481] [INFO ] [sig       ] HURN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:24:21.815031] [INFO ] [LOCAL     ] Saved forecast: HURN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/HURN.txt
[2025-12-08T20:24:21.815160] [INFO ] [sig       ] [1625/3624] Completed HURN in 0.3s | 2.92 sym/s | Total: 9.3m | ETA: 11.4m
[2025-12-08T20:24:21.815198] [INFO ] [sig       ] [1626/3624] Forecasting HUYA...
[2025-12-08T20:24:21.815227] [INFO ] [sig       ] Generating forecast for: HUYA
[2025-12-08T20:24:21.815256] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUYA' from 'https://tdm.silogroup.org/data/derivative_storage/HUYA.csv'.
[2025-12-08T20:24:21.828497] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUYA'.
[2025-12-08T20:24:21.828884] [INFO ] [FORECASTER] Starting predict_future for HUYA
[2025-12-08T20:24:21.829652] [DEBUG] [LOCAL     ] No optimal features file found for HUYA: ./output/feature-sets/HUYA.txt
[2025-12-08T20:24:21.829701] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:21.829731] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:21.829757] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:21.829812] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:21.884321] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:21.885004] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:21.885081] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:21.885113] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:22.007971] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:22.008118] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:22.008155] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:22.008185] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:22.011416] [DEBUG] [FORECASTER] HUYA: Forecast T+1@11:T+2@11: DOWN (p=11.89%)
[2025-12-08T20:24:22.011695] [INFO ] [FORECASTER] Completed predict_future for HUYA
[2025-12-08T20:24:22.011813] [INFO ] [sig       ] HUYA: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:24:22.147878] [INFO ] [LOCAL     ] Saved forecast: HUYA	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/HUYA.txt
[2025-12-08T20:24:22.148003] [INFO ] [sig       ] [1626/3624] Completed HUYA in 0.3s | 2.92 sym/s | Total: 9.3m | ETA: 11.4m
[2025-12-08T20:24:22.148040] [INFO ] [sig       ] [1627/3624] Forecasting HWC...
[2025-12-08T20:24:22.148070] [INFO ] [sig       ] Generating forecast for: HWC
[2025-12-08T20:24:22.148100] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HWC' from 'https://tdm.silogroup.org/data/derivative_storage/HWC.csv'.
[2025-12-08T20:24:22.160395] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HWC'.
[2025-12-08T20:24:22.160775] [INFO ] [FORECASTER] Starting predict_future for HWC
[2025-12-08T20:24:22.161524] [DEBUG] [LOCAL     ] No optimal features file found for HWC: ./output/feature-sets/HWC.txt
[2025-12-08T20:24:22.161591] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:22.161626] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:22.161652] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:22.161707] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:22.216141] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:22.216761] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:22.216834] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:22.216864] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:22.337496] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:22.337684] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:22.337729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:22.337760] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:22.341126] [DEBUG] [FORECASTER] HWC: Forecast T+1@11:T+2@11: UP (p=66.19%)
[2025-12-08T20:24:22.341386] [INFO ] [FORECASTER] Completed predict_future for HWC
[2025-12-08T20:24:22.341504] [INFO ] [sig       ] HWC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:24:22.477529] [INFO ] [LOCAL     ] Saved forecast: HWC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/HWC.txt
[2025-12-08T20:24:22.477710] [INFO ] [sig       ] [1627/3624] Completed HWC in 0.3s | 2.92 sym/s | Total: 9.3m | ETA: 11.4m
[2025-12-08T20:24:22.477750] [INFO ] [sig       ] [1628/3624] Forecasting HWH...
[2025-12-08T20:24:22.477780] [INFO ] [sig       ] Generating forecast for: HWH
[2025-12-08T20:24:22.477808] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HWH' from 'https://tdm.silogroup.org/data/derivative_storage/HWH.csv'.
[2025-12-08T20:24:22.491653] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HWH'.
[2025-12-08T20:24:22.492010] [INFO ] [FORECASTER] Starting predict_future for HWH
[2025-12-08T20:24:22.492772] [DEBUG] [LOCAL     ] No optimal features file found for HWH: ./output/feature-sets/HWH.txt
[2025-12-08T20:24:22.492822] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:22.492853] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:22.492879] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:22.492933] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:22.547379] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:22.548204] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:22.548279] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:22.548311] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:22.667921] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:22.668077] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:22.668113] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:22.668141] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:22.671430] [DEBUG] [FORECASTER] HWH: Forecast T+1@11:T+2@11: DOWN (p=41.78%)
[2025-12-08T20:24:22.671735] [INFO ] [FORECASTER] Completed predict_future for HWH
[2025-12-08T20:24:22.671862] [INFO ] [sig       ] HWH: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:24:22.809380] [INFO ] [LOCAL     ] Saved forecast: HWH	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/HWH.txt
[2025-12-08T20:24:22.809514] [INFO ] [sig       ] [1628/3624] Completed HWH in 0.3s | 2.92 sym/s | Total: 9.3m | ETA: 11.4m
[2025-12-08T20:24:22.809556] [INFO ] [sig       ] [1629/3624] Forecasting HWKN...
[2025-12-08T20:24:22.809610] [INFO ] [sig       ] Generating forecast for: HWKN
[2025-12-08T20:24:22.809643] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HWKN' from 'https://tdm.silogroup.org/data/derivative_storage/HWKN.csv'.
[2025-12-08T20:24:22.822094] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HWKN'.
[2025-12-08T20:24:22.822445] [INFO ] [FORECASTER] Starting predict_future for HWKN
[2025-12-08T20:24:22.823216] [DEBUG] [LOCAL     ] No optimal features file found for HWKN: ./output/feature-sets/HWKN.txt
[2025-12-08T20:24:22.823265] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:22.823296] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:22.823322] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:22.823388] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:22.878523] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:22.879203] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:22.879278] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:22.879309] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:22.998506] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:22.998689] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:22.998738] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:22.998767] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:23.002122] [DEBUG] [FORECASTER] HWKN: Forecast T+1@11:T+2@11: UP (p=99.30%)
[2025-12-08T20:24:23.002394] [INFO ] [FORECASTER] Completed predict_future for HWKN
[2025-12-08T20:24:23.002515] [INFO ] [sig       ] HWKN: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:24:23.138121] [INFO ] [LOCAL     ] Saved forecast: HWKN	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/HWKN.txt
[2025-12-08T20:24:23.138249] [INFO ] [sig       ] [1629/3624] Completed HWKN in 0.3s | 2.92 sym/s | Total: 9.3m | ETA: 11.4m
[2025-12-08T20:24:23.138287] [INFO ] [sig       ] [1630/3624] Forecasting HWM...
[2025-12-08T20:24:23.138315] [INFO ] [sig       ] Generating forecast for: HWM
[2025-12-08T20:24:23.138344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HWM' from 'https://tdm.silogroup.org/data/derivative_storage/HWM.csv'.
[2025-12-08T20:24:23.150778] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HWM'.
[2025-12-08T20:24:23.151136] [INFO ] [FORECASTER] Starting predict_future for HWM
[2025-12-08T20:24:23.151934] [DEBUG] [LOCAL     ] No optimal features file found for HWM: ./output/feature-sets/HWM.txt
[2025-12-08T20:24:23.151984] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:23.152015] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:23.152042] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:23.152097] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:23.206816] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:23.207541] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:23.207641] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:23.207675] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:23.326248] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:23.326403] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:23.326442] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:23.326471] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:23.329800] [DEBUG] [FORECASTER] HWM: Forecast T+1@11:T+2@11: DOWN (p=21.79%)
[2025-12-08T20:24:23.330072] [INFO ] [FORECASTER] Completed predict_future for HWM
[2025-12-08T20:24:23.330194] [INFO ] [sig       ] HWM: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:24:23.468532] [INFO ] [LOCAL     ] Saved forecast: HWM	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/HWM.txt
[2025-12-08T20:24:23.468684] [INFO ] [sig       ] [1630/3624] Completed HWM in 0.3s | 2.92 sym/s | Total: 9.3m | ETA: 11.4m
[2025-12-08T20:24:23.468724] [INFO ] [sig       ] [1631/3624] Forecasting HXL...
[2025-12-08T20:24:23.468752] [INFO ] [sig       ] Generating forecast for: HXL
[2025-12-08T20:24:23.468781] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HXL' from 'https://tdm.silogroup.org/data/derivative_storage/HXL.csv'.
[2025-12-08T20:24:23.481031] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HXL'.
[2025-12-08T20:24:23.481373] [INFO ] [FORECASTER] Starting predict_future for HXL
[2025-12-08T20:24:23.482151] [DEBUG] [LOCAL     ] No optimal features file found for HXL: ./output/feature-sets/HXL.txt
[2025-12-08T20:24:23.482210] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:23.482265] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:23.482293] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:23.482348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:23.538496] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:23.539106] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:23.539178] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:23.539209] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:23.663949] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:23.664107] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:23.664144] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:23.664171] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:23.667881] [DEBUG] [FORECASTER] HXL: Forecast T+1@11:T+2@11: DOWN (p=25.83%)
[2025-12-08T20:24:23.668136] [INFO ] [FORECASTER] Completed predict_future for HXL
[2025-12-08T20:24:23.668262] [INFO ] [sig       ] HXL: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:24:23.804364] [INFO ] [LOCAL     ] Saved forecast: HXL	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/HXL.txt
[2025-12-08T20:24:23.804483] [INFO ] [sig       ] [1631/3624] Completed HXL in 0.3s | 2.92 sym/s | Total: 9.3m | ETA: 11.4m
[2025-12-08T20:24:23.804521] [INFO ] [sig       ] [1632/3624] Forecasting HY...
[2025-12-08T20:24:23.804555] [INFO ] [sig       ] Generating forecast for: HY
[2025-12-08T20:24:23.804603] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HY' from 'https://tdm.silogroup.org/data/derivative_storage/HY.csv'.
[2025-12-08T20:24:23.816459] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HY'.
[2025-12-08T20:24:23.816821] [INFO ] [FORECASTER] Starting predict_future for HY
[2025-12-08T20:24:23.817607] [DEBUG] [LOCAL     ] No optimal features file found for HY: ./output/feature-sets/HY.txt
[2025-12-08T20:24:23.817657] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:23.817687] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:23.817712] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:23.817766] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:23.872274] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:23.872853] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:23.872926] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:23.872957] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:23.991565] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:23.991720] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:23.991758] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:23.991786] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:23.994973] [DEBUG] [FORECASTER] HY: Forecast T+1@11:T+2@11: UP (p=80.76%)
[2025-12-08T20:24:23.995227] [INFO ] [FORECASTER] Completed predict_future for HY
[2025-12-08T20:24:23.995342] [INFO ] [sig       ] HY: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:24:24.132405] [INFO ] [LOCAL     ] Saved forecast: HY	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/HY.txt
[2025-12-08T20:24:24.132513] [INFO ] [sig       ] [1632/3624] Completed HY in 0.3s | 2.92 sym/s | Total: 9.3m | ETA: 11.4m
[2025-12-08T20:24:24.132551] [INFO ] [sig       ] [1633/3624] Forecasting HYFM...
[2025-12-08T20:24:24.132596] [INFO ] [sig       ] Generating forecast for: HYFM
[2025-12-08T20:24:24.132627] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYFM' from 'https://tdm.silogroup.org/data/derivative_storage/HYFM.csv'.
[2025-12-08T20:24:24.144174] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYFM'.
[2025-12-08T20:24:24.144490] [INFO ] [FORECASTER] Starting predict_future for HYFM
[2025-12-08T20:24:24.145243] [DEBUG] [LOCAL     ] No optimal features file found for HYFM: ./output/feature-sets/HYFM.txt
[2025-12-08T20:24:24.145293] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:24.145323] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:24.145349] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:24.145403] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:24.201773] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:24.202517] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:24.202606] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:24.202639] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:24.316059] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:24.316191] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:24.316227] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:24.316254] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:24.319444] [DEBUG] [FORECASTER] HYFM: Forecast T+1@11:T+2@11: DOWN (p=13.78%)
[2025-12-08T20:24:24.319722] [INFO ] [FORECASTER] Completed predict_future for HYFM
[2025-12-08T20:24:24.319837] [INFO ] [sig       ] HYFM: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:24:24.460980] [INFO ] [LOCAL     ] Saved forecast: HYFM	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/HYFM.txt
[2025-12-08T20:24:24.461114] [INFO ] [sig       ] [1633/3624] Completed HYFM in 0.3s | 2.92 sym/s | Total: 9.3m | ETA: 11.4m
[2025-12-08T20:24:24.461152] [INFO ] [sig       ] [1634/3624] Forecasting HYI...
[2025-12-08T20:24:24.461181] [INFO ] [sig       ] Generating forecast for: HYI
[2025-12-08T20:24:24.461211] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYI' from 'https://tdm.silogroup.org/data/derivative_storage/HYI.csv'.
[2025-12-08T20:24:24.473696] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYI'.
[2025-12-08T20:24:24.474015] [INFO ] [FORECASTER] Starting predict_future for HYI
[2025-12-08T20:24:24.474777] [DEBUG] [LOCAL     ] No optimal features file found for HYI: ./output/feature-sets/HYI.txt
[2025-12-08T20:24:24.474825] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:24.474856] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:24.474882] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:24.474937] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:24.530394] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:24.530983] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:24.531054] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:24.531085] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:24.648737] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:24.648886] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:24.648923] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:24.648949] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:24.652222] [DEBUG] [FORECASTER] HYI: Forecast T+1@11:T+2@11: DOWN (p=7.26%)
[2025-12-08T20:24:24.652480] [INFO ] [FORECASTER] Completed predict_future for HYI
[2025-12-08T20:24:24.652614] [INFO ] [sig       ] HYI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:24:24.791267] [INFO ] [LOCAL     ] Saved forecast: HYI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/HYI.txt
[2025-12-08T20:24:24.791369] [INFO ] [sig       ] [1634/3624] Completed HYI in 0.3s | 2.92 sym/s | Total: 9.3m | ETA: 11.4m
[2025-12-08T20:24:24.791411] [INFO ] [sig       ] [1635/3624] Forecasting HYLS...
[2025-12-08T20:24:24.791441] [INFO ] [sig       ] Generating forecast for: HYLS
[2025-12-08T20:24:24.791470] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYLS' from 'https://tdm.silogroup.org/data/derivative_storage/HYLS.csv'.
[2025-12-08T20:24:24.803762] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYLS'.
[2025-12-08T20:24:24.804085] [INFO ] [FORECASTER] Starting predict_future for HYLS
[2025-12-08T20:24:24.804852] [DEBUG] [LOCAL     ] No optimal features file found for HYLS: ./output/feature-sets/HYLS.txt
[2025-12-08T20:24:24.804901] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:24.804932] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:24.804959] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:24.805014] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:24.860616] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:24.861173] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:24.861245] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:24.861275] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:24.977853] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:24.977981] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:24.978016] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:24.978043] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:24.981179] [DEBUG] [FORECASTER] HYLS: Forecast T+1@11:T+2@11: DOWN (p=36.16%)
[2025-12-08T20:24:24.981438] [INFO ] [FORECASTER] Completed predict_future for HYLS
[2025-12-08T20:24:24.981553] [INFO ] [sig       ] HYLS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:24:25.123951] [INFO ] [LOCAL     ] Saved forecast: HYLS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/HYLS.txt
[2025-12-08T20:24:25.124082] [INFO ] [sig       ] [1635/3624] Completed HYLS in 0.3s | 2.92 sym/s | Total: 9.3m | ETA: 11.4m
[2025-12-08T20:24:25.124121] [INFO ] [sig       ] [1636/3624] Forecasting HYMC...
[2025-12-08T20:24:25.124150] [INFO ] [sig       ] Generating forecast for: HYMC
[2025-12-08T20:24:25.124177] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYMC' from 'https://tdm.silogroup.org/data/derivative_storage/HYMC.csv'.
[2025-12-08T20:24:25.137128] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYMC'.
[2025-12-08T20:24:25.137591] [INFO ] [FORECASTER] Starting predict_future for HYMC
[2025-12-08T20:24:25.138483] [DEBUG] [LOCAL     ] No optimal features file found for HYMC: ./output/feature-sets/HYMC.txt
[2025-12-08T20:24:25.138536] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:25.138586] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:25.138627] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:25.138685] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:25.196608] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:25.197496] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:25.197597] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:25.197632] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:25.315375] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:25.315544] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:25.315622] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:25.315666] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:25.319317] [DEBUG] [FORECASTER] HYMC: Forecast T+1@11:T+2@11: UP (p=93.07%)
[2025-12-08T20:24:25.319651] [INFO ] [FORECASTER] Completed predict_future for HYMC
[2025-12-08T20:24:25.319782] [INFO ] [sig       ] HYMC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:24:25.465346] [INFO ] [LOCAL     ] Saved forecast: HYMC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/HYMC.txt
[2025-12-08T20:24:25.465516] [INFO ] [sig       ] [1636/3624] Completed HYMC in 0.3s | 2.92 sym/s | Total: 9.3m | ETA: 11.4m
[2025-12-08T20:24:25.465564] [INFO ] [sig       ] [1637/3624] Forecasting HYXF...
[2025-12-08T20:24:25.465627] [INFO ] [sig       ] Generating forecast for: HYXF
[2025-12-08T20:24:25.465660] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYXF' from 'https://tdm.silogroup.org/data/derivative_storage/HYXF.csv'.
[2025-12-08T20:24:25.477355] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYXF'.
[2025-12-08T20:24:25.477758] [INFO ] [FORECASTER] Starting predict_future for HYXF
[2025-12-08T20:24:25.478789] [DEBUG] [LOCAL     ] No optimal features file found for HYXF: ./output/feature-sets/HYXF.txt
[2025-12-08T20:24:25.478846] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:25.478881] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:25.478909] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:25.478965] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:25.534920] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:25.535815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:25.535895] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:25.535928] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:25.640650] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:25.640813] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-08T20:24:25.640852] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:25.640880] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:25.644234] [DEBUG] [FORECASTER] HYXF: Forecast T+1@11:T+2@11: UP (p=58.67%)
[2025-12-08T20:24:25.644501] [INFO ] [FORECASTER] Completed predict_future for HYXF
[2025-12-08T20:24:25.644640] [INFO ] [sig       ] HYXF: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:24:25.782631] [INFO ] [LOCAL     ] Saved forecast: HYXF	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/HYXF.txt
[2025-12-08T20:24:25.782766] [INFO ] [sig       ] [1637/3624] Completed HYXF in 0.3s | 2.92 sym/s | Total: 9.4m | ETA: 11.4m
[2025-12-08T20:24:25.782807] [INFO ] [sig       ] [1638/3624] Forecasting HYZD...
[2025-12-08T20:24:25.782835] [INFO ] [sig       ] Generating forecast for: HYZD
[2025-12-08T20:24:25.782863] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYZD' from 'https://tdm.silogroup.org/data/derivative_storage/HYZD.csv'.
[2025-12-08T20:24:25.795458] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYZD'.
[2025-12-08T20:24:25.795872] [INFO ] [FORECASTER] Starting predict_future for HYZD
[2025-12-08T20:24:25.796736] [DEBUG] [LOCAL     ] No optimal features file found for HYZD: ./output/feature-sets/HYZD.txt
[2025-12-08T20:24:25.796788] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:25.796821] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:25.796849] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:25.796907] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:25.857275] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:25.858251] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:25.858353] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:25.858397] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:25.976470] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:25.976641] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:25.976699] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:25.976727] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:25.980200] [DEBUG] [FORECASTER] HYZD: Forecast T+1@11:T+2@11: UP (p=85.17%)
[2025-12-08T20:24:25.980494] [INFO ] [FORECASTER] Completed predict_future for HYZD
[2025-12-08T20:24:25.980640] [INFO ] [sig       ] HYZD: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:24:26.122124] [INFO ] [LOCAL     ] Saved forecast: HYZD	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/HYZD.txt
[2025-12-08T20:24:26.122260] [INFO ] [sig       ] [1638/3624] Completed HYZD in 0.3s | 2.92 sym/s | Total: 9.4m | ETA: 11.3m
[2025-12-08T20:24:26.122300] [INFO ] [sig       ] [1639/3624] Forecasting HZO...
[2025-12-08T20:24:26.122328] [INFO ] [sig       ] Generating forecast for: HZO
[2025-12-08T20:24:26.122357] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HZO' from 'https://tdm.silogroup.org/data/derivative_storage/HZO.csv'.
[2025-12-08T20:24:26.134407] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HZO'.
[2025-12-08T20:24:26.134765] [INFO ] [FORECASTER] Starting predict_future for HZO
[2025-12-08T20:24:26.135513] [DEBUG] [LOCAL     ] No optimal features file found for HZO: ./output/feature-sets/HZO.txt
[2025-12-08T20:24:26.135562] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:26.135612] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:26.135640] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:26.135695] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:26.191910] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:26.192625] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:26.192703] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:26.192744] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:26.312026] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:26.312180] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:26.312219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:26.312248] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:26.315649] [DEBUG] [FORECASTER] HZO: Forecast T+1@11:T+2@11: UP (p=86.52%)
[2025-12-08T20:24:26.315918] [INFO ] [FORECASTER] Completed predict_future for HZO
[2025-12-08T20:24:26.316041] [INFO ] [sig       ] HZO: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:24:26.463748] [INFO ] [LOCAL     ] Saved forecast: HZO	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/HZO.txt
[2025-12-08T20:24:26.463898] [INFO ] [sig       ] [1639/3624] Completed HZO in 0.3s | 2.92 sym/s | Total: 9.4m | ETA: 11.3m
[2025-12-08T20:24:26.463940] [INFO ] [sig       ] [1640/3624] Forecasting IAC...
[2025-12-08T20:24:26.463970] [INFO ] [sig       ] Generating forecast for: IAC
[2025-12-08T20:24:26.463999] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IAC' from 'https://tdm.silogroup.org/data/derivative_storage/IAC.csv'.
[2025-12-08T20:24:26.476258] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IAC'.
[2025-12-08T20:24:26.476614] [INFO ] [FORECASTER] Starting predict_future for IAC
[2025-12-08T20:24:26.477369] [DEBUG] [LOCAL     ] No optimal features file found for IAC: ./output/feature-sets/IAC.txt
[2025-12-08T20:24:26.477442] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:26.477474] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:26.477502] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:26.477558] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:26.535267] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:26.535997] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:26.536074] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:26.536106] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:26.658009] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:26.658158] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:26.658196] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:26.658223] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:26.661467] [DEBUG] [FORECASTER] IAC: Forecast T+1@11:T+2@11: UP (p=55.45%)
[2025-12-08T20:24:26.661746] [INFO ] [FORECASTER] Completed predict_future for IAC
[2025-12-08T20:24:26.661862] [INFO ] [sig       ] IAC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:24:26.801414] [INFO ] [LOCAL     ] Saved forecast: IAC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/IAC.txt
[2025-12-08T20:24:26.801545] [INFO ] [sig       ] [1640/3624] Completed IAC in 0.3s | 2.92 sym/s | Total: 9.4m | ETA: 11.3m
[2025-12-08T20:24:26.801603] [INFO ] [sig       ] [1641/3624] Forecasting IAE...
[2025-12-08T20:24:26.801633] [INFO ] [sig       ] Generating forecast for: IAE
[2025-12-08T20:24:26.801661] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IAE' from 'https://tdm.silogroup.org/data/derivative_storage/IAE.csv'.
[2025-12-08T20:24:26.813245] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IAE'.
[2025-12-08T20:24:26.813622] [INFO ] [FORECASTER] Starting predict_future for IAE
[2025-12-08T20:24:26.814420] [DEBUG] [LOCAL     ] No optimal features file found for IAE: ./output/feature-sets/IAE.txt
[2025-12-08T20:24:26.814471] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:26.814503] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:26.814531] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:26.814603] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:26.872289] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:26.872998] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:26.873103] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:26.873137] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:26.985647] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:26.985770] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:26.985808] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:26.985835] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:26.989139] [DEBUG] [FORECASTER] IAE: Forecast T+1@11:T+2@11: UP (p=77.68%)
[2025-12-08T20:24:26.989399] [INFO ] [FORECASTER] Completed predict_future for IAE
[2025-12-08T20:24:26.989515] [INFO ] [sig       ] IAE: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:24:27.131927] [INFO ] [LOCAL     ] Saved forecast: IAE	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/IAE.txt
[2025-12-08T20:24:27.132056] [INFO ] [sig       ] [1641/3624] Completed IAE in 0.3s | 2.92 sym/s | Total: 9.4m | ETA: 11.3m
[2025-12-08T20:24:27.132094] [INFO ] [sig       ] [1642/3624] Forecasting IAG...
[2025-12-08T20:24:27.132124] [INFO ] [sig       ] Generating forecast for: IAG
[2025-12-08T20:24:27.132153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IAG' from 'https://tdm.silogroup.org/data/derivative_storage/IAG.csv'.
[2025-12-08T20:24:27.144338] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IAG'.
[2025-12-08T20:24:27.144707] [INFO ] [FORECASTER] Starting predict_future for IAG
[2025-12-08T20:24:27.145456] [DEBUG] [LOCAL     ] No optimal features file found for IAG: ./output/feature-sets/IAG.txt
[2025-12-08T20:24:27.145505] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:27.145547] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:27.145592] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:27.145656] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:27.204978] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:27.205775] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:27.205853] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:27.205887] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:27.327821] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:27.327964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:27.328002] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:27.328030] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:27.331275] [DEBUG] [FORECASTER] IAG: Forecast T+1@11:T+2@11: UP (p=54.43%)
[2025-12-08T20:24:27.331529] [INFO ] [FORECASTER] Completed predict_future for IAG
[2025-12-08T20:24:27.331663] [INFO ] [sig       ] IAG: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:24:27.472557] [INFO ] [LOCAL     ] Saved forecast: IAG	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/IAG.txt
[2025-12-08T20:24:27.472701] [INFO ] [sig       ] [1642/3624] Completed IAG in 0.3s | 2.92 sym/s | Total: 9.4m | ETA: 11.3m
[2025-12-08T20:24:27.472738] [INFO ] [sig       ] [1643/3624] Forecasting IAS...
[2025-12-08T20:24:27.472767] [INFO ] [sig       ] Generating forecast for: IAS
[2025-12-08T20:24:27.472796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IAS' from 'https://tdm.silogroup.org/data/derivative_storage/IAS.csv'.
[2025-12-08T20:24:27.484831] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IAS'.
[2025-12-08T20:24:27.485184] [INFO ] [FORECASTER] Starting predict_future for IAS
[2025-12-08T20:24:27.485953] [DEBUG] [LOCAL     ] No optimal features file found for IAS: ./output/feature-sets/IAS.txt
[2025-12-08T20:24:27.486003] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:27.486033] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:27.486059] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:27.486113] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:27.542812] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:27.543491] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:27.543601] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:27.543644] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:27.662387] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:27.662544] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:27.662603] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:27.662636] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:27.666083] [DEBUG] [FORECASTER] IAS: Forecast T+1@11:T+2@11: DOWN (p=5.87%)
[2025-12-08T20:24:27.666361] [INFO ] [FORECASTER] Completed predict_future for IAS
[2025-12-08T20:24:27.666489] [INFO ] [sig       ] IAS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:24:27.805232] [INFO ] [LOCAL     ] Saved forecast: IAS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/IAS.txt
[2025-12-08T20:24:27.805364] [INFO ] [sig       ] [1643/3624] Completed IAS in 0.3s | 2.92 sym/s | Total: 9.4m | ETA: 11.3m
[2025-12-08T20:24:27.805403] [INFO ] [sig       ] [1644/3624] Forecasting IBB...
[2025-12-08T20:24:27.805433] [INFO ] [sig       ] Generating forecast for: IBB
[2025-12-08T20:24:27.805462] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBB' from 'https://tdm.silogroup.org/data/derivative_storage/IBB.csv'.
[2025-12-08T20:24:27.817665] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBB'.
[2025-12-08T20:24:27.818028] [INFO ] [FORECASTER] Starting predict_future for IBB
[2025-12-08T20:24:27.818807] [DEBUG] [LOCAL     ] No optimal features file found for IBB: ./output/feature-sets/IBB.txt
[2025-12-08T20:24:27.818858] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:27.818889] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:27.818915] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:27.818970] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:27.873706] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:27.874285] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:27.874361] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:27.874391] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:28.000383] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:28.000550] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:28.000608] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:28.000639] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:28.004001] [DEBUG] [FORECASTER] IBB: Forecast T+1@11:T+2@11: DOWN (p=18.16%)
[2025-12-08T20:24:28.004269] [INFO ] [FORECASTER] Completed predict_future for IBB
[2025-12-08T20:24:28.004392] [INFO ] [sig       ] IBB: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:24:28.142756] [INFO ] [LOCAL     ] Saved forecast: IBB	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/IBB.txt
[2025-12-08T20:24:28.142928] [INFO ] [sig       ] [1644/3624] Completed IBB in 0.3s | 2.92 sym/s | Total: 9.4m | ETA: 11.3m
[2025-12-08T20:24:28.142970] [INFO ] [sig       ] [1645/3624] Forecasting IBBQ...
[2025-12-08T20:24:28.142998] [INFO ] [sig       ] Generating forecast for: IBBQ
[2025-12-08T20:24:28.143028] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBBQ' from 'https://tdm.silogroup.org/data/derivative_storage/IBBQ.csv'.
[2025-12-08T20:24:28.154448] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBBQ'.
[2025-12-08T20:24:28.154802] [INFO ] [FORECASTER] Starting predict_future for IBBQ
[2025-12-08T20:24:28.155549] [DEBUG] [LOCAL     ] No optimal features file found for IBBQ: ./output/feature-sets/IBBQ.txt
[2025-12-08T20:24:28.155626] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:28.155663] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:28.155690] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:28.155745] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:28.213044] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:28.213924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:28.214006] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:28.214039] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:28.319245] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:28.319396] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:28.319435] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:28.319463] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:28.322855] [DEBUG] [FORECASTER] IBBQ: Forecast T+1@11:T+2@11: UP (p=59.28%)
[2025-12-08T20:24:28.323122] [INFO ] [FORECASTER] Completed predict_future for IBBQ
[2025-12-08T20:24:28.323242] [INFO ] [sig       ] IBBQ: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:24:28.462201] [INFO ] [LOCAL     ] Saved forecast: IBBQ	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/IBBQ.txt
[2025-12-08T20:24:28.462344] [INFO ] [sig       ] [1645/3624] Completed IBBQ in 0.3s | 2.92 sym/s | Total: 9.4m | ETA: 11.3m
[2025-12-08T20:24:28.462393] [INFO ] [sig       ] [1646/3624] Forecasting IBCP...
[2025-12-08T20:24:28.462429] [INFO ] [sig       ] Generating forecast for: IBCP
[2025-12-08T20:24:28.462459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBCP' from 'https://tdm.silogroup.org/data/derivative_storage/IBCP.csv'.
[2025-12-08T20:24:28.474199] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBCP'.
[2025-12-08T20:24:28.474533] [INFO ] [FORECASTER] Starting predict_future for IBCP
[2025-12-08T20:24:28.475304] [DEBUG] [LOCAL     ] No optimal features file found for IBCP: ./output/feature-sets/IBCP.txt
[2025-12-08T20:24:28.475353] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:28.475383] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:28.475409] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:28.475468] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:28.530962] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:28.531693] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:28.531773] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:28.531805] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:28.644679] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:28.644834] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:28.644873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:28.644901] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:28.648165] [DEBUG] [FORECASTER] IBCP: Forecast T+1@11:T+2@11: UP (p=65.14%)
[2025-12-08T20:24:28.648425] [INFO ] [FORECASTER] Completed predict_future for IBCP
[2025-12-08T20:24:28.648542] [INFO ] [sig       ] IBCP: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:24:28.785211] [INFO ] [LOCAL     ] Saved forecast: IBCP	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/IBCP.txt
[2025-12-08T20:24:28.785338] [INFO ] [sig       ] [1646/3624] Completed IBCP in 0.3s | 2.92 sym/s | Total: 9.4m | ETA: 11.3m
[2025-12-08T20:24:28.785376] [INFO ] [sig       ] [1647/3624] Forecasting IBEX...
[2025-12-08T20:24:28.785405] [INFO ] [sig       ] Generating forecast for: IBEX
[2025-12-08T20:24:28.785435] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBEX' from 'https://tdm.silogroup.org/data/derivative_storage/IBEX.csv'.
[2025-12-08T20:24:28.797319] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBEX'.
[2025-12-08T20:24:28.797706] [INFO ] [FORECASTER] Starting predict_future for IBEX
[2025-12-08T20:24:28.798458] [DEBUG] [LOCAL     ] No optimal features file found for IBEX: ./output/feature-sets/IBEX.txt
[2025-12-08T20:24:28.798507] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:28.798538] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:28.798563] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:28.798639] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:28.853931] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:28.854690] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:28.854765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:28.854796] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:28.976408] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:28.976558] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:28.976612] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:28.976642] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:28.979950] [DEBUG] [FORECASTER] IBEX: Forecast T+1@11:T+2@11: DOWN (p=37.22%)
[2025-12-08T20:24:28.980219] [INFO ] [FORECASTER] Completed predict_future for IBEX
[2025-12-08T20:24:28.980340] [INFO ] [sig       ] IBEX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:24:29.119544] [INFO ] [LOCAL     ] Saved forecast: IBEX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/IBEX.txt
[2025-12-08T20:24:29.119684] [INFO ] [sig       ] [1647/3624] Completed IBEX in 0.3s | 2.92 sym/s | Total: 9.4m | ETA: 11.3m
[2025-12-08T20:24:29.119724] [INFO ] [sig       ] [1648/3624] Forecasting IBM...
[2025-12-08T20:24:29.119753] [INFO ] [sig       ] Generating forecast for: IBM
[2025-12-08T20:24:29.119782] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBM' from 'https://tdm.silogroup.org/data/derivative_storage/IBM.csv'.
[2025-12-08T20:24:29.132698] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBM'.
[2025-12-08T20:24:29.133102] [INFO ] [FORECASTER] Starting predict_future for IBM
[2025-12-08T20:24:29.133987] [DEBUG] [LOCAL     ] No optimal features file found for IBM: ./output/feature-sets/IBM.txt
[2025-12-08T20:24:29.134037] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:29.134097] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:29.134125] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:29.134180] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:29.192960] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:29.193701] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:29.193784] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:29.193817] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:29.314554] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:29.314722] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:29.314761] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:29.314789] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:29.318091] [DEBUG] [FORECASTER] IBM: Forecast T+1@11:T+2@11: DOWN (p=3.13%)
[2025-12-08T20:24:29.318361] [INFO ] [FORECASTER] Completed predict_future for IBM
[2025-12-08T20:24:29.318482] [INFO ] [sig       ] IBM: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:24:29.454506] [INFO ] [LOCAL     ] Saved forecast: IBM	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/IBM.txt
[2025-12-08T20:24:29.454661] [INFO ] [sig       ] [1648/3624] Completed IBM in 0.3s | 2.92 sym/s | Total: 9.4m | ETA: 11.3m
[2025-12-08T20:24:29.454705] [INFO ] [sig       ] [1649/3624] Forecasting IBN...
[2025-12-08T20:24:29.454735] [INFO ] [sig       ] Generating forecast for: IBN
[2025-12-08T20:24:29.454765] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBN' from 'https://tdm.silogroup.org/data/derivative_storage/IBN.csv'.
[2025-12-08T20:24:29.466336] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBN'.
[2025-12-08T20:24:29.466697] [INFO ] [FORECASTER] Starting predict_future for IBN
[2025-12-08T20:24:29.467465] [DEBUG] [LOCAL     ] No optimal features file found for IBN: ./output/feature-sets/IBN.txt
[2025-12-08T20:24:29.467514] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:29.467544] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:29.467587] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:29.467645] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:29.522433] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:29.523164] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:29.523241] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:29.523272] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:29.644116] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:29.644266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:29.644304] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:29.644349] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:29.647624] [DEBUG] [FORECASTER] IBN: Forecast T+1@11:T+2@11: UP (p=64.72%)
[2025-12-08T20:24:29.647931] [INFO ] [FORECASTER] Completed predict_future for IBN
[2025-12-08T20:24:29.648049] [INFO ] [sig       ] IBN: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:24:29.785253] [INFO ] [LOCAL     ] Saved forecast: IBN	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/IBN.txt
[2025-12-08T20:24:29.785385] [INFO ] [sig       ] [1649/3624] Completed IBN in 0.3s | 2.92 sym/s | Total: 9.4m | ETA: 11.3m
[2025-12-08T20:24:29.785422] [INFO ] [sig       ] [1650/3624] Forecasting IBOC...
[2025-12-08T20:24:29.785450] [INFO ] [sig       ] Generating forecast for: IBOC
[2025-12-08T20:24:29.785480] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBOC' from 'https://tdm.silogroup.org/data/derivative_storage/IBOC.csv'.
[2025-12-08T20:24:29.797066] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBOC'.
[2025-12-08T20:24:29.797458] [INFO ] [FORECASTER] Starting predict_future for IBOC
[2025-12-08T20:24:29.798262] [DEBUG] [LOCAL     ] No optimal features file found for IBOC: ./output/feature-sets/IBOC.txt
[2025-12-08T20:24:29.798312] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:29.798344] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:29.798370] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:29.798425] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:29.856099] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:29.856950] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:29.857030] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:29.857063] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:29.973611] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:29.973764] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:29.973801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:29.973828] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:29.977043] [DEBUG] [FORECASTER] IBOC: Forecast T+1@11:T+2@11: DOWN (p=10.37%)
[2025-12-08T20:24:29.977301] [INFO ] [FORECASTER] Completed predict_future for IBOC
[2025-12-08T20:24:29.977431] [INFO ] [sig       ] IBOC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:24:30.114823] [INFO ] [LOCAL     ] Saved forecast: IBOC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/IBOC.txt
[2025-12-08T20:24:30.114980] [INFO ] [sig       ] [1650/3624] Completed IBOC in 0.3s | 2.92 sym/s | Total: 9.4m | ETA: 11.3m
[2025-12-08T20:24:30.115020] [INFO ] [sig       ] [1651/3624] Forecasting IBP...
[2025-12-08T20:24:30.115048] [INFO ] [sig       ] Generating forecast for: IBP
[2025-12-08T20:24:30.115078] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBP' from 'https://tdm.silogroup.org/data/derivative_storage/IBP.csv'.
[2025-12-08T20:24:30.127603] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBP'.
[2025-12-08T20:24:30.127972] [INFO ] [FORECASTER] Starting predict_future for IBP
[2025-12-08T20:24:30.128742] [DEBUG] [LOCAL     ] No optimal features file found for IBP: ./output/feature-sets/IBP.txt
[2025-12-08T20:24:30.128792] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:30.128822] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:30.128848] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:30.128902] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:30.183857] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:30.184517] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:30.184609] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:30.184659] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:30.306606] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:30.306770] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:30.306809] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:30.306865] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:30.310091] [DEBUG] [FORECASTER] IBP: Forecast T+1@11:T+2@11: UP (p=85.51%)
[2025-12-08T20:24:30.310353] [INFO ] [FORECASTER] Completed predict_future for IBP
[2025-12-08T20:24:30.310468] [INFO ] [sig       ] IBP: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:24:30.449093] [INFO ] [LOCAL     ] Saved forecast: IBP	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/IBP.txt
[2025-12-08T20:24:30.449229] [INFO ] [sig       ] [1651/3624] Completed IBP in 0.3s | 2.92 sym/s | Total: 9.4m | ETA: 11.3m
[2025-12-08T20:24:30.449267] [INFO ] [sig       ] [1652/3624] Forecasting IBRX...
[2025-12-08T20:24:30.449297] [INFO ] [sig       ] Generating forecast for: IBRX
[2025-12-08T20:24:30.449326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBRX' from 'https://tdm.silogroup.org/data/derivative_storage/IBRX.csv'.
[2025-12-08T20:24:30.461810] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBRX'.
[2025-12-08T20:24:30.462170] [INFO ] [FORECASTER] Starting predict_future for IBRX
[2025-12-08T20:24:30.463021] [DEBUG] [LOCAL     ] No optimal features file found for IBRX: ./output/feature-sets/IBRX.txt
[2025-12-08T20:24:30.463070] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:30.463101] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:30.463125] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:30.463179] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:30.518465] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:30.519152] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:30.519230] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:30.519261] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:30.637353] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:30.637522] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:30.637560] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:30.637605] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:30.640979] [DEBUG] [FORECASTER] IBRX: Forecast T+1@11:T+2@11: UP (p=94.23%)
[2025-12-08T20:24:30.641237] [INFO ] [FORECASTER] Completed predict_future for IBRX
[2025-12-08T20:24:30.641354] [INFO ] [sig       ] IBRX: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:24:30.780559] [INFO ] [LOCAL     ] Saved forecast: IBRX	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/IBRX.txt
[2025-12-08T20:24:30.780716] [INFO ] [sig       ] [1652/3624] Completed IBRX in 0.3s | 2.92 sym/s | Total: 9.4m | ETA: 11.3m
[2025-12-08T20:24:30.780762] [INFO ] [sig       ] [1653/3624] Forecasting IBTF...
[2025-12-08T20:24:30.780798] [INFO ] [sig       ] Generating forecast for: IBTF
[2025-12-08T20:24:30.780833] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTF' from 'https://tdm.silogroup.org/data/derivative_storage/IBTF.csv'.
[2025-12-08T20:24:30.792959] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTF'.
[2025-12-08T20:24:30.793308] [INFO ] [FORECASTER] Starting predict_future for IBTF
[2025-12-08T20:24:30.794083] [DEBUG] [LOCAL     ] No optimal features file found for IBTF: ./output/feature-sets/IBTF.txt
[2025-12-08T20:24:30.794135] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:30.794166] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:30.794191] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:30.794257] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:30.850227] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:30.850874] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:30.850947] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:30.850977] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:30.957434] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:30.957601] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:30.957639] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:30.957668] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:30.960914] [DEBUG] [FORECASTER] IBTF: Forecast T+1@11:T+2@11: UP (p=83.82%)
[2025-12-08T20:24:30.961174] [INFO ] [FORECASTER] Completed predict_future for IBTF
[2025-12-08T20:24:30.961291] [INFO ] [sig       ] IBTF: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:24:31.100548] [INFO ] [LOCAL     ] Saved forecast: IBTF	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/IBTF.txt
[2025-12-08T20:24:31.100731] [INFO ] [sig       ] [1653/3624] Completed IBTF in 0.3s | 2.92 sym/s | Total: 9.4m | ETA: 11.3m
[2025-12-08T20:24:31.100770] [INFO ] [sig       ] [1654/3624] Forecasting IBTG...
[2025-12-08T20:24:31.100801] [INFO ] [sig       ] Generating forecast for: IBTG
[2025-12-08T20:24:31.100831] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTG' from 'https://tdm.silogroup.org/data/derivative_storage/IBTG.csv'.
[2025-12-08T20:24:31.113396] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTG'.
[2025-12-08T20:24:31.113805] [INFO ] [FORECASTER] Starting predict_future for IBTG
[2025-12-08T20:24:31.114601] [DEBUG] [LOCAL     ] No optimal features file found for IBTG: ./output/feature-sets/IBTG.txt
[2025-12-08T20:24:31.114664] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:31.114712] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:31.114747] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:31.114804] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:31.171674] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:31.172458] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:31.172535] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:31.172567] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:31.292674] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:31.292820] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:31.292858] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:31.292884] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:31.296144] [DEBUG] [FORECASTER] IBTG: Forecast T+1@11:T+2@11: UP (p=89.05%)
[2025-12-08T20:24:31.296409] [INFO ] [FORECASTER] Completed predict_future for IBTG
[2025-12-08T20:24:31.296527] [INFO ] [sig       ] IBTG: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:24:31.437080] [INFO ] [LOCAL     ] Saved forecast: IBTG	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/IBTG.txt
[2025-12-08T20:24:31.437205] [INFO ] [sig       ] [1654/3624] Completed IBTG in 0.3s | 2.92 sym/s | Total: 9.4m | ETA: 11.3m
[2025-12-08T20:24:31.437244] [INFO ] [sig       ] [1655/3624] Forecasting IBTH...
[2025-12-08T20:24:31.437273] [INFO ] [sig       ] Generating forecast for: IBTH
[2025-12-08T20:24:31.437302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTH' from 'https://tdm.silogroup.org/data/derivative_storage/IBTH.csv'.
[2025-12-08T20:24:31.448992] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTH'.
[2025-12-08T20:24:31.449327] [INFO ] [FORECASTER] Starting predict_future for IBTH
[2025-12-08T20:24:31.450105] [DEBUG] [LOCAL     ] No optimal features file found for IBTH: ./output/feature-sets/IBTH.txt
[2025-12-08T20:24:31.450155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:31.450186] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:31.450211] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:31.450265] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:31.505454] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:31.506083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:31.506155] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:31.506185] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:31.625189] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:31.625339] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:31.625377] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:31.625405] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:31.628733] [DEBUG] [FORECASTER] IBTH: Forecast T+1@11:T+2@11: UP (p=94.26%)
[2025-12-08T20:24:31.628991] [INFO ] [FORECASTER] Completed predict_future for IBTH
[2025-12-08T20:24:31.629108] [INFO ] [sig       ] IBTH: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:24:31.766202] [INFO ] [LOCAL     ] Saved forecast: IBTH	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/IBTH.txt
[2025-12-08T20:24:31.766332] [INFO ] [sig       ] [1655/3624] Completed IBTH in 0.3s | 2.92 sym/s | Total: 9.5m | ETA: 11.2m
[2025-12-08T20:24:31.766372] [INFO ] [sig       ] [1656/3624] Forecasting IBTI...
[2025-12-08T20:24:31.766401] [INFO ] [sig       ] Generating forecast for: IBTI
[2025-12-08T20:24:31.766429] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTI' from 'https://tdm.silogroup.org/data/derivative_storage/IBTI.csv'.
[2025-12-08T20:24:31.780417] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTI'.
[2025-12-08T20:24:31.780794] [INFO ] [FORECASTER] Starting predict_future for IBTI
[2025-12-08T20:24:31.781552] [DEBUG] [LOCAL     ] No optimal features file found for IBTI: ./output/feature-sets/IBTI.txt
[2025-12-08T20:24:31.781618] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:31.781650] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:31.781676] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:31.781730] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:31.837244] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:31.837932] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:31.838008] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:31.838040] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:31.957735] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:31.957883] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:31.957920] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:31.957948] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:31.961212] [DEBUG] [FORECASTER] IBTI: Forecast T+1@11:T+2@11: UP (p=94.39%)
[2025-12-08T20:24:31.961478] [INFO ] [FORECASTER] Completed predict_future for IBTI
[2025-12-08T20:24:31.961616] [INFO ] [sig       ] IBTI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:24:32.097442] [INFO ] [LOCAL     ] Saved forecast: IBTI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/IBTI.txt
[2025-12-08T20:24:32.097586] [INFO ] [sig       ] [1656/3624] Completed IBTI in 0.3s | 2.92 sym/s | Total: 9.5m | ETA: 11.2m
[2025-12-08T20:24:32.097627] [INFO ] [sig       ] [1657/3624] Forecasting IBTJ...
[2025-12-08T20:24:32.097655] [INFO ] [sig       ] Generating forecast for: IBTJ
[2025-12-08T20:24:32.097684] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTJ' from 'https://tdm.silogroup.org/data/derivative_storage/IBTJ.csv'.
[2025-12-08T20:24:32.111100] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTJ'.
[2025-12-08T20:24:32.111440] [INFO ] [FORECASTER] Starting predict_future for IBTJ
[2025-12-08T20:24:32.112265] [DEBUG] [LOCAL     ] No optimal features file found for IBTJ: ./output/feature-sets/IBTJ.txt
[2025-12-08T20:24:32.112314] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:32.112344] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:32.112370] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:32.112423] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:32.166892] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:32.167642] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:32.167719] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:32.167754] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:32.286978] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:32.287128] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:32.287165] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:32.287192] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:32.290451] [DEBUG] [FORECASTER] IBTJ: Forecast T+1@11:T+2@11: UP (p=75.83%)
[2025-12-08T20:24:32.290735] [INFO ] [FORECASTER] Completed predict_future for IBTJ
[2025-12-08T20:24:32.290854] [INFO ] [sig       ] IBTJ: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:24:32.426334] [INFO ] [LOCAL     ] Saved forecast: IBTJ	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/IBTJ.txt
[2025-12-08T20:24:32.426457] [INFO ] [sig       ] [1657/3624] Completed IBTJ in 0.3s | 2.92 sym/s | Total: 9.5m | ETA: 11.2m
[2025-12-08T20:24:32.426494] [INFO ] [sig       ] [1658/3624] Forecasting IBTK...
[2025-12-08T20:24:32.426523] [INFO ] [sig       ] Generating forecast for: IBTK
[2025-12-08T20:24:32.426552] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTK' from 'https://tdm.silogroup.org/data/derivative_storage/IBTK.csv'.
[2025-12-08T20:24:32.438548] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTK'.
[2025-12-08T20:24:32.438921] [INFO ] [FORECASTER] Starting predict_future for IBTK
[2025-12-08T20:24:32.439698] [DEBUG] [LOCAL     ] No optimal features file found for IBTK: ./output/feature-sets/IBTK.txt
[2025-12-08T20:24:32.439747] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:32.439778] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:32.439805] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:32.439860] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:32.494547] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:32.495215] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:32.495315] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:32.495347] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:32.612912] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:32.613065] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:32.613103] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:32.613130] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:32.616543] [DEBUG] [FORECASTER] IBTK: Forecast T+1@11:T+2@11: UP (p=60.47%)
[2025-12-08T20:24:32.616863] [INFO ] [FORECASTER] Completed predict_future for IBTK
[2025-12-08T20:24:32.616991] [INFO ] [sig       ] IBTK: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:24:32.758797] [INFO ] [LOCAL     ] Saved forecast: IBTK	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/IBTK.txt
[2025-12-08T20:24:32.758927] [INFO ] [sig       ] [1658/3624] Completed IBTK in 0.3s | 2.92 sym/s | Total: 9.5m | ETA: 11.2m
[2025-12-08T20:24:32.758965] [INFO ] [sig       ] [1659/3624] Forecasting IBTL...
[2025-12-08T20:24:32.758994] [INFO ] [sig       ] Generating forecast for: IBTL
[2025-12-08T20:24:32.759024] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTL' from 'https://tdm.silogroup.org/data/derivative_storage/IBTL.csv'.
[2025-12-08T20:24:32.770759] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTL'.
[2025-12-08T20:24:32.771095] [INFO ] [FORECASTER] Starting predict_future for IBTL
[2025-12-08T20:24:32.771863] [DEBUG] [LOCAL     ] No optimal features file found for IBTL: ./output/feature-sets/IBTL.txt
[2025-12-08T20:24:32.771912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:32.771942] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:32.771968] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:32.772023] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:32.827331] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:32.827986] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:32.828059] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:32.828090] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:32.945156] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:32.945302] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:32.945338] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:32.945366] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:32.948611] [DEBUG] [FORECASTER] IBTL: Forecast T+1@11:T+2@11: DOWN (p=7.23%)
[2025-12-08T20:24:32.948873] [INFO ] [FORECASTER] Completed predict_future for IBTL
[2025-12-08T20:24:32.948987] [INFO ] [sig       ] IBTL: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:24:33.093084] [INFO ] [LOCAL     ] Saved forecast: IBTL	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/IBTL.txt
[2025-12-08T20:24:33.093207] [INFO ] [sig       ] [1659/3624] Completed IBTL in 0.3s | 2.92 sym/s | Total: 9.5m | ETA: 11.2m
[2025-12-08T20:24:33.093245] [INFO ] [sig       ] [1660/3624] Forecasting IBTM...
[2025-12-08T20:24:33.093274] [INFO ] [sig       ] Generating forecast for: IBTM
[2025-12-08T20:24:33.093302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTM' from 'https://tdm.silogroup.org/data/derivative_storage/IBTM.csv'.
[2025-12-08T20:24:33.105702] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTM'.
[2025-12-08T20:24:33.106016] [INFO ] [FORECASTER] Starting predict_future for IBTM
[2025-12-08T20:24:33.106786] [DEBUG] [LOCAL     ] No optimal features file found for IBTM: ./output/feature-sets/IBTM.txt
[2025-12-08T20:24:33.106836] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:33.106867] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:33.106892] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:33.106946] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:33.162322] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:33.162925] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:33.162999] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:33.163030] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:33.279868] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:33.280012] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:33.280049] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:33.280077] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:33.283293] [DEBUG] [FORECASTER] IBTM: Forecast T+1@11:T+2@11: UP (p=71.86%)
[2025-12-08T20:24:33.283550] [INFO ] [FORECASTER] Completed predict_future for IBTM
[2025-12-08T20:24:33.283689] [INFO ] [sig       ] IBTM: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:24:33.422798] [INFO ] [LOCAL     ] Saved forecast: IBTM	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/IBTM.txt
[2025-12-08T20:24:33.422915] [INFO ] [sig       ] [1660/3624] Completed IBTM in 0.3s | 2.92 sym/s | Total: 9.5m | ETA: 11.2m
[2025-12-08T20:24:33.422952] [INFO ] [sig       ] [1661/3624] Forecasting IBTO...
[2025-12-08T20:24:33.422980] [INFO ] [sig       ] Generating forecast for: IBTO
[2025-12-08T20:24:33.423009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTO' from 'https://tdm.silogroup.org/data/derivative_storage/IBTO.csv'.
[2025-12-08T20:24:33.434906] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTO'.
[2025-12-08T20:24:33.435237] [INFO ] [FORECASTER] Starting predict_future for IBTO
[2025-12-08T20:24:33.436002] [DEBUG] [LOCAL     ] No optimal features file found for IBTO: ./output/feature-sets/IBTO.txt
[2025-12-08T20:24:33.436052] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:33.436083] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:33.436109] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:33.436163] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:33.491985] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:33.492595] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:33.492672] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:33.492702] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:33.616817] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:33.616971] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:33.617010] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:33.617039] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:33.620330] [DEBUG] [FORECASTER] IBTO: Forecast T+1@11:T+2@11: UP (p=89.63%)
[2025-12-08T20:24:33.620604] [INFO ] [FORECASTER] Completed predict_future for IBTO
[2025-12-08T20:24:33.620724] [INFO ] [sig       ] IBTO: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:24:33.760446] [INFO ] [LOCAL     ] Saved forecast: IBTO	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/IBTO.txt
[2025-12-08T20:24:33.760617] [INFO ] [sig       ] [1661/3624] Completed IBTO in 0.3s | 2.92 sym/s | Total: 9.5m | ETA: 11.2m
[2025-12-08T20:24:33.760660] [INFO ] [sig       ] [1662/3624] Forecasting ICE...
[2025-12-08T20:24:33.760690] [INFO ] [sig       ] Generating forecast for: ICE
[2025-12-08T20:24:33.760720] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICE' from 'https://tdm.silogroup.org/data/derivative_storage/ICE.csv'.
[2025-12-08T20:24:33.773726] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICE'.
[2025-12-08T20:24:33.774162] [INFO ] [FORECASTER] Starting predict_future for ICE
[2025-12-08T20:24:33.774991] [DEBUG] [LOCAL     ] No optimal features file found for ICE: ./output/feature-sets/ICE.txt
[2025-12-08T20:24:33.775042] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:33.775073] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:33.775099] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:33.775155] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:33.831026] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:33.831942] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:33.832026] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:33.832057] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:33.950312] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:33.950496] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:33.950535] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:33.950563] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:33.953912] [DEBUG] [FORECASTER] ICE: Forecast T+1@11:T+2@11: UP (p=58.17%)
[2025-12-08T20:24:33.954191] [INFO ] [FORECASTER] Completed predict_future for ICE
[2025-12-08T20:24:33.954324] [INFO ] [sig       ] ICE: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:24:34.094250] [INFO ] [LOCAL     ] Saved forecast: ICE	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ICE.txt
[2025-12-08T20:24:34.094381] [INFO ] [sig       ] [1662/3624] Completed ICE in 0.3s | 2.92 sym/s | Total: 9.5m | ETA: 11.2m
[2025-12-08T20:24:34.094420] [INFO ] [sig       ] [1663/3624] Forecasting ICFI...
[2025-12-08T20:24:34.094448] [INFO ] [sig       ] Generating forecast for: ICFI
[2025-12-08T20:24:34.094478] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICFI' from 'https://tdm.silogroup.org/data/derivative_storage/ICFI.csv'.
[2025-12-08T20:24:34.106769] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICFI'.
[2025-12-08T20:24:34.107129] [INFO ] [FORECASTER] Starting predict_future for ICFI
[2025-12-08T20:24:34.107936] [DEBUG] [LOCAL     ] No optimal features file found for ICFI: ./output/feature-sets/ICFI.txt
[2025-12-08T20:24:34.107985] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:34.108015] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:34.108040] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:34.108093] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:34.163596] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:34.164329] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:34.164406] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:34.164438] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:34.286843] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:34.286998] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:34.287036] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:34.287063] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:34.290418] [DEBUG] [FORECASTER] ICFI: Forecast T+1@11:T+2@11: DOWN (p=33.10%)
[2025-12-08T20:24:34.290709] [INFO ] [FORECASTER] Completed predict_future for ICFI
[2025-12-08T20:24:34.290832] [INFO ] [sig       ] ICFI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:24:34.429485] [INFO ] [LOCAL     ] Saved forecast: ICFI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ICFI.txt
[2025-12-08T20:24:34.429631] [INFO ] [sig       ] [1663/3624] Completed ICFI in 0.3s | 2.92 sym/s | Total: 9.5m | ETA: 11.2m
[2025-12-08T20:24:34.429672] [INFO ] [sig       ] [1664/3624] Forecasting ICL...
[2025-12-08T20:24:34.429701] [INFO ] [sig       ] Generating forecast for: ICL
[2025-12-08T20:24:34.429730] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICL' from 'https://tdm.silogroup.org/data/derivative_storage/ICL.csv'.
[2025-12-08T20:24:34.442049] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICL'.
[2025-12-08T20:24:34.442414] [INFO ] [FORECASTER] Starting predict_future for ICL
[2025-12-08T20:24:34.443187] [DEBUG] [LOCAL     ] No optimal features file found for ICL: ./output/feature-sets/ICL.txt
[2025-12-08T20:24:34.443236] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:34.443267] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:34.443293] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:34.443348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:34.498302] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:34.499018] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:34.499094] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:34.499126] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:34.623978] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:34.624131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:34.624169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:34.624198] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:34.627464] [DEBUG] [FORECASTER] ICL: Forecast T+1@11:T+2@11: DOWN (p=4.72%)
[2025-12-08T20:24:34.627747] [INFO ] [FORECASTER] Completed predict_future for ICL
[2025-12-08T20:24:34.627893] [INFO ] [sig       ] ICL: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:24:34.772221] [INFO ] [LOCAL     ] Saved forecast: ICL	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ICL.txt
[2025-12-08T20:24:34.772374] [INFO ] [sig       ] [1664/3624] Completed ICL in 0.3s | 2.92 sym/s | Total: 9.5m | ETA: 11.2m
[2025-12-08T20:24:34.772415] [INFO ] [sig       ] [1665/3624] Forecasting ICLN...
[2025-12-08T20:24:34.772445] [INFO ] [sig       ] Generating forecast for: ICLN
[2025-12-08T20:24:34.772474] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICLN' from 'https://tdm.silogroup.org/data/derivative_storage/ICLN.csv'.
[2025-12-08T20:24:34.788771] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICLN'.
[2025-12-08T20:24:34.789164] [INFO ] [FORECASTER] Starting predict_future for ICLN
[2025-12-08T20:24:34.790116] [DEBUG] [LOCAL     ] No optimal features file found for ICLN: ./output/feature-sets/ICLN.txt
[2025-12-08T20:24:34.790180] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:34.790255] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:34.790298] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:34.790381] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:34.851097] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:34.851957] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:34.852038] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:34.852070] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:34.981774] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:34.981927] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:34.981967] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:34.981995] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:34.985472] [DEBUG] [FORECASTER] ICLN: Forecast T+1@11:T+2@11: UP (p=62.08%)
[2025-12-08T20:24:34.985781] [INFO ] [FORECASTER] Completed predict_future for ICLN
[2025-12-08T20:24:34.985936] [INFO ] [sig       ] ICLN: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:24:35.135863] [INFO ] [LOCAL     ] Saved forecast: ICLN	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ICLN.txt
[2025-12-08T20:24:35.136009] [INFO ] [sig       ] [1665/3624] Completed ICLN in 0.4s | 2.92 sym/s | Total: 9.5m | ETA: 11.2m
[2025-12-08T20:24:35.136050] [INFO ] [sig       ] [1666/3624] Forecasting ICMB...
[2025-12-08T20:24:35.136081] [INFO ] [sig       ] Generating forecast for: ICMB
[2025-12-08T20:24:35.136111] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICMB' from 'https://tdm.silogroup.org/data/derivative_storage/ICMB.csv'.
[2025-12-08T20:24:35.148260] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICMB'.
[2025-12-08T20:24:35.148652] [INFO ] [FORECASTER] Starting predict_future for ICMB
[2025-12-08T20:24:35.149428] [DEBUG] [LOCAL     ] No optimal features file found for ICMB: ./output/feature-sets/ICMB.txt
[2025-12-08T20:24:35.149489] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:35.149522] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:35.149548] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:35.149622] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:35.210847] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:35.211762] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:35.211845] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:35.211878] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:35.325838] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:35.325986] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:35.326027] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:35.326055] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:35.329663] [DEBUG] [FORECASTER] ICMB: Forecast T+1@11:T+2@11: DOWN (p=43.22%)
[2025-12-08T20:24:35.329949] [INFO ] [FORECASTER] Completed predict_future for ICMB
[2025-12-08T20:24:35.330075] [INFO ] [sig       ] ICMB: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:24:35.472444] [INFO ] [LOCAL     ] Saved forecast: ICMB	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ICMB.txt
[2025-12-08T20:24:35.472592] [INFO ] [sig       ] [1666/3624] Completed ICMB in 0.3s | 2.92 sym/s | Total: 9.5m | ETA: 11.2m
[2025-12-08T20:24:35.472633] [INFO ] [sig       ] [1667/3624] Forecasting ICOP...
[2025-12-08T20:24:35.472662] [INFO ] [sig       ] Generating forecast for: ICOP
[2025-12-08T20:24:35.472691] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICOP' from 'https://tdm.silogroup.org/data/derivative_storage/ICOP.csv'.
[2025-12-08T20:24:35.484374] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICOP'.
[2025-12-08T20:24:35.484732] [INFO ] [FORECASTER] Starting predict_future for ICOP
[2025-12-08T20:24:35.485516] [DEBUG] [LOCAL     ] No optimal features file found for ICOP: ./output/feature-sets/ICOP.txt
[2025-12-08T20:24:35.485567] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:35.485632] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:35.485660] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:35.485718] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:35.545984] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:35.546835] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:35.546914] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:35.546946] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:35.660836] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:35.660980] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:35.661016] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:35.661043] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:35.664239] [DEBUG] [FORECASTER] ICOP: Forecast T+1@11:T+2@11: UP (p=98.67%)
[2025-12-08T20:24:35.664495] [INFO ] [FORECASTER] Completed predict_future for ICOP
[2025-12-08T20:24:35.664627] [INFO ] [sig       ] ICOP: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:24:35.809773] [INFO ] [LOCAL     ] Saved forecast: ICOP	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ICOP.txt
[2025-12-08T20:24:35.809910] [INFO ] [sig       ] [1667/3624] Completed ICOP in 0.3s | 2.92 sym/s | Total: 9.5m | ETA: 11.2m
[2025-12-08T20:24:35.809955] [INFO ] [sig       ] [1668/3624] Forecasting ICUI...
[2025-12-08T20:24:35.809991] [INFO ] [sig       ] Generating forecast for: ICUI
[2025-12-08T20:24:35.810024] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICUI' from 'https://tdm.silogroup.org/data/derivative_storage/ICUI.csv'.
[2025-12-08T20:24:35.822207] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICUI'.
[2025-12-08T20:24:35.822535] [INFO ] [FORECASTER] Starting predict_future for ICUI
[2025-12-08T20:24:35.823351] [DEBUG] [LOCAL     ] No optimal features file found for ICUI: ./output/feature-sets/ICUI.txt
[2025-12-08T20:24:35.823401] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:35.823431] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:35.823457] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:35.823512] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:35.881358] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:35.881983] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:35.882059] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:35.882093] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:36.001700] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:36.001856] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:36.001896] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:36.001955] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:36.005407] [DEBUG] [FORECASTER] ICUI: Forecast T+1@11:T+2@11: UP (p=52.34%)
[2025-12-08T20:24:36.005712] [INFO ] [FORECASTER] Completed predict_future for ICUI
[2025-12-08T20:24:36.005839] [INFO ] [sig       ] ICUI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:24:36.150117] [INFO ] [LOCAL     ] Saved forecast: ICUI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ICUI.txt
[2025-12-08T20:24:36.150249] [INFO ] [sig       ] [1668/3624] Completed ICUI in 0.3s | 2.92 sym/s | Total: 9.5m | ETA: 11.2m
[2025-12-08T20:24:36.150290] [INFO ] [sig       ] [1669/3624] Forecasting IDA...
[2025-12-08T20:24:36.150320] [INFO ] [sig       ] Generating forecast for: IDA
[2025-12-08T20:24:36.150349] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDA' from 'https://tdm.silogroup.org/data/derivative_storage/IDA.csv'.
[2025-12-08T20:24:36.162633] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDA'.
[2025-12-08T20:24:36.162969] [INFO ] [FORECASTER] Starting predict_future for IDA
[2025-12-08T20:24:36.163745] [DEBUG] [LOCAL     ] No optimal features file found for IDA: ./output/feature-sets/IDA.txt
[2025-12-08T20:24:36.163796] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:36.163827] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:36.163853] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:36.163909] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:36.219596] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:36.220196] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:36.220266] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:36.220298] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:36.338587] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:36.338732] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:36.338769] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:36.338799] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:36.342083] [DEBUG] [FORECASTER] IDA: Forecast T+1@11:T+2@11: DOWN (p=21.50%)
[2025-12-08T20:24:36.342341] [INFO ] [FORECASTER] Completed predict_future for IDA
[2025-12-08T20:24:36.342458] [INFO ] [sig       ] IDA: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:24:36.505784] [INFO ] [LOCAL     ] Saved forecast: IDA	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/IDA.txt
[2025-12-08T20:24:36.505930] [INFO ] [sig       ] [1669/3624] Completed IDA in 0.4s | 2.92 sym/s | Total: 9.5m | ETA: 11.2m
[2025-12-08T20:24:36.505985] [INFO ] [sig       ] [1670/3624] Forecasting IDAI...
[2025-12-08T20:24:36.506017] [INFO ] [sig       ] Generating forecast for: IDAI
[2025-12-08T20:24:36.506046] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDAI' from 'https://tdm.silogroup.org/data/derivative_storage/IDAI.csv'.
[2025-12-08T20:24:36.517801] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDAI'.
[2025-12-08T20:24:36.518142] [INFO ] [FORECASTER] Starting predict_future for IDAI
[2025-12-08T20:24:36.518919] [DEBUG] [LOCAL     ] No optimal features file found for IDAI: ./output/feature-sets/IDAI.txt
[2025-12-08T20:24:36.518968] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:36.518999] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:36.519025] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:36.519079] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:36.574610] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:36.575191] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:36.575264] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:36.575294] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:36.694270] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:36.694416] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:36.694453] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:36.694482] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:36.697761] [DEBUG] [FORECASTER] IDAI: Forecast T+1@11:T+2@11: DOWN (p=48.40%)
[2025-12-08T20:24:36.698026] [INFO ] [FORECASTER] Completed predict_future for IDAI
[2025-12-08T20:24:36.698144] [INFO ] [sig       ] IDAI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:24:36.838740] [INFO ] [LOCAL     ] Saved forecast: IDAI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/IDAI.txt
[2025-12-08T20:24:36.838868] [INFO ] [sig       ] [1670/3624] Completed IDAI in 0.3s | 2.92 sym/s | Total: 9.5m | ETA: 11.2m
[2025-12-08T20:24:36.838913] [INFO ] [sig       ] [1671/3624] Forecasting IDCC...
[2025-12-08T20:24:36.838949] [INFO ] [sig       ] Generating forecast for: IDCC
[2025-12-08T20:24:36.838984] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDCC' from 'https://tdm.silogroup.org/data/derivative_storage/IDCC.csv'.
[2025-12-08T20:24:36.851824] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDCC'.
[2025-12-08T20:24:36.852213] [INFO ] [FORECASTER] Starting predict_future for IDCC
[2025-12-08T20:24:36.853097] [DEBUG] [LOCAL     ] No optimal features file found for IDCC: ./output/feature-sets/IDCC.txt
[2025-12-08T20:24:36.853148] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:36.853201] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:36.853248] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:36.853310] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:36.910285] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:36.911071] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:36.911153] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:36.911184] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:37.030801] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:37.030955] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:37.030995] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:37.031022] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:37.034353] [DEBUG] [FORECASTER] IDCC: Forecast T+1@11:T+2@11: DOWN (p=47.21%)
[2025-12-08T20:24:37.034651] [INFO ] [FORECASTER] Completed predict_future for IDCC
[2025-12-08T20:24:37.034773] [INFO ] [sig       ] IDCC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:24:37.176530] [INFO ] [LOCAL     ] Saved forecast: IDCC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/IDCC.txt
[2025-12-08T20:24:37.176682] [INFO ] [sig       ] [1671/3624] Completed IDCC in 0.3s | 2.92 sym/s | Total: 9.5m | ETA: 11.2m
[2025-12-08T20:24:37.176720] [INFO ] [sig       ] [1672/3624] Forecasting IDE...
[2025-12-08T20:24:37.176748] [INFO ] [sig       ] Generating forecast for: IDE
[2025-12-08T20:24:37.176777] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDE' from 'https://tdm.silogroup.org/data/derivative_storage/IDE.csv'.
[2025-12-08T20:24:37.189523] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDE'.
[2025-12-08T20:24:37.190013] [INFO ] [FORECASTER] Starting predict_future for IDE
[2025-12-08T20:24:37.191076] [DEBUG] [LOCAL     ] No optimal features file found for IDE: ./output/feature-sets/IDE.txt
[2025-12-08T20:24:37.191140] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:37.191176] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:37.191205] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:37.191261] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:37.258513] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:37.259410] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:37.259493] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:37.259526] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:37.377872] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:37.378028] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:37.378069] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:37.378098] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:37.381536] [DEBUG] [FORECASTER] IDE: Forecast T+1@11:T+2@11: DOWN (p=32.50%)
[2025-12-08T20:24:37.381825] [INFO ] [FORECASTER] Completed predict_future for IDE
[2025-12-08T20:24:37.381949] [INFO ] [sig       ] IDE: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:24:37.520065] [INFO ] [LOCAL     ] Saved forecast: IDE	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/IDE.txt
[2025-12-08T20:24:37.520186] [INFO ] [sig       ] [1672/3624] Completed IDE in 0.3s | 2.92 sym/s | Total: 9.6m | ETA: 11.1m
[2025-12-08T20:24:37.520224] [INFO ] [sig       ] [1673/3624] Forecasting IDN...
[2025-12-08T20:24:37.520253] [INFO ] [sig       ] Generating forecast for: IDN
[2025-12-08T20:24:37.520281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDN' from 'https://tdm.silogroup.org/data/derivative_storage/IDN.csv'.
[2025-12-08T20:24:37.532778] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDN'.
[2025-12-08T20:24:37.533124] [INFO ] [FORECASTER] Starting predict_future for IDN
[2025-12-08T20:24:37.533899] [DEBUG] [LOCAL     ] No optimal features file found for IDN: ./output/feature-sets/IDN.txt
[2025-12-08T20:24:37.533948] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:37.533979] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:37.534004] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:37.534058] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:37.589210] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:37.589933] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:37.590009] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:37.590040] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:37.707589] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:37.707748] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:37.707802] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:37.707830] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:37.711120] [DEBUG] [FORECASTER] IDN: Forecast T+1@11:T+2@11: UP (p=66.55%)
[2025-12-08T20:24:37.711378] [INFO ] [FORECASTER] Completed predict_future for IDN
[2025-12-08T20:24:37.711493] [INFO ] [sig       ] IDN: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:24:37.849905] [INFO ] [LOCAL     ] Saved forecast: IDN	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/IDN.txt
[2025-12-08T20:24:37.850042] [INFO ] [sig       ] [1673/3624] Completed IDN in 0.3s | 2.92 sym/s | Total: 9.6m | ETA: 11.1m
[2025-12-08T20:24:37.850081] [INFO ] [sig       ] [1674/3624] Forecasting IDXX...
[2025-12-08T20:24:37.850110] [INFO ] [sig       ] Generating forecast for: IDXX
[2025-12-08T20:24:37.850138] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDXX' from 'https://tdm.silogroup.org/data/derivative_storage/IDXX.csv'.
[2025-12-08T20:24:37.862634] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDXX'.
[2025-12-08T20:24:37.862980] [INFO ] [FORECASTER] Starting predict_future for IDXX
[2025-12-08T20:24:37.863770] [DEBUG] [LOCAL     ] No optimal features file found for IDXX: ./output/feature-sets/IDXX.txt
[2025-12-08T20:24:37.863820] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:37.863851] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:37.863877] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:37.863932] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:37.921381] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:37.922023] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:37.922101] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:37.922145] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:38.043337] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:38.043492] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:38.043531] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:38.043559] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:38.046925] [DEBUG] [FORECASTER] IDXX: Forecast T+1@11:T+2@11: DOWN (p=10.78%)
[2025-12-08T20:24:38.047191] [INFO ] [FORECASTER] Completed predict_future for IDXX
[2025-12-08T20:24:38.047311] [INFO ] [sig       ] IDXX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:24:38.187032] [INFO ] [LOCAL     ] Saved forecast: IDXX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/IDXX.txt
[2025-12-08T20:24:38.187158] [INFO ] [sig       ] [1674/3624] Completed IDXX in 0.3s | 2.92 sym/s | Total: 9.6m | ETA: 11.1m
[2025-12-08T20:24:38.187196] [INFO ] [sig       ] [1675/3624] Forecasting IDYA...
[2025-12-08T20:24:38.187225] [INFO ] [sig       ] Generating forecast for: IDYA
[2025-12-08T20:24:38.187254] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDYA' from 'https://tdm.silogroup.org/data/derivative_storage/IDYA.csv'.
[2025-12-08T20:24:38.199536] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDYA'.
[2025-12-08T20:24:38.199903] [INFO ] [FORECASTER] Starting predict_future for IDYA
[2025-12-08T20:24:38.200702] [DEBUG] [LOCAL     ] No optimal features file found for IDYA: ./output/feature-sets/IDYA.txt
[2025-12-08T20:24:38.200753] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:38.200783] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:38.200810] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:38.200867] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:38.257654] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:38.258261] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:38.258363] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:38.258395] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:38.380637] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:38.380792] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:38.380829] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:38.380858] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:38.384237] [DEBUG] [FORECASTER] IDYA: Forecast T+1@11:T+2@11: DOWN (p=18.16%)
[2025-12-08T20:24:38.384505] [INFO ] [FORECASTER] Completed predict_future for IDYA
[2025-12-08T20:24:38.384646] [INFO ] [sig       ] IDYA: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:24:38.529401] [INFO ] [LOCAL     ] Saved forecast: IDYA	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/IDYA.txt
[2025-12-08T20:24:38.529549] [INFO ] [sig       ] [1675/3624] Completed IDYA in 0.3s | 2.92 sym/s | Total: 9.6m | ETA: 11.1m
[2025-12-08T20:24:38.529608] [INFO ] [sig       ] [1676/3624] Forecasting IEF...
[2025-12-08T20:24:38.529639] [INFO ] [sig       ] Generating forecast for: IEF
[2025-12-08T20:24:38.529669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IEF' from 'https://tdm.silogroup.org/data/derivative_storage/IEF.csv'.
[2025-12-08T20:24:38.542255] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IEF'.
[2025-12-08T20:24:38.542634] [INFO ] [FORECASTER] Starting predict_future for IEF
[2025-12-08T20:24:38.543431] [DEBUG] [LOCAL     ] No optimal features file found for IEF: ./output/feature-sets/IEF.txt
[2025-12-08T20:24:38.543484] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:38.543515] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:38.543542] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:38.543622] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:38.600785] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:38.601443] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:38.601518] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:38.601551] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:38.723750] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:38.723893] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:38.723932] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:38.723959] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:38.727176] [DEBUG] [FORECASTER] IEF: Forecast T+1@11:T+2@11: UP (p=71.14%)
[2025-12-08T20:24:38.727455] [INFO ] [FORECASTER] Completed predict_future for IEF
[2025-12-08T20:24:38.727593] [INFO ] [sig       ] IEF: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:24:38.866219] [INFO ] [LOCAL     ] Saved forecast: IEF	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/IEF.txt
[2025-12-08T20:24:38.866341] [INFO ] [sig       ] [1676/3624] Completed IEF in 0.3s | 2.92 sym/s | Total: 9.6m | ETA: 11.1m
[2025-12-08T20:24:38.866380] [INFO ] [sig       ] [1677/3624] Forecasting IEI...
[2025-12-08T20:24:38.866410] [INFO ] [sig       ] Generating forecast for: IEI
[2025-12-08T20:24:38.866439] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IEI' from 'https://tdm.silogroup.org/data/derivative_storage/IEI.csv'.
[2025-12-08T20:24:38.878858] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IEI'.
[2025-12-08T20:24:38.879187] [INFO ] [FORECASTER] Starting predict_future for IEI
[2025-12-08T20:24:38.879951] [DEBUG] [LOCAL     ] No optimal features file found for IEI: ./output/feature-sets/IEI.txt
[2025-12-08T20:24:38.880000] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:38.880041] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:38.880067] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:38.880122] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:38.938423] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:38.939076] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:38.939154] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:38.939186] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:39.059730] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:39.059882] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:39.059930] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:39.059958] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:39.063301] [DEBUG] [FORECASTER] IEI: Forecast T+1@11:T+2@11: UP (p=77.96%)
[2025-12-08T20:24:39.063607] [INFO ] [FORECASTER] Completed predict_future for IEI
[2025-12-08T20:24:39.063756] [INFO ] [sig       ] IEI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:24:39.202315] [INFO ] [LOCAL     ] Saved forecast: IEI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/IEI.txt
[2025-12-08T20:24:39.202430] [INFO ] [sig       ] [1677/3624] Completed IEI in 0.3s | 2.92 sym/s | Total: 9.6m | ETA: 11.1m
[2025-12-08T20:24:39.202469] [INFO ] [sig       ] [1678/3624] Forecasting IEP...
[2025-12-08T20:24:39.202498] [INFO ] [sig       ] Generating forecast for: IEP
[2025-12-08T20:24:39.202526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IEP' from 'https://tdm.silogroup.org/data/derivative_storage/IEP.csv'.
[2025-12-08T20:24:39.214042] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IEP'.
[2025-12-08T20:24:39.214367] [INFO ] [FORECASTER] Starting predict_future for IEP
[2025-12-08T20:24:39.215136] [DEBUG] [LOCAL     ] No optimal features file found for IEP: ./output/feature-sets/IEP.txt
[2025-12-08T20:24:39.215185] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:39.215216] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:39.215242] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:39.215296] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:39.270083] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:39.270692] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:39.270764] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:39.270795] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:39.392180] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:39.392329] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:39.392365] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:39.392393] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:39.395666] [DEBUG] [FORECASTER] IEP: Forecast T+1@11:T+2@11: DOWN (p=16.77%)
[2025-12-08T20:24:39.395929] [INFO ] [FORECASTER] Completed predict_future for IEP
[2025-12-08T20:24:39.396044] [INFO ] [sig       ] IEP: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:24:39.536063] [INFO ] [LOCAL     ] Saved forecast: IEP	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/IEP.txt
[2025-12-08T20:24:39.536214] [INFO ] [sig       ] [1678/3624] Completed IEP in 0.3s | 2.92 sym/s | Total: 9.6m | ETA: 11.1m
[2025-12-08T20:24:39.536252] [INFO ] [sig       ] [1679/3624] Forecasting IESC...
[2025-12-08T20:24:39.536281] [INFO ] [sig       ] Generating forecast for: IESC
[2025-12-08T20:24:39.536311] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IESC' from 'https://tdm.silogroup.org/data/derivative_storage/IESC.csv'.
[2025-12-08T20:24:39.548059] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IESC'.
[2025-12-08T20:24:39.548405] [INFO ] [FORECASTER] Starting predict_future for IESC
[2025-12-08T20:24:39.549184] [DEBUG] [LOCAL     ] No optimal features file found for IESC: ./output/feature-sets/IESC.txt
[2025-12-08T20:24:39.549233] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:39.549264] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:39.549290] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:39.549344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:39.604033] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:39.604634] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:39.604706] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:39.604737] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:39.722001] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:39.722159] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:39.722197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:39.722225] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:39.725487] [DEBUG] [FORECASTER] IESC: Forecast T+1@11:T+2@11: UP (p=74.56%)
[2025-12-08T20:24:39.725769] [INFO ] [FORECASTER] Completed predict_future for IESC
[2025-12-08T20:24:39.725889] [INFO ] [sig       ] IESC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:24:39.862078] [INFO ] [LOCAL     ] Saved forecast: IESC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/IESC.txt
[2025-12-08T20:24:39.862190] [INFO ] [sig       ] [1679/3624] Completed IESC in 0.3s | 2.92 sym/s | Total: 9.6m | ETA: 11.1m
[2025-12-08T20:24:39.862228] [INFO ] [sig       ] [1680/3624] Forecasting IEX...
[2025-12-08T20:24:39.862257] [INFO ] [sig       ] Generating forecast for: IEX
[2025-12-08T20:24:39.862286] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IEX' from 'https://tdm.silogroup.org/data/derivative_storage/IEX.csv'.
[2025-12-08T20:24:39.876954] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IEX'.
[2025-12-08T20:24:39.877294] [INFO ] [FORECASTER] Starting predict_future for IEX
[2025-12-08T20:24:39.878111] [DEBUG] [LOCAL     ] No optimal features file found for IEX: ./output/feature-sets/IEX.txt
[2025-12-08T20:24:39.878161] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:39.878191] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:39.878217] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:39.878272] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:39.932882] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:39.933509] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:39.933600] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:39.933634] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:40.047239] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:40.047432] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:40.047472] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:40.047500] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:40.050899] [DEBUG] [FORECASTER] IEX: Forecast T+1@11:T+2@11: DOWN (p=7.73%)
[2025-12-08T20:24:40.051191] [INFO ] [FORECASTER] Completed predict_future for IEX
[2025-12-08T20:24:40.051321] [INFO ] [sig       ] IEX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:24:40.194942] [INFO ] [LOCAL     ] Saved forecast: IEX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/IEX.txt
[2025-12-08T20:24:40.195114] [INFO ] [sig       ] [1680/3624] Completed IEX in 0.3s | 2.92 sym/s | Total: 9.6m | ETA: 11.1m
[2025-12-08T20:24:40.195154] [INFO ] [sig       ] [1681/3624] Forecasting IFF...
[2025-12-08T20:24:40.195219] [INFO ] [sig       ] Generating forecast for: IFF
[2025-12-08T20:24:40.195252] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IFF' from 'https://tdm.silogroup.org/data/derivative_storage/IFF.csv'.
[2025-12-08T20:24:40.207467] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IFF'.
[2025-12-08T20:24:40.207874] [INFO ] [FORECASTER] Starting predict_future for IFF
[2025-12-08T20:24:40.208717] [DEBUG] [LOCAL     ] No optimal features file found for IFF: ./output/feature-sets/IFF.txt
[2025-12-08T20:24:40.208767] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:40.208798] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:40.208824] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:40.208880] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:40.265495] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:40.266258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:40.266337] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:40.266370] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:40.387121] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:40.387265] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:40.387302] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:40.387330] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:40.390724] [DEBUG] [FORECASTER] IFF: Forecast T+1@11:T+2@11: UP (p=83.06%)
[2025-12-08T20:24:40.390985] [INFO ] [FORECASTER] Completed predict_future for IFF
[2025-12-08T20:24:40.391101] [INFO ] [sig       ] IFF: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:24:40.529491] [INFO ] [LOCAL     ] Saved forecast: IFF	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/IFF.txt
[2025-12-08T20:24:40.529624] [INFO ] [sig       ] [1681/3624] Completed IFF in 0.3s | 2.92 sym/s | Total: 9.6m | ETA: 11.1m
[2025-12-08T20:24:40.529663] [INFO ] [sig       ] [1682/3624] Forecasting IFN...
[2025-12-08T20:24:40.529693] [INFO ] [sig       ] Generating forecast for: IFN
[2025-12-08T20:24:40.529722] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IFN' from 'https://tdm.silogroup.org/data/derivative_storage/IFN.csv'.
[2025-12-08T20:24:40.542057] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IFN'.
[2025-12-08T20:24:40.542415] [INFO ] [FORECASTER] Starting predict_future for IFN
[2025-12-08T20:24:40.543190] [DEBUG] [LOCAL     ] No optimal features file found for IFN: ./output/feature-sets/IFN.txt
[2025-12-08T20:24:40.543238] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:40.543296] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:40.543324] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:40.543380] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:40.600861] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:40.601856] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:40.601936] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:40.601970] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:40.723932] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:40.724095] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:40.724144] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:40.724189] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:40.727699] [DEBUG] [FORECASTER] IFN: Forecast T+1@11:T+2@11: UP (p=80.45%)
[2025-12-08T20:24:40.727980] [INFO ] [FORECASTER] Completed predict_future for IFN
[2025-12-08T20:24:40.728110] [INFO ] [sig       ] IFN: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:24:40.868531] [INFO ] [LOCAL     ] Saved forecast: IFN	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/IFN.txt
[2025-12-08T20:24:40.868673] [INFO ] [sig       ] [1682/3624] Completed IFN in 0.3s | 2.92 sym/s | Total: 9.6m | ETA: 11.1m
[2025-12-08T20:24:40.868712] [INFO ] [sig       ] [1683/3624] Forecasting IFS...
[2025-12-08T20:24:40.868741] [INFO ] [sig       ] Generating forecast for: IFS
[2025-12-08T20:24:40.868771] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IFS' from 'https://tdm.silogroup.org/data/derivative_storage/IFS.csv'.
[2025-12-08T20:24:40.880392] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IFS'.
[2025-12-08T20:24:40.880777] [INFO ] [FORECASTER] Starting predict_future for IFS
[2025-12-08T20:24:40.881532] [DEBUG] [LOCAL     ] No optimal features file found for IFS: ./output/feature-sets/IFS.txt
[2025-12-08T20:24:40.881596] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:40.881629] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:40.881654] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:40.881708] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:40.940137] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:40.940797] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:40.940875] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:40.940909] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:41.061845] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:41.062001] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:41.062045] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:41.062074] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:41.065430] [DEBUG] [FORECASTER] IFS: Forecast T+1@11:T+2@11: DOWN (p=1.56%)
[2025-12-08T20:24:41.065717] [INFO ] [FORECASTER] Completed predict_future for IFS
[2025-12-08T20:24:41.065842] [INFO ] [sig       ] IFS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:24:41.202554] [INFO ] [LOCAL     ] Saved forecast: IFS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/IFS.txt
[2025-12-08T20:24:41.202691] [INFO ] [sig       ] [1683/3624] Completed IFS in 0.3s | 2.92 sym/s | Total: 9.6m | ETA: 11.1m
[2025-12-08T20:24:41.202731] [INFO ] [sig       ] [1684/3624] Forecasting IGA...
[2025-12-08T20:24:41.202762] [INFO ] [sig       ] Generating forecast for: IGA
[2025-12-08T20:24:41.202791] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGA' from 'https://tdm.silogroup.org/data/derivative_storage/IGA.csv'.
[2025-12-08T20:24:41.214513] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGA'.
[2025-12-08T20:24:41.214872] [INFO ] [FORECASTER] Starting predict_future for IGA
[2025-12-08T20:24:41.215675] [DEBUG] [LOCAL     ] No optimal features file found for IGA: ./output/feature-sets/IGA.txt
[2025-12-08T20:24:41.215727] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:41.215761] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:41.215788] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:41.215846] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:41.272512] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:41.273118] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:41.273194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:41.273227] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:41.390123] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:41.390263] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:41.390302] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:41.390347] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:41.393748] [DEBUG] [FORECASTER] IGA: Forecast T+1@11:T+2@11: UP (p=79.66%)
[2025-12-08T20:24:41.394008] [INFO ] [FORECASTER] Completed predict_future for IGA
[2025-12-08T20:24:41.394128] [INFO ] [sig       ] IGA: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:24:41.530536] [INFO ] [LOCAL     ] Saved forecast: IGA	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/IGA.txt
[2025-12-08T20:24:41.530668] [INFO ] [sig       ] [1684/3624] Completed IGA in 0.3s | 2.92 sym/s | Total: 9.6m | ETA: 11.1m
[2025-12-08T20:24:41.530707] [INFO ] [sig       ] [1685/3624] Forecasting IGD...
[2025-12-08T20:24:41.530735] [INFO ] [sig       ] Generating forecast for: IGD
[2025-12-08T20:24:41.530766] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGD' from 'https://tdm.silogroup.org/data/derivative_storage/IGD.csv'.
[2025-12-08T20:24:41.542823] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGD'.
[2025-12-08T20:24:41.543164] [INFO ] [FORECASTER] Starting predict_future for IGD
[2025-12-08T20:24:41.543965] [DEBUG] [LOCAL     ] No optimal features file found for IGD: ./output/feature-sets/IGD.txt
[2025-12-08T20:24:41.544018] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:41.544051] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:41.544080] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:41.544138] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:41.601261] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:41.601907] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:41.601984] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:41.602017] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:41.717757] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:41.717899] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:41.717938] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:41.717969] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:41.721411] [DEBUG] [FORECASTER] IGD: Forecast T+1@11:T+2@11: UP (p=73.83%)
[2025-12-08T20:24:41.721707] [INFO ] [FORECASTER] Completed predict_future for IGD
[2025-12-08T20:24:41.721834] [INFO ] [sig       ] IGD: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:24:41.858307] [INFO ] [LOCAL     ] Saved forecast: IGD	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/IGD.txt
[2025-12-08T20:24:41.858420] [INFO ] [sig       ] [1685/3624] Completed IGD in 0.3s | 2.92 sym/s | Total: 9.6m | ETA: 11.1m
[2025-12-08T20:24:41.858458] [INFO ] [sig       ] [1686/3624] Forecasting IGF...
[2025-12-08T20:24:41.858487] [INFO ] [sig       ] Generating forecast for: IGF
[2025-12-08T20:24:41.858515] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGF' from 'https://tdm.silogroup.org/data/derivative_storage/IGF.csv'.
[2025-12-08T20:24:41.870727] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGF'.
[2025-12-08T20:24:41.871043] [INFO ] [FORECASTER] Starting predict_future for IGF
[2025-12-08T20:24:41.871863] [DEBUG] [LOCAL     ] No optimal features file found for IGF: ./output/feature-sets/IGF.txt
[2025-12-08T20:24:41.871914] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:41.871947] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:41.871975] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:41.872033] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:41.928877] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:41.929502] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:41.929595] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:41.929630] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:42.051951] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:42.052093] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:42.052158] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:42.052205] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:42.055627] [DEBUG] [FORECASTER] IGF: Forecast T+1@11:T+2@11: DOWN (p=46.12%)
[2025-12-08T20:24:42.055901] [INFO ] [FORECASTER] Completed predict_future for IGF
[2025-12-08T20:24:42.056024] [INFO ] [sig       ] IGF: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:24:42.193919] [INFO ] [LOCAL     ] Saved forecast: IGF	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/IGF.txt
[2025-12-08T20:24:42.194038] [INFO ] [sig       ] [1686/3624] Completed IGF in 0.3s | 2.92 sym/s | Total: 9.6m | ETA: 11.1m
[2025-12-08T20:24:42.194075] [INFO ] [sig       ] [1687/3624] Forecasting IGI...
[2025-12-08T20:24:42.194105] [INFO ] [sig       ] Generating forecast for: IGI
[2025-12-08T20:24:42.194135] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGI' from 'https://tdm.silogroup.org/data/derivative_storage/IGI.csv'.
[2025-12-08T20:24:42.205652] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGI'.
[2025-12-08T20:24:42.205989] [INFO ] [FORECASTER] Starting predict_future for IGI
[2025-12-08T20:24:42.206790] [DEBUG] [LOCAL     ] No optimal features file found for IGI: ./output/feature-sets/IGI.txt
[2025-12-08T20:24:42.206849] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:42.206890] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:42.206924] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:42.206986] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:42.263985] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:42.264612] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:42.264689] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:42.264723] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:42.364868] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:42.365003] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:42.365041] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:42.365070] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:42.368428] [DEBUG] [FORECASTER] IGI: Forecast T+1@11:T+2@11: UP (p=93.83%)
[2025-12-08T20:24:42.368703] [INFO ] [FORECASTER] Completed predict_future for IGI
[2025-12-08T20:24:42.368821] [INFO ] [sig       ] IGI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:24:42.508365] [INFO ] [LOCAL     ] Saved forecast: IGI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/IGI.txt
[2025-12-08T20:24:42.508509] [INFO ] [sig       ] [1687/3624] Completed IGI in 0.3s | 2.92 sym/s | Total: 9.6m | ETA: 11.1m
[2025-12-08T20:24:42.508549] [INFO ] [sig       ] [1688/3624] Forecasting IGIB...
[2025-12-08T20:24:42.508597] [INFO ] [sig       ] Generating forecast for: IGIB
[2025-12-08T20:24:42.508634] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGIB' from 'https://tdm.silogroup.org/data/derivative_storage/IGIB.csv'.
[2025-12-08T20:24:42.520944] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGIB'.
[2025-12-08T20:24:42.521481] [INFO ] [FORECASTER] Starting predict_future for IGIB
[2025-12-08T20:24:42.522319] [DEBUG] [LOCAL     ] No optimal features file found for IGIB: ./output/feature-sets/IGIB.txt
[2025-12-08T20:24:42.522370] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:42.522401] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:42.522427] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:42.522494] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:42.580764] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:42.581656] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:42.581738] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:42.581770] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:42.707769] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:42.707923] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:42.707962] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:42.707992] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:42.711379] [DEBUG] [FORECASTER] IGIB: Forecast T+1@11:T+2@11: DOWN (p=46.18%)
[2025-12-08T20:24:42.711693] [INFO ] [FORECASTER] Completed predict_future for IGIB
[2025-12-08T20:24:42.711822] [INFO ] [sig       ] IGIB: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:24:42.848450] [INFO ] [LOCAL     ] Saved forecast: IGIB	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/IGIB.txt
[2025-12-08T20:24:42.848595] [INFO ] [sig       ] [1688/3624] Completed IGIB in 0.3s | 2.92 sym/s | Total: 9.6m | ETA: 11.1m
[2025-12-08T20:24:42.848636] [INFO ] [sig       ] [1689/3624] Forecasting IGIC...
[2025-12-08T20:24:42.848664] [INFO ] [sig       ] Generating forecast for: IGIC
[2025-12-08T20:24:42.848693] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGIC' from 'https://tdm.silogroup.org/data/derivative_storage/IGIC.csv'.
[2025-12-08T20:24:42.860368] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGIC'.
[2025-12-08T20:24:42.860737] [INFO ] [FORECASTER] Starting predict_future for IGIC
[2025-12-08T20:24:42.861524] [DEBUG] [LOCAL     ] No optimal features file found for IGIC: ./output/feature-sets/IGIC.txt
[2025-12-08T20:24:42.861593] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:42.861641] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:42.861671] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:42.861728] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:42.918443] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:42.919126] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:42.919203] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:42.919235] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:43.036546] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:43.036697] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:43.036739] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:43.036771] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:43.040289] [DEBUG] [FORECASTER] IGIC: Forecast T+1@11:T+2@11: UP (p=79.70%)
[2025-12-08T20:24:43.040560] [INFO ] [FORECASTER] Completed predict_future for IGIC
[2025-12-08T20:24:43.040702] [INFO ] [sig       ] IGIC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:24:43.177466] [INFO ] [LOCAL     ] Saved forecast: IGIC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/IGIC.txt
[2025-12-08T20:24:43.177610] [INFO ] [sig       ] [1689/3624] Completed IGIC in 0.3s | 2.92 sym/s | Total: 9.6m | ETA: 11.0m
[2025-12-08T20:24:43.177651] [INFO ] [sig       ] [1690/3624] Forecasting IGSB...
[2025-12-08T20:24:43.177680] [INFO ] [sig       ] Generating forecast for: IGSB
[2025-12-08T20:24:43.177708] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGSB' from 'https://tdm.silogroup.org/data/derivative_storage/IGSB.csv'.
[2025-12-08T20:24:43.189806] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGSB'.
[2025-12-08T20:24:43.190162] [INFO ] [FORECASTER] Starting predict_future for IGSB
[2025-12-08T20:24:43.190979] [DEBUG] [LOCAL     ] No optimal features file found for IGSB: ./output/feature-sets/IGSB.txt
[2025-12-08T20:24:43.191046] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:43.191079] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:43.191107] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:43.191164] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:43.248097] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:43.248728] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:43.248805] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:43.248838] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:43.367614] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:43.367751] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:43.367788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:43.367816] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:43.371034] [DEBUG] [FORECASTER] IGSB: Forecast T+1@11:T+2@11: UP (p=68.97%)
[2025-12-08T20:24:43.371290] [INFO ] [FORECASTER] Completed predict_future for IGSB
[2025-12-08T20:24:43.371410] [INFO ] [sig       ] IGSB: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:24:43.510908] [INFO ] [LOCAL     ] Saved forecast: IGSB	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/IGSB.txt
[2025-12-08T20:24:43.511056] [INFO ] [sig       ] [1690/3624] Completed IGSB in 0.3s | 2.92 sym/s | Total: 9.7m | ETA: 11.0m
[2025-12-08T20:24:43.511101] [INFO ] [sig       ] [1691/3624] Forecasting IHD...
[2025-12-08T20:24:43.511138] [INFO ] [sig       ] Generating forecast for: IHD
[2025-12-08T20:24:43.511167] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IHD' from 'https://tdm.silogroup.org/data/derivative_storage/IHD.csv'.
[2025-12-08T20:24:43.522720] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IHD'.
[2025-12-08T20:24:43.523054] [INFO ] [FORECASTER] Starting predict_future for IHD
[2025-12-08T20:24:43.523825] [DEBUG] [LOCAL     ] No optimal features file found for IHD: ./output/feature-sets/IHD.txt
[2025-12-08T20:24:43.523875] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:43.523905] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:43.523931] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:43.523992] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:43.579840] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:43.580460] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:43.580533] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:43.580564] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:43.695699] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:43.695851] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:43.695888] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:43.695916] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:43.699229] [DEBUG] [FORECASTER] IHD: Forecast T+1@11:T+2@11: UP (p=94.42%)
[2025-12-08T20:24:43.699494] [INFO ] [FORECASTER] Completed predict_future for IHD
[2025-12-08T20:24:43.699634] [INFO ] [sig       ] IHD: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:24:43.838008] [INFO ] [LOCAL     ] Saved forecast: IHD	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/IHD.txt
[2025-12-08T20:24:43.838159] [INFO ] [sig       ] [1691/3624] Completed IHD in 0.3s | 2.92 sym/s | Total: 9.7m | ETA: 11.0m
[2025-12-08T20:24:43.838198] [INFO ] [sig       ] [1692/3624] Forecasting IHG...
[2025-12-08T20:24:43.838228] [INFO ] [sig       ] Generating forecast for: IHG
[2025-12-08T20:24:43.838257] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IHG' from 'https://tdm.silogroup.org/data/derivative_storage/IHG.csv'.
[2025-12-08T20:24:43.850117] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IHG'.
[2025-12-08T20:24:43.850468] [INFO ] [FORECASTER] Starting predict_future for IHG
[2025-12-08T20:24:43.851259] [DEBUG] [LOCAL     ] No optimal features file found for IHG: ./output/feature-sets/IHG.txt
[2025-12-08T20:24:43.851310] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:43.851341] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:43.851370] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:43.851427] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:43.908818] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:43.909452] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:43.909555] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:43.909607] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:44.030078] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:44.030231] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:44.030270] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:44.030299] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:44.033694] [DEBUG] [FORECASTER] IHG: Forecast T+1@11:T+2@11: UP (p=53.74%)
[2025-12-08T20:24:44.033963] [INFO ] [FORECASTER] Completed predict_future for IHG
[2025-12-08T20:24:44.034084] [INFO ] [sig       ] IHG: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:24:44.178700] [INFO ] [LOCAL     ] Saved forecast: IHG	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/IHG.txt
[2025-12-08T20:24:44.178827] [INFO ] [sig       ] [1692/3624] Completed IHG in 0.3s | 2.92 sym/s | Total: 9.7m | ETA: 11.0m
[2025-12-08T20:24:44.178866] [INFO ] [sig       ] [1693/3624] Forecasting IHS...
[2025-12-08T20:24:44.178896] [INFO ] [sig       ] Generating forecast for: IHS
[2025-12-08T20:24:44.178924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IHS' from 'https://tdm.silogroup.org/data/derivative_storage/IHS.csv'.
[2025-12-08T20:24:44.190951] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IHS'.
[2025-12-08T20:24:44.191303] [INFO ] [FORECASTER] Starting predict_future for IHS
[2025-12-08T20:24:44.192111] [DEBUG] [LOCAL     ] No optimal features file found for IHS: ./output/feature-sets/IHS.txt
[2025-12-08T20:24:44.192161] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:44.192193] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:44.192219] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:44.192274] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:44.251946] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:44.252758] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:44.252835] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:44.252868] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:44.370186] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:44.370331] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:44.370370] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:44.370398] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:44.373757] [DEBUG] [FORECASTER] IHS: Forecast T+1@11:T+2@11: DOWN (p=11.75%)
[2025-12-08T20:24:44.374023] [INFO ] [FORECASTER] Completed predict_future for IHS
[2025-12-08T20:24:44.374146] [INFO ] [sig       ] IHS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:24:44.513455] [INFO ] [LOCAL     ] Saved forecast: IHS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/IHS.txt
[2025-12-08T20:24:44.513591] [INFO ] [sig       ] [1693/3624] Completed IHS in 0.3s | 2.92 sym/s | Total: 9.7m | ETA: 11.0m
[2025-12-08T20:24:44.513638] [INFO ] [sig       ] [1694/3624] Forecasting IIF...
[2025-12-08T20:24:44.513668] [INFO ] [sig       ] Generating forecast for: IIF
[2025-12-08T20:24:44.513698] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IIF' from 'https://tdm.silogroup.org/data/derivative_storage/IIF.csv'.
[2025-12-08T20:24:44.525097] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IIF'.
[2025-12-08T20:24:44.525454] [INFO ] [FORECASTER] Starting predict_future for IIF
[2025-12-08T20:24:44.526250] [DEBUG] [LOCAL     ] No optimal features file found for IIF: ./output/feature-sets/IIF.txt
[2025-12-08T20:24:44.526300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:44.526331] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:44.526360] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:44.526416] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:44.584941] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:44.585802] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:44.585888] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:44.585935] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:44.703481] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:44.703644] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:44.703682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:44.703709] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:44.707044] [DEBUG] [FORECASTER] IIF: Forecast T+1@11:T+2@11: UP (p=76.13%)
[2025-12-08T20:24:44.707324] [INFO ] [FORECASTER] Completed predict_future for IIF
[2025-12-08T20:24:44.707463] [INFO ] [sig       ] IIF: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:24:44.845705] [INFO ] [LOCAL     ] Saved forecast: IIF	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/IIF.txt
[2025-12-08T20:24:44.845852] [INFO ] [sig       ] [1694/3624] Completed IIF in 0.3s | 2.92 sym/s | Total: 9.7m | ETA: 11.0m
[2025-12-08T20:24:44.845892] [INFO ] [sig       ] [1695/3624] Forecasting III...
[2025-12-08T20:24:44.845921] [INFO ] [sig       ] Generating forecast for: III
[2025-12-08T20:24:44.845950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'III' from 'https://tdm.silogroup.org/data/derivative_storage/III.csv'.
[2025-12-08T20:24:44.858064] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'III'.
[2025-12-08T20:24:44.858443] [INFO ] [FORECASTER] Starting predict_future for III
[2025-12-08T20:24:44.859226] [DEBUG] [LOCAL     ] No optimal features file found for III: ./output/feature-sets/III.txt
[2025-12-08T20:24:44.859275] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:44.859306] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:44.859332] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:44.859387] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:44.917265] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:44.917964] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:44.918042] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:44.918075] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:45.035488] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:45.035658] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-08T20:24:45.035697] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:45.035728] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:45.039198] [DEBUG] [FORECASTER] III: Forecast T+1@11:T+2@11: UP (p=55.51%)
[2025-12-08T20:24:45.039511] [INFO ] [FORECASTER] Completed predict_future for III
[2025-12-08T20:24:45.039684] [INFO ] [sig       ] III: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-08T20:24:45.180562] [INFO ] [LOCAL     ] Saved forecast: III	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/III.txt
[2025-12-08T20:24:45.180827] [INFO ] [sig       ] [1695/3624] Completed III in 0.3s | 2.92 sym/s | Total: 9.7m | ETA: 11.0m
[2025-12-08T20:24:45.180886] [INFO ] [sig       ] [1696/3624] Forecasting IIIN...
[2025-12-08T20:24:45.180929] [INFO ] [sig       ] Generating forecast for: IIIN
[2025-12-08T20:24:45.180979] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IIIN' from 'https://tdm.silogroup.org/data/derivative_storage/IIIN.csv'.
[2025-12-08T20:24:45.193043] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IIIN'.
[2025-12-08T20:24:45.193424] [INFO ] [FORECASTER] Starting predict_future for IIIN
[2025-12-08T20:24:45.194287] [DEBUG] [LOCAL     ] No optimal features file found for IIIN: ./output/feature-sets/IIIN.txt
[2025-12-08T20:24:45.194340] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:45.194372] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:45.194399] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:45.194455] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:45.252736] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:45.253566] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:45.253667] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:45.253701] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:45.374694] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:45.374844] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:45.374883] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:45.374912] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:45.378300] [DEBUG] [FORECASTER] IIIN: Forecast T+1@11:T+2@11: UP (p=89.33%)
[2025-12-08T20:24:45.378600] [INFO ] [FORECASTER] Completed predict_future for IIIN
[2025-12-08T20:24:45.378731] [INFO ] [sig       ] IIIN: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:24:45.523594] [INFO ] [LOCAL     ] Saved forecast: IIIN	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/IIIN.txt
[2025-12-08T20:24:45.523757] [INFO ] [sig       ] [1696/3624] Completed IIIN in 0.3s | 2.92 sym/s | Total: 9.7m | ETA: 11.0m
[2025-12-08T20:24:45.523797] [INFO ] [sig       ] [1697/3624] Forecasting IIM...
[2025-12-08T20:24:45.523827] [INFO ] [sig       ] Generating forecast for: IIM
[2025-12-08T20:24:45.523863] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IIM' from 'https://tdm.silogroup.org/data/derivative_storage/IIM.csv'.
[2025-12-08T20:24:45.536384] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IIM'.
[2025-12-08T20:24:45.536767] [INFO ] [FORECASTER] Starting predict_future for IIM
[2025-12-08T20:24:45.537591] [DEBUG] [LOCAL     ] No optimal features file found for IIM: ./output/feature-sets/IIM.txt
[2025-12-08T20:24:45.537642] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:45.537675] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:45.537702] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:45.537757] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:45.596725] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:45.597648] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:45.597731] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:45.597764] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:45.717543] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:45.717722] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:45.717779] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:45.717807] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:45.721157] [DEBUG] [FORECASTER] IIM: Forecast T+1@11:T+2@11: DOWN (p=15.17%)
[2025-12-08T20:24:45.721467] [INFO ] [FORECASTER] Completed predict_future for IIM
[2025-12-08T20:24:45.721615] [INFO ] [sig       ] IIM: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:24:45.865758] [INFO ] [LOCAL     ] Saved forecast: IIM	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/IIM.txt
[2025-12-08T20:24:45.865907] [INFO ] [sig       ] [1697/3624] Completed IIM in 0.3s | 2.92 sym/s | Total: 9.7m | ETA: 11.0m
[2025-12-08T20:24:45.865946] [INFO ] [sig       ] [1698/3624] Forecasting ILMN...
[2025-12-08T20:24:45.865976] [INFO ] [sig       ] Generating forecast for: ILMN
[2025-12-08T20:24:45.866004] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ILMN' from 'https://tdm.silogroup.org/data/derivative_storage/ILMN.csv'.
[2025-12-08T20:24:45.878538] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ILMN'.
[2025-12-08T20:24:45.878915] [INFO ] [FORECASTER] Starting predict_future for ILMN
[2025-12-08T20:24:45.879724] [DEBUG] [LOCAL     ] No optimal features file found for ILMN: ./output/feature-sets/ILMN.txt
[2025-12-08T20:24:45.879774] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:45.879804] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:45.879830] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:45.879884] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:45.937998] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:45.938818] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:45.938896] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:45.938929] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:46.065240] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:46.065373] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:46.065411] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:46.065440] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:46.068802] [DEBUG] [FORECASTER] ILMN: Forecast T+1@11:T+2@11: UP (p=88.52%)
[2025-12-08T20:24:46.069114] [INFO ] [FORECASTER] Completed predict_future for ILMN
[2025-12-08T20:24:46.069246] [INFO ] [sig       ] ILMN: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:24:46.208349] [INFO ] [LOCAL     ] Saved forecast: ILMN	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ILMN.txt
[2025-12-08T20:24:46.208488] [INFO ] [sig       ] [1698/3624] Completed ILMN in 0.3s | 2.92 sym/s | Total: 9.7m | ETA: 11.0m
[2025-12-08T20:24:46.208526] [INFO ] [sig       ] [1699/3624] Forecasting IMAX...
[2025-12-08T20:24:46.208554] [INFO ] [sig       ] Generating forecast for: IMAX
[2025-12-08T20:24:46.208604] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMAX' from 'https://tdm.silogroup.org/data/derivative_storage/IMAX.csv'.
[2025-12-08T20:24:46.220633] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMAX'.
[2025-12-08T20:24:46.220994] [INFO ] [FORECASTER] Starting predict_future for IMAX
[2025-12-08T20:24:46.221813] [DEBUG] [LOCAL     ] No optimal features file found for IMAX: ./output/feature-sets/IMAX.txt
[2025-12-08T20:24:46.221865] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:46.221948] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:46.221996] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:46.222077] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:46.277532] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:46.278191] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:46.278266] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:46.278297] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:46.395285] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:46.395432] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:46.395470] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:46.395497] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:46.398764] [DEBUG] [FORECASTER] IMAX: Forecast T+1@11:T+2@11: UP (p=70.67%)
[2025-12-08T20:24:46.399027] [INFO ] [FORECASTER] Completed predict_future for IMAX
[2025-12-08T20:24:46.399143] [INFO ] [sig       ] IMAX: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:24:46.540394] [INFO ] [LOCAL     ] Saved forecast: IMAX	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/IMAX.txt
[2025-12-08T20:24:46.540522] [INFO ] [sig       ] [1699/3624] Completed IMAX in 0.3s | 2.92 sym/s | Total: 9.7m | ETA: 11.0m
[2025-12-08T20:24:46.540560] [INFO ] [sig       ] [1700/3624] Forecasting IMKTA...
[2025-12-08T20:24:46.540607] [INFO ] [sig       ] Generating forecast for: IMKTA
[2025-12-08T20:24:46.540639] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMKTA' from 'https://tdm.silogroup.org/data/derivative_storage/IMKTA.csv'.
[2025-12-08T20:24:46.552239] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMKTA'.
[2025-12-08T20:24:46.552618] [INFO ] [FORECASTER] Starting predict_future for IMKTA
[2025-12-08T20:24:46.553466] [DEBUG] [LOCAL     ] No optimal features file found for IMKTA: ./output/feature-sets/IMKTA.txt
[2025-12-08T20:24:46.553518] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:46.553550] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:46.553600] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:46.553672] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:46.610513] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:46.611480] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:46.611568] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:46.611628] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:46.728390] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:46.728546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:46.728604] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:46.728637] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:46.731994] [DEBUG] [FORECASTER] IMKTA: Forecast T+1@11:T+2@11: DOWN (p=26.72%)
[2025-12-08T20:24:46.732263] [INFO ] [FORECASTER] Completed predict_future for IMKTA
[2025-12-08T20:24:46.732383] [INFO ] [sig       ] IMKTA: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:24:46.877423] [INFO ] [LOCAL     ] Saved forecast: IMKTA	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/IMKTA.txt
[2025-12-08T20:24:46.877596] [INFO ] [sig       ] [1700/3624] Completed IMKTA in 0.3s | 2.92 sym/s | Total: 9.7m | ETA: 11.0m
[2025-12-08T20:24:46.877639] [INFO ] [sig       ] [1701/3624] Forecasting IMMP...
[2025-12-08T20:24:46.877669] [INFO ] [sig       ] Generating forecast for: IMMP
[2025-12-08T20:24:46.877699] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMMP' from 'https://tdm.silogroup.org/data/derivative_storage/IMMP.csv'.
[2025-12-08T20:24:46.891384] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMMP'.
[2025-12-08T20:24:46.891778] [INFO ] [FORECASTER] Starting predict_future for IMMP
[2025-12-08T20:24:46.892632] [DEBUG] [LOCAL     ] No optimal features file found for IMMP: ./output/feature-sets/IMMP.txt
[2025-12-08T20:24:46.892689] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:46.892733] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:46.892762] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:46.892818] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:46.950140] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:46.950892] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:46.950970] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:46.951002] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:47.068269] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:47.068411] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:47.068451] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:47.068480] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:47.071797] [DEBUG] [FORECASTER] IMMP: Forecast T+1@11:T+2@11: DOWN (p=1.96%)
[2025-12-08T20:24:47.072078] [INFO ] [FORECASTER] Completed predict_future for IMMP
[2025-12-08T20:24:47.072222] [INFO ] [sig       ] IMMP: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:24:47.228740] [INFO ] [LOCAL     ] Saved forecast: IMMP	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/IMMP.txt
[2025-12-08T20:24:47.228925] [INFO ] [sig       ] [1701/3624] Completed IMMP in 0.4s | 2.92 sym/s | Total: 9.7m | ETA: 11.0m
[2025-12-08T20:24:47.228978] [INFO ] [sig       ] [1702/3624] Forecasting IMMX...
[2025-12-08T20:24:47.229016] [INFO ] [sig       ] Generating forecast for: IMMX
[2025-12-08T20:24:47.229055] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMMX' from 'https://tdm.silogroup.org/data/derivative_storage/IMMX.csv'.
[2025-12-08T20:24:47.243460] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMMX'.
[2025-12-08T20:24:47.243928] [INFO ] [FORECASTER] Starting predict_future for IMMX
[2025-12-08T20:24:47.245072] [DEBUG] [LOCAL     ] No optimal features file found for IMMX: ./output/feature-sets/IMMX.txt
[2025-12-08T20:24:47.245143] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:47.245196] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:47.245243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:47.245334] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:47.307799] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:47.308647] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:47.308730] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:47.308766] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:47.427647] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:47.427799] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:47.427841] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:47.427906] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:47.431317] [DEBUG] [FORECASTER] IMMX: Forecast T+1@11:T+2@11: DOWN (p=46.56%)
[2025-12-08T20:24:47.431614] [INFO ] [FORECASTER] Completed predict_future for IMMX
[2025-12-08T20:24:47.431740] [INFO ] [sig       ] IMMX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:24:47.614536] [INFO ] [LOCAL     ] Saved forecast: IMMX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/IMMX.txt
[2025-12-08T20:24:47.614691] [INFO ] [sig       ] [1702/3624] Completed IMMX in 0.4s | 2.92 sym/s | Total: 9.7m | ETA: 11.0m
[2025-12-08T20:24:47.614732] [INFO ] [sig       ] [1703/3624] Forecasting IMNM...
[2025-12-08T20:24:47.614764] [INFO ] [sig       ] Generating forecast for: IMNM
[2025-12-08T20:24:47.614795] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMNM' from 'https://tdm.silogroup.org/data/derivative_storage/IMNM.csv'.
[2025-12-08T20:24:47.626724] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMNM'.
[2025-12-08T20:24:47.627067] [INFO ] [FORECASTER] Starting predict_future for IMNM
[2025-12-08T20:24:47.627909] [DEBUG] [LOCAL     ] No optimal features file found for IMNM: ./output/feature-sets/IMNM.txt
[2025-12-08T20:24:47.627959] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:47.627990] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:47.628016] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:47.628085] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:47.686593] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:47.687379] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:47.687490] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:47.687533] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:47.818839] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:47.818992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:47.819034] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:47.819064] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:47.822476] [DEBUG] [FORECASTER] IMNM: Forecast T+1@11:T+2@11: UP (p=67.97%)
[2025-12-08T20:24:47.822787] [INFO ] [FORECASTER] Completed predict_future for IMNM
[2025-12-08T20:24:47.822923] [INFO ] [sig       ] IMNM: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:24:47.964751] [INFO ] [LOCAL     ] Saved forecast: IMNM	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/IMNM.txt
[2025-12-08T20:24:47.964904] [INFO ] [sig       ] [1703/3624] Completed IMNM in 0.4s | 2.92 sym/s | Total: 9.7m | ETA: 11.0m
[2025-12-08T20:24:47.964945] [INFO ] [sig       ] [1704/3624] Forecasting IMNN...
[2025-12-08T20:24:47.964976] [INFO ] [sig       ] Generating forecast for: IMNN
[2025-12-08T20:24:47.965007] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMNN' from 'https://tdm.silogroup.org/data/derivative_storage/IMNN.csv'.
[2025-12-08T20:24:47.977499] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMNN'.
[2025-12-08T20:24:47.977914] [INFO ] [FORECASTER] Starting predict_future for IMNN
[2025-12-08T20:24:47.978839] [DEBUG] [LOCAL     ] No optimal features file found for IMNN: ./output/feature-sets/IMNN.txt
[2025-12-08T20:24:47.978895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:47.978929] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:47.978957] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:47.979015] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:48.035878] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:48.036720] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:48.036801] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:48.036836] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:48.156494] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:48.156680] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:48.156721] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:48.156750] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:48.160234] [DEBUG] [FORECASTER] IMNN: Forecast T+1@11:T+2@11: UP (p=73.44%)
[2025-12-08T20:24:48.160548] [INFO ] [FORECASTER] Completed predict_future for IMNN
[2025-12-08T20:24:48.160706] [INFO ] [sig       ] IMNN: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:24:48.329883] [INFO ] [LOCAL     ] Saved forecast: IMNN	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/IMNN.txt
[2025-12-08T20:24:48.330045] [INFO ] [sig       ] [1704/3624] Completed IMNN in 0.4s | 2.92 sym/s | Total: 9.7m | ETA: 11.0m
[2025-12-08T20:24:48.330103] [INFO ] [sig       ] [1705/3624] Forecasting IMOS...
[2025-12-08T20:24:48.330144] [INFO ] [sig       ] Generating forecast for: IMOS
[2025-12-08T20:24:48.330183] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMOS' from 'https://tdm.silogroup.org/data/derivative_storage/IMOS.csv'.
[2025-12-08T20:24:48.343264] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMOS'.
[2025-12-08T20:24:48.343682] [INFO ] [FORECASTER] Starting predict_future for IMOS
[2025-12-08T20:24:48.344468] [DEBUG] [LOCAL     ] No optimal features file found for IMOS: ./output/feature-sets/IMOS.txt
[2025-12-08T20:24:48.344518] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:48.344549] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:48.344604] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:48.344663] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:48.400894] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:48.401750] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:48.401829] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:48.401860] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:48.519596] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:48.519747] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:48.519784] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:48.519812] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:48.523124] [DEBUG] [FORECASTER] IMOS: Forecast T+1@11:T+2@11: DOWN (p=24.23%)
[2025-12-08T20:24:48.523409] [INFO ] [FORECASTER] Completed predict_future for IMOS
[2025-12-08T20:24:48.523543] [INFO ] [sig       ] IMOS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:24:48.666589] [INFO ] [LOCAL     ] Saved forecast: IMOS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/IMOS.txt
[2025-12-08T20:24:48.666742] [INFO ] [sig       ] [1705/3624] Completed IMOS in 0.3s | 2.92 sym/s | Total: 9.7m | ETA: 11.0m
[2025-12-08T20:24:48.666781] [INFO ] [sig       ] [1706/3624] Forecasting IMPP...
[2025-12-08T20:24:48.666810] [INFO ] [sig       ] Generating forecast for: IMPP
[2025-12-08T20:24:48.666839] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMPP' from 'https://tdm.silogroup.org/data/derivative_storage/IMPP.csv'.
[2025-12-08T20:24:48.679037] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMPP'.
[2025-12-08T20:24:48.679405] [INFO ] [FORECASTER] Starting predict_future for IMPP
[2025-12-08T20:24:48.680219] [DEBUG] [LOCAL     ] No optimal features file found for IMPP: ./output/feature-sets/IMPP.txt
[2025-12-08T20:24:48.680269] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:48.680299] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:48.680325] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:48.680380] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:48.739538] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:48.740410] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:48.740490] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:48.740524] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:48.857959] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:48.858114] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:48.858155] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:48.858183] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:48.861479] [DEBUG] [FORECASTER] IMPP: Forecast T+1@11:T+2@11: UP (p=94.06%)
[2025-12-08T20:24:48.861765] [INFO ] [FORECASTER] Completed predict_future for IMPP
[2025-12-08T20:24:48.861903] [INFO ] [sig       ] IMPP: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:24:49.003528] [INFO ] [LOCAL     ] Saved forecast: IMPP	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/IMPP.txt
[2025-12-08T20:24:49.003740] [INFO ] [sig       ] [1706/3624] Completed IMPP in 0.3s | 2.92 sym/s | Total: 9.7m | ETA: 11.0m
[2025-12-08T20:24:49.003789] [INFO ] [sig       ] [1707/3624] Forecasting IMRX...
[2025-12-08T20:24:49.003820] [INFO ] [sig       ] Generating forecast for: IMRX
[2025-12-08T20:24:49.003850] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMRX' from 'https://tdm.silogroup.org/data/derivative_storage/IMRX.csv'.
[2025-12-08T20:24:49.016242] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMRX'.
[2025-12-08T20:24:49.016630] [INFO ] [FORECASTER] Starting predict_future for IMRX
[2025-12-08T20:24:49.017407] [DEBUG] [LOCAL     ] No optimal features file found for IMRX: ./output/feature-sets/IMRX.txt
[2025-12-08T20:24:49.017459] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:49.017490] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:49.017516] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:49.017586] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:49.076062] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:49.076914] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:49.076995] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:49.077029] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:49.197961] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:49.198115] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:49.198155] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:49.198184] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:49.201625] [DEBUG] [FORECASTER] IMRX: Forecast T+1@11:T+2@11: DOWN (p=8.78%)
[2025-12-08T20:24:49.201892] [INFO ] [FORECASTER] Completed predict_future for IMRX
[2025-12-08T20:24:49.202013] [INFO ] [sig       ] IMRX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:24:49.340869] [INFO ] [LOCAL     ] Saved forecast: IMRX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/IMRX.txt
[2025-12-08T20:24:49.341022] [INFO ] [sig       ] [1707/3624] Completed IMRX in 0.3s | 2.92 sym/s | Total: 9.7m | ETA: 10.9m
[2025-12-08T20:24:49.341063] [INFO ] [sig       ] [1708/3624] Forecasting IMTX...
[2025-12-08T20:24:49.341095] [INFO ] [sig       ] Generating forecast for: IMTX
[2025-12-08T20:24:49.341126] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMTX' from 'https://tdm.silogroup.org/data/derivative_storage/IMTX.csv'.
[2025-12-08T20:24:49.353164] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMTX'.
[2025-12-08T20:24:49.353551] [INFO ] [FORECASTER] Starting predict_future for IMTX
[2025-12-08T20:24:49.354361] [DEBUG] [LOCAL     ] No optimal features file found for IMTX: ./output/feature-sets/IMTX.txt
[2025-12-08T20:24:49.354412] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:49.354445] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:49.354472] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:49.354529] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:49.412673] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:49.413520] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:49.413617] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:49.413653] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:49.532591] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:49.532745] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:49.532783] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:49.532829] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:49.536094] [DEBUG] [FORECASTER] IMTX: Forecast T+1@11:T+2@11: UP (p=96.53%)
[2025-12-08T20:24:49.536357] [INFO ] [FORECASTER] Completed predict_future for IMTX
[2025-12-08T20:24:49.536476] [INFO ] [sig       ] IMTX: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:24:49.677308] [INFO ] [LOCAL     ] Saved forecast: IMTX	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/IMTX.txt
[2025-12-08T20:24:49.677449] [INFO ] [sig       ] [1708/3624] Completed IMTX in 0.3s | 2.92 sym/s | Total: 9.8m | ETA: 10.9m
[2025-12-08T20:24:49.677490] [INFO ] [sig       ] [1709/3624] Forecasting IMXI...
[2025-12-08T20:24:49.677519] [INFO ] [sig       ] Generating forecast for: IMXI
[2025-12-08T20:24:49.677547] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMXI' from 'https://tdm.silogroup.org/data/derivative_storage/IMXI.csv'.
[2025-12-08T20:24:49.690271] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMXI'.
[2025-12-08T20:24:49.690632] [INFO ] [FORECASTER] Starting predict_future for IMXI
[2025-12-08T20:24:49.691407] [DEBUG] [LOCAL     ] No optimal features file found for IMXI: ./output/feature-sets/IMXI.txt
[2025-12-08T20:24:49.691457] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:49.691489] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:49.691516] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:49.691594] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:49.750277] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:49.751006] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:49.751112] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:49.751146] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:49.871705] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:49.871854] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:49.871894] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:49.871924] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:49.875290] [DEBUG] [FORECASTER] IMXI: Forecast T+1@11:T+2@11: UP (p=95.77%)
[2025-12-08T20:24:49.875605] [INFO ] [FORECASTER] Completed predict_future for IMXI
[2025-12-08T20:24:49.875739] [INFO ] [sig       ] IMXI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:24:50.014234] [INFO ] [LOCAL     ] Saved forecast: IMXI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/IMXI.txt
[2025-12-08T20:24:50.014401] [INFO ] [sig       ] [1709/3624] Completed IMXI in 0.3s | 2.92 sym/s | Total: 9.8m | ETA: 10.9m
[2025-12-08T20:24:50.014444] [INFO ] [sig       ] [1710/3624] Forecasting INAB...
[2025-12-08T20:24:50.014474] [INFO ] [sig       ] Generating forecast for: INAB
[2025-12-08T20:24:50.014506] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INAB' from 'https://tdm.silogroup.org/data/derivative_storage/INAB.csv'.
[2025-12-08T20:24:50.025962] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INAB'.
[2025-12-08T20:24:50.026306] [INFO ] [FORECASTER] Starting predict_future for INAB
[2025-12-08T20:24:50.027112] [DEBUG] [LOCAL     ] No optimal features file found for INAB: ./output/feature-sets/INAB.txt
[2025-12-08T20:24:50.027165] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:50.027200] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:50.027229] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:50.027286] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:50.087360] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:50.088189] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:50.088291] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:50.088330] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:50.203032] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:50.203176] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:50.203214] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:50.203242] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:50.206471] [DEBUG] [FORECASTER] INAB: Forecast T+1@11:T+2@11: UP (p=97.43%)
[2025-12-08T20:24:50.206746] [INFO ] [FORECASTER] Completed predict_future for INAB
[2025-12-08T20:24:50.206862] [INFO ] [sig       ] INAB: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:24:50.344901] [INFO ] [LOCAL     ] Saved forecast: INAB	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/INAB.txt
[2025-12-08T20:24:50.345029] [INFO ] [sig       ] [1710/3624] Completed INAB in 0.3s | 2.92 sym/s | Total: 9.8m | ETA: 10.9m
[2025-12-08T20:24:50.345068] [INFO ] [sig       ] [1711/3624] Forecasting INBK...
[2025-12-08T20:24:50.345096] [INFO ] [sig       ] Generating forecast for: INBK
[2025-12-08T20:24:50.345125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INBK' from 'https://tdm.silogroup.org/data/derivative_storage/INBK.csv'.
[2025-12-08T20:24:50.356789] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INBK'.
[2025-12-08T20:24:50.357124] [INFO ] [FORECASTER] Starting predict_future for INBK
[2025-12-08T20:24:50.357928] [DEBUG] [LOCAL     ] No optimal features file found for INBK: ./output/feature-sets/INBK.txt
[2025-12-08T20:24:50.357978] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:50.358008] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:50.358034] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:50.358088] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:50.415769] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:50.416421] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:50.416497] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:50.416530] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:50.535243] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:50.535402] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:50.535442] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:50.535471] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:50.538895] [DEBUG] [FORECASTER] INBK: Forecast T+1@11:T+2@11: UP (p=91.07%)
[2025-12-08T20:24:50.539164] [INFO ] [FORECASTER] Completed predict_future for INBK
[2025-12-08T20:24:50.539288] [INFO ] [sig       ] INBK: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:24:50.680074] [INFO ] [LOCAL     ] Saved forecast: INBK	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/INBK.txt
[2025-12-08T20:24:50.680228] [INFO ] [sig       ] [1711/3624] Completed INBK in 0.3s | 2.92 sym/s | Total: 9.8m | ETA: 10.9m
[2025-12-08T20:24:50.680266] [INFO ] [sig       ] [1712/3624] Forecasting INBX...
[2025-12-08T20:24:50.680295] [INFO ] [sig       ] Generating forecast for: INBX
[2025-12-08T20:24:50.680325] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INBX' from 'https://tdm.silogroup.org/data/derivative_storage/INBX.csv'.
[2025-12-08T20:24:50.692443] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INBX'.
[2025-12-08T20:24:50.692863] [INFO ] [FORECASTER] Starting predict_future for INBX
[2025-12-08T20:24:50.693740] [DEBUG] [LOCAL     ] No optimal features file found for INBX: ./output/feature-sets/INBX.txt
[2025-12-08T20:24:50.693790] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:50.693834] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:50.693861] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:50.693915] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:50.753612] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:50.754710] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:50.754793] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:50.754826] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:50.880393] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:50.880540] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:50.880597] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:50.880631] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:50.884066] [DEBUG] [FORECASTER] INBX: Forecast T+1@11:T+2@11: DOWN (p=19.37%)
[2025-12-08T20:24:50.884350] [INFO ] [FORECASTER] Completed predict_future for INBX
[2025-12-08T20:24:50.884473] [INFO ] [sig       ] INBX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:24:51.023306] [INFO ] [LOCAL     ] Saved forecast: INBX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/INBX.txt
[2025-12-08T20:24:51.023470] [INFO ] [sig       ] [1712/3624] Completed INBX in 0.3s | 2.92 sym/s | Total: 9.8m | ETA: 10.9m
[2025-12-08T20:24:51.023512] [INFO ] [sig       ] [1713/3624] Forecasting INCY...
[2025-12-08T20:24:51.023541] [INFO ] [sig       ] Generating forecast for: INCY
[2025-12-08T20:24:51.023588] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INCY' from 'https://tdm.silogroup.org/data/derivative_storage/INCY.csv'.
[2025-12-08T20:24:51.035263] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INCY'.
[2025-12-08T20:24:51.035639] [INFO ] [FORECASTER] Starting predict_future for INCY
[2025-12-08T20:24:51.036410] [DEBUG] [LOCAL     ] No optimal features file found for INCY: ./output/feature-sets/INCY.txt
[2025-12-08T20:24:51.036460] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:51.036491] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:51.036517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:51.036596] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:51.092170] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:51.092997] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:51.093073] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:51.093104] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:51.211136] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:51.211288] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:51.211326] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:51.211353] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:51.214623] [DEBUG] [FORECASTER] INCY: Forecast T+1@11:T+2@11: UP (p=71.88%)
[2025-12-08T20:24:51.214884] [INFO ] [FORECASTER] Completed predict_future for INCY
[2025-12-08T20:24:51.215005] [INFO ] [sig       ] INCY: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:24:51.351025] [INFO ] [LOCAL     ] Saved forecast: INCY	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/INCY.txt
[2025-12-08T20:24:51.351161] [INFO ] [sig       ] [1713/3624] Completed INCY in 0.3s | 2.92 sym/s | Total: 9.8m | ETA: 10.9m
[2025-12-08T20:24:51.351199] [INFO ] [sig       ] [1714/3624] Forecasting INDB...
[2025-12-08T20:24:51.351228] [INFO ] [sig       ] Generating forecast for: INDB
[2025-12-08T20:24:51.351258] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INDB' from 'https://tdm.silogroup.org/data/derivative_storage/INDB.csv'.
[2025-12-08T20:24:51.363516] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INDB'.
[2025-12-08T20:24:51.363909] [INFO ] [FORECASTER] Starting predict_future for INDB
[2025-12-08T20:24:51.364737] [DEBUG] [LOCAL     ] No optimal features file found for INDB: ./output/feature-sets/INDB.txt
[2025-12-08T20:24:51.364799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:51.364839] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:51.364875] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:51.364932] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:51.423960] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:51.424711] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:51.424791] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:51.424824] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:51.548924] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:51.549069] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:51.549110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:51.549139] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:51.552820] [DEBUG] [FORECASTER] INDB: Forecast T+1@11:T+2@11: UP (p=56.75%)
[2025-12-08T20:24:51.553162] [INFO ] [FORECASTER] Completed predict_future for INDB
[2025-12-08T20:24:51.553319] [INFO ] [sig       ] INDB: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:24:51.702921] [INFO ] [LOCAL     ] Saved forecast: INDB	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/INDB.txt
[2025-12-08T20:24:51.703076] [INFO ] [sig       ] [1714/3624] Completed INDB in 0.4s | 2.92 sym/s | Total: 9.8m | ETA: 10.9m
[2025-12-08T20:24:51.703115] [INFO ] [sig       ] [1715/3624] Forecasting INDI...
[2025-12-08T20:24:51.703145] [INFO ] [sig       ] Generating forecast for: INDI
[2025-12-08T20:24:51.703173] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INDI' from 'https://tdm.silogroup.org/data/derivative_storage/INDI.csv'.
[2025-12-08T20:24:51.716008] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INDI'.
[2025-12-08T20:24:51.716609] [INFO ] [FORECASTER] Starting predict_future for INDI
[2025-12-08T20:24:51.717782] [DEBUG] [LOCAL     ] No optimal features file found for INDI: ./output/feature-sets/INDI.txt
[2025-12-08T20:24:51.717835] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:51.717868] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:51.717895] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:51.717952] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:51.779210] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:51.780114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:51.780204] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:51.780237] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:51.908651] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:51.908832] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:51.908887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:51.908924] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:51.912613] [DEBUG] [FORECASTER] INDI: Forecast T+1@11:T+2@11: DOWN (p=9.76%)
[2025-12-08T20:24:51.912955] [INFO ] [FORECASTER] Completed predict_future for INDI
[2025-12-08T20:24:51.913091] [INFO ] [sig       ] INDI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:24:52.059058] [INFO ] [LOCAL     ] Saved forecast: INDI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/INDI.txt
[2025-12-08T20:24:52.059188] [INFO ] [sig       ] [1715/3624] Completed INDI in 0.4s | 2.92 sym/s | Total: 9.8m | ETA: 10.9m
[2025-12-08T20:24:52.059226] [INFO ] [sig       ] [1716/3624] Forecasting INDP...
[2025-12-08T20:24:52.059260] [INFO ] [sig       ] Generating forecast for: INDP
[2025-12-08T20:24:52.059292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INDP' from 'https://tdm.silogroup.org/data/derivative_storage/INDP.csv'.
[2025-12-08T20:24:52.070547] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INDP'.
[2025-12-08T20:24:52.070902] [INFO ] [FORECASTER] Starting predict_future for INDP
[2025-12-08T20:24:52.071683] [DEBUG] [LOCAL     ] No optimal features file found for INDP: ./output/feature-sets/INDP.txt
[2025-12-08T20:24:52.071732] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:52.071788] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:52.071816] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:52.071871] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:52.127537] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:52.128201] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:52.128279] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:52.128310] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:52.231795] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:52.231941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:52.231978] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:52.232005] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:52.235239] [DEBUG] [FORECASTER] INDP: Forecast T+1@11:T+2@11: DOWN (p=0.36%)
[2025-12-08T20:24:52.235496] [INFO ] [FORECASTER] Completed predict_future for INDP
[2025-12-08T20:24:52.235630] [INFO ] [sig       ] INDP: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:24:52.373170] [INFO ] [LOCAL     ] Saved forecast: INDP	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/INDP.txt
[2025-12-08T20:24:52.373308] [INFO ] [sig       ] [1716/3624] Completed INDP in 0.3s | 2.92 sym/s | Total: 9.8m | ETA: 10.9m
[2025-12-08T20:24:52.373347] [INFO ] [sig       ] [1717/3624] Forecasting INDY...
[2025-12-08T20:24:52.373385] [INFO ] [sig       ] Generating forecast for: INDY
[2025-12-08T20:24:52.373414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INDY' from 'https://tdm.silogroup.org/data/derivative_storage/INDY.csv'.
[2025-12-08T20:24:52.384872] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INDY'.
[2025-12-08T20:24:52.385202] [INFO ] [FORECASTER] Starting predict_future for INDY
[2025-12-08T20:24:52.385976] [DEBUG] [LOCAL     ] No optimal features file found for INDY: ./output/feature-sets/INDY.txt
[2025-12-08T20:24:52.386025] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:52.386056] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:52.386082] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:52.386136] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:52.443786] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:52.444595] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:52.444675] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:52.444708] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:52.566355] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:52.566496] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:52.566534] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:52.566561] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:52.569888] [DEBUG] [FORECASTER] INDY: Forecast T+1@11:T+2@11: UP (p=87.50%)
[2025-12-08T20:24:52.570147] [INFO ] [FORECASTER] Completed predict_future for INDY
[2025-12-08T20:24:52.570266] [INFO ] [sig       ] INDY: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:24:52.711108] [INFO ] [LOCAL     ] Saved forecast: INDY	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/INDY.txt
[2025-12-08T20:24:52.711248] [INFO ] [sig       ] [1717/3624] Completed INDY in 0.3s | 2.92 sym/s | Total: 9.8m | ETA: 10.9m
[2025-12-08T20:24:52.711287] [INFO ] [sig       ] [1718/3624] Forecasting INFY...
[2025-12-08T20:24:52.711317] [INFO ] [sig       ] Generating forecast for: INFY
[2025-12-08T20:24:52.711345] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INFY' from 'https://tdm.silogroup.org/data/derivative_storage/INFY.csv'.
[2025-12-08T20:24:52.723893] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INFY'.
[2025-12-08T20:24:52.724266] [INFO ] [FORECASTER] Starting predict_future for INFY
[2025-12-08T20:24:52.725090] [DEBUG] [LOCAL     ] No optimal features file found for INFY: ./output/feature-sets/INFY.txt
[2025-12-08T20:24:52.725141] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:52.725172] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:52.725198] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:52.725253] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:52.781545] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:52.782408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:52.782511] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:52.782545] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:52.898795] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:52.898945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:52.898982] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:52.899011] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:52.902264] [DEBUG] [FORECASTER] INFY: Forecast T+1@11:T+2@11: UP (p=58.93%)
[2025-12-08T20:24:52.902522] [INFO ] [FORECASTER] Completed predict_future for INFY
[2025-12-08T20:24:52.902655] [INFO ] [sig       ] INFY: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:24:53.042089] [INFO ] [LOCAL     ] Saved forecast: INFY	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/INFY.txt
[2025-12-08T20:24:53.042245] [INFO ] [sig       ] [1718/3624] Completed INFY in 0.3s | 2.92 sym/s | Total: 9.8m | ETA: 10.9m
[2025-12-08T20:24:53.042284] [INFO ] [sig       ] [1719/3624] Forecasting ING...
[2025-12-08T20:24:53.042314] [INFO ] [sig       ] Generating forecast for: ING
[2025-12-08T20:24:53.042343] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ING' from 'https://tdm.silogroup.org/data/derivative_storage/ING.csv'.
[2025-12-08T20:24:53.054852] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ING'.
[2025-12-08T20:24:53.055229] [INFO ] [FORECASTER] Starting predict_future for ING
[2025-12-08T20:24:53.056031] [DEBUG] [LOCAL     ] No optimal features file found for ING: ./output/feature-sets/ING.txt
[2025-12-08T20:24:53.056080] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:53.056110] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:53.056135] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:53.056190] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:53.111760] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:53.112554] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:53.112654] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:53.112686] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:53.234762] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:53.234924] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:53.234961] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:53.235039] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:53.238447] [DEBUG] [FORECASTER] ING: Forecast T+1@11:T+2@11: DOWN (p=29.75%)
[2025-12-08T20:24:53.238758] [INFO ] [FORECASTER] Completed predict_future for ING
[2025-12-08T20:24:53.238887] [INFO ] [sig       ] ING: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:24:53.382175] [INFO ] [LOCAL     ] Saved forecast: ING	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ING.txt
[2025-12-08T20:24:53.382349] [INFO ] [sig       ] [1719/3624] Completed ING in 0.3s | 2.92 sym/s | Total: 9.8m | ETA: 10.9m
[2025-12-08T20:24:53.382392] [INFO ] [sig       ] [1720/3624] Forecasting INGN...
[2025-12-08T20:24:53.382424] [INFO ] [sig       ] Generating forecast for: INGN
[2025-12-08T20:24:53.382456] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INGN' from 'https://tdm.silogroup.org/data/derivative_storage/INGN.csv'.
[2025-12-08T20:24:53.395407] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INGN'.
[2025-12-08T20:24:53.395826] [INFO ] [FORECASTER] Starting predict_future for INGN
[2025-12-08T20:24:53.396808] [DEBUG] [LOCAL     ] No optimal features file found for INGN: ./output/feature-sets/INGN.txt
[2025-12-08T20:24:53.396868] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:53.396907] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:53.396940] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:53.397022] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:53.458175] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:53.459036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:53.459132] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:53.459173] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:53.596429] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:53.596611] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:53.596655] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:53.596685] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:53.600163] [DEBUG] [FORECASTER] INGN: Forecast T+1@11:T+2@11: UP (p=86.44%)
[2025-12-08T20:24:53.600491] [INFO ] [FORECASTER] Completed predict_future for INGN
[2025-12-08T20:24:53.600659] [INFO ] [sig       ] INGN: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:24:53.740298] [INFO ] [LOCAL     ] Saved forecast: INGN	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/INGN.txt
[2025-12-08T20:24:53.740426] [INFO ] [sig       ] [1720/3624] Completed INGN in 0.4s | 2.92 sym/s | Total: 9.8m | ETA: 10.9m
[2025-12-08T20:24:53.740464] [INFO ] [sig       ] [1721/3624] Forecasting INM...
[2025-12-08T20:24:53.740492] [INFO ] [sig       ] Generating forecast for: INM
[2025-12-08T20:24:53.740521] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INM' from 'https://tdm.silogroup.org/data/derivative_storage/INM.csv'.
[2025-12-08T20:24:53.753127] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INM'.
[2025-12-08T20:24:53.753539] [INFO ] [FORECASTER] Starting predict_future for INM
[2025-12-08T20:24:53.754346] [DEBUG] [LOCAL     ] No optimal features file found for INM: ./output/feature-sets/INM.txt
[2025-12-08T20:24:53.754395] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:53.754425] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:53.754451] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:53.754507] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:53.812212] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:53.813188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:53.813275] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:53.813326] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:53.930744] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:53.930914] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:53.930963] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:53.931000] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:53.935085] [DEBUG] [FORECASTER] INM: Forecast T+1@11:T+2@11: DOWN (p=45.55%)
[2025-12-08T20:24:53.935358] [INFO ] [FORECASTER] Completed predict_future for INM
[2025-12-08T20:24:53.935482] [INFO ] [sig       ] INM: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:24:54.083093] [INFO ] [LOCAL     ] Saved forecast: INM	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/INM.txt
[2025-12-08T20:24:54.083243] [INFO ] [sig       ] [1721/3624] Completed INM in 0.3s | 2.92 sym/s | Total: 9.8m | ETA: 10.9m
[2025-12-08T20:24:54.083282] [INFO ] [sig       ] [1722/3624] Forecasting INMB...
[2025-12-08T20:24:54.083311] [INFO ] [sig       ] Generating forecast for: INMB
[2025-12-08T20:24:54.083341] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INMB' from 'https://tdm.silogroup.org/data/derivative_storage/INMB.csv'.
[2025-12-08T20:24:54.098687] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INMB'.
[2025-12-08T20:24:54.099084] [INFO ] [FORECASTER] Starting predict_future for INMB
[2025-12-08T20:24:54.099902] [DEBUG] [LOCAL     ] No optimal features file found for INMB: ./output/feature-sets/INMB.txt
[2025-12-08T20:24:54.099952] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:54.099981] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:54.100006] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:54.100060] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:54.156585] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:54.157431] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:54.157510] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:54.157541] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:54.276687] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:54.276839] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:54.276877] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:54.276904] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:54.280201] [DEBUG] [FORECASTER] INMB: Forecast T+1@11:T+2@11: DOWN (p=34.14%)
[2025-12-08T20:24:54.280481] [INFO ] [FORECASTER] Completed predict_future for INMB
[2025-12-08T20:24:54.280625] [INFO ] [sig       ] INMB: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:24:54.417218] [INFO ] [LOCAL     ] Saved forecast: INMB	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/INMB.txt
[2025-12-08T20:24:54.417369] [INFO ] [sig       ] [1722/3624] Completed INMB in 0.3s | 2.92 sym/s | Total: 9.8m | ETA: 10.9m
[2025-12-08T20:24:54.417425] [INFO ] [sig       ] [1723/3624] Forecasting INMD...
[2025-12-08T20:24:54.417455] [INFO ] [sig       ] Generating forecast for: INMD
[2025-12-08T20:24:54.417485] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INMD' from 'https://tdm.silogroup.org/data/derivative_storage/INMD.csv'.
[2025-12-08T20:24:54.429857] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INMD'.
[2025-12-08T20:24:54.430222] [INFO ] [FORECASTER] Starting predict_future for INMD
[2025-12-08T20:24:54.431008] [DEBUG] [LOCAL     ] No optimal features file found for INMD: ./output/feature-sets/INMD.txt
[2025-12-08T20:24:54.431058] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:54.431089] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:54.431126] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:54.431182] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:54.486162] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:54.486993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:54.487069] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:54.487100] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:54.604929] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:54.605079] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:54.605116] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:54.605143] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:54.608450] [DEBUG] [FORECASTER] INMD: Forecast T+1@11:T+2@11: UP (p=58.48%)
[2025-12-08T20:24:54.608731] [INFO ] [FORECASTER] Completed predict_future for INMD
[2025-12-08T20:24:54.608852] [INFO ] [sig       ] INMD: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:24:54.745013] [INFO ] [LOCAL     ] Saved forecast: INMD	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/INMD.txt
[2025-12-08T20:24:54.745137] [INFO ] [sig       ] [1723/3624] Completed INMD in 0.3s | 2.92 sym/s | Total: 9.8m | ETA: 10.9m
[2025-12-08T20:24:54.745176] [INFO ] [sig       ] [1724/3624] Forecasting INN...
[2025-12-08T20:24:54.745205] [INFO ] [sig       ] Generating forecast for: INN
[2025-12-08T20:24:54.745234] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INN' from 'https://tdm.silogroup.org/data/derivative_storage/INN.csv'.
[2025-12-08T20:24:54.756893] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INN'.
[2025-12-08T20:24:54.757226] [INFO ] [FORECASTER] Starting predict_future for INN
[2025-12-08T20:24:54.758028] [DEBUG] [LOCAL     ] No optimal features file found for INN: ./output/feature-sets/INN.txt
[2025-12-08T20:24:54.758076] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:54.758106] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:54.758132] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:54.758187] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:54.814220] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:54.815028] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:54.815106] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:54.815137] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:54.932050] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:54.932200] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:54.932237] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:54.932265] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:54.935497] [DEBUG] [FORECASTER] INN: Forecast T+1@11:T+2@11: UP (p=65.97%)
[2025-12-08T20:24:54.935773] [INFO ] [FORECASTER] Completed predict_future for INN
[2025-12-08T20:24:54.935888] [INFO ] [sig       ] INN: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:24:55.074214] [INFO ] [LOCAL     ] Saved forecast: INN	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/INN.txt
[2025-12-08T20:24:55.074349] [INFO ] [sig       ] [1724/3624] Completed INN in 0.3s | 2.92 sym/s | Total: 9.8m | ETA: 10.8m
[2025-12-08T20:24:55.074386] [INFO ] [sig       ] [1725/3624] Forecasting INO...
[2025-12-08T20:24:55.074416] [INFO ] [sig       ] Generating forecast for: INO
[2025-12-08T20:24:55.074445] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INO' from 'https://tdm.silogroup.org/data/derivative_storage/INO.csv'.
[2025-12-08T20:24:55.086380] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INO'.
[2025-12-08T20:24:55.086732] [INFO ] [FORECASTER] Starting predict_future for INO
[2025-12-08T20:24:55.087527] [DEBUG] [LOCAL     ] No optimal features file found for INO: ./output/feature-sets/INO.txt
[2025-12-08T20:24:55.087591] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:55.087623] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:55.087649] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:55.087703] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:55.142972] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:55.143823] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:55.143900] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:55.143932] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:55.260771] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:55.260917] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:55.260954] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:55.260983] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:55.264222] [DEBUG] [FORECASTER] INO: Forecast T+1@11:T+2@11: UP (p=59.67%)
[2025-12-08T20:24:55.264480] [INFO ] [FORECASTER] Completed predict_future for INO
[2025-12-08T20:24:55.264615] [INFO ] [sig       ] INO: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:24:55.408118] [INFO ] [LOCAL     ] Saved forecast: INO	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/INO.txt
[2025-12-08T20:24:55.408237] [INFO ] [sig       ] [1725/3624] Completed INO in 0.3s | 2.92 sym/s | Total: 9.8m | ETA: 10.8m
[2025-12-08T20:24:55.408274] [INFO ] [sig       ] [1726/3624] Forecasting INOD...
[2025-12-08T20:24:55.408302] [INFO ] [sig       ] Generating forecast for: INOD
[2025-12-08T20:24:55.408336] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INOD' from 'https://tdm.silogroup.org/data/derivative_storage/INOD.csv'.
[2025-12-08T20:24:55.420487] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INOD'.
[2025-12-08T20:24:55.420828] [INFO ] [FORECASTER] Starting predict_future for INOD
[2025-12-08T20:24:55.421595] [DEBUG] [LOCAL     ] No optimal features file found for INOD: ./output/feature-sets/INOD.txt
[2025-12-08T20:24:55.421644] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:55.421674] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:55.421701] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:55.421755] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:55.478383] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:55.479016] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:55.479115] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:55.479148] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:55.602025] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:55.602175] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:55.602212] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:55.602240] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:55.605590] [DEBUG] [FORECASTER] INOD: Forecast T+1@11:T+2@11: DOWN (p=25.16%)
[2025-12-08T20:24:55.605849] [INFO ] [FORECASTER] Completed predict_future for INOD
[2025-12-08T20:24:55.605967] [INFO ] [sig       ] INOD: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:24:55.744655] [INFO ] [LOCAL     ] Saved forecast: INOD	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/INOD.txt
[2025-12-08T20:24:55.744770] [INFO ] [sig       ] [1726/3624] Completed INOD in 0.3s | 2.92 sym/s | Total: 9.9m | ETA: 10.8m
[2025-12-08T20:24:55.744808] [INFO ] [sig       ] [1727/3624] Forecasting INSE...
[2025-12-08T20:24:55.744836] [INFO ] [sig       ] Generating forecast for: INSE
[2025-12-08T20:24:55.744865] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INSE' from 'https://tdm.silogroup.org/data/derivative_storage/INSE.csv'.
[2025-12-08T20:24:55.756667] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INSE'.
[2025-12-08T20:24:55.757002] [INFO ] [FORECASTER] Starting predict_future for INSE
[2025-12-08T20:24:55.757854] [DEBUG] [LOCAL     ] No optimal features file found for INSE: ./output/feature-sets/INSE.txt
[2025-12-08T20:24:55.757914] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:55.757952] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:55.757981] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:55.758035] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:55.814123] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:55.814741] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:55.814813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:55.814845] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:55.936530] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:55.936694] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:55.936731] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:55.936759] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:55.940052] [DEBUG] [FORECASTER] INSE: Forecast T+1@11:T+2@11: DOWN (p=39.15%)
[2025-12-08T20:24:55.940311] [INFO ] [FORECASTER] Completed predict_future for INSE
[2025-12-08T20:24:55.940427] [INFO ] [sig       ] INSE: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:24:56.083755] [INFO ] [LOCAL     ] Saved forecast: INSE	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/INSE.txt
[2025-12-08T20:24:56.083900] [INFO ] [sig       ] [1727/3624] Completed INSE in 0.3s | 2.92 sym/s | Total: 9.9m | ETA: 10.8m
[2025-12-08T20:24:56.083938] [INFO ] [sig       ] [1728/3624] Forecasting INSG...
[2025-12-08T20:24:56.083967] [INFO ] [sig       ] Generating forecast for: INSG
[2025-12-08T20:24:56.083996] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INSG' from 'https://tdm.silogroup.org/data/derivative_storage/INSG.csv'.
[2025-12-08T20:24:56.095979] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INSG'.
[2025-12-08T20:24:56.096329] [INFO ] [FORECASTER] Starting predict_future for INSG
[2025-12-08T20:24:56.097104] [DEBUG] [LOCAL     ] No optimal features file found for INSG: ./output/feature-sets/INSG.txt
[2025-12-08T20:24:56.097154] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:56.097184] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:56.097209] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:56.097263] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:56.155514] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:56.156265] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:56.156342] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:56.156374] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:56.274488] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:56.274651] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:56.274690] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:56.274718] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:56.278105] [DEBUG] [FORECASTER] INSG: Forecast T+1@11:T+2@11: UP (p=54.95%)
[2025-12-08T20:24:56.278383] [INFO ] [FORECASTER] Completed predict_future for INSG
[2025-12-08T20:24:56.278507] [INFO ] [sig       ] INSG: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:24:56.418668] [INFO ] [LOCAL     ] Saved forecast: INSG	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/INSG.txt
[2025-12-08T20:24:56.418783] [INFO ] [sig       ] [1728/3624] Completed INSG in 0.3s | 2.92 sym/s | Total: 9.9m | ETA: 10.8m
[2025-12-08T20:24:56.418822] [INFO ] [sig       ] [1729/3624] Forecasting INSM...
[2025-12-08T20:24:56.418851] [INFO ] [sig       ] Generating forecast for: INSM
[2025-12-08T20:24:56.418880] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INSM' from 'https://tdm.silogroup.org/data/derivative_storage/INSM.csv'.
[2025-12-08T20:24:56.430976] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INSM'.
[2025-12-08T20:24:56.431304] [INFO ] [FORECASTER] Starting predict_future for INSM
[2025-12-08T20:24:56.432073] [DEBUG] [LOCAL     ] No optimal features file found for INSM: ./output/feature-sets/INSM.txt
[2025-12-08T20:24:56.432123] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:56.432154] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:56.432180] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:56.432235] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:56.487745] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:56.488364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:56.488437] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:56.488469] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:56.604676] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:56.604824] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:56.604862] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:56.604891] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:56.608204] [DEBUG] [FORECASTER] INSM: Forecast T+1@11:T+2@11: DOWN (p=41.81%)
[2025-12-08T20:24:56.608480] [INFO ] [FORECASTER] Completed predict_future for INSM
[2025-12-08T20:24:56.608623] [INFO ] [sig       ] INSM: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:24:56.751737] [INFO ] [LOCAL     ] Saved forecast: INSM	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/INSM.txt
[2025-12-08T20:24:56.751887] [INFO ] [sig       ] [1729/3624] Completed INSM in 0.3s | 2.92 sym/s | Total: 9.9m | ETA: 10.8m
[2025-12-08T20:24:56.751925] [INFO ] [sig       ] [1730/3624] Forecasting INSP...
[2025-12-08T20:24:56.751953] [INFO ] [sig       ] Generating forecast for: INSP
[2025-12-08T20:24:56.751982] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INSP' from 'https://tdm.silogroup.org/data/derivative_storage/INSP.csv'.
[2025-12-08T20:24:56.763737] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INSP'.
[2025-12-08T20:24:56.764052] [INFO ] [FORECASTER] Starting predict_future for INSP
[2025-12-08T20:24:56.764825] [DEBUG] [LOCAL     ] No optimal features file found for INSP: ./output/feature-sets/INSP.txt
[2025-12-08T20:24:56.764873] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:56.764905] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:56.764931] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:56.764986] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:56.821275] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:56.821920] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:56.821994] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:56.822028] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:56.944184] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:56.944345] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:56.944385] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:56.944413] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:56.947828] [DEBUG] [FORECASTER] INSP: Forecast T+1@11:T+2@11: DOWN (p=40.97%)
[2025-12-08T20:24:56.948105] [INFO ] [FORECASTER] Completed predict_future for INSP
[2025-12-08T20:24:56.948221] [INFO ] [sig       ] INSP: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:24:57.089442] [INFO ] [LOCAL     ] Saved forecast: INSP	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/INSP.txt
[2025-12-08T20:24:57.089566] [INFO ] [sig       ] [1730/3624] Completed INSP in 0.3s | 2.92 sym/s | Total: 9.9m | ETA: 10.8m
[2025-12-08T20:24:57.089621] [INFO ] [sig       ] [1731/3624] Forecasting INTA...
[2025-12-08T20:24:57.089650] [INFO ] [sig       ] Generating forecast for: INTA
[2025-12-08T20:24:57.089679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INTA' from 'https://tdm.silogroup.org/data/derivative_storage/INTA.csv'.
[2025-12-08T20:24:57.102060] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INTA'.
[2025-12-08T20:24:57.102465] [INFO ] [FORECASTER] Starting predict_future for INTA
[2025-12-08T20:24:57.103320] [DEBUG] [LOCAL     ] No optimal features file found for INTA: ./output/feature-sets/INTA.txt
[2025-12-08T20:24:57.103380] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:57.103418] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:57.103449] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:57.103511] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:57.159870] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:57.160759] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:57.160835] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:57.160868] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:57.283998] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:57.284135] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:57.284176] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:57.284203] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:57.287517] [DEBUG] [FORECASTER] INTA: Forecast T+1@11:T+2@11: UP (p=75.69%)
[2025-12-08T20:24:57.287806] [INFO ] [FORECASTER] Completed predict_future for INTA
[2025-12-08T20:24:57.287929] [INFO ] [sig       ] INTA: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:24:57.431244] [INFO ] [LOCAL     ] Saved forecast: INTA	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/INTA.txt
[2025-12-08T20:24:57.431434] [INFO ] [sig       ] [1731/3624] Completed INTA in 0.3s | 2.92 sym/s | Total: 9.9m | ETA: 10.8m
[2025-12-08T20:24:57.431478] [INFO ] [sig       ] [1732/3624] Forecasting INTC...
[2025-12-08T20:24:57.431511] [INFO ] [sig       ] Generating forecast for: INTC
[2025-12-08T20:24:57.431542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INTC' from 'https://tdm.silogroup.org/data/derivative_storage/INTC.csv'.
[2025-12-08T20:24:57.444539] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INTC'.
[2025-12-08T20:24:57.444947] [INFO ] [FORECASTER] Starting predict_future for INTC
[2025-12-08T20:24:57.445758] [DEBUG] [LOCAL     ] No optimal features file found for INTC: ./output/feature-sets/INTC.txt
[2025-12-08T20:24:57.445807] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:57.445839] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:57.445866] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:57.445921] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:57.502406] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:57.503268] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:57.503353] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:57.503384] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:57.620455] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:57.620623] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:57.620664] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:57.620693] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:57.624036] [DEBUG] [FORECASTER] INTC: Forecast T+1@11:T+2@11: DOWN (p=32.64%)
[2025-12-08T20:24:57.624306] [INFO ] [FORECASTER] Completed predict_future for INTC
[2025-12-08T20:24:57.624442] [INFO ] [sig       ] INTC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:24:57.763629] [INFO ] [LOCAL     ] Saved forecast: INTC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/INTC.txt
[2025-12-08T20:24:57.763756] [INFO ] [sig       ] [1732/3624] Completed INTC in 0.3s | 2.92 sym/s | Total: 9.9m | ETA: 10.8m
[2025-12-08T20:24:57.763794] [INFO ] [sig       ] [1733/3624] Forecasting INTZ...
[2025-12-08T20:24:57.763824] [INFO ] [sig       ] Generating forecast for: INTZ
[2025-12-08T20:24:57.763852] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INTZ' from 'https://tdm.silogroup.org/data/derivative_storage/INTZ.csv'.
[2025-12-08T20:24:57.775566] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INTZ'.
[2025-12-08T20:24:57.775916] [INFO ] [FORECASTER] Starting predict_future for INTZ
[2025-12-08T20:24:57.776687] [DEBUG] [LOCAL     ] No optimal features file found for INTZ: ./output/feature-sets/INTZ.txt
[2025-12-08T20:24:57.776735] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:57.776790] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:57.776817] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:57.776874] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:57.832290] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:57.832929] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:57.833002] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:57.833033] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:57.954974] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:57.955130] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:57.955168] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:57.955196] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:57.958514] [DEBUG] [FORECASTER] INTZ: Forecast T+1@11:T+2@11: UP (p=90.15%)
[2025-12-08T20:24:57.958811] [INFO ] [FORECASTER] Completed predict_future for INTZ
[2025-12-08T20:24:57.958936] [INFO ] [sig       ] INTZ: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:24:58.096565] [INFO ] [LOCAL     ] Saved forecast: INTZ	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/INTZ.txt
[2025-12-08T20:24:58.096711] [INFO ] [sig       ] [1733/3624] Completed INTZ in 0.3s | 2.92 sym/s | Total: 9.9m | ETA: 10.8m
[2025-12-08T20:24:58.096750] [INFO ] [sig       ] [1734/3624] Forecasting INVA...
[2025-12-08T20:24:58.096780] [INFO ] [sig       ] Generating forecast for: INVA
[2025-12-08T20:24:58.096810] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INVA' from 'https://tdm.silogroup.org/data/derivative_storage/INVA.csv'.
[2025-12-08T20:24:58.108478] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INVA'.
[2025-12-08T20:24:58.108844] [INFO ] [FORECASTER] Starting predict_future for INVA
[2025-12-08T20:24:58.109607] [DEBUG] [LOCAL     ] No optimal features file found for INVA: ./output/feature-sets/INVA.txt
[2025-12-08T20:24:58.109656] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:58.109687] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:58.109713] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:58.109768] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:58.165128] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:58.165738] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:58.165808] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:58.165839] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:58.284024] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:58.284149] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:58.284185] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:58.284212] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:58.287368] [DEBUG] [FORECASTER] INVA: Forecast T+1@11:T+2@11: DOWN (p=9.72%)
[2025-12-08T20:24:58.287674] [INFO ] [FORECASTER] Completed predict_future for INVA
[2025-12-08T20:24:58.287821] [INFO ] [sig       ] INVA: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:24:58.428820] [INFO ] [LOCAL     ] Saved forecast: INVA	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/INVA.txt
[2025-12-08T20:24:58.428944] [INFO ] [sig       ] [1734/3624] Completed INVA in 0.3s | 2.92 sym/s | Total: 9.9m | ETA: 10.8m
[2025-12-08T20:24:58.428982] [INFO ] [sig       ] [1735/3624] Forecasting INVE...
[2025-12-08T20:24:58.429010] [INFO ] [sig       ] Generating forecast for: INVE
[2025-12-08T20:24:58.429039] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INVE' from 'https://tdm.silogroup.org/data/derivative_storage/INVE.csv'.
[2025-12-08T20:24:58.440555] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INVE'.
[2025-12-08T20:24:58.440905] [INFO ] [FORECASTER] Starting predict_future for INVE
[2025-12-08T20:24:58.441699] [DEBUG] [LOCAL     ] No optimal features file found for INVE: ./output/feature-sets/INVE.txt
[2025-12-08T20:24:58.441747] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:58.441779] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:58.441807] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:58.441869] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:58.497493] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:58.498141] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:58.498214] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:58.498245] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:58.611566] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:58.611728] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:58.611765] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:58.611792] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:58.615284] [DEBUG] [FORECASTER] INVE: Forecast T+1@11:T+2@11: DOWN (p=5.97%)
[2025-12-08T20:24:58.615654] [INFO ] [FORECASTER] Completed predict_future for INVE
[2025-12-08T20:24:58.615792] [INFO ] [sig       ] INVE: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:24:58.758040] [INFO ] [LOCAL     ] Saved forecast: INVE	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/INVE.txt
[2025-12-08T20:24:58.758182] [INFO ] [sig       ] [1735/3624] Completed INVE in 0.3s | 2.92 sym/s | Total: 9.9m | ETA: 10.8m
[2025-12-08T20:24:58.758220] [INFO ] [sig       ] [1736/3624] Forecasting INVH...
[2025-12-08T20:24:58.758249] [INFO ] [sig       ] Generating forecast for: INVH
[2025-12-08T20:24:58.758279] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INVH' from 'https://tdm.silogroup.org/data/derivative_storage/INVH.csv'.
[2025-12-08T20:24:58.769921] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INVH'.
[2025-12-08T20:24:58.770273] [INFO ] [FORECASTER] Starting predict_future for INVH
[2025-12-08T20:24:58.771064] [DEBUG] [LOCAL     ] No optimal features file found for INVH: ./output/feature-sets/INVH.txt
[2025-12-08T20:24:58.771124] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:58.771156] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:58.771182] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:58.771237] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:58.829778] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:58.830560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:58.830657] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:58.830690] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:58.947348] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:58.947520] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:58.947563] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:58.947641] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:58.950991] [DEBUG] [FORECASTER] INVH: Forecast T+1@11:T+2@11: DOWN (p=24.26%)
[2025-12-08T20:24:58.951277] [INFO ] [FORECASTER] Completed predict_future for INVH
[2025-12-08T20:24:58.951406] [INFO ] [sig       ] INVH: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:24:59.090869] [INFO ] [LOCAL     ] Saved forecast: INVH	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/INVH.txt
[2025-12-08T20:24:59.091005] [INFO ] [sig       ] [1736/3624] Completed INVH in 0.3s | 2.92 sym/s | Total: 9.9m | ETA: 10.8m
[2025-12-08T20:24:59.091042] [INFO ] [sig       ] [1737/3624] Forecasting INVZ...
[2025-12-08T20:24:59.091072] [INFO ] [sig       ] Generating forecast for: INVZ
[2025-12-08T20:24:59.091102] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INVZ' from 'https://tdm.silogroup.org/data/derivative_storage/INVZ.csv'.
[2025-12-08T20:24:59.103382] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INVZ'.
[2025-12-08T20:24:59.103753] [INFO ] [FORECASTER] Starting predict_future for INVZ
[2025-12-08T20:24:59.104565] [DEBUG] [LOCAL     ] No optimal features file found for INVZ: ./output/feature-sets/INVZ.txt
[2025-12-08T20:24:59.104634] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:59.104666] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:59.104693] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:59.104749] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:59.162249] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:59.162977] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:59.163053] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:59.163086] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:59.280149] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:59.280299] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:59.280337] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:59.280374] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:59.283728] [DEBUG] [FORECASTER] INVZ: Forecast T+1@11:T+2@11: UP (p=78.49%)
[2025-12-08T20:24:59.283995] [INFO ] [FORECASTER] Completed predict_future for INVZ
[2025-12-08T20:24:59.284118] [INFO ] [sig       ] INVZ: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:24:59.426848] [INFO ] [LOCAL     ] Saved forecast: INVZ	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/INVZ.txt
[2025-12-08T20:24:59.426973] [INFO ] [sig       ] [1737/3624] Completed INVZ in 0.3s | 2.92 sym/s | Total: 9.9m | ETA: 10.8m
[2025-12-08T20:24:59.427011] [INFO ] [sig       ] [1738/3624] Forecasting IONS...
[2025-12-08T20:24:59.427040] [INFO ] [sig       ] Generating forecast for: IONS
[2025-12-08T20:24:59.427069] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IONS' from 'https://tdm.silogroup.org/data/derivative_storage/IONS.csv'.
[2025-12-08T20:24:59.438847] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IONS'.
[2025-12-08T20:24:59.439201] [INFO ] [FORECASTER] Starting predict_future for IONS
[2025-12-08T20:24:59.440058] [DEBUG] [LOCAL     ] No optimal features file found for IONS: ./output/feature-sets/IONS.txt
[2025-12-08T20:24:59.440108] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:59.440139] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:59.440165] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:59.440236] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:59.498942] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:59.499840] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:59.499920] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:59.499953] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:59.624969] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:59.625124] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:59.625166] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:59.625194] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:59.628589] [DEBUG] [FORECASTER] IONS: Forecast T+1@11:T+2@11: UP (p=78.71%)
[2025-12-08T20:24:59.628873] [INFO ] [FORECASTER] Completed predict_future for IONS
[2025-12-08T20:24:59.629002] [INFO ] [sig       ] IONS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:24:59.775987] [INFO ] [LOCAL     ] Saved forecast: IONS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/IONS.txt
[2025-12-08T20:24:59.776147] [INFO ] [sig       ] [1738/3624] Completed IONS in 0.3s | 2.92 sym/s | Total: 9.9m | ETA: 10.8m
[2025-12-08T20:24:59.776187] [INFO ] [sig       ] [1739/3624] Forecasting IOSP...
[2025-12-08T20:24:59.776226] [INFO ] [sig       ] Generating forecast for: IOSP
[2025-12-08T20:24:59.776259] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IOSP' from 'https://tdm.silogroup.org/data/derivative_storage/IOSP.csv'.
[2025-12-08T20:24:59.788608] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IOSP'.
[2025-12-08T20:24:59.788954] [INFO ] [FORECASTER] Starting predict_future for IOSP
[2025-12-08T20:24:59.789754] [DEBUG] [LOCAL     ] No optimal features file found for IOSP: ./output/feature-sets/IOSP.txt
[2025-12-08T20:24:59.789805] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:24:59.789837] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:24:59.789865] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:24:59.789921] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:24:59.847822] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:24:59.848630] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:24:59.848709] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:24:59.848742] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:24:59.964775] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:24:59.964932] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:24:59.964980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:24:59.965010] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:24:59.968514] [DEBUG] [FORECASTER] IOSP: Forecast T+1@11:T+2@11: UP (p=87.95%)
[2025-12-08T20:24:59.968796] [INFO ] [FORECASTER] Completed predict_future for IOSP
[2025-12-08T20:24:59.968932] [INFO ] [sig       ] IOSP: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:25:00.111804] [INFO ] [LOCAL     ] Saved forecast: IOSP	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/IOSP.txt
[2025-12-08T20:25:00.111963] [INFO ] [sig       ] [1739/3624] Completed IOSP in 0.3s | 2.92 sym/s | Total: 9.9m | ETA: 10.8m
[2025-12-08T20:25:00.112003] [INFO ] [sig       ] [1740/3624] Forecasting IOVA...
[2025-12-08T20:25:00.112032] [INFO ] [sig       ] Generating forecast for: IOVA
[2025-12-08T20:25:00.112062] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IOVA' from 'https://tdm.silogroup.org/data/derivative_storage/IOVA.csv'.
[2025-12-08T20:25:00.124062] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IOVA'.
[2025-12-08T20:25:00.124444] [INFO ] [FORECASTER] Starting predict_future for IOVA
[2025-12-08T20:25:00.125228] [DEBUG] [LOCAL     ] No optimal features file found for IOVA: ./output/feature-sets/IOVA.txt
[2025-12-08T20:25:00.125277] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:00.125309] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:00.125335] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:00.125391] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:00.180348] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:00.181177] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:00.181255] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:00.181287] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:00.303589] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:00.303739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:00.303777] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:00.303806] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:00.307162] [DEBUG] [FORECASTER] IOVA: Forecast T+1@11:T+2@11: DOWN (p=28.87%)
[2025-12-08T20:25:00.307465] [INFO ] [FORECASTER] Completed predict_future for IOVA
[2025-12-08T20:25:00.307609] [INFO ] [sig       ] IOVA: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:25:00.449421] [INFO ] [LOCAL     ] Saved forecast: IOVA	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/IOVA.txt
[2025-12-08T20:25:00.449618] [INFO ] [sig       ] [1740/3624] Completed IOVA in 0.3s | 2.92 sym/s | Total: 9.9m | ETA: 10.8m
[2025-12-08T20:25:00.449659] [INFO ] [sig       ] [1741/3624] Forecasting IPGP...
[2025-12-08T20:25:00.449689] [INFO ] [sig       ] Generating forecast for: IPGP
[2025-12-08T20:25:00.449719] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IPGP' from 'https://tdm.silogroup.org/data/derivative_storage/IPGP.csv'.
[2025-12-08T20:25:00.462194] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IPGP'.
[2025-12-08T20:25:00.462592] [INFO ] [FORECASTER] Starting predict_future for IPGP
[2025-12-08T20:25:00.463366] [DEBUG] [LOCAL     ] No optimal features file found for IPGP: ./output/feature-sets/IPGP.txt
[2025-12-08T20:25:00.463415] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:00.463446] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:00.463476] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:00.463531] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:00.519525] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:00.520330] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:00.520408] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:00.520442] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:00.639209] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:00.639362] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:00.639407] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:00.639442] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:00.642807] [DEBUG] [FORECASTER] IPGP: Forecast T+1@11:T+2@11: UP (p=77.72%)
[2025-12-08T20:25:00.643092] [INFO ] [FORECASTER] Completed predict_future for IPGP
[2025-12-08T20:25:00.643209] [INFO ] [sig       ] IPGP: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:25:00.781445] [INFO ] [LOCAL     ] Saved forecast: IPGP	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/IPGP.txt
[2025-12-08T20:25:00.781590] [INFO ] [sig       ] [1741/3624] Completed IPGP in 0.3s | 2.92 sym/s | Total: 9.9m | ETA: 10.7m
[2025-12-08T20:25:00.781631] [INFO ] [sig       ] [1742/3624] Forecasting IPI...
[2025-12-08T20:25:00.781661] [INFO ] [sig       ] Generating forecast for: IPI
[2025-12-08T20:25:00.781689] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IPI' from 'https://tdm.silogroup.org/data/derivative_storage/IPI.csv'.
[2025-12-08T20:25:00.793424] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IPI'.
[2025-12-08T20:25:00.793797] [INFO ] [FORECASTER] Starting predict_future for IPI
[2025-12-08T20:25:00.794569] [DEBUG] [LOCAL     ] No optimal features file found for IPI: ./output/feature-sets/IPI.txt
[2025-12-08T20:25:00.794639] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:00.794670] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:00.794697] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:00.794752] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:00.850722] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:00.851320] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:00.851391] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:00.851422] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:00.968897] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:00.969008] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:00.969043] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:00.969070] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:00.972193] [DEBUG] [FORECASTER] IPI: Forecast T+1@11:T+2@11: DOWN (p=39.58%)
[2025-12-08T20:25:00.972446] [INFO ] [FORECASTER] Completed predict_future for IPI
[2025-12-08T20:25:00.972563] [INFO ] [sig       ] IPI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:25:01.109730] [INFO ] [LOCAL     ] Saved forecast: IPI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/IPI.txt
[2025-12-08T20:25:01.109854] [INFO ] [sig       ] [1742/3624] Completed IPI in 0.3s | 2.92 sym/s | Total: 9.9m | ETA: 10.7m
[2025-12-08T20:25:01.109893] [INFO ] [sig       ] [1743/3624] Forecasting IQ...
[2025-12-08T20:25:01.109920] [INFO ] [sig       ] Generating forecast for: IQ
[2025-12-08T20:25:01.109948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IQ' from 'https://tdm.silogroup.org/data/derivative_storage/IQ.csv'.
[2025-12-08T20:25:01.121943] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IQ'.
[2025-12-08T20:25:01.122333] [INFO ] [FORECASTER] Starting predict_future for IQ
[2025-12-08T20:25:01.123134] [DEBUG] [LOCAL     ] No optimal features file found for IQ: ./output/feature-sets/IQ.txt
[2025-12-08T20:25:01.123183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:01.123213] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:01.123239] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:01.123293] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:01.182923] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:01.183832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:01.183950] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:01.183984] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:01.303673] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:01.303828] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:01.303886] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:01.303916] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:01.307317] [DEBUG] [FORECASTER] IQ: Forecast T+1@11:T+2@11: DOWN (p=13.63%)
[2025-12-08T20:25:01.307706] [INFO ] [FORECASTER] Completed predict_future for IQ
[2025-12-08T20:25:01.307847] [INFO ] [sig       ] IQ: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:25:01.469047] [INFO ] [LOCAL     ] Saved forecast: IQ	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/IQ.txt
[2025-12-08T20:25:01.469199] [INFO ] [sig       ] [1743/3624] Completed IQ in 0.4s | 2.92 sym/s | Total: 9.9m | ETA: 10.7m
[2025-12-08T20:25:01.469239] [INFO ] [sig       ] [1744/3624] Forecasting IQI...
[2025-12-08T20:25:01.469267] [INFO ] [sig       ] Generating forecast for: IQI
[2025-12-08T20:25:01.469295] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IQI' from 'https://tdm.silogroup.org/data/derivative_storage/IQI.csv'.
[2025-12-08T20:25:01.540242] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IQI'.
[2025-12-08T20:25:01.540641] [INFO ] [FORECASTER] Starting predict_future for IQI
[2025-12-08T20:25:01.541424] [DEBUG] [LOCAL     ] No optimal features file found for IQI: ./output/feature-sets/IQI.txt
[2025-12-08T20:25:01.541474] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:01.541505] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:01.541532] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:01.541607] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:01.599976] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:01.600878] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:01.600972] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:01.601005] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:01.725438] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:01.725610] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:01.725651] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:01.725681] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:01.729018] [DEBUG] [FORECASTER] IQI: Forecast T+1@11:T+2@11: UP (p=73.68%)
[2025-12-08T20:25:01.729289] [INFO ] [FORECASTER] Completed predict_future for IQI
[2025-12-08T20:25:01.729409] [INFO ] [sig       ] IQI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:25:01.872602] [INFO ] [LOCAL     ] Saved forecast: IQI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/IQI.txt
[2025-12-08T20:25:01.872719] [INFO ] [sig       ] [1744/3624] Completed IQI in 0.4s | 2.92 sym/s | Total: 10.0m | ETA: 10.7m
[2025-12-08T20:25:01.872758] [INFO ] [sig       ] [1745/3624] Forecasting IQQQ...
[2025-12-08T20:25:01.872786] [INFO ] [sig       ] Generating forecast for: IQQQ
[2025-12-08T20:25:01.872814] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IQQQ' from 'https://tdm.silogroup.org/data/derivative_storage/IQQQ.csv'.
[2025-12-08T20:25:01.886187] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IQQQ'.
[2025-12-08T20:25:01.886655] [INFO ] [FORECASTER] Starting predict_future for IQQQ
[2025-12-08T20:25:01.887780] [DEBUG] [LOCAL     ] No optimal features file found for IQQQ: ./output/feature-sets/IQQQ.txt
[2025-12-08T20:25:01.887833] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:01.887910] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:01.887938] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:01.887994] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:01.944666] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:01.945642] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:01.945725] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:01.945757] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:02.067230] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:02.067422] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:02.067466] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:02.067828] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:02.071875] [DEBUG] [FORECASTER] IQQQ: Forecast T+1@11:T+2@11: DOWN (p=21.10%)
[2025-12-08T20:25:02.072194] [INFO ] [FORECASTER] Completed predict_future for IQQQ
[2025-12-08T20:25:02.072353] [INFO ] [sig       ] IQQQ: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:25:02.216232] [INFO ] [LOCAL     ] Saved forecast: IQQQ	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/IQQQ.txt
[2025-12-08T20:25:02.216382] [INFO ] [sig       ] [1745/3624] Completed IQQQ in 0.3s | 2.92 sym/s | Total: 10.0m | ETA: 10.7m
[2025-12-08T20:25:02.216421] [INFO ] [sig       ] [1746/3624] Forecasting IRDM...
[2025-12-08T20:25:02.216451] [INFO ] [sig       ] Generating forecast for: IRDM
[2025-12-08T20:25:02.216481] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRDM' from 'https://tdm.silogroup.org/data/derivative_storage/IRDM.csv'.
[2025-12-08T20:25:02.228921] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRDM'.
[2025-12-08T20:25:02.229338] [INFO ] [FORECASTER] Starting predict_future for IRDM
[2025-12-08T20:25:02.230201] [DEBUG] [LOCAL     ] No optimal features file found for IRDM: ./output/feature-sets/IRDM.txt
[2025-12-08T20:25:02.230252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:02.230283] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:02.230309] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:02.230364] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:02.288457] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:02.289341] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:02.289422] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:02.289455] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:02.410647] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:02.410791] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:02.410831] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:02.410861] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:02.414283] [DEBUG] [FORECASTER] IRDM: Forecast T+1@11:T+2@11: UP (p=92.44%)
[2025-12-08T20:25:02.414558] [INFO ] [FORECASTER] Completed predict_future for IRDM
[2025-12-08T20:25:02.414698] [INFO ] [sig       ] IRDM: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:25:02.559242] [INFO ] [LOCAL     ] Saved forecast: IRDM	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/IRDM.txt
[2025-12-08T20:25:02.559451] [INFO ] [sig       ] [1746/3624] Completed IRDM in 0.3s | 2.92 sym/s | Total: 10.0m | ETA: 10.7m
[2025-12-08T20:25:02.559498] [INFO ] [sig       ] [1747/3624] Forecasting IREN...
[2025-12-08T20:25:02.559527] [INFO ] [sig       ] Generating forecast for: IREN
[2025-12-08T20:25:02.559556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IREN' from 'https://tdm.silogroup.org/data/derivative_storage/IREN.csv'.
[2025-12-08T20:25:02.572511] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IREN'.
[2025-12-08T20:25:02.572895] [INFO ] [FORECASTER] Starting predict_future for IREN
[2025-12-08T20:25:02.573678] [DEBUG] [LOCAL     ] No optimal features file found for IREN: ./output/feature-sets/IREN.txt
[2025-12-08T20:25:02.573727] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:02.573769] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:02.573797] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:02.573851] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:02.633775] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:02.634725] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:02.634810] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:02.634842] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:02.767913] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:02.768079] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:02.768155] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:02.768187] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:02.771826] [DEBUG] [FORECASTER] IREN: Forecast T+1@11:T+2@11: UP (p=84.35%)
[2025-12-08T20:25:02.772102] [INFO ] [FORECASTER] Completed predict_future for IREN
[2025-12-08T20:25:02.772230] [INFO ] [sig       ] IREN: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:25:02.920009] [INFO ] [LOCAL     ] Saved forecast: IREN	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/IREN.txt
[2025-12-08T20:25:02.920139] [INFO ] [sig       ] [1747/3624] Completed IREN in 0.4s | 2.92 sym/s | Total: 10.0m | ETA: 10.7m
[2025-12-08T20:25:02.920178] [INFO ] [sig       ] [1748/3624] Forecasting IRM...
[2025-12-08T20:25:02.920207] [INFO ] [sig       ] Generating forecast for: IRM
[2025-12-08T20:25:02.920237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRM' from 'https://tdm.silogroup.org/data/derivative_storage/IRM.csv'.
[2025-12-08T20:25:02.933213] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRM'.
[2025-12-08T20:25:02.933553] [INFO ] [FORECASTER] Starting predict_future for IRM
[2025-12-08T20:25:02.934350] [DEBUG] [LOCAL     ] No optimal features file found for IRM: ./output/feature-sets/IRM.txt
[2025-12-08T20:25:02.934400] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:02.934432] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:02.934458] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:02.934513] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:02.992821] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:02.993486] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:02.993584] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:02.993619] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:03.115319] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:03.115915] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:03.115963] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:03.115991] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:03.119752] [DEBUG] [FORECASTER] IRM: Forecast T+1@11:T+2@11: DOWN (p=42.18%)
[2025-12-08T20:25:03.120100] [INFO ] [FORECASTER] Completed predict_future for IRM
[2025-12-08T20:25:03.120269] [INFO ] [sig       ] IRM: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:25:03.269130] [INFO ] [LOCAL     ] Saved forecast: IRM	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/IRM.txt
[2025-12-08T20:25:03.269343] [INFO ] [sig       ] [1748/3624] Completed IRM in 0.3s | 2.92 sym/s | Total: 10.0m | ETA: 10.7m
[2025-12-08T20:25:03.269407] [INFO ] [sig       ] [1749/3624] Forecasting IRMD...
[2025-12-08T20:25:03.269472] [INFO ] [sig       ] Generating forecast for: IRMD
[2025-12-08T20:25:03.269522] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRMD' from 'https://tdm.silogroup.org/data/derivative_storage/IRMD.csv'.
[2025-12-08T20:25:03.284510] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRMD'.
[2025-12-08T20:25:03.284971] [INFO ] [FORECASTER] Starting predict_future for IRMD
[2025-12-08T20:25:03.286141] [DEBUG] [LOCAL     ] No optimal features file found for IRMD: ./output/feature-sets/IRMD.txt
[2025-12-08T20:25:03.286198] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:03.286232] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:03.286259] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:03.286316] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:03.351651] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:03.353040] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:03.353146] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:03.353194] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:03.503655] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:03.503842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:03.503897] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:03.503937] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:03.508698] [DEBUG] [FORECASTER] IRMD: Forecast T+1@11:T+2@11: UP (p=99.91%)
[2025-12-08T20:25:03.509134] [INFO ] [FORECASTER] Completed predict_future for IRMD
[2025-12-08T20:25:03.509323] [INFO ] [sig       ] IRMD: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:25:03.710624] [INFO ] [LOCAL     ] Saved forecast: IRMD	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/IRMD.txt
[2025-12-08T20:25:03.710847] [INFO ] [sig       ] [1749/3624] Completed IRMD in 0.4s | 2.92 sym/s | Total: 10.0m | ETA: 10.7m
[2025-12-08T20:25:03.710907] [INFO ] [sig       ] [1750/3624] Forecasting IRON...
[2025-12-08T20:25:03.710952] [INFO ] [sig       ] Generating forecast for: IRON
[2025-12-08T20:25:03.710996] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRON' from 'https://tdm.silogroup.org/data/derivative_storage/IRON.csv'.
[2025-12-08T20:25:03.729769] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRON'.
[2025-12-08T20:25:03.730284] [INFO ] [FORECASTER] Starting predict_future for IRON
[2025-12-08T20:25:03.731552] [DEBUG] [LOCAL     ] No optimal features file found for IRON: ./output/feature-sets/IRON.txt
[2025-12-08T20:25:03.731721] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:03.733220] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:03.733276] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:03.733386] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:03.816000] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:03.817137] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:03.817258] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:03.817301] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:03.974553] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:03.974761] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:03.974830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:03.974881] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:03.979920] [DEBUG] [FORECASTER] IRON: Forecast T+1@11:T+2@11: DOWN (p=47.15%)
[2025-12-08T20:25:03.980393] [INFO ] [FORECASTER] Completed predict_future for IRON
[2025-12-08T20:25:03.980628] [INFO ] [sig       ] IRON: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:25:04.183417] [INFO ] [LOCAL     ] Saved forecast: IRON	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/IRON.txt
[2025-12-08T20:25:04.183646] [INFO ] [sig       ] [1750/3624] Completed IRON in 0.5s | 2.92 sym/s | Total: 10.0m | ETA: 10.7m
[2025-12-08T20:25:04.183713] [INFO ] [sig       ] [1751/3624] Forecasting IRTC...
[2025-12-08T20:25:04.183747] [INFO ] [sig       ] Generating forecast for: IRTC
[2025-12-08T20:25:04.183778] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRTC' from 'https://tdm.silogroup.org/data/derivative_storage/IRTC.csv'.
[2025-12-08T20:25:04.201307] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRTC'.
[2025-12-08T20:25:04.201793] [INFO ] [FORECASTER] Starting predict_future for IRTC
[2025-12-08T20:25:04.203211] [DEBUG] [LOCAL     ] No optimal features file found for IRTC: ./output/feature-sets/IRTC.txt
[2025-12-08T20:25:04.203286] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:04.203323] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:04.203353] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:04.203423] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:04.262873] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:04.263757] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:04.263845] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:04.263879] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:04.391159] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:04.391349] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:04.391397] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:04.391430] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:04.395316] [DEBUG] [FORECASTER] IRTC: Forecast T+1@11:T+2@11: UP (p=64.09%)
[2025-12-08T20:25:04.395661] [INFO ] [FORECASTER] Completed predict_future for IRTC
[2025-12-08T20:25:04.395800] [INFO ] [sig       ] IRTC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:25:04.539316] [INFO ] [LOCAL     ] Saved forecast: IRTC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/IRTC.txt
[2025-12-08T20:25:04.539475] [INFO ] [sig       ] [1751/3624] Completed IRTC in 0.4s | 2.92 sym/s | Total: 10.0m | ETA: 10.7m
[2025-12-08T20:25:04.539514] [INFO ] [sig       ] [1752/3624] Forecasting IRWD...
[2025-12-08T20:25:04.539545] [INFO ] [sig       ] Generating forecast for: IRWD
[2025-12-08T20:25:04.539593] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRWD' from 'https://tdm.silogroup.org/data/derivative_storage/IRWD.csv'.
[2025-12-08T20:25:04.552115] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRWD'.
[2025-12-08T20:25:04.552487] [INFO ] [FORECASTER] Starting predict_future for IRWD
[2025-12-08T20:25:04.553273] [DEBUG] [LOCAL     ] No optimal features file found for IRWD: ./output/feature-sets/IRWD.txt
[2025-12-08T20:25:04.553323] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:04.553355] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:04.553381] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:04.553436] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:04.612114] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:04.612962] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:04.613045] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:04.613078] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:04.737681] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:04.737830] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:04.737868] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:04.737896] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:04.741216] [DEBUG] [FORECASTER] IRWD: Forecast T+1@11:T+2@11: UP (p=82.26%)
[2025-12-08T20:25:04.741504] [INFO ] [FORECASTER] Completed predict_future for IRWD
[2025-12-08T20:25:04.741663] [INFO ] [sig       ] IRWD: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:25:04.891234] [INFO ] [LOCAL     ] Saved forecast: IRWD	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/IRWD.txt
[2025-12-08T20:25:04.891398] [INFO ] [sig       ] [1752/3624] Completed IRWD in 0.4s | 2.92 sym/s | Total: 10.0m | ETA: 10.7m
[2025-12-08T20:25:04.891444] [INFO ] [sig       ] [1753/3624] Forecasting ISD...
[2025-12-08T20:25:04.891473] [INFO ] [sig       ] Generating forecast for: ISD
[2025-12-08T20:25:04.891503] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ISD' from 'https://tdm.silogroup.org/data/derivative_storage/ISD.csv'.
[2025-12-08T20:25:04.904102] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ISD'.
[2025-12-08T20:25:04.904493] [INFO ] [FORECASTER] Starting predict_future for ISD
[2025-12-08T20:25:04.905351] [DEBUG] [LOCAL     ] No optimal features file found for ISD: ./output/feature-sets/ISD.txt
[2025-12-08T20:25:04.905403] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:04.905435] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:04.905462] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:04.905519] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:04.962895] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:04.963746] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:04.963828] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:04.963861] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:05.081786] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:05.081936] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:05.081973] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:05.082049] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:05.085503] [DEBUG] [FORECASTER] ISD: Forecast T+1@11:T+2@11: UP (p=62.57%)
[2025-12-08T20:25:05.085814] [INFO ] [FORECASTER] Completed predict_future for ISD
[2025-12-08T20:25:05.085945] [INFO ] [sig       ] ISD: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:25:05.234715] [INFO ] [LOCAL     ] Saved forecast: ISD	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ISD.txt
[2025-12-08T20:25:05.234864] [INFO ] [sig       ] [1753/3624] Completed ISD in 0.3s | 2.92 sym/s | Total: 10.0m | ETA: 10.7m
[2025-12-08T20:25:05.234903] [INFO ] [sig       ] [1754/3624] Forecasting ISRG...
[2025-12-08T20:25:05.234932] [INFO ] [sig       ] Generating forecast for: ISRG
[2025-12-08T20:25:05.234961] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ISRG' from 'https://tdm.silogroup.org/data/derivative_storage/ISRG.csv'.
[2025-12-08T20:25:05.246928] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ISRG'.
[2025-12-08T20:25:05.247320] [INFO ] [FORECASTER] Starting predict_future for ISRG
[2025-12-08T20:25:05.248235] [DEBUG] [LOCAL     ] No optimal features file found for ISRG: ./output/feature-sets/ISRG.txt
[2025-12-08T20:25:05.248288] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:05.248320] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:05.248347] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:05.248405] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:05.306941] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:05.307858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:05.307949] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:05.307982] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:05.425792] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:05.425940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:05.425978] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:05.426020] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:05.429298] [DEBUG] [FORECASTER] ISRG: Forecast T+1@11:T+2@11: DOWN (p=39.98%)
[2025-12-08T20:25:05.429556] [INFO ] [FORECASTER] Completed predict_future for ISRG
[2025-12-08T20:25:05.429693] [INFO ] [sig       ] ISRG: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:25:05.570402] [INFO ] [LOCAL     ] Saved forecast: ISRG	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ISRG.txt
[2025-12-08T20:25:05.570548] [INFO ] [sig       ] [1754/3624] Completed ISRG in 0.3s | 2.92 sym/s | Total: 10.0m | ETA: 10.7m
[2025-12-08T20:25:05.570607] [INFO ] [sig       ] [1755/3624] Forecasting ISSC...
[2025-12-08T20:25:05.570636] [INFO ] [sig       ] Generating forecast for: ISSC
[2025-12-08T20:25:05.570665] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ISSC' from 'https://tdm.silogroup.org/data/derivative_storage/ISSC.csv'.
[2025-12-08T20:25:05.582513] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ISSC'.
[2025-12-08T20:25:05.582924] [INFO ] [FORECASTER] Starting predict_future for ISSC
[2025-12-08T20:25:05.583784] [DEBUG] [LOCAL     ] No optimal features file found for ISSC: ./output/feature-sets/ISSC.txt
[2025-12-08T20:25:05.583834] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:05.583867] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:05.583895] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:05.583954] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:05.640401] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:05.641231] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:05.641308] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:05.641340] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:05.765162] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:05.765314] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:05.765352] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:05.765380] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:05.768746] [DEBUG] [FORECASTER] ISSC: Forecast T+1@11:T+2@11: DOWN (p=7.46%)
[2025-12-08T20:25:05.769016] [INFO ] [FORECASTER] Completed predict_future for ISSC
[2025-12-08T20:25:05.769138] [INFO ] [sig       ] ISSC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:25:05.915690] [INFO ] [LOCAL     ] Saved forecast: ISSC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ISSC.txt
[2025-12-08T20:25:05.915839] [INFO ] [sig       ] [1755/3624] Completed ISSC in 0.3s | 2.92 sym/s | Total: 10.0m | ETA: 10.7m
[2025-12-08T20:25:05.915878] [INFO ] [sig       ] [1756/3624] Forecasting ISTB...
[2025-12-08T20:25:05.915907] [INFO ] [sig       ] Generating forecast for: ISTB
[2025-12-08T20:25:05.915937] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ISTB' from 'https://tdm.silogroup.org/data/derivative_storage/ISTB.csv'.
[2025-12-08T20:25:05.928056] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ISTB'.
[2025-12-08T20:25:05.928429] [INFO ] [FORECASTER] Starting predict_future for ISTB
[2025-12-08T20:25:05.929241] [DEBUG] [LOCAL     ] No optimal features file found for ISTB: ./output/feature-sets/ISTB.txt
[2025-12-08T20:25:05.929291] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:05.929322] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:05.929349] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:05.929404] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:05.986753] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:05.987612] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:05.987709] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:05.987744] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:06.104234] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:06.104380] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:06.104418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:06.104446] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:06.107732] [DEBUG] [FORECASTER] ISTB: Forecast T+1@11:T+2@11: UP (p=54.01%)
[2025-12-08T20:25:06.108003] [INFO ] [FORECASTER] Completed predict_future for ISTB
[2025-12-08T20:25:06.108126] [INFO ] [sig       ] ISTB: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:25:06.250769] [INFO ] [LOCAL     ] Saved forecast: ISTB	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ISTB.txt
[2025-12-08T20:25:06.250912] [INFO ] [sig       ] [1756/3624] Completed ISTB in 0.3s | 2.92 sym/s | Total: 10.0m | ETA: 10.7m
[2025-12-08T20:25:06.250951] [INFO ] [sig       ] [1757/3624] Forecasting ITIC...
[2025-12-08T20:25:06.250980] [INFO ] [sig       ] Generating forecast for: ITIC
[2025-12-08T20:25:06.251011] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITIC' from 'https://tdm.silogroup.org/data/derivative_storage/ITIC.csv'.
[2025-12-08T20:25:06.263025] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ITIC'.
[2025-12-08T20:25:06.263394] [INFO ] [FORECASTER] Starting predict_future for ITIC
[2025-12-08T20:25:06.264332] [DEBUG] [LOCAL     ] No optimal features file found for ITIC: ./output/feature-sets/ITIC.txt
[2025-12-08T20:25:06.264383] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:06.264413] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:06.264440] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:06.264494] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:06.321384] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:06.322208] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:06.322285] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:06.322316] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:06.426340] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:06.426488] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-08T20:25:06.426525] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:06.426553] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:06.429855] [DEBUG] [FORECASTER] ITIC: Forecast T+1@11:T+2@11: UP (p=66.87%)
[2025-12-08T20:25:06.430119] [INFO ] [FORECASTER] Completed predict_future for ITIC
[2025-12-08T20:25:06.430235] [INFO ] [sig       ] ITIC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:25:06.575508] [INFO ] [LOCAL     ] Saved forecast: ITIC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ITIC.txt
[2025-12-08T20:25:06.575715] [INFO ] [sig       ] [1757/3624] Completed ITIC in 0.3s | 2.92 sym/s | Total: 10.0m | ETA: 10.7m
[2025-12-08T20:25:06.575763] [INFO ] [sig       ] [1758/3624] Forecasting ITRI...
[2025-12-08T20:25:06.575791] [INFO ] [sig       ] Generating forecast for: ITRI
[2025-12-08T20:25:06.575821] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITRI' from 'https://tdm.silogroup.org/data/derivative_storage/ITRI.csv'.
[2025-12-08T20:25:06.588500] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ITRI'.
[2025-12-08T20:25:06.588922] [INFO ] [FORECASTER] Starting predict_future for ITRI
[2025-12-08T20:25:06.589850] [DEBUG] [LOCAL     ] No optimal features file found for ITRI: ./output/feature-sets/ITRI.txt
[2025-12-08T20:25:06.589906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:06.589963] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:06.589995] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:06.590054] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:06.646112] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:06.646955] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:06.647036] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:06.647068] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:06.767542] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:06.767713] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:06.767751] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:06.767779] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:06.771061] [DEBUG] [FORECASTER] ITRI: Forecast T+1@11:T+2@11: UP (p=98.94%)
[2025-12-08T20:25:06.771343] [INFO ] [FORECASTER] Completed predict_future for ITRI
[2025-12-08T20:25:06.771466] [INFO ] [sig       ] ITRI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:25:06.912658] [INFO ] [LOCAL     ] Saved forecast: ITRI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ITRI.txt
[2025-12-08T20:25:06.912806] [INFO ] [sig       ] [1758/3624] Completed ITRI in 0.3s | 2.92 sym/s | Total: 10.0m | ETA: 10.7m
[2025-12-08T20:25:06.912846] [INFO ] [sig       ] [1759/3624] Forecasting ITRN...
[2025-12-08T20:25:06.912874] [INFO ] [sig       ] Generating forecast for: ITRN
[2025-12-08T20:25:06.912904] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITRN' from 'https://tdm.silogroup.org/data/derivative_storage/ITRN.csv'.
[2025-12-08T20:25:06.924880] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ITRN'.
[2025-12-08T20:25:06.925272] [INFO ] [FORECASTER] Starting predict_future for ITRN
[2025-12-08T20:25:06.926087] [DEBUG] [LOCAL     ] No optimal features file found for ITRN: ./output/feature-sets/ITRN.txt
[2025-12-08T20:25:06.926137] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:06.926168] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:06.926194] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:06.926250] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:06.984658] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:06.985505] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:06.985607] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:06.985647] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:07.104521] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:07.104700] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:07.104740] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:07.104768] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:07.108080] [DEBUG] [FORECASTER] ITRN: Forecast T+1@11:T+2@11: DOWN (p=8.99%)
[2025-12-08T20:25:07.108347] [INFO ] [FORECASTER] Completed predict_future for ITRN
[2025-12-08T20:25:07.108468] [INFO ] [sig       ] ITRN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:25:07.247272] [INFO ] [LOCAL     ] Saved forecast: ITRN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ITRN.txt
[2025-12-08T20:25:07.247441] [INFO ] [sig       ] [1759/3624] Completed ITRN in 0.3s | 2.92 sym/s | Total: 10.0m | ETA: 10.7m
[2025-12-08T20:25:07.247483] [INFO ] [sig       ] [1760/3624] Forecasting ITUB...
[2025-12-08T20:25:07.247511] [INFO ] [sig       ] Generating forecast for: ITUB
[2025-12-08T20:25:07.247539] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITUB' from 'https://tdm.silogroup.org/data/derivative_storage/ITUB.csv'.
[2025-12-08T20:25:07.259749] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ITUB'.
[2025-12-08T20:25:07.260115] [INFO ] [FORECASTER] Starting predict_future for ITUB
[2025-12-08T20:25:07.260928] [DEBUG] [LOCAL     ] No optimal features file found for ITUB: ./output/feature-sets/ITUB.txt
[2025-12-08T20:25:07.260977] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:07.261008] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:07.261035] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:07.261090] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:07.316834] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:07.317697] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:07.317805] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:07.317837] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:07.440713] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:07.440866] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:07.440905] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:07.440933] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:07.444209] [DEBUG] [FORECASTER] ITUB: Forecast T+1@11:T+2@11: DOWN (p=15.19%)
[2025-12-08T20:25:07.444480] [INFO ] [FORECASTER] Completed predict_future for ITUB
[2025-12-08T20:25:07.444620] [INFO ] [sig       ] ITUB: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:25:07.582547] [INFO ] [LOCAL     ] Saved forecast: ITUB	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ITUB.txt
[2025-12-08T20:25:07.582716] [INFO ] [sig       ] [1760/3624] Completed ITUB in 0.3s | 2.92 sym/s | Total: 10.1m | ETA: 10.6m
[2025-12-08T20:25:07.582756] [INFO ] [sig       ] [1761/3624] Forecasting IUS...
[2025-12-08T20:25:07.582785] [INFO ] [sig       ] Generating forecast for: IUS
[2025-12-08T20:25:07.582814] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IUS' from 'https://tdm.silogroup.org/data/derivative_storage/IUS.csv'.
[2025-12-08T20:25:07.594770] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IUS'.
[2025-12-08T20:25:07.595137] [INFO ] [FORECASTER] Starting predict_future for IUS
[2025-12-08T20:25:07.595917] [DEBUG] [LOCAL     ] No optimal features file found for IUS: ./output/feature-sets/IUS.txt
[2025-12-08T20:25:07.595965] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:07.595996] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:07.596022] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:07.596077] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:07.651687] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:07.652522] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:07.652623] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:07.652657] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:07.778057] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:07.778231] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:07.778277] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:07.778306] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:07.781781] [DEBUG] [FORECASTER] IUS: Forecast T+1@11:T+2@11: DOWN (p=44.54%)
[2025-12-08T20:25:07.782090] [INFO ] [FORECASTER] Completed predict_future for IUS
[2025-12-08T20:25:07.782217] [INFO ] [sig       ] IUS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:25:07.921868] [INFO ] [LOCAL     ] Saved forecast: IUS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/IUS.txt
[2025-12-08T20:25:07.922018] [INFO ] [sig       ] [1761/3624] Completed IUS in 0.3s | 2.92 sym/s | Total: 10.1m | ETA: 10.6m
[2025-12-08T20:25:07.922057] [INFO ] [sig       ] [1762/3624] Forecasting IUSB...
[2025-12-08T20:25:07.922094] [INFO ] [sig       ] Generating forecast for: IUSB
[2025-12-08T20:25:07.922124] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IUSB' from 'https://tdm.silogroup.org/data/derivative_storage/IUSB.csv'.
[2025-12-08T20:25:07.935237] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IUSB'.
[2025-12-08T20:25:07.935633] [INFO ] [FORECASTER] Starting predict_future for IUSB
[2025-12-08T20:25:07.936395] [DEBUG] [LOCAL     ] No optimal features file found for IUSB: ./output/feature-sets/IUSB.txt
[2025-12-08T20:25:07.936445] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:07.936475] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:07.936501] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:07.936557] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:07.995807] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:07.996660] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:07.996742] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:07.996774] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:08.120840] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:08.120993] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:08.121032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:08.121061] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:08.124331] [DEBUG] [FORECASTER] IUSB: Forecast T+1@11:T+2@11: UP (p=74.23%)
[2025-12-08T20:25:08.124615] [INFO ] [FORECASTER] Completed predict_future for IUSB
[2025-12-08T20:25:08.124738] [INFO ] [sig       ] IUSB: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:25:08.262775] [INFO ] [LOCAL     ] Saved forecast: IUSB	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/IUSB.txt
[2025-12-08T20:25:08.262936] [INFO ] [sig       ] [1762/3624] Completed IUSB in 0.3s | 2.92 sym/s | Total: 10.1m | ETA: 10.6m
[2025-12-08T20:25:08.262977] [INFO ] [sig       ] [1763/3624] Forecasting IUSG...
[2025-12-08T20:25:08.263006] [INFO ] [sig       ] Generating forecast for: IUSG
[2025-12-08T20:25:08.263035] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IUSG' from 'https://tdm.silogroup.org/data/derivative_storage/IUSG.csv'.
[2025-12-08T20:25:08.276416] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IUSG'.
[2025-12-08T20:25:08.276845] [INFO ] [FORECASTER] Starting predict_future for IUSG
[2025-12-08T20:25:08.277766] [DEBUG] [LOCAL     ] No optimal features file found for IUSG: ./output/feature-sets/IUSG.txt
[2025-12-08T20:25:08.277821] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:08.277854] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:08.277881] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:08.277938] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:08.335327] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:08.336251] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:08.336355] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:08.336386] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:08.456372] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:08.456524] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:08.456563] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:08.456612] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:08.459925] [DEBUG] [FORECASTER] IUSG: Forecast T+1@11:T+2@11: DOWN (p=37.57%)
[2025-12-08T20:25:08.460202] [INFO ] [FORECASTER] Completed predict_future for IUSG
[2025-12-08T20:25:08.460324] [INFO ] [sig       ] IUSG: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:25:08.605848] [INFO ] [LOCAL     ] Saved forecast: IUSG	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/IUSG.txt
[2025-12-08T20:25:08.606050] [INFO ] [sig       ] [1763/3624] Completed IUSG in 0.3s | 2.92 sym/s | Total: 10.1m | ETA: 10.6m
[2025-12-08T20:25:08.606097] [INFO ] [sig       ] [1764/3624] Forecasting IVAL...
[2025-12-08T20:25:08.606138] [INFO ] [sig       ] Generating forecast for: IVAL
[2025-12-08T20:25:08.606179] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IVAL' from 'https://tdm.silogroup.org/data/derivative_storage/IVAL.csv'.
[2025-12-08T20:25:08.618068] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IVAL'.
[2025-12-08T20:25:08.618432] [INFO ] [FORECASTER] Starting predict_future for IVAL
[2025-12-08T20:25:08.619234] [DEBUG] [LOCAL     ] No optimal features file found for IVAL: ./output/feature-sets/IVAL.txt
[2025-12-08T20:25:08.619283] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:08.619314] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:08.619340] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:08.619396] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:08.675255] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:08.676087] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:08.676167] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:08.676199] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:08.785246] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:08.785396] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:08.785433] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:08.785461] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:08.788806] [DEBUG] [FORECASTER] IVAL: Forecast T+1@11:T+2@11: DOWN (p=45.20%)
[2025-12-08T20:25:08.789104] [INFO ] [FORECASTER] Completed predict_future for IVAL
[2025-12-08T20:25:08.789230] [INFO ] [sig       ] IVAL: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:25:08.934722] [INFO ] [LOCAL     ] Saved forecast: IVAL	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/IVAL.txt
[2025-12-08T20:25:08.934869] [INFO ] [sig       ] [1764/3624] Completed IVAL in 0.3s | 2.92 sym/s | Total: 10.1m | ETA: 10.6m
[2025-12-08T20:25:08.934909] [INFO ] [sig       ] [1765/3624] Forecasting IVZ...
[2025-12-08T20:25:08.934937] [INFO ] [sig       ] Generating forecast for: IVZ
[2025-12-08T20:25:08.934967] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IVZ' from 'https://tdm.silogroup.org/data/derivative_storage/IVZ.csv'.
[2025-12-08T20:25:08.947166] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IVZ'.
[2025-12-08T20:25:08.947565] [INFO ] [FORECASTER] Starting predict_future for IVZ
[2025-12-08T20:25:08.948411] [DEBUG] [LOCAL     ] No optimal features file found for IVZ: ./output/feature-sets/IVZ.txt
[2025-12-08T20:25:08.948463] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:08.948495] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:08.948523] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:08.948603] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:09.005902] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:09.006734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:09.006816] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:09.006850] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:09.129120] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:09.129272] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:09.129309] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:09.129353] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:09.132644] [DEBUG] [FORECASTER] IVZ: Forecast T+1@11:T+2@11: DOWN (p=45.76%)
[2025-12-08T20:25:09.132915] [INFO ] [FORECASTER] Completed predict_future for IVZ
[2025-12-08T20:25:09.133036] [INFO ] [sig       ] IVZ: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:25:09.281821] [INFO ] [LOCAL     ] Saved forecast: IVZ	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/IVZ.txt
[2025-12-08T20:25:09.281981] [INFO ] [sig       ] [1765/3624] Completed IVZ in 0.3s | 2.92 sym/s | Total: 10.1m | ETA: 10.6m
[2025-12-08T20:25:09.282021] [INFO ] [sig       ] [1766/3624] Forecasting IX...
[2025-12-08T20:25:09.282050] [INFO ] [sig       ] Generating forecast for: IX
[2025-12-08T20:25:09.282078] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IX' from 'https://tdm.silogroup.org/data/derivative_storage/IX.csv'.
[2025-12-08T20:25:09.294499] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IX'.
[2025-12-08T20:25:09.294913] [INFO ] [FORECASTER] Starting predict_future for IX
[2025-12-08T20:25:09.295735] [DEBUG] [LOCAL     ] No optimal features file found for IX: ./output/feature-sets/IX.txt
[2025-12-08T20:25:09.295786] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:09.295820] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:09.295847] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:09.295904] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:09.352710] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:09.353523] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:09.353625] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:09.353659] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:09.474108] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:09.474266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:09.474303] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:09.474331] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:09.477667] [DEBUG] [FORECASTER] IX: Forecast T+1@11:T+2@11: UP (p=84.05%)
[2025-12-08T20:25:09.477942] [INFO ] [FORECASTER] Completed predict_future for IX
[2025-12-08T20:25:09.478064] [INFO ] [sig       ] IX: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:25:09.620417] [INFO ] [LOCAL     ] Saved forecast: IX	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/IX.txt
[2025-12-08T20:25:09.620565] [INFO ] [sig       ] [1766/3624] Completed IX in 0.3s | 2.92 sym/s | Total: 10.1m | ETA: 10.6m
[2025-12-08T20:25:09.620627] [INFO ] [sig       ] [1767/3624] Forecasting IXUS...
[2025-12-08T20:25:09.620656] [INFO ] [sig       ] Generating forecast for: IXUS
[2025-12-08T20:25:09.620685] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IXUS' from 'https://tdm.silogroup.org/data/derivative_storage/IXUS.csv'.
[2025-12-08T20:25:09.632990] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IXUS'.
[2025-12-08T20:25:09.633365] [INFO ] [FORECASTER] Starting predict_future for IXUS
[2025-12-08T20:25:09.634179] [DEBUG] [LOCAL     ] No optimal features file found for IXUS: ./output/feature-sets/IXUS.txt
[2025-12-08T20:25:09.634230] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:09.634288] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:09.634317] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:09.634376] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:09.691596] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:09.692432] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:09.692514] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:09.692564] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:09.815709] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:09.815866] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:09.815904] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:09.815932] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:09.819278] [DEBUG] [FORECASTER] IXUS: Forecast T+1@11:T+2@11: DOWN (p=40.23%)
[2025-12-08T20:25:09.819586] [INFO ] [FORECASTER] Completed predict_future for IXUS
[2025-12-08T20:25:09.819718] [INFO ] [sig       ] IXUS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:25:09.962196] [INFO ] [LOCAL     ] Saved forecast: IXUS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/IXUS.txt
[2025-12-08T20:25:09.962342] [INFO ] [sig       ] [1767/3624] Completed IXUS in 0.3s | 2.92 sym/s | Total: 10.1m | ETA: 10.6m
[2025-12-08T20:25:09.962381] [INFO ] [sig       ] [1768/3624] Forecasting IZEA...
[2025-12-08T20:25:09.962412] [INFO ] [sig       ] Generating forecast for: IZEA
[2025-12-08T20:25:09.962441] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IZEA' from 'https://tdm.silogroup.org/data/derivative_storage/IZEA.csv'.
[2025-12-08T20:25:09.974540] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IZEA'.
[2025-12-08T20:25:09.974954] [INFO ] [FORECASTER] Starting predict_future for IZEA
[2025-12-08T20:25:09.975767] [DEBUG] [LOCAL     ] No optimal features file found for IZEA: ./output/feature-sets/IZEA.txt
[2025-12-08T20:25:09.975816] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:09.975848] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:09.975876] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:09.975932] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:10.038690] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:10.039727] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:10.039821] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:10.039855] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:10.162600] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:10.162749] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:10.162788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:10.162816] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:10.166113] [DEBUG] [FORECASTER] IZEA: Forecast T+1@11:T+2@11: DOWN (p=1.54%)
[2025-12-08T20:25:10.166381] [INFO ] [FORECASTER] Completed predict_future for IZEA
[2025-12-08T20:25:10.166499] [INFO ] [sig       ] IZEA: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:25:10.307706] [INFO ] [LOCAL     ] Saved forecast: IZEA	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/IZEA.txt
[2025-12-08T20:25:10.307857] [INFO ] [sig       ] [1768/3624] Completed IZEA in 0.3s | 2.92 sym/s | Total: 10.1m | ETA: 10.6m
[2025-12-08T20:25:10.307897] [INFO ] [sig       ] [1769/3624] Forecasting J...
[2025-12-08T20:25:10.307925] [INFO ] [sig       ] Generating forecast for: J
[2025-12-08T20:25:10.307954] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'J' from 'https://tdm.silogroup.org/data/derivative_storage/J.csv'.
[2025-12-08T20:25:10.320901] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'J'.
[2025-12-08T20:25:10.321262] [INFO ] [FORECASTER] Starting predict_future for J
[2025-12-08T20:25:10.322053] [DEBUG] [LOCAL     ] No optimal features file found for J: ./output/feature-sets/J.txt
[2025-12-08T20:25:10.322103] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:10.322135] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:10.322161] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:10.322229] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:10.392508] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:10.393382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:10.393460] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:10.393492] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:10.513870] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:10.514021] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:10.514061] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:10.514089] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:10.517445] [DEBUG] [FORECASTER] J: Forecast T+1@11:T+2@11: DOWN (p=30.78%)
[2025-12-08T20:25:10.517734] [INFO ] [FORECASTER] Completed predict_future for J
[2025-12-08T20:25:10.517856] [INFO ] [sig       ] J: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:25:10.661878] [INFO ] [LOCAL     ] Saved forecast: J	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/J.txt
[2025-12-08T20:25:10.662078] [INFO ] [sig       ] [1769/3624] Completed J in 0.4s | 2.92 sym/s | Total: 10.1m | ETA: 10.6m
[2025-12-08T20:25:10.662132] [INFO ] [sig       ] [1770/3624] Forecasting JACK...
[2025-12-08T20:25:10.662171] [INFO ] [sig       ] Generating forecast for: JACK
[2025-12-08T20:25:10.662211] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JACK' from 'https://tdm.silogroup.org/data/derivative_storage/JACK.csv'.
[2025-12-08T20:25:10.677271] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JACK'.
[2025-12-08T20:25:10.677777] [INFO ] [FORECASTER] Starting predict_future for JACK
[2025-12-08T20:25:10.678724] [DEBUG] [LOCAL     ] No optimal features file found for JACK: ./output/feature-sets/JACK.txt
[2025-12-08T20:25:10.678801] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:10.678843] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:10.678876] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:10.678953] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:10.745316] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:10.746214] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:10.746298] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:10.746331] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:10.868591] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:10.868752] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:10.868796] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:10.868854] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:10.872780] [DEBUG] [FORECASTER] JACK: Forecast T+1@11:T+2@11: DOWN (p=31.30%)
[2025-12-08T20:25:10.873071] [INFO ] [FORECASTER] Completed predict_future for JACK
[2025-12-08T20:25:10.873198] [INFO ] [sig       ] JACK: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:25:11.013050] [INFO ] [LOCAL     ] Saved forecast: JACK	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/JACK.txt
[2025-12-08T20:25:11.013167] [INFO ] [sig       ] [1770/3624] Completed JACK in 0.4s | 2.92 sym/s | Total: 10.1m | ETA: 10.6m
[2025-12-08T20:25:11.013206] [INFO ] [sig       ] [1771/3624] Forecasting JAGX...
[2025-12-08T20:25:11.013234] [INFO ] [sig       ] Generating forecast for: JAGX
[2025-12-08T20:25:11.013262] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JAGX' from 'https://tdm.silogroup.org/data/derivative_storage/JAGX.csv'.
[2025-12-08T20:25:11.025719] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JAGX'.
[2025-12-08T20:25:11.026074] [INFO ] [FORECASTER] Starting predict_future for JAGX
[2025-12-08T20:25:11.026874] [DEBUG] [LOCAL     ] No optimal features file found for JAGX: ./output/feature-sets/JAGX.txt
[2025-12-08T20:25:11.026934] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:11.026966] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:11.026993] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:11.027048] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:11.083107] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:11.083955] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:11.084031] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:11.084063] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:11.204496] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:11.204658] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:11.204697] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:11.204727] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:11.208212] [DEBUG] [FORECASTER] JAGX: Forecast T+1@11:T+2@11: DOWN (p=29.91%)
[2025-12-08T20:25:11.208488] [INFO ] [FORECASTER] Completed predict_future for JAGX
[2025-12-08T20:25:11.208637] [INFO ] [sig       ] JAGX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:25:11.354514] [INFO ] [LOCAL     ] Saved forecast: JAGX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/JAGX.txt
[2025-12-08T20:25:11.354659] [INFO ] [sig       ] [1771/3624] Completed JAGX in 0.3s | 2.92 sym/s | Total: 10.1m | ETA: 10.6m
[2025-12-08T20:25:11.354699] [INFO ] [sig       ] [1772/3624] Forecasting JAKK...
[2025-12-08T20:25:11.354728] [INFO ] [sig       ] Generating forecast for: JAKK
[2025-12-08T20:25:11.354757] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JAKK' from 'https://tdm.silogroup.org/data/derivative_storage/JAKK.csv'.
[2025-12-08T20:25:11.368336] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JAKK'.
[2025-12-08T20:25:11.368768] [INFO ] [FORECASTER] Starting predict_future for JAKK
[2025-12-08T20:25:11.369703] [DEBUG] [LOCAL     ] No optimal features file found for JAKK: ./output/feature-sets/JAKK.txt
[2025-12-08T20:25:11.369755] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:11.369788] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:11.369814] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:11.369871] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:11.435061] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:11.435975] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:11.436059] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:11.436093] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:11.576232] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:11.576391] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:11.576431] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:11.576460] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:11.580015] [DEBUG] [FORECASTER] JAKK: Forecast T+1@11:T+2@11: DOWN (p=23.64%)
[2025-12-08T20:25:11.580309] [INFO ] [FORECASTER] Completed predict_future for JAKK
[2025-12-08T20:25:11.580433] [INFO ] [sig       ] JAKK: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:25:11.726707] [INFO ] [LOCAL     ] Saved forecast: JAKK	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/JAKK.txt
[2025-12-08T20:25:11.726846] [INFO ] [sig       ] [1772/3624] Completed JAKK in 0.4s | 2.92 sym/s | Total: 10.1m | ETA: 10.6m
[2025-12-08T20:25:11.726889] [INFO ] [sig       ] [1773/3624] Forecasting JAMF...
[2025-12-08T20:25:11.726919] [INFO ] [sig       ] Generating forecast for: JAMF
[2025-12-08T20:25:11.726951] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JAMF' from 'https://tdm.silogroup.org/data/derivative_storage/JAMF.csv'.
[2025-12-08T20:25:11.739802] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JAMF'.
[2025-12-08T20:25:11.740163] [INFO ] [FORECASTER] Starting predict_future for JAMF
[2025-12-08T20:25:11.740965] [DEBUG] [LOCAL     ] No optimal features file found for JAMF: ./output/feature-sets/JAMF.txt
[2025-12-08T20:25:11.741015] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:11.741048] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:11.741076] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:11.741132] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:11.800212] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:11.800977] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:11.801057] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:11.801090] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:11.920032] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:11.920167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:11.920206] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:11.920234] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:11.923634] [DEBUG] [FORECASTER] JAMF: Forecast T+1@11:T+2@11: UP (p=66.71%)
[2025-12-08T20:25:11.923907] [INFO ] [FORECASTER] Completed predict_future for JAMF
[2025-12-08T20:25:11.924028] [INFO ] [sig       ] JAMF: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:25:12.067226] [INFO ] [LOCAL     ] Saved forecast: JAMF	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/JAMF.txt
[2025-12-08T20:25:12.067353] [INFO ] [sig       ] [1773/3624] Completed JAMF in 0.3s | 2.92 sym/s | Total: 10.1m | ETA: 10.6m
[2025-12-08T20:25:12.067423] [INFO ] [sig       ] [1774/3624] Forecasting JANX...
[2025-12-08T20:25:12.067455] [INFO ] [sig       ] Generating forecast for: JANX
[2025-12-08T20:25:12.067485] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JANX' from 'https://tdm.silogroup.org/data/derivative_storage/JANX.csv'.
[2025-12-08T20:25:12.079792] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JANX'.
[2025-12-08T20:25:12.080149] [INFO ] [FORECASTER] Starting predict_future for JANX
[2025-12-08T20:25:12.080964] [DEBUG] [LOCAL     ] No optimal features file found for JANX: ./output/feature-sets/JANX.txt
[2025-12-08T20:25:12.081015] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:12.081047] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:12.081074] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:12.081132] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:12.140335] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:12.141228] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:12.141313] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:12.141346] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:12.267960] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:12.268124] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:12.268165] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:12.268192] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:12.271502] [DEBUG] [FORECASTER] JANX: Forecast T+1@11:T+2@11: DOWN (p=22.12%)
[2025-12-08T20:25:12.271782] [INFO ] [FORECASTER] Completed predict_future for JANX
[2025-12-08T20:25:12.271900] [INFO ] [sig       ] JANX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:25:12.414982] [INFO ] [LOCAL     ] Saved forecast: JANX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/JANX.txt
[2025-12-08T20:25:12.415119] [INFO ] [sig       ] [1774/3624] Completed JANX in 0.3s | 2.92 sym/s | Total: 10.1m | ETA: 10.6m
[2025-12-08T20:25:12.415159] [INFO ] [sig       ] [1775/3624] Forecasting JAZZ...
[2025-12-08T20:25:12.415187] [INFO ] [sig       ] Generating forecast for: JAZZ
[2025-12-08T20:25:12.415216] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JAZZ' from 'https://tdm.silogroup.org/data/derivative_storage/JAZZ.csv'.
[2025-12-08T20:25:12.428111] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JAZZ'.
[2025-12-08T20:25:12.428450] [INFO ] [FORECASTER] Starting predict_future for JAZZ
[2025-12-08T20:25:12.429247] [DEBUG] [LOCAL     ] No optimal features file found for JAZZ: ./output/feature-sets/JAZZ.txt
[2025-12-08T20:25:12.429298] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:12.429331] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:12.429358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:12.429413] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:12.486185] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:12.487076] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:12.487158] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:12.487192] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:12.610184] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:12.610333] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:12.610371] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:12.610400] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:12.613728] [DEBUG] [FORECASTER] JAZZ: Forecast T+1@11:T+2@11: UP (p=86.40%)
[2025-12-08T20:25:12.614014] [INFO ] [FORECASTER] Completed predict_future for JAZZ
[2025-12-08T20:25:12.614140] [INFO ] [sig       ] JAZZ: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:25:12.766655] [INFO ] [LOCAL     ] Saved forecast: JAZZ	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/JAZZ.txt
[2025-12-08T20:25:12.766807] [INFO ] [sig       ] [1775/3624] Completed JAZZ in 0.4s | 2.92 sym/s | Total: 10.1m | ETA: 10.6m
[2025-12-08T20:25:12.766848] [INFO ] [sig       ] [1776/3624] Forecasting JBGS...
[2025-12-08T20:25:12.766878] [INFO ] [sig       ] Generating forecast for: JBGS
[2025-12-08T20:25:12.766907] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBGS' from 'https://tdm.silogroup.org/data/derivative_storage/JBGS.csv'.
[2025-12-08T20:25:12.786017] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBGS'.
[2025-12-08T20:25:12.786393] [INFO ] [FORECASTER] Starting predict_future for JBGS
[2025-12-08T20:25:12.787217] [DEBUG] [LOCAL     ] No optimal features file found for JBGS: ./output/feature-sets/JBGS.txt
[2025-12-08T20:25:12.787268] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:12.787299] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:12.787324] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:12.787379] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:12.847845] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:12.848809] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:12.848904] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:12.848939] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:12.976569] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:12.976737] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:12.976778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:12.976807] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:12.980288] [DEBUG] [FORECASTER] JBGS: Forecast T+1@11:T+2@11: DOWN (p=7.35%)
[2025-12-08T20:25:12.980560] [INFO ] [FORECASTER] Completed predict_future for JBGS
[2025-12-08T20:25:12.980704] [INFO ] [sig       ] JBGS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:25:13.136832] [INFO ] [LOCAL     ] Saved forecast: JBGS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/JBGS.txt
[2025-12-08T20:25:13.136992] [INFO ] [sig       ] [1776/3624] Completed JBGS in 0.4s | 2.92 sym/s | Total: 10.1m | ETA: 10.6m
[2025-12-08T20:25:13.137032] [INFO ] [sig       ] [1777/3624] Forecasting JBI...
[2025-12-08T20:25:13.137061] [INFO ] [sig       ] Generating forecast for: JBI
[2025-12-08T20:25:13.137091] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBI' from 'https://tdm.silogroup.org/data/derivative_storage/JBI.csv'.
[2025-12-08T20:25:13.149600] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBI'.
[2025-12-08T20:25:13.149947] [INFO ] [FORECASTER] Starting predict_future for JBI
[2025-12-08T20:25:13.150721] [DEBUG] [LOCAL     ] No optimal features file found for JBI: ./output/feature-sets/JBI.txt
[2025-12-08T20:25:13.150770] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:13.150801] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:13.150827] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:13.150883] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:13.206257] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:13.206854] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:13.206952] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:13.206984] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:13.321226] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:13.321375] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:13.321413] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:13.321441] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:13.324669] [DEBUG] [FORECASTER] JBI: Forecast T+1@11:T+2@11: DOWN (p=7.96%)
[2025-12-08T20:25:13.324928] [INFO ] [FORECASTER] Completed predict_future for JBI
[2025-12-08T20:25:13.325047] [INFO ] [sig       ] JBI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:25:13.464224] [INFO ] [LOCAL     ] Saved forecast: JBI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/JBI.txt
[2025-12-08T20:25:13.464344] [INFO ] [sig       ] [1777/3624] Completed JBI in 0.3s | 2.92 sym/s | Total: 10.1m | ETA: 10.5m
[2025-12-08T20:25:13.464382] [INFO ] [sig       ] [1778/3624] Forecasting JBL...
[2025-12-08T20:25:13.464411] [INFO ] [sig       ] Generating forecast for: JBL
[2025-12-08T20:25:13.464440] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBL' from 'https://tdm.silogroup.org/data/derivative_storage/JBL.csv'.
[2025-12-08T20:25:13.482839] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBL'.
[2025-12-08T20:25:13.483183] [INFO ] [FORECASTER] Starting predict_future for JBL
[2025-12-08T20:25:13.483981] [DEBUG] [LOCAL     ] No optimal features file found for JBL: ./output/feature-sets/JBL.txt
[2025-12-08T20:25:13.484030] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:13.484059] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:13.484085] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:13.484141] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:13.540728] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:13.541551] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:13.541650] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:13.541682] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:13.659391] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:13.659559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:13.659616] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:13.659646] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:13.662900] [DEBUG] [FORECASTER] JBL: Forecast T+1@11:T+2@11: DOWN (p=17.07%)
[2025-12-08T20:25:13.663153] [INFO ] [FORECASTER] Completed predict_future for JBL
[2025-12-08T20:25:13.663269] [INFO ] [sig       ] JBL: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:25:13.802616] [INFO ] [LOCAL     ] Saved forecast: JBL	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/JBL.txt
[2025-12-08T20:25:13.802751] [INFO ] [sig       ] [1778/3624] Completed JBL in 0.3s | 2.92 sym/s | Total: 10.2m | ETA: 10.5m
[2025-12-08T20:25:13.802789] [INFO ] [sig       ] [1779/3624] Forecasting JBND...
[2025-12-08T20:25:13.802817] [INFO ] [sig       ] Generating forecast for: JBND
[2025-12-08T20:25:13.802845] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBND' from 'https://tdm.silogroup.org/data/derivative_storage/JBND.csv'.
[2025-12-08T20:25:13.816696] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBND'.
[2025-12-08T20:25:13.817023] [INFO ] [FORECASTER] Starting predict_future for JBND
[2025-12-08T20:25:13.817838] [DEBUG] [LOCAL     ] No optimal features file found for JBND: ./output/feature-sets/JBND.txt
[2025-12-08T20:25:13.817887] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:13.817917] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:13.817942] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:13.817996] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:13.875200] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:13.875897] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:13.875978] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:13.876011] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:13.992836] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:13.992985] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:13.993021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:13.993050] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:13.996294] [DEBUG] [FORECASTER] JBND: Forecast T+1@11:T+2@11: UP (p=94.00%)
[2025-12-08T20:25:13.996551] [INFO ] [FORECASTER] Completed predict_future for JBND
[2025-12-08T20:25:13.996685] [INFO ] [sig       ] JBND: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:25:14.134111] [INFO ] [LOCAL     ] Saved forecast: JBND	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/JBND.txt
[2025-12-08T20:25:14.134259] [INFO ] [sig       ] [1779/3624] Completed JBND in 0.3s | 2.92 sym/s | Total: 10.2m | ETA: 10.5m
[2025-12-08T20:25:14.134299] [INFO ] [sig       ] [1780/3624] Forecasting JBSS...
[2025-12-08T20:25:14.134328] [INFO ] [sig       ] Generating forecast for: JBSS
[2025-12-08T20:25:14.134356] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBSS' from 'https://tdm.silogroup.org/data/derivative_storage/JBSS.csv'.
[2025-12-08T20:25:14.148126] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBSS'.
[2025-12-08T20:25:14.148533] [INFO ] [FORECASTER] Starting predict_future for JBSS
[2025-12-08T20:25:14.149366] [DEBUG] [LOCAL     ] No optimal features file found for JBSS: ./output/feature-sets/JBSS.txt
[2025-12-08T20:25:14.149418] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:14.149450] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:14.149479] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:14.149537] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:14.207086] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:14.207911] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:14.207990] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:14.208023] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:14.328428] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:14.328603] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:14.328644] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:14.328674] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:14.332021] [DEBUG] [FORECASTER] JBSS: Forecast T+1@11:T+2@11: DOWN (p=1.70%)
[2025-12-08T20:25:14.332285] [INFO ] [FORECASTER] Completed predict_future for JBSS
[2025-12-08T20:25:14.332407] [INFO ] [sig       ] JBSS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:25:14.477364] [INFO ] [LOCAL     ] Saved forecast: JBSS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/JBSS.txt
[2025-12-08T20:25:14.477548] [INFO ] [sig       ] [1780/3624] Completed JBSS in 0.3s | 2.92 sym/s | Total: 10.2m | ETA: 10.5m
[2025-12-08T20:25:14.477608] [INFO ] [sig       ] [1781/3624] Forecasting JCE...
[2025-12-08T20:25:14.477640] [INFO ] [sig       ] Generating forecast for: JCE
[2025-12-08T20:25:14.477671] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JCE' from 'https://tdm.silogroup.org/data/derivative_storage/JCE.csv'.
[2025-12-08T20:25:14.490559] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JCE'.
[2025-12-08T20:25:14.491015] [INFO ] [FORECASTER] Starting predict_future for JCE
[2025-12-08T20:25:14.491844] [DEBUG] [LOCAL     ] No optimal features file found for JCE: ./output/feature-sets/JCE.txt
[2025-12-08T20:25:14.491895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:14.491929] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:14.491956] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:14.492012] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:14.553950] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:14.554835] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:14.554918] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:14.554951] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:14.680534] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:14.680712] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:14.680764] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:14.680796] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:14.684323] [DEBUG] [FORECASTER] JCE: Forecast T+1@11:T+2@11: DOWN (p=26.64%)
[2025-12-08T20:25:14.684693] [INFO ] [FORECASTER] Completed predict_future for JCE
[2025-12-08T20:25:14.684839] [INFO ] [sig       ] JCE: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:25:14.836321] [INFO ] [LOCAL     ] Saved forecast: JCE	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/JCE.txt
[2025-12-08T20:25:14.836501] [INFO ] [sig       ] [1781/3624] Completed JCE in 0.4s | 2.92 sym/s | Total: 10.2m | ETA: 10.5m
[2025-12-08T20:25:14.836558] [INFO ] [sig       ] [1782/3624] Forecasting JCI...
[2025-12-08T20:25:14.836640] [INFO ] [sig       ] Generating forecast for: JCI
[2025-12-08T20:25:14.836689] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JCI' from 'https://tdm.silogroup.org/data/derivative_storage/JCI.csv'.
[2025-12-08T20:25:14.849390] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JCI'.
[2025-12-08T20:25:14.849823] [INFO ] [FORECASTER] Starting predict_future for JCI
[2025-12-08T20:25:14.850821] [DEBUG] [LOCAL     ] No optimal features file found for JCI: ./output/feature-sets/JCI.txt
[2025-12-08T20:25:14.850889] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:14.850922] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:14.850948] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:14.851004] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:14.911952] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:14.912813] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:14.912896] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:14.912929] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:15.036260] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:15.036408] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:15.036446] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:15.036473] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:15.039750] [DEBUG] [FORECASTER] JCI: Forecast T+1@11:T+2@11: DOWN (p=37.28%)
[2025-12-08T20:25:15.040010] [INFO ] [FORECASTER] Completed predict_future for JCI
[2025-12-08T20:25:15.040132] [INFO ] [sig       ] JCI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:25:15.175455] [INFO ] [LOCAL     ] Saved forecast: JCI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/JCI.txt
[2025-12-08T20:25:15.175606] [INFO ] [sig       ] [1782/3624] Completed JCI in 0.3s | 2.92 sym/s | Total: 10.2m | ETA: 10.5m
[2025-12-08T20:25:15.175648] [INFO ] [sig       ] [1783/3624] Forecasting JD...
[2025-12-08T20:25:15.175677] [INFO ] [sig       ] Generating forecast for: JD
[2025-12-08T20:25:15.175706] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JD' from 'https://tdm.silogroup.org/data/derivative_storage/JD.csv'.
[2025-12-08T20:25:15.188138] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JD'.
[2025-12-08T20:25:15.188514] [INFO ] [FORECASTER] Starting predict_future for JD
[2025-12-08T20:25:15.189304] [DEBUG] [LOCAL     ] No optimal features file found for JD: ./output/feature-sets/JD.txt
[2025-12-08T20:25:15.189353] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:15.189384] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:15.189409] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:15.189463] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:15.246704] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:15.247487] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:15.247563] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:15.247644] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:15.372697] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:15.372847] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:15.372888] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:15.372917] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:15.376349] [DEBUG] [FORECASTER] JD: Forecast T+1@11:T+2@11: DOWN (p=22.20%)
[2025-12-08T20:25:15.376652] [INFO ] [FORECASTER] Completed predict_future for JD
[2025-12-08T20:25:15.376780] [INFO ] [sig       ] JD: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:25:15.522322] [INFO ] [LOCAL     ] Saved forecast: JD	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/JD.txt
[2025-12-08T20:25:15.522473] [INFO ] [sig       ] [1783/3624] Completed JD in 0.3s | 2.92 sym/s | Total: 10.2m | ETA: 10.5m
[2025-12-08T20:25:15.522528] [INFO ] [sig       ] [1784/3624] Forecasting JDZG...
[2025-12-08T20:25:15.522562] [INFO ] [sig       ] Generating forecast for: JDZG
[2025-12-08T20:25:15.522614] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JDZG' from 'https://tdm.silogroup.org/data/derivative_storage/JDZG.csv'.
[2025-12-08T20:25:15.535161] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JDZG'.
[2025-12-08T20:25:15.535555] [INFO ] [FORECASTER] Starting predict_future for JDZG
[2025-12-08T20:25:15.536432] [DEBUG] [LOCAL     ] No optimal features file found for JDZG: ./output/feature-sets/JDZG.txt
[2025-12-08T20:25:15.536484] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:15.536541] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:15.536588] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:15.536650] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:15.597551] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:15.598288] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:15.598382] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:15.598423] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:15.722647] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:15.722802] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:15.722843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:15.722873] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:15.726425] [DEBUG] [FORECASTER] JDZG: Forecast T+1@11:T+2@11: DOWN (p=23.30%)
[2025-12-08T20:25:15.726733] [INFO ] [FORECASTER] Completed predict_future for JDZG
[2025-12-08T20:25:15.726871] [INFO ] [sig       ] JDZG: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:25:15.868767] [INFO ] [LOCAL     ] Saved forecast: JDZG	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/JDZG.txt
[2025-12-08T20:25:15.868896] [INFO ] [sig       ] [1784/3624] Completed JDZG in 0.3s | 2.92 sym/s | Total: 10.2m | ETA: 10.5m
[2025-12-08T20:25:15.868936] [INFO ] [sig       ] [1785/3624] Forecasting JEF...
[2025-12-08T20:25:15.868965] [INFO ] [sig       ] Generating forecast for: JEF
[2025-12-08T20:25:15.868994] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JEF' from 'https://tdm.silogroup.org/data/derivative_storage/JEF.csv'.
[2025-12-08T20:25:15.881286] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JEF'.
[2025-12-08T20:25:15.881660] [INFO ] [FORECASTER] Starting predict_future for JEF
[2025-12-08T20:25:15.882435] [DEBUG] [LOCAL     ] No optimal features file found for JEF: ./output/feature-sets/JEF.txt
[2025-12-08T20:25:15.882484] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:15.882515] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:15.882545] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:15.882621] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:15.939733] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:15.940354] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:15.940427] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:15.940460] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:16.065003] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:16.065155] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:16.065196] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:16.065225] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:16.068562] [DEBUG] [FORECASTER] JEF: Forecast T+1@11:T+2@11: DOWN (p=36.22%)
[2025-12-08T20:25:16.068850] [INFO ] [FORECASTER] Completed predict_future for JEF
[2025-12-08T20:25:16.068972] [INFO ] [sig       ] JEF: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:25:16.209129] [INFO ] [LOCAL     ] Saved forecast: JEF	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/JEF.txt
[2025-12-08T20:25:16.209255] [INFO ] [sig       ] [1785/3624] Completed JEF in 0.3s | 2.92 sym/s | Total: 10.2m | ETA: 10.5m
[2025-12-08T20:25:16.209301] [INFO ] [sig       ] [1786/3624] Forecasting JELD...
[2025-12-08T20:25:16.209331] [INFO ] [sig       ] Generating forecast for: JELD
[2025-12-08T20:25:16.209359] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JELD' from 'https://tdm.silogroup.org/data/derivative_storage/JELD.csv'.
[2025-12-08T20:25:16.221824] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JELD'.
[2025-12-08T20:25:16.222226] [INFO ] [FORECASTER] Starting predict_future for JELD
[2025-12-08T20:25:16.223038] [DEBUG] [LOCAL     ] No optimal features file found for JELD: ./output/feature-sets/JELD.txt
[2025-12-08T20:25:16.223087] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:16.223119] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:16.223144] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:16.223199] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:16.279245] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:16.280143] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:16.280223] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:16.280254] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:16.400795] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:16.400956] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:16.400994] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:16.401021] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:16.404351] [DEBUG] [FORECASTER] JELD: Forecast T+1@11:T+2@11: UP (p=82.96%)
[2025-12-08T20:25:16.404659] [INFO ] [FORECASTER] Completed predict_future for JELD
[2025-12-08T20:25:16.404790] [INFO ] [sig       ] JELD: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:25:16.545214] [INFO ] [LOCAL     ] Saved forecast: JELD	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/JELD.txt
[2025-12-08T20:25:16.545361] [INFO ] [sig       ] [1786/3624] Completed JELD in 0.3s | 2.92 sym/s | Total: 10.2m | ETA: 10.5m
[2025-12-08T20:25:16.545400] [INFO ] [sig       ] [1787/3624] Forecasting JEPQ...
[2025-12-08T20:25:16.545430] [INFO ] [sig       ] Generating forecast for: JEPQ
[2025-12-08T20:25:16.545460] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JEPQ' from 'https://tdm.silogroup.org/data/derivative_storage/JEPQ.csv'.
[2025-12-08T20:25:16.557510] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JEPQ'.
[2025-12-08T20:25:16.557903] [INFO ] [FORECASTER] Starting predict_future for JEPQ
[2025-12-08T20:25:16.558683] [DEBUG] [LOCAL     ] No optimal features file found for JEPQ: ./output/feature-sets/JEPQ.txt
[2025-12-08T20:25:16.558732] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:16.558763] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:16.558789] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:16.558843] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:16.614718] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:16.615531] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:16.615630] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:16.615663] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:16.742157] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:16.742311] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:16.742348] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:16.742412] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:16.746117] [DEBUG] [FORECASTER] JEPQ: Forecast T+1@11:T+2@11: UP (p=78.52%)
[2025-12-08T20:25:16.746397] [INFO ] [FORECASTER] Completed predict_future for JEPQ
[2025-12-08T20:25:16.746536] [INFO ] [sig       ] JEPQ: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:25:16.892926] [INFO ] [LOCAL     ] Saved forecast: JEPQ	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/JEPQ.txt
[2025-12-08T20:25:16.893082] [INFO ] [sig       ] [1787/3624] Completed JEPQ in 0.3s | 2.92 sym/s | Total: 10.2m | ETA: 10.5m
[2025-12-08T20:25:16.893125] [INFO ] [sig       ] [1788/3624] Forecasting JFIN...
[2025-12-08T20:25:16.893156] [INFO ] [sig       ] Generating forecast for: JFIN
[2025-12-08T20:25:16.893188] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JFIN' from 'https://tdm.silogroup.org/data/derivative_storage/JFIN.csv'.
[2025-12-08T20:25:16.905961] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JFIN'.
[2025-12-08T20:25:16.906346] [INFO ] [FORECASTER] Starting predict_future for JFIN
[2025-12-08T20:25:16.907153] [DEBUG] [LOCAL     ] No optimal features file found for JFIN: ./output/feature-sets/JFIN.txt
[2025-12-08T20:25:16.907205] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:16.907237] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:16.907265] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:16.907323] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:16.966167] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:16.967030] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:16.967117] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:16.967151] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:17.089851] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:17.090006] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:17.090043] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:17.090072] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:17.093385] [DEBUG] [FORECASTER] JFIN: Forecast T+1@11:T+2@11: UP (p=80.52%)
[2025-12-08T20:25:17.093710] [INFO ] [FORECASTER] Completed predict_future for JFIN
[2025-12-08T20:25:17.093841] [INFO ] [sig       ] JFIN: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:25:17.235489] [INFO ] [LOCAL     ] Saved forecast: JFIN	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/JFIN.txt
[2025-12-08T20:25:17.235667] [INFO ] [sig       ] [1788/3624] Completed JFIN in 0.3s | 2.92 sym/s | Total: 10.2m | ETA: 10.5m
[2025-12-08T20:25:17.235709] [INFO ] [sig       ] [1789/3624] Forecasting JGLO...
[2025-12-08T20:25:17.235737] [INFO ] [sig       ] Generating forecast for: JGLO
[2025-12-08T20:25:17.235765] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JGLO' from 'https://tdm.silogroup.org/data/derivative_storage/JGLO.csv'.
[2025-12-08T20:25:17.247771] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JGLO'.
[2025-12-08T20:25:17.248151] [INFO ] [FORECASTER] Starting predict_future for JGLO
[2025-12-08T20:25:17.248965] [DEBUG] [LOCAL     ] No optimal features file found for JGLO: ./output/feature-sets/JGLO.txt
[2025-12-08T20:25:17.249016] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:17.249048] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:17.249074] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:17.249131] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:17.306766] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:17.307702] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:17.307784] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:17.307819] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:17.426362] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:17.426536] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:17.426631] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:17.426665] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:17.430269] [DEBUG] [FORECASTER] JGLO: Forecast T+1@11:T+2@11: UP (p=62.97%)
[2025-12-08T20:25:17.430725] [INFO ] [FORECASTER] Completed predict_future for JGLO
[2025-12-08T20:25:17.430888] [INFO ] [sig       ] JGLO: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:25:17.578958] [INFO ] [LOCAL     ] Saved forecast: JGLO	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/JGLO.txt
[2025-12-08T20:25:17.579091] [INFO ] [sig       ] [1789/3624] Completed JGLO in 0.3s | 2.92 sym/s | Total: 10.2m | ETA: 10.5m
[2025-12-08T20:25:17.579129] [INFO ] [sig       ] [1790/3624] Forecasting JHG...
[2025-12-08T20:25:17.579158] [INFO ] [sig       ] Generating forecast for: JHG
[2025-12-08T20:25:17.579187] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JHG' from 'https://tdm.silogroup.org/data/derivative_storage/JHG.csv'.
[2025-12-08T20:25:17.592051] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JHG'.
[2025-12-08T20:25:17.592405] [INFO ] [FORECASTER] Starting predict_future for JHG
[2025-12-08T20:25:17.593178] [DEBUG] [LOCAL     ] No optimal features file found for JHG: ./output/feature-sets/JHG.txt
[2025-12-08T20:25:17.593227] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:17.593258] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:17.593285] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:17.593339] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:17.651092] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:17.651893] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:17.651982] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:17.652023] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:17.771023] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:17.771171] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:17.771209] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:17.771238] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:17.774670] [DEBUG] [FORECASTER] JHG: Forecast T+1@11:T+2@11: DOWN (p=35.59%)
[2025-12-08T20:25:17.774951] [INFO ] [FORECASTER] Completed predict_future for JHG
[2025-12-08T20:25:17.775112] [INFO ] [sig       ] JHG: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:25:17.923099] [INFO ] [LOCAL     ] Saved forecast: JHG	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/JHG.txt
[2025-12-08T20:25:17.923237] [INFO ] [sig       ] [1790/3624] Completed JHG in 0.3s | 2.92 sym/s | Total: 10.2m | ETA: 10.5m
[2025-12-08T20:25:17.923276] [INFO ] [sig       ] [1791/3624] Forecasting JHI...
[2025-12-08T20:25:17.923306] [INFO ] [sig       ] Generating forecast for: JHI
[2025-12-08T20:25:17.923336] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JHI' from 'https://tdm.silogroup.org/data/derivative_storage/JHI.csv'.
[2025-12-08T20:25:17.936222] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JHI'.
[2025-12-08T20:25:17.936591] [INFO ] [FORECASTER] Starting predict_future for JHI
[2025-12-08T20:25:17.937377] [DEBUG] [LOCAL     ] No optimal features file found for JHI: ./output/feature-sets/JHI.txt
[2025-12-08T20:25:17.937459] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:17.937492] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:17.937519] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:17.937596] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:17.993158] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:17.993921] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:17.994021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:17.994055] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:18.103107] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:18.103251] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:18.103289] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:18.103316] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:18.106687] [DEBUG] [FORECASTER] JHI: Forecast T+1@11:T+2@11: UP (p=94.58%)
[2025-12-08T20:25:18.106950] [INFO ] [FORECASTER] Completed predict_future for JHI
[2025-12-08T20:25:18.107070] [INFO ] [sig       ] JHI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:25:18.243923] [INFO ] [LOCAL     ] Saved forecast: JHI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/JHI.txt
[2025-12-08T20:25:18.244039] [INFO ] [sig       ] [1791/3624] Completed JHI in 0.3s | 2.92 sym/s | Total: 10.2m | ETA: 10.5m
[2025-12-08T20:25:18.244077] [INFO ] [sig       ] [1792/3624] Forecasting JHX...
[2025-12-08T20:25:18.244107] [INFO ] [sig       ] Generating forecast for: JHX
[2025-12-08T20:25:18.244134] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JHX' from 'https://tdm.silogroup.org/data/derivative_storage/JHX.csv'.
[2025-12-08T20:25:18.256605] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JHX'.
[2025-12-08T20:25:18.256928] [INFO ] [FORECASTER] Starting predict_future for JHX
[2025-12-08T20:25:18.257778] [DEBUG] [LOCAL     ] No optimal features file found for JHX: ./output/feature-sets/JHX.txt
[2025-12-08T20:25:18.257829] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:18.257859] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:18.257885] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:18.257938] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:18.314681] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:18.315263] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:18.315339] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:18.315370] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:18.437095] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:18.437253] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:18.437293] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:18.437322] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:18.440650] [DEBUG] [FORECASTER] JHX: Forecast T+1@11:T+2@11: UP (p=84.20%)
[2025-12-08T20:25:18.440918] [INFO ] [FORECASTER] Completed predict_future for JHX
[2025-12-08T20:25:18.441035] [INFO ] [sig       ] JHX: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:25:18.579238] [INFO ] [LOCAL     ] Saved forecast: JHX	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/JHX.txt
[2025-12-08T20:25:18.579348] [INFO ] [sig       ] [1792/3624] Completed JHX in 0.3s | 2.92 sym/s | Total: 10.2m | ETA: 10.5m
[2025-12-08T20:25:18.579393] [INFO ] [sig       ] [1793/3624] Forecasting JILL...
[2025-12-08T20:25:18.579424] [INFO ] [sig       ] Generating forecast for: JILL
[2025-12-08T20:25:18.579454] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JILL' from 'https://tdm.silogroup.org/data/derivative_storage/JILL.csv'.
[2025-12-08T20:25:18.591704] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JILL'.
[2025-12-08T20:25:18.592044] [INFO ] [FORECASTER] Starting predict_future for JILL
[2025-12-08T20:25:18.592849] [DEBUG] [LOCAL     ] No optimal features file found for JILL: ./output/feature-sets/JILL.txt
[2025-12-08T20:25:18.592900] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:18.592944] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:18.592973] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:18.593030] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:18.649760] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:18.650366] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:18.650443] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:18.650475] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:18.766698] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:18.766839] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:18.766879] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:18.766908] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:18.770274] [DEBUG] [FORECASTER] JILL: Forecast T+1@11:T+2@11: DOWN (p=11.03%)
[2025-12-08T20:25:18.770542] [INFO ] [FORECASTER] Completed predict_future for JILL
[2025-12-08T20:25:18.770683] [INFO ] [sig       ] JILL: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:25:18.909331] [INFO ] [LOCAL     ] Saved forecast: JILL	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/JILL.txt
[2025-12-08T20:25:18.909438] [INFO ] [sig       ] [1793/3624] Completed JILL in 0.3s | 2.92 sym/s | Total: 10.2m | ETA: 10.5m
[2025-12-08T20:25:18.909475] [INFO ] [sig       ] [1794/3624] Forecasting JIVE...
[2025-12-08T20:25:18.909505] [INFO ] [sig       ] Generating forecast for: JIVE
[2025-12-08T20:25:18.909533] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JIVE' from 'https://tdm.silogroup.org/data/derivative_storage/JIVE.csv'.
[2025-12-08T20:25:18.921200] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JIVE'.
[2025-12-08T20:25:18.921531] [INFO ] [FORECASTER] Starting predict_future for JIVE
[2025-12-08T20:25:18.922292] [DEBUG] [LOCAL     ] No optimal features file found for JIVE: ./output/feature-sets/JIVE.txt
[2025-12-08T20:25:18.922341] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:18.922372] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:18.922399] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:18.922454] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:18.977949] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:18.978550] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:18.978665] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:18.978698] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:19.089027] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:19.089136] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:19.089170] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:19.089197] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:19.092296] [DEBUG] [FORECASTER] JIVE: Forecast T+1@11:T+2@11: UP (p=97.76%)
[2025-12-08T20:25:19.092553] [INFO ] [FORECASTER] Completed predict_future for JIVE
[2025-12-08T20:25:19.092687] [INFO ] [sig       ] JIVE: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:25:19.228521] [INFO ] [LOCAL     ] Saved forecast: JIVE	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/JIVE.txt
[2025-12-08T20:25:19.228643] [INFO ] [sig       ] [1794/3624] Completed JIVE in 0.3s | 2.92 sym/s | Total: 10.2m | ETA: 10.5m
[2025-12-08T20:25:19.228682] [INFO ] [sig       ] [1795/3624] Forecasting JJSF...
[2025-12-08T20:25:19.228711] [INFO ] [sig       ] Generating forecast for: JJSF
[2025-12-08T20:25:19.228738] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JJSF' from 'https://tdm.silogroup.org/data/derivative_storage/JJSF.csv'.
[2025-12-08T20:25:19.240853] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JJSF'.
[2025-12-08T20:25:19.241196] [INFO ] [FORECASTER] Starting predict_future for JJSF
[2025-12-08T20:25:19.241976] [DEBUG] [LOCAL     ] No optimal features file found for JJSF: ./output/feature-sets/JJSF.txt
[2025-12-08T20:25:19.242025] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:19.242056] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:19.242083] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:19.242138] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:19.297065] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:19.297705] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:19.297778] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:19.297810] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:19.416488] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:19.416648] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:19.416686] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:19.416712] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:19.419958] [DEBUG] [FORECASTER] JJSF: Forecast T+1@11:T+2@11: DOWN (p=2.41%)
[2025-12-08T20:25:19.420219] [INFO ] [FORECASTER] Completed predict_future for JJSF
[2025-12-08T20:25:19.420336] [INFO ] [sig       ] JJSF: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:25:19.559233] [INFO ] [LOCAL     ] Saved forecast: JJSF	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/JJSF.txt
[2025-12-08T20:25:19.559342] [INFO ] [sig       ] [1795/3624] Completed JJSF in 0.3s | 2.92 sym/s | Total: 10.3m | ETA: 10.4m
[2025-12-08T20:25:19.559378] [INFO ] [sig       ] [1796/3624] Forecasting JKHY...
[2025-12-08T20:25:19.559406] [INFO ] [sig       ] Generating forecast for: JKHY
[2025-12-08T20:25:19.559434] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JKHY' from 'https://tdm.silogroup.org/data/derivative_storage/JKHY.csv'.
[2025-12-08T20:25:19.571462] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JKHY'.
[2025-12-08T20:25:19.571820] [INFO ] [FORECASTER] Starting predict_future for JKHY
[2025-12-08T20:25:19.572633] [DEBUG] [LOCAL     ] No optimal features file found for JKHY: ./output/feature-sets/JKHY.txt
[2025-12-08T20:25:19.572682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:19.572713] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:19.572739] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:19.572794] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:19.628261] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:19.628866] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:19.628940] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:19.628971] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:19.750775] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:19.750924] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:19.750967] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:19.750999] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:19.754276] [DEBUG] [FORECASTER] JKHY: Forecast T+1@11:T+2@11: UP (p=56.46%)
[2025-12-08T20:25:19.754536] [INFO ] [FORECASTER] Completed predict_future for JKHY
[2025-12-08T20:25:19.754671] [INFO ] [sig       ] JKHY: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:25:19.892257] [INFO ] [LOCAL     ] Saved forecast: JKHY	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/JKHY.txt
[2025-12-08T20:25:19.892368] [INFO ] [sig       ] [1796/3624] Completed JKHY in 0.3s | 2.92 sym/s | Total: 10.3m | ETA: 10.4m
[2025-12-08T20:25:19.892406] [INFO ] [sig       ] [1797/3624] Forecasting JKS...
[2025-12-08T20:25:19.892440] [INFO ] [sig       ] Generating forecast for: JKS
[2025-12-08T20:25:19.892470] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JKS' from 'https://tdm.silogroup.org/data/derivative_storage/JKS.csv'.
[2025-12-08T20:25:19.904517] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JKS'.
[2025-12-08T20:25:19.904872] [INFO ] [FORECASTER] Starting predict_future for JKS
[2025-12-08T20:25:19.905672] [DEBUG] [LOCAL     ] No optimal features file found for JKS: ./output/feature-sets/JKS.txt
[2025-12-08T20:25:19.905721] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:19.905752] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:19.905779] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:19.905834] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:19.961076] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:19.961681] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:19.961758] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:19.961790] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:20.078698] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:20.078836] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:20.078876] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:20.078905] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:20.082315] [DEBUG] [FORECASTER] JKS: Forecast T+1@11:T+2@11: UP (p=51.72%)
[2025-12-08T20:25:20.082607] [INFO ] [FORECASTER] Completed predict_future for JKS
[2025-12-08T20:25:20.082732] [INFO ] [sig       ] JKS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:25:20.222353] [INFO ] [LOCAL     ] Saved forecast: JKS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/JKS.txt
[2025-12-08T20:25:20.222505] [INFO ] [sig       ] [1797/3624] Completed JKS in 0.3s | 2.92 sym/s | Total: 10.3m | ETA: 10.4m
[2025-12-08T20:25:20.222545] [INFO ] [sig       ] [1798/3624] Forecasting JLL...
[2025-12-08T20:25:20.222592] [INFO ] [sig       ] Generating forecast for: JLL
[2025-12-08T20:25:20.222624] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JLL' from 'https://tdm.silogroup.org/data/derivative_storage/JLL.csv'.
[2025-12-08T20:25:20.234360] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JLL'.
[2025-12-08T20:25:20.234729] [INFO ] [FORECASTER] Starting predict_future for JLL
[2025-12-08T20:25:20.235528] [DEBUG] [LOCAL     ] No optimal features file found for JLL: ./output/feature-sets/JLL.txt
[2025-12-08T20:25:20.235596] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:20.235630] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:20.235657] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:20.235715] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:20.293174] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:20.293862] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:20.293938] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:20.293970] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:20.417414] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:20.417552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:20.417608] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:20.417638] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:20.421033] [DEBUG] [FORECASTER] JLL: Forecast T+1@11:T+2@11: DOWN (p=19.21%)
[2025-12-08T20:25:20.421307] [INFO ] [FORECASTER] Completed predict_future for JLL
[2025-12-08T20:25:20.421429] [INFO ] [sig       ] JLL: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:25:20.559977] [INFO ] [LOCAL     ] Saved forecast: JLL	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/JLL.txt
[2025-12-08T20:25:20.560087] [INFO ] [sig       ] [1798/3624] Completed JLL in 0.3s | 2.92 sym/s | Total: 10.3m | ETA: 10.4m
[2025-12-08T20:25:20.560125] [INFO ] [sig       ] [1799/3624] Forecasting JLS...
[2025-12-08T20:25:20.560153] [INFO ] [sig       ] Generating forecast for: JLS
[2025-12-08T20:25:20.560182] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JLS' from 'https://tdm.silogroup.org/data/derivative_storage/JLS.csv'.
[2025-12-08T20:25:20.571879] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JLS'.
[2025-12-08T20:25:20.572211] [INFO ] [FORECASTER] Starting predict_future for JLS
[2025-12-08T20:25:20.572985] [DEBUG] [LOCAL     ] No optimal features file found for JLS: ./output/feature-sets/JLS.txt
[2025-12-08T20:25:20.573033] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:20.573064] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:20.573090] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:20.573143] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:20.628407] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:20.629013] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:20.629085] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:20.629116] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:20.739958] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:20.740074] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:20.740109] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:20.740137] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:20.743350] [DEBUG] [FORECASTER] JLS: Forecast T+1@11:T+2@11: UP (p=99.10%)
[2025-12-08T20:25:20.743625] [INFO ] [FORECASTER] Completed predict_future for JLS
[2025-12-08T20:25:20.743741] [INFO ] [sig       ] JLS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:25:20.882324] [INFO ] [LOCAL     ] Saved forecast: JLS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/JLS.txt
[2025-12-08T20:25:20.882443] [INFO ] [sig       ] [1799/3624] Completed JLS in 0.3s | 2.92 sym/s | Total: 10.3m | ETA: 10.4m
[2025-12-08T20:25:20.882482] [INFO ] [sig       ] [1800/3624] Forecasting JMIA...
[2025-12-08T20:25:20.882510] [INFO ] [sig       ] Generating forecast for: JMIA
[2025-12-08T20:25:20.882539] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JMIA' from 'https://tdm.silogroup.org/data/derivative_storage/JMIA.csv'.
[2025-12-08T20:25:20.894729] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JMIA'.
[2025-12-08T20:25:20.895076] [INFO ] [FORECASTER] Starting predict_future for JMIA
[2025-12-08T20:25:20.895849] [DEBUG] [LOCAL     ] No optimal features file found for JMIA: ./output/feature-sets/JMIA.txt
[2025-12-08T20:25:20.895902] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:20.895933] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:20.895959] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:20.896014] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:20.952603] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:20.953201] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:20.953277] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:20.953308] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:21.075505] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:21.075669] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:21.075707] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:21.075753] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:21.079049] [DEBUG] [FORECASTER] JMIA: Forecast T+1@11:T+2@11: DOWN (p=43.50%)
[2025-12-08T20:25:21.079311] [INFO ] [FORECASTER] Completed predict_future for JMIA
[2025-12-08T20:25:21.079430] [INFO ] [sig       ] JMIA: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:25:21.218021] [INFO ] [LOCAL     ] Saved forecast: JMIA	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/JMIA.txt
[2025-12-08T20:25:21.218143] [INFO ] [sig       ] [1800/3624] Completed JMIA in 0.3s | 2.92 sym/s | Total: 10.3m | ETA: 10.4m
[2025-12-08T20:25:21.218181] [INFO ] [sig       ] [1801/3624] Forecasting JMSB...
[2025-12-08T20:25:21.218210] [INFO ] [sig       ] Generating forecast for: JMSB
[2025-12-08T20:25:21.218238] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JMSB' from 'https://tdm.silogroup.org/data/derivative_storage/JMSB.csv'.
[2025-12-08T20:25:21.229203] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JMSB'.
[2025-12-08T20:25:21.229532] [INFO ] [FORECASTER] Starting predict_future for JMSB
[2025-12-08T20:25:21.230303] [DEBUG] [LOCAL     ] No optimal features file found for JMSB: ./output/feature-sets/JMSB.txt
[2025-12-08T20:25:21.230352] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:21.230408] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:21.230435] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:21.230490] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:21.285682] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:21.286507] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:21.286604] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:21.286638] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:21.391346] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:21.391492] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:21.391528] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:21.391555] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:21.394858] [DEBUG] [FORECASTER] JMSB: Forecast T+1@11:T+2@11: DOWN (p=43.25%)
[2025-12-08T20:25:21.395144] [INFO ] [FORECASTER] Completed predict_future for JMSB
[2025-12-08T20:25:21.395268] [INFO ] [sig       ] JMSB: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:25:21.536071] [INFO ] [LOCAL     ] Saved forecast: JMSB	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/JMSB.txt
[2025-12-08T20:25:21.536219] [INFO ] [sig       ] [1801/3624] Completed JMSB in 0.3s | 2.92 sym/s | Total: 10.3m | ETA: 10.4m
[2025-12-08T20:25:21.536260] [INFO ] [sig       ] [1802/3624] Forecasting JNJ...
[2025-12-08T20:25:21.536289] [INFO ] [sig       ] Generating forecast for: JNJ
[2025-12-08T20:25:21.536318] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JNJ' from 'https://tdm.silogroup.org/data/derivative_storage/JNJ.csv'.
[2025-12-08T20:25:21.548512] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JNJ'.
[2025-12-08T20:25:21.548909] [INFO ] [FORECASTER] Starting predict_future for JNJ
[2025-12-08T20:25:21.549743] [DEBUG] [LOCAL     ] No optimal features file found for JNJ: ./output/feature-sets/JNJ.txt
[2025-12-08T20:25:21.549795] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:21.549829] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:21.549857] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:21.549913] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:21.607974] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:21.608844] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:21.608928] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:21.608978] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:21.735020] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:21.735174] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:21.735211] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:21.735239] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:21.738549] [DEBUG] [FORECASTER] JNJ: Forecast T+1@11:T+2@11: DOWN (p=4.90%)
[2025-12-08T20:25:21.738830] [INFO ] [FORECASTER] Completed predict_future for JNJ
[2025-12-08T20:25:21.738947] [INFO ] [sig       ] JNJ: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:25:21.877848] [INFO ] [LOCAL     ] Saved forecast: JNJ	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/JNJ.txt
[2025-12-08T20:25:21.877994] [INFO ] [sig       ] [1802/3624] Completed JNJ in 0.3s | 2.92 sym/s | Total: 10.3m | ETA: 10.4m
[2025-12-08T20:25:21.878033] [INFO ] [sig       ] [1803/3624] Forecasting JOBY...
[2025-12-08T20:25:21.878062] [INFO ] [sig       ] Generating forecast for: JOBY
[2025-12-08T20:25:21.878091] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JOBY' from 'https://tdm.silogroup.org/data/derivative_storage/JOBY.csv'.
[2025-12-08T20:25:21.890143] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JOBY'.
[2025-12-08T20:25:21.890509] [INFO ] [FORECASTER] Starting predict_future for JOBY
[2025-12-08T20:25:21.891291] [DEBUG] [LOCAL     ] No optimal features file found for JOBY: ./output/feature-sets/JOBY.txt
[2025-12-08T20:25:21.891341] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:21.891372] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:21.891398] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:21.891452] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:21.948999] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:21.949838] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:21.949917] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:21.949950] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:22.070489] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:22.070659] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:22.070699] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:22.070727] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:22.074042] [DEBUG] [FORECASTER] JOBY: Forecast T+1@11:T+2@11: DOWN (p=13.70%)
[2025-12-08T20:25:22.074317] [INFO ] [FORECASTER] Completed predict_future for JOBY
[2025-12-08T20:25:22.074438] [INFO ] [sig       ] JOBY: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:25:22.221228] [INFO ] [LOCAL     ] Saved forecast: JOBY	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/JOBY.txt
[2025-12-08T20:25:22.221374] [INFO ] [sig       ] [1803/3624] Completed JOBY in 0.3s | 2.92 sym/s | Total: 10.3m | ETA: 10.4m
[2025-12-08T20:25:22.221413] [INFO ] [sig       ] [1804/3624] Forecasting JOE...
[2025-12-08T20:25:22.221442] [INFO ] [sig       ] Generating forecast for: JOE
[2025-12-08T20:25:22.221471] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JOE' from 'https://tdm.silogroup.org/data/derivative_storage/JOE.csv'.
[2025-12-08T20:25:22.233287] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JOE'.
[2025-12-08T20:25:22.233691] [INFO ] [FORECASTER] Starting predict_future for JOE
[2025-12-08T20:25:22.234532] [DEBUG] [LOCAL     ] No optimal features file found for JOE: ./output/feature-sets/JOE.txt
[2025-12-08T20:25:22.234614] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:22.234652] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:22.234680] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:22.234749] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:22.292448] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:22.293271] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:22.293348] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:22.293380] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:22.413757] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:22.413913] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:22.413951] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:22.414019] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:22.417353] [DEBUG] [FORECASTER] JOE: Forecast T+1@11:T+2@11: UP (p=98.83%)
[2025-12-08T20:25:22.417676] [INFO ] [FORECASTER] Completed predict_future for JOE
[2025-12-08T20:25:22.417806] [INFO ] [sig       ] JOE: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:25:22.566017] [INFO ] [LOCAL     ] Saved forecast: JOE	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/JOE.txt
[2025-12-08T20:25:22.566170] [INFO ] [sig       ] [1804/3624] Completed JOE in 0.3s | 2.92 sym/s | Total: 10.3m | ETA: 10.4m
[2025-12-08T20:25:22.566208] [INFO ] [sig       ] [1805/3624] Forecasting JOF...
[2025-12-08T20:25:22.566237] [INFO ] [sig       ] Generating forecast for: JOF
[2025-12-08T20:25:22.566267] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JOF' from 'https://tdm.silogroup.org/data/derivative_storage/JOF.csv'.
[2025-12-08T20:25:22.581261] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JOF'.
[2025-12-08T20:25:22.581857] [INFO ] [FORECASTER] Starting predict_future for JOF
[2025-12-08T20:25:22.583109] [DEBUG] [LOCAL     ] No optimal features file found for JOF: ./output/feature-sets/JOF.txt
[2025-12-08T20:25:22.583167] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:22.583203] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:22.583230] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:22.583286] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:22.644094] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:22.645193] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:22.645308] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:22.645342] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:22.768966] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:22.769195] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:22.769247] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:22.769279] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:22.773346] [DEBUG] [FORECASTER] JOF: Forecast T+1@11:T+2@11: DOWN (p=25.37%)
[2025-12-08T20:25:22.773716] [INFO ] [FORECASTER] Completed predict_future for JOF
[2025-12-08T20:25:22.773877] [INFO ] [sig       ] JOF: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:25:22.926487] [INFO ] [LOCAL     ] Saved forecast: JOF	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/JOF.txt
[2025-12-08T20:25:22.927034] [INFO ] [sig       ] [1805/3624] Completed JOF in 0.4s | 2.92 sym/s | Total: 10.3m | ETA: 10.4m
[2025-12-08T20:25:22.927097] [INFO ] [sig       ] [1806/3624] Forecasting JPC...
[2025-12-08T20:25:22.927133] [INFO ] [sig       ] Generating forecast for: JPC
[2025-12-08T20:25:22.927167] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JPC' from 'https://tdm.silogroup.org/data/derivative_storage/JPC.csv'.
[2025-12-08T20:25:22.942773] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JPC'.
[2025-12-08T20:25:22.943395] [INFO ] [FORECASTER] Starting predict_future for JPC
[2025-12-08T20:25:22.944405] [DEBUG] [LOCAL     ] No optimal features file found for JPC: ./output/feature-sets/JPC.txt
[2025-12-08T20:25:22.944476] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:22.944510] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:22.944537] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:22.944627] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:23.004480] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:23.005476] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:23.005565] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:23.005620] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:23.122146] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:23.122302] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:23.122340] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:23.122368] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:23.125745] [DEBUG] [FORECASTER] JPC: Forecast T+1@11:T+2@11: DOWN (p=32.10%)
[2025-12-08T20:25:23.126039] [INFO ] [FORECASTER] Completed predict_future for JPC
[2025-12-08T20:25:23.126167] [INFO ] [sig       ] JPC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:25:23.273201] [INFO ] [LOCAL     ] Saved forecast: JPC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/JPC.txt
[2025-12-08T20:25:23.273432] [INFO ] [sig       ] [1806/3624] Completed JPC in 0.3s | 2.92 sym/s | Total: 10.3m | ETA: 10.4m
[2025-12-08T20:25:23.273480] [INFO ] [sig       ] [1807/3624] Forecasting JPEF...
[2025-12-08T20:25:23.273514] [INFO ] [sig       ] Generating forecast for: JPEF
[2025-12-08T20:25:23.273548] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JPEF' from 'https://tdm.silogroup.org/data/derivative_storage/JPEF.csv'.
[2025-12-08T20:25:23.288817] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JPEF'.
[2025-12-08T20:25:23.289410] [INFO ] [FORECASTER] Starting predict_future for JPEF
[2025-12-08T20:25:23.290382] [DEBUG] [LOCAL     ] No optimal features file found for JPEF: ./output/feature-sets/JPEF.txt
[2025-12-08T20:25:23.290438] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:23.290473] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:23.290501] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:23.290561] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:23.357045] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:23.358444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:23.358566] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:23.358650] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:23.492990] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:23.493227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:23.493272] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:23.493302] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:23.497237] [DEBUG] [FORECASTER] JPEF: Forecast T+1@11:T+2@11: DOWN (p=46.99%)
[2025-12-08T20:25:23.497587] [INFO ] [FORECASTER] Completed predict_future for JPEF
[2025-12-08T20:25:23.497737] [INFO ] [sig       ] JPEF: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:25:23.639657] [INFO ] [LOCAL     ] Saved forecast: JPEF	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/JPEF.txt
[2025-12-08T20:25:23.639817] [INFO ] [sig       ] [1807/3624] Completed JPEF in 0.4s | 2.92 sym/s | Total: 10.3m | ETA: 10.4m
[2025-12-08T20:25:23.639858] [INFO ] [sig       ] [1808/3624] Forecasting JPM...
[2025-12-08T20:25:23.639888] [INFO ] [sig       ] Generating forecast for: JPM
[2025-12-08T20:25:23.639918] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JPM' from 'https://tdm.silogroup.org/data/derivative_storage/JPM.csv'.
[2025-12-08T20:25:23.654668] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JPM'.
[2025-12-08T20:25:23.655210] [INFO ] [FORECASTER] Starting predict_future for JPM
[2025-12-08T20:25:23.656154] [DEBUG] [LOCAL     ] No optimal features file found for JPM: ./output/feature-sets/JPM.txt
[2025-12-08T20:25:23.656209] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:23.656245] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:23.656272] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:23.656330] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:23.714471] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:23.715248] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:23.715341] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:23.715373] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:23.840526] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:23.840778] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:23.840820] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:23.840848] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:23.844560] [DEBUG] [FORECASTER] JPM: Forecast T+1@11:T+2@11: UP (p=86.83%)
[2025-12-08T20:25:23.844875] [INFO ] [FORECASTER] Completed predict_future for JPM
[2025-12-08T20:25:23.845001] [INFO ] [sig       ] JPM: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:25:23.985668] [INFO ] [LOCAL     ] Saved forecast: JPM	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/JPM.txt
[2025-12-08T20:25:23.985855] [INFO ] [sig       ] [1808/3624] Completed JPM in 0.3s | 2.92 sym/s | Total: 10.3m | ETA: 10.4m
[2025-12-08T20:25:23.985896] [INFO ] [sig       ] [1809/3624] Forecasting JQC...
[2025-12-08T20:25:23.985925] [INFO ] [sig       ] Generating forecast for: JQC
[2025-12-08T20:25:23.985954] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JQC' from 'https://tdm.silogroup.org/data/derivative_storage/JQC.csv'.
[2025-12-08T20:25:24.001441] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JQC'.
[2025-12-08T20:25:24.001993] [INFO ] [FORECASTER] Starting predict_future for JQC
[2025-12-08T20:25:24.002969] [DEBUG] [LOCAL     ] No optimal features file found for JQC: ./output/feature-sets/JQC.txt
[2025-12-08T20:25:24.003021] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:24.003053] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:24.003081] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:24.003139] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:24.062286] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:24.063223] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:24.063320] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:24.063356] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:24.192039] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:24.192464] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:24.192507] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:24.192536] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:24.196482] [DEBUG] [FORECASTER] JQC: Forecast T+1@11:T+2@11: DOWN (p=37.37%)
[2025-12-08T20:25:24.196797] [INFO ] [FORECASTER] Completed predict_future for JQC
[2025-12-08T20:25:24.196930] [INFO ] [sig       ] JQC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:25:24.347067] [INFO ] [LOCAL     ] Saved forecast: JQC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/JQC.txt
[2025-12-08T20:25:24.347255] [INFO ] [sig       ] [1809/3624] Completed JQC in 0.4s | 2.92 sym/s | Total: 10.3m | ETA: 10.4m
[2025-12-08T20:25:24.347298] [INFO ] [sig       ] [1810/3624] Forecasting JRI...
[2025-12-08T20:25:24.347327] [INFO ] [sig       ] Generating forecast for: JRI
[2025-12-08T20:25:24.347357] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JRI' from 'https://tdm.silogroup.org/data/derivative_storage/JRI.csv'.
[2025-12-08T20:25:24.363148] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JRI'.
[2025-12-08T20:25:24.363693] [INFO ] [FORECASTER] Starting predict_future for JRI
[2025-12-08T20:25:24.364617] [DEBUG] [LOCAL     ] No optimal features file found for JRI: ./output/feature-sets/JRI.txt
[2025-12-08T20:25:24.364668] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:24.364700] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:24.364727] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:24.364787] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:24.423166] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:24.423950] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:24.424040] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:24.424073] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:24.545830] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:24.546069] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:24.546114] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:24.546142] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:24.550402] [DEBUG] [FORECASTER] JRI: Forecast T+1@11:T+2@11: DOWN (p=46.21%)
[2025-12-08T20:25:24.550882] [INFO ] [FORECASTER] Completed predict_future for JRI
[2025-12-08T20:25:24.551042] [INFO ] [sig       ] JRI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:25:24.700117] [INFO ] [LOCAL     ] Saved forecast: JRI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/JRI.txt
[2025-12-08T20:25:24.700304] [INFO ] [sig       ] [1810/3624] Completed JRI in 0.4s | 2.92 sym/s | Total: 10.3m | ETA: 10.4m
[2025-12-08T20:25:24.700346] [INFO ] [sig       ] [1811/3624] Forecasting JRS...
[2025-12-08T20:25:24.700377] [INFO ] [sig       ] Generating forecast for: JRS
[2025-12-08T20:25:24.700407] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JRS' from 'https://tdm.silogroup.org/data/derivative_storage/JRS.csv'.
[2025-12-08T20:25:24.714995] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JRS'.
[2025-12-08T20:25:24.715531] [INFO ] [FORECASTER] Starting predict_future for JRS
[2025-12-08T20:25:24.716475] [DEBUG] [LOCAL     ] No optimal features file found for JRS: ./output/feature-sets/JRS.txt
[2025-12-08T20:25:24.716527] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:24.716558] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:24.716614] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:24.716672] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:24.775543] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:24.776685] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:24.776816] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:24.776849] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:24.895910] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:24.896155] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:24.896203] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:24.896231] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:24.900123] [DEBUG] [FORECASTER] JRS: Forecast T+1@11:T+2@11: UP (p=60.97%)
[2025-12-08T20:25:24.900450] [INFO ] [FORECASTER] Completed predict_future for JRS
[2025-12-08T20:25:24.900605] [INFO ] [sig       ] JRS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:25:25.057539] [INFO ] [LOCAL     ] Saved forecast: JRS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/JRS.txt
[2025-12-08T20:25:25.057753] [INFO ] [sig       ] [1811/3624] Completed JRS in 0.4s | 2.92 sym/s | Total: 10.3m | ETA: 10.4m
[2025-12-08T20:25:25.057797] [INFO ] [sig       ] [1812/3624] Forecasting JSM...
[2025-12-08T20:25:25.057829] [INFO ] [sig       ] Generating forecast for: JSM
[2025-12-08T20:25:25.057860] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JSM' from 'https://tdm.silogroup.org/data/derivative_storage/JSM.csv'.
[2025-12-08T20:25:25.071868] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JSM'.
[2025-12-08T20:25:25.072396] [INFO ] [FORECASTER] Starting predict_future for JSM
[2025-12-08T20:25:25.073258] [DEBUG] [LOCAL     ] No optimal features file found for JSM: ./output/feature-sets/JSM.txt
[2025-12-08T20:25:25.073310] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:25.073343] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:25.073368] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:25.073425] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:25.131489] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:25.132439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:25.132528] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:25.132561] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:25.247100] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:25.247263] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:25.247310] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:25.247346] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:25.250923] [DEBUG] [FORECASTER] JSM: Forecast T+1@11:T+2@11: UP (p=73.35%)
[2025-12-08T20:25:25.251244] [INFO ] [FORECASTER] Completed predict_future for JSM
[2025-12-08T20:25:25.251381] [INFO ] [sig       ] JSM: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:25:25.396230] [INFO ] [LOCAL     ] Saved forecast: JSM	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/JSM.txt
[2025-12-08T20:25:25.396387] [INFO ] [sig       ] [1812/3624] Completed JSM in 0.3s | 2.92 sym/s | Total: 10.3m | ETA: 10.3m
[2025-12-08T20:25:25.396425] [INFO ] [sig       ] [1813/3624] Forecasting JSMD...
[2025-12-08T20:25:25.396454] [INFO ] [sig       ] Generating forecast for: JSMD
[2025-12-08T20:25:25.396482] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JSMD' from 'https://tdm.silogroup.org/data/derivative_storage/JSMD.csv'.
[2025-12-08T20:25:25.408611] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JSMD'.
[2025-12-08T20:25:25.408974] [INFO ] [FORECASTER] Starting predict_future for JSMD
[2025-12-08T20:25:25.409769] [DEBUG] [LOCAL     ] No optimal features file found for JSMD: ./output/feature-sets/JSMD.txt
[2025-12-08T20:25:25.409819] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:25.409849] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:25.409875] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:25.409930] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:25.467663] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:25.468718] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:25.468800] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:25.468833] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:25.593277] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:25.593433] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:25.593489] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:25.593517] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:25.596882] [DEBUG] [FORECASTER] JSMD: Forecast T+1@11:T+2@11: DOWN (p=12.95%)
[2025-12-08T20:25:25.597181] [INFO ] [FORECASTER] Completed predict_future for JSMD
[2025-12-08T20:25:25.597308] [INFO ] [sig       ] JSMD: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:25:25.742686] [INFO ] [LOCAL     ] Saved forecast: JSMD	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/JSMD.txt
[2025-12-08T20:25:25.742836] [INFO ] [sig       ] [1813/3624] Completed JSMD in 0.3s | 2.92 sym/s | Total: 10.4m | ETA: 10.3m
[2025-12-08T20:25:25.742874] [INFO ] [sig       ] [1814/3624] Forecasting JSML...
[2025-12-08T20:25:25.742904] [INFO ] [sig       ] Generating forecast for: JSML
[2025-12-08T20:25:25.742933] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JSML' from 'https://tdm.silogroup.org/data/derivative_storage/JSML.csv'.
[2025-12-08T20:25:25.754502] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JSML'.
[2025-12-08T20:25:25.754890] [INFO ] [FORECASTER] Starting predict_future for JSML
[2025-12-08T20:25:25.755676] [DEBUG] [LOCAL     ] No optimal features file found for JSML: ./output/feature-sets/JSML.txt
[2025-12-08T20:25:25.755724] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:25.755756] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:25.755783] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:25.755838] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:25.814088] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:25.814956] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:25.815051] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:25.815090] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:25.933668] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:25.933808] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:25.933845] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:25.933873] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:25.937180] [DEBUG] [FORECASTER] JSML: Forecast T+1@11:T+2@11: UP (p=55.74%)
[2025-12-08T20:25:25.937470] [INFO ] [FORECASTER] Completed predict_future for JSML
[2025-12-08T20:25:25.937613] [INFO ] [sig       ] JSML: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:25:26.083369] [INFO ] [LOCAL     ] Saved forecast: JSML	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/JSML.txt
[2025-12-08T20:25:26.083552] [INFO ] [sig       ] [1814/3624] Completed JSML in 0.3s | 2.92 sym/s | Total: 10.4m | ETA: 10.3m
[2025-12-08T20:25:26.083618] [INFO ] [sig       ] [1815/3624] Forecasting JTAI...
[2025-12-08T20:25:26.083649] [INFO ] [sig       ] Generating forecast for: JTAI
[2025-12-08T20:25:26.083678] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JTAI' from 'https://tdm.silogroup.org/data/derivative_storage/JTAI.csv'.
[2025-12-08T20:25:26.095551] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JTAI'.
[2025-12-08T20:25:26.095971] [INFO ] [FORECASTER] Starting predict_future for JTAI
[2025-12-08T20:25:26.096774] [DEBUG] [LOCAL     ] No optimal features file found for JTAI: ./output/feature-sets/JTAI.txt
[2025-12-08T20:25:26.096824] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:26.096855] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:26.096882] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:26.096937] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:26.153695] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:26.154542] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:26.154639] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:26.154672] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:26.274294] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:26.274448] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:26.274489] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:26.274516] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:26.278066] [DEBUG] [FORECASTER] JTAI: Forecast T+1@11:T+2@11: UP (p=97.95%)
[2025-12-08T20:25:26.278385] [INFO ] [FORECASTER] Completed predict_future for JTAI
[2025-12-08T20:25:26.278521] [INFO ] [sig       ] JTAI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:25:26.430060] [INFO ] [LOCAL     ] Saved forecast: JTAI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/JTAI.txt
[2025-12-08T20:25:26.430221] [INFO ] [sig       ] [1815/3624] Completed JTAI in 0.3s | 2.92 sym/s | Total: 10.4m | ETA: 10.3m
[2025-12-08T20:25:26.430260] [INFO ] [sig       ] [1816/3624] Forecasting JTEK...
[2025-12-08T20:25:26.430290] [INFO ] [sig       ] Generating forecast for: JTEK
[2025-12-08T20:25:26.430319] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JTEK' from 'https://tdm.silogroup.org/data/derivative_storage/JTEK.csv'.
[2025-12-08T20:25:26.442566] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JTEK'.
[2025-12-08T20:25:26.442955] [INFO ] [FORECASTER] Starting predict_future for JTEK
[2025-12-08T20:25:26.443734] [DEBUG] [LOCAL     ] No optimal features file found for JTEK: ./output/feature-sets/JTEK.txt
[2025-12-08T20:25:26.443783] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:26.443813] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:26.443840] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:26.443894] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:26.501378] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:26.502211] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:26.502291] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:26.502324] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:26.621895] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:26.622051] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:26.622089] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:26.622117] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:26.625548] [DEBUG] [FORECASTER] JTEK: Forecast T+1@11:T+2@11: UP (p=96.95%)
[2025-12-08T20:25:26.625854] [INFO ] [FORECASTER] Completed predict_future for JTEK
[2025-12-08T20:25:26.625979] [INFO ] [sig       ] JTEK: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:25:26.776437] [INFO ] [LOCAL     ] Saved forecast: JTEK	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/JTEK.txt
[2025-12-08T20:25:26.776609] [INFO ] [sig       ] [1816/3624] Completed JTEK in 0.3s | 2.92 sym/s | Total: 10.4m | ETA: 10.3m
[2025-12-08T20:25:26.776651] [INFO ] [sig       ] [1817/3624] Forecasting JVA...
[2025-12-08T20:25:26.776679] [INFO ] [sig       ] Generating forecast for: JVA
[2025-12-08T20:25:26.776708] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JVA' from 'https://tdm.silogroup.org/data/derivative_storage/JVA.csv'.
[2025-12-08T20:25:26.788549] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JVA'.
[2025-12-08T20:25:26.788967] [INFO ] [FORECASTER] Starting predict_future for JVA
[2025-12-08T20:25:26.789801] [DEBUG] [LOCAL     ] No optimal features file found for JVA: ./output/feature-sets/JVA.txt
[2025-12-08T20:25:26.789852] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:26.789896] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:26.789923] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:26.789978] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:26.846403] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:26.847230] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:26.847307] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:26.847339] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:26.965585] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:26.965736] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:26.965772] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:26.965802] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:26.969309] [DEBUG] [FORECASTER] JVA: Forecast T+1@11:T+2@11: UP (p=94.51%)
[2025-12-08T20:25:26.969601] [INFO ] [FORECASTER] Completed predict_future for JVA
[2025-12-08T20:25:26.969728] [INFO ] [sig       ] JVA: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:25:27.108091] [INFO ] [LOCAL     ] Saved forecast: JVA	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/JVA.txt
[2025-12-08T20:25:27.108240] [INFO ] [sig       ] [1817/3624] Completed JVA in 0.3s | 2.92 sym/s | Total: 10.4m | ETA: 10.3m
[2025-12-08T20:25:27.108281] [INFO ] [sig       ] [1818/3624] Forecasting JXN...
[2025-12-08T20:25:27.108310] [INFO ] [sig       ] Generating forecast for: JXN
[2025-12-08T20:25:27.108339] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JXN' from 'https://tdm.silogroup.org/data/derivative_storage/JXN.csv'.
[2025-12-08T20:25:27.120157] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JXN'.
[2025-12-08T20:25:27.120531] [INFO ] [FORECASTER] Starting predict_future for JXN
[2025-12-08T20:25:27.121310] [DEBUG] [LOCAL     ] No optimal features file found for JXN: ./output/feature-sets/JXN.txt
[2025-12-08T20:25:27.121358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:27.121415] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:27.121443] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:27.121498] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:27.177494] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:27.178370] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:27.178445] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:27.178477] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:27.302344] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:27.302496] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:27.302533] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:27.302561] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:27.305844] [DEBUG] [FORECASTER] JXN: Forecast T+1@11:T+2@11: DOWN (p=42.48%)
[2025-12-08T20:25:27.306111] [INFO ] [FORECASTER] Completed predict_future for JXN
[2025-12-08T20:25:27.306230] [INFO ] [sig       ] JXN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:25:27.444350] [INFO ] [LOCAL     ] Saved forecast: JXN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/JXN.txt
[2025-12-08T20:25:27.444496] [INFO ] [sig       ] [1818/3624] Completed JXN in 0.3s | 2.92 sym/s | Total: 10.4m | ETA: 10.3m
[2025-12-08T20:25:27.444537] [INFO ] [sig       ] [1819/3624] Forecasting K...
[2025-12-08T20:25:27.444566] [INFO ] [sig       ] Generating forecast for: K
[2025-12-08T20:25:27.444617] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'K' from 'https://tdm.silogroup.org/data/derivative_storage/K.csv'.
[2025-12-08T20:25:27.456511] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'K'.
[2025-12-08T20:25:27.456900] [INFO ] [FORECASTER] Starting predict_future for K
[2025-12-08T20:25:27.457706] [DEBUG] [LOCAL     ] No optimal features file found for K: ./output/feature-sets/K.txt
[2025-12-08T20:25:27.457755] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:27.457785] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:27.457810] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:27.457865] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:27.515073] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:27.515923] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:27.516005] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:27.516038] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:27.640355] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:27.640512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:27.640552] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:27.640598] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:27.643909] [DEBUG] [FORECASTER] K: Forecast T+1@11:T+2@11: UP (p=86.93%)
[2025-12-08T20:25:27.644195] [INFO ] [FORECASTER] Completed predict_future for K
[2025-12-08T20:25:27.644319] [INFO ] [sig       ] K: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:25:27.789006] [INFO ] [LOCAL     ] Saved forecast: K	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/K.txt
[2025-12-08T20:25:27.789155] [INFO ] [sig       ] [1819/3624] Completed K in 0.3s | 2.92 sym/s | Total: 10.4m | ETA: 10.3m
[2025-12-08T20:25:27.789194] [INFO ] [sig       ] [1820/3624] Forecasting KAI...
[2025-12-08T20:25:27.789221] [INFO ] [sig       ] Generating forecast for: KAI
[2025-12-08T20:25:27.789256] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KAI' from 'https://tdm.silogroup.org/data/derivative_storage/KAI.csv'.
[2025-12-08T20:25:27.801280] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KAI'.
[2025-12-08T20:25:27.801672] [INFO ] [FORECASTER] Starting predict_future for KAI
[2025-12-08T20:25:27.802439] [DEBUG] [LOCAL     ] No optimal features file found for KAI: ./output/feature-sets/KAI.txt
[2025-12-08T20:25:27.802488] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:27.802519] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:27.802548] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:27.802628] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:27.858457] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:27.859291] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:27.859370] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:27.859402] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:27.975589] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:27.975740] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:27.975777] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:27.975805] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:27.979092] [DEBUG] [FORECASTER] KAI: Forecast T+1@11:T+2@11: DOWN (p=45.14%)
[2025-12-08T20:25:27.979380] [INFO ] [FORECASTER] Completed predict_future for KAI
[2025-12-08T20:25:27.979501] [INFO ] [sig       ] KAI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:25:28.119003] [INFO ] [LOCAL     ] Saved forecast: KAI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/KAI.txt
[2025-12-08T20:25:28.119151] [INFO ] [sig       ] [1820/3624] Completed KAI in 0.3s | 2.92 sym/s | Total: 10.4m | ETA: 10.3m
[2025-12-08T20:25:28.119191] [INFO ] [sig       ] [1821/3624] Forecasting KARO...
[2025-12-08T20:25:28.119226] [INFO ] [sig       ] Generating forecast for: KARO
[2025-12-08T20:25:28.119257] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KARO' from 'https://tdm.silogroup.org/data/derivative_storage/KARO.csv'.
[2025-12-08T20:25:28.131035] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KARO'.
[2025-12-08T20:25:28.131409] [INFO ] [FORECASTER] Starting predict_future for KARO
[2025-12-08T20:25:28.132230] [DEBUG] [LOCAL     ] No optimal features file found for KARO: ./output/feature-sets/KARO.txt
[2025-12-08T20:25:28.132278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:28.132309] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:28.132335] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:28.132389] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:28.190883] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:28.191942] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:28.192028] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:28.192066] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:28.315998] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:28.316151] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:28.316188] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:28.316216] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:28.319643] [DEBUG] [FORECASTER] KARO: Forecast T+1@11:T+2@11: UP (p=55.46%)
[2025-12-08T20:25:28.319936] [INFO ] [FORECASTER] Completed predict_future for KARO
[2025-12-08T20:25:28.320064] [INFO ] [sig       ] KARO: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:25:28.461338] [INFO ] [LOCAL     ] Saved forecast: KARO	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/KARO.txt
[2025-12-08T20:25:28.461462] [INFO ] [sig       ] [1821/3624] Completed KARO in 0.3s | 2.92 sym/s | Total: 10.4m | ETA: 10.3m
[2025-12-08T20:25:28.461499] [INFO ] [sig       ] [1822/3624] Forecasting KB...
[2025-12-08T20:25:28.461528] [INFO ] [sig       ] Generating forecast for: KB
[2025-12-08T20:25:28.461558] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KB' from 'https://tdm.silogroup.org/data/derivative_storage/KB.csv'.
[2025-12-08T20:25:28.473194] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KB'.
[2025-12-08T20:25:28.473524] [INFO ] [FORECASTER] Starting predict_future for KB
[2025-12-08T20:25:28.474304] [DEBUG] [LOCAL     ] No optimal features file found for KB: ./output/feature-sets/KB.txt
[2025-12-08T20:25:28.474353] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:28.474384] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:28.474410] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:28.474465] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:28.529367] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:28.529978] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:28.530051] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:28.530082] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:28.650087] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:28.650233] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:28.650269] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:28.650297] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:28.653528] [DEBUG] [FORECASTER] KB: Forecast T+1@11:T+2@11: UP (p=70.00%)
[2025-12-08T20:25:28.653812] [INFO ] [FORECASTER] Completed predict_future for KB
[2025-12-08T20:25:28.653926] [INFO ] [sig       ] KB: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:25:28.790216] [INFO ] [LOCAL     ] Saved forecast: KB	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/KB.txt
[2025-12-08T20:25:28.790323] [INFO ] [sig       ] [1822/3624] Completed KB in 0.3s | 2.92 sym/s | Total: 10.4m | ETA: 10.3m
[2025-12-08T20:25:28.790360] [INFO ] [sig       ] [1823/3624] Forecasting KBH...
[2025-12-08T20:25:28.790388] [INFO ] [sig       ] Generating forecast for: KBH
[2025-12-08T20:25:28.790417] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBH' from 'https://tdm.silogroup.org/data/derivative_storage/KBH.csv'.
[2025-12-08T20:25:28.802856] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBH'.
[2025-12-08T20:25:28.803256] [INFO ] [FORECASTER] Starting predict_future for KBH
[2025-12-08T20:25:28.804068] [DEBUG] [LOCAL     ] No optimal features file found for KBH: ./output/feature-sets/KBH.txt
[2025-12-08T20:25:28.804117] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:28.804147] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:28.804178] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:28.804250] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:28.861163] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:28.862075] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:28.862161] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:28.862193] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:28.981795] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:28.981951] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:28.981991] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:28.982018] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:28.985385] [DEBUG] [FORECASTER] KBH: Forecast T+1@11:T+2@11: DOWN (p=7.13%)
[2025-12-08T20:25:28.985684] [INFO ] [FORECASTER] Completed predict_future for KBH
[2025-12-08T20:25:28.985807] [INFO ] [sig       ] KBH: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:25:29.124306] [INFO ] [LOCAL     ] Saved forecast: KBH	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/KBH.txt
[2025-12-08T20:25:29.124472] [INFO ] [sig       ] [1823/3624] Completed KBH in 0.3s | 2.92 sym/s | Total: 10.4m | ETA: 10.3m
[2025-12-08T20:25:29.124510] [INFO ] [sig       ] [1824/3624] Forecasting KBWB...
[2025-12-08T20:25:29.124540] [INFO ] [sig       ] Generating forecast for: KBWB
[2025-12-08T20:25:29.124588] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBWB' from 'https://tdm.silogroup.org/data/derivative_storage/KBWB.csv'.
[2025-12-08T20:25:29.136937] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBWB'.
[2025-12-08T20:25:29.137343] [INFO ] [FORECASTER] Starting predict_future for KBWB
[2025-12-08T20:25:29.138165] [DEBUG] [LOCAL     ] No optimal features file found for KBWB: ./output/feature-sets/KBWB.txt
[2025-12-08T20:25:29.138214] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:29.138243] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:29.138269] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:29.138323] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:29.193435] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:29.194267] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:29.194343] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:29.194375] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:29.313263] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:29.313414] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:29.313451] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:29.313494] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:29.316775] [DEBUG] [FORECASTER] KBWB: Forecast T+1@11:T+2@11: UP (p=99.89%)
[2025-12-08T20:25:29.317037] [INFO ] [FORECASTER] Completed predict_future for KBWB
[2025-12-08T20:25:29.317153] [INFO ] [sig       ] KBWB: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:25:29.452936] [INFO ] [LOCAL     ] Saved forecast: KBWB	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/KBWB.txt
[2025-12-08T20:25:29.453064] [INFO ] [sig       ] [1824/3624] Completed KBWB in 0.3s | 2.92 sym/s | Total: 10.4m | ETA: 10.3m
[2025-12-08T20:25:29.453104] [INFO ] [sig       ] [1825/3624] Forecasting KBWD...
[2025-12-08T20:25:29.453132] [INFO ] [sig       ] Generating forecast for: KBWD
[2025-12-08T20:25:29.453161] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBWD' from 'https://tdm.silogroup.org/data/derivative_storage/KBWD.csv'.
[2025-12-08T20:25:29.465464] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBWD'.
[2025-12-08T20:25:29.465829] [INFO ] [FORECASTER] Starting predict_future for KBWD
[2025-12-08T20:25:29.466634] [DEBUG] [LOCAL     ] No optimal features file found for KBWD: ./output/feature-sets/KBWD.txt
[2025-12-08T20:25:29.466682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:29.466713] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:29.466739] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:29.466793] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:29.525655] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:29.526415] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:29.526489] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:29.526521] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:29.646341] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:29.646492] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:29.646529] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:29.646556] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:29.649853] [DEBUG] [FORECASTER] KBWD: Forecast T+1@11:T+2@11: UP (p=82.53%)
[2025-12-08T20:25:29.650139] [INFO ] [FORECASTER] Completed predict_future for KBWD
[2025-12-08T20:25:29.650272] [INFO ] [sig       ] KBWD: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:25:29.787496] [INFO ] [LOCAL     ] Saved forecast: KBWD	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/KBWD.txt
[2025-12-08T20:25:29.787651] [INFO ] [sig       ] [1825/3624] Completed KBWD in 0.3s | 2.92 sym/s | Total: 10.4m | ETA: 10.3m
[2025-12-08T20:25:29.787693] [INFO ] [sig       ] [1826/3624] Forecasting KBWP...
[2025-12-08T20:25:29.787721] [INFO ] [sig       ] Generating forecast for: KBWP
[2025-12-08T20:25:29.787749] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBWP' from 'https://tdm.silogroup.org/data/derivative_storage/KBWP.csv'.
[2025-12-08T20:25:29.799777] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBWP'.
[2025-12-08T20:25:29.800150] [INFO ] [FORECASTER] Starting predict_future for KBWP
[2025-12-08T20:25:29.800942] [DEBUG] [LOCAL     ] No optimal features file found for KBWP: ./output/feature-sets/KBWP.txt
[2025-12-08T20:25:29.800991] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:29.801022] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:29.801047] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:29.801101] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:29.856796] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:29.857649] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:29.857729] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:29.857777] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:29.967978] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:29.968148] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:29.968186] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:29.968214] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:29.971456] [DEBUG] [FORECASTER] KBWP: Forecast T+1@11:T+2@11: DOWN (p=3.37%)
[2025-12-08T20:25:29.971737] [INFO ] [FORECASTER] Completed predict_future for KBWP
[2025-12-08T20:25:29.971857] [INFO ] [sig       ] KBWP: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:25:30.124053] [INFO ] [LOCAL     ] Saved forecast: KBWP	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/KBWP.txt
[2025-12-08T20:25:30.124217] [INFO ] [sig       ] [1826/3624] Completed KBWP in 0.3s | 2.92 sym/s | Total: 10.4m | ETA: 10.3m
[2025-12-08T20:25:30.124265] [INFO ] [sig       ] [1827/3624] Forecasting KBWY...
[2025-12-08T20:25:30.124297] [INFO ] [sig       ] Generating forecast for: KBWY
[2025-12-08T20:25:30.124327] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBWY' from 'https://tdm.silogroup.org/data/derivative_storage/KBWY.csv'.
[2025-12-08T20:25:30.136443] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBWY'.
[2025-12-08T20:25:30.136835] [INFO ] [FORECASTER] Starting predict_future for KBWY
[2025-12-08T20:25:30.137668] [DEBUG] [LOCAL     ] No optimal features file found for KBWY: ./output/feature-sets/KBWY.txt
[2025-12-08T20:25:30.137718] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:30.137748] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:30.137773] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:30.137827] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:30.196889] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:30.200624] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:30.200714] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:30.200746] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:30.315065] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:30.315210] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:30.315248] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:30.315276] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:30.318609] [DEBUG] [FORECASTER] KBWY: Forecast T+1@11:T+2@11: DOWN (p=33.45%)
[2025-12-08T20:25:30.318875] [INFO ] [FORECASTER] Completed predict_future for KBWY
[2025-12-08T20:25:30.318991] [INFO ] [sig       ] KBWY: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:25:30.462994] [INFO ] [LOCAL     ] Saved forecast: KBWY	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/KBWY.txt
[2025-12-08T20:25:30.463156] [INFO ] [sig       ] [1827/3624] Completed KBWY in 0.3s | 2.92 sym/s | Total: 10.4m | ETA: 10.3m
[2025-12-08T20:25:30.463195] [INFO ] [sig       ] [1828/3624] Forecasting KC...
[2025-12-08T20:25:30.463224] [INFO ] [sig       ] Generating forecast for: KC
[2025-12-08T20:25:30.463254] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KC' from 'https://tdm.silogroup.org/data/derivative_storage/KC.csv'.
[2025-12-08T20:25:30.475871] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KC'.
[2025-12-08T20:25:30.476242] [INFO ] [FORECASTER] Starting predict_future for KC
[2025-12-08T20:25:30.477038] [DEBUG] [LOCAL     ] No optimal features file found for KC: ./output/feature-sets/KC.txt
[2025-12-08T20:25:30.477087] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:30.477117] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:30.477155] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:30.477211] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:30.533872] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:30.534734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:30.534848] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:30.534881] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:30.659305] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:30.659461] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:30.659499] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:30.659526] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:30.662861] [DEBUG] [FORECASTER] KC: Forecast T+1@11:T+2@11: DOWN (p=3.24%)
[2025-12-08T20:25:30.663126] [INFO ] [FORECASTER] Completed predict_future for KC
[2025-12-08T20:25:30.663246] [INFO ] [sig       ] KC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:25:30.802495] [INFO ] [LOCAL     ] Saved forecast: KC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/KC.txt
[2025-12-08T20:25:30.802656] [INFO ] [sig       ] [1828/3624] Completed KC in 0.3s | 2.92 sym/s | Total: 10.4m | ETA: 10.3m
[2025-12-08T20:25:30.802697] [INFO ] [sig       ] [1829/3624] Forecasting KD...
[2025-12-08T20:25:30.802725] [INFO ] [sig       ] Generating forecast for: KD
[2025-12-08T20:25:30.802755] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KD' from 'https://tdm.silogroup.org/data/derivative_storage/KD.csv'.
[2025-12-08T20:25:30.814650] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KD'.
[2025-12-08T20:25:30.815029] [INFO ] [FORECASTER] Starting predict_future for KD
[2025-12-08T20:25:30.815807] [DEBUG] [LOCAL     ] No optimal features file found for KD: ./output/feature-sets/KD.txt
[2025-12-08T20:25:30.815856] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:30.815887] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:30.815913] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:30.815967] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:30.872164] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:30.872993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:30.873072] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:30.873103] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:30.996817] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:30.996997] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:30.997036] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:30.997063] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:31.000637] [DEBUG] [FORECASTER] KD: Forecast T+1@11:T+2@11: DOWN (p=47.75%)
[2025-12-08T20:25:31.001008] [INFO ] [FORECASTER] Completed predict_future for KD
[2025-12-08T20:25:31.001149] [INFO ] [sig       ] KD: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:25:31.144654] [INFO ] [LOCAL     ] Saved forecast: KD	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/KD.txt
[2025-12-08T20:25:31.144805] [INFO ] [sig       ] [1829/3624] Completed KD in 0.3s | 2.92 sym/s | Total: 10.4m | ETA: 10.2m
[2025-12-08T20:25:31.144845] [INFO ] [sig       ] [1830/3624] Forecasting KDP...
[2025-12-08T20:25:31.144874] [INFO ] [sig       ] Generating forecast for: KDP
[2025-12-08T20:25:31.144902] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KDP' from 'https://tdm.silogroup.org/data/derivative_storage/KDP.csv'.
[2025-12-08T20:25:31.157017] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KDP'.
[2025-12-08T20:25:31.157409] [INFO ] [FORECASTER] Starting predict_future for KDP
[2025-12-08T20:25:31.158234] [DEBUG] [LOCAL     ] No optimal features file found for KDP: ./output/feature-sets/KDP.txt
[2025-12-08T20:25:31.158296] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:31.158329] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:31.158356] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:31.158413] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:31.216037] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:31.216892] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:31.216972] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:31.217005] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:31.335673] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:31.335825] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:31.335863] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:31.335892] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:31.339368] [DEBUG] [FORECASTER] KDP: Forecast T+1@11:T+2@11: DOWN (p=3.22%)
[2025-12-08T20:25:31.339648] [INFO ] [FORECASTER] Completed predict_future for KDP
[2025-12-08T20:25:31.339766] [INFO ] [sig       ] KDP: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:25:31.475444] [INFO ] [LOCAL     ] Saved forecast: KDP	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/KDP.txt
[2025-12-08T20:25:31.475568] [INFO ] [sig       ] [1830/3624] Completed KDP in 0.3s | 2.92 sym/s | Total: 10.4m | ETA: 10.2m
[2025-12-08T20:25:31.475624] [INFO ] [sig       ] [1831/3624] Forecasting KE...
[2025-12-08T20:25:31.475654] [INFO ] [sig       ] Generating forecast for: KE
[2025-12-08T20:25:31.475683] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KE' from 'https://tdm.silogroup.org/data/derivative_storage/KE.csv'.
[2025-12-08T20:25:31.488084] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KE'.
[2025-12-08T20:25:31.488467] [INFO ] [FORECASTER] Starting predict_future for KE
[2025-12-08T20:25:31.489280] [DEBUG] [LOCAL     ] No optimal features file found for KE: ./output/feature-sets/KE.txt
[2025-12-08T20:25:31.489331] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:31.489364] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:31.489392] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:31.489459] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:31.549313] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:31.550213] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:31.550311] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:31.550359] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:31.670726] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:31.670883] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:31.670924] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:31.670953] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:31.674328] [DEBUG] [FORECASTER] KE: Forecast T+1@11:T+2@11: UP (p=95.22%)
[2025-12-08T20:25:31.674642] [INFO ] [FORECASTER] Completed predict_future for KE
[2025-12-08T20:25:31.674771] [INFO ] [sig       ] KE: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:25:31.826664] [INFO ] [LOCAL     ] Saved forecast: KE	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/KE.txt
[2025-12-08T20:25:31.826847] [INFO ] [sig       ] [1831/3624] Completed KE in 0.4s | 2.92 sym/s | Total: 10.5m | ETA: 10.2m
[2025-12-08T20:25:31.826889] [INFO ] [sig       ] [1832/3624] Forecasting KELYA...
[2025-12-08T20:25:31.826919] [INFO ] [sig       ] Generating forecast for: KELYA
[2025-12-08T20:25:31.826947] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KELYA' from 'https://tdm.silogroup.org/data/derivative_storage/KELYA.csv'.
[2025-12-08T20:25:31.840174] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KELYA'.
[2025-12-08T20:25:31.840564] [INFO ] [FORECASTER] Starting predict_future for KELYA
[2025-12-08T20:25:31.841338] [DEBUG] [LOCAL     ] No optimal features file found for KELYA: ./output/feature-sets/KELYA.txt
[2025-12-08T20:25:31.841387] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:31.841418] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:31.841443] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:31.841497] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:31.896970] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:31.897789] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:31.897870] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:31.897902] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:32.018096] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:32.018253] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:32.018291] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:32.018319] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:32.021636] [DEBUG] [FORECASTER] KELYA: Forecast T+1@11:T+2@11: UP (p=56.47%)
[2025-12-08T20:25:32.021903] [INFO ] [FORECASTER] Completed predict_future for KELYA
[2025-12-08T20:25:32.022027] [INFO ] [sig       ] KELYA: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:25:32.159559] [INFO ] [LOCAL     ] Saved forecast: KELYA	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/KELYA.txt
[2025-12-08T20:25:32.159703] [INFO ] [sig       ] [1832/3624] Completed KELYA in 0.3s | 2.92 sym/s | Total: 10.5m | ETA: 10.2m
[2025-12-08T20:25:32.159741] [INFO ] [sig       ] [1833/3624] Forecasting KEN...
[2025-12-08T20:25:32.159770] [INFO ] [sig       ] Generating forecast for: KEN
[2025-12-08T20:25:32.159800] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEN' from 'https://tdm.silogroup.org/data/derivative_storage/KEN.csv'.
[2025-12-08T20:25:32.171156] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KEN'.
[2025-12-08T20:25:32.171495] [INFO ] [FORECASTER] Starting predict_future for KEN
[2025-12-08T20:25:32.172255] [DEBUG] [LOCAL     ] No optimal features file found for KEN: ./output/feature-sets/KEN.txt
[2025-12-08T20:25:32.172304] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:32.172334] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:32.172361] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:32.172415] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:32.227664] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:32.228268] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:32.228342] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:32.228372] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:32.342631] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:32.342782] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:32.342820] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:32.342848] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:32.346073] [DEBUG] [FORECASTER] KEN: Forecast T+1@11:T+2@11: DOWN (p=9.09%)
[2025-12-08T20:25:32.346329] [INFO ] [FORECASTER] Completed predict_future for KEN
[2025-12-08T20:25:32.346448] [INFO ] [sig       ] KEN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:25:32.536229] [INFO ] [LOCAL     ] Saved forecast: KEN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/KEN.txt
[2025-12-08T20:25:32.536414] [INFO ] [sig       ] [1833/3624] Completed KEN in 0.4s | 2.92 sym/s | Total: 10.5m | ETA: 10.2m
[2025-12-08T20:25:32.536468] [INFO ] [sig       ] [1834/3624] Forecasting KEP...
[2025-12-08T20:25:32.536504] [INFO ] [sig       ] Generating forecast for: KEP
[2025-12-08T20:25:32.536543] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEP' from 'https://tdm.silogroup.org/data/derivative_storage/KEP.csv'.
[2025-12-08T20:25:32.549920] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KEP'.
[2025-12-08T20:25:32.550296] [INFO ] [FORECASTER] Starting predict_future for KEP
[2025-12-08T20:25:32.551119] [DEBUG] [LOCAL     ] No optimal features file found for KEP: ./output/feature-sets/KEP.txt
[2025-12-08T20:25:32.551170] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:32.551202] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:32.551230] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:32.551287] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:32.608057] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:32.608889] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:32.608971] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:32.609004] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:32.729785] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:32.729939] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:32.729980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:32.730009] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:32.733409] [DEBUG] [FORECASTER] KEP: Forecast T+1@11:T+2@11: DOWN (p=31.90%)
[2025-12-08T20:25:32.733701] [INFO ] [FORECASTER] Completed predict_future for KEP
[2025-12-08T20:25:32.733826] [INFO ] [sig       ] KEP: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:25:32.879876] [INFO ] [LOCAL     ] Saved forecast: KEP	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/KEP.txt
[2025-12-08T20:25:32.880016] [INFO ] [sig       ] [1834/3624] Completed KEP in 0.3s | 2.92 sym/s | Total: 10.5m | ETA: 10.2m
[2025-12-08T20:25:32.880055] [INFO ] [sig       ] [1835/3624] Forecasting KEX...
[2025-12-08T20:25:32.880083] [INFO ] [sig       ] Generating forecast for: KEX
[2025-12-08T20:25:32.880112] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEX' from 'https://tdm.silogroup.org/data/derivative_storage/KEX.csv'.
[2025-12-08T20:25:32.892240] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KEX'.
[2025-12-08T20:25:32.892640] [INFO ] [FORECASTER] Starting predict_future for KEX
[2025-12-08T20:25:32.893418] [DEBUG] [LOCAL     ] No optimal features file found for KEX: ./output/feature-sets/KEX.txt
[2025-12-08T20:25:32.893467] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:32.893524] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:32.893551] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:32.893626] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:32.948378] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:32.949190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:32.949267] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:32.949298] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:33.072676] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:33.072842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:33.072893] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:33.072933] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:33.076503] [DEBUG] [FORECASTER] KEX: Forecast T+1@11:T+2@11: UP (p=88.18%)
[2025-12-08T20:25:33.076829] [INFO ] [FORECASTER] Completed predict_future for KEX
[2025-12-08T20:25:33.076958] [INFO ] [sig       ] KEX: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:25:33.227615] [INFO ] [LOCAL     ] Saved forecast: KEX	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/KEX.txt
[2025-12-08T20:25:33.227780] [INFO ] [sig       ] [1835/3624] Completed KEX in 0.3s | 2.92 sym/s | Total: 10.5m | ETA: 10.2m
[2025-12-08T20:25:33.227821] [INFO ] [sig       ] [1836/3624] Forecasting KEYS...
[2025-12-08T20:25:33.227849] [INFO ] [sig       ] Generating forecast for: KEYS
[2025-12-08T20:25:33.227877] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEYS' from 'https://tdm.silogroup.org/data/derivative_storage/KEYS.csv'.
[2025-12-08T20:25:33.240753] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KEYS'.
[2025-12-08T20:25:33.241119] [INFO ] [FORECASTER] Starting predict_future for KEYS
[2025-12-08T20:25:33.241911] [DEBUG] [LOCAL     ] No optimal features file found for KEYS: ./output/feature-sets/KEYS.txt
[2025-12-08T20:25:33.241960] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:33.241992] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:33.242018] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:33.242073] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:33.297469] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:33.298277] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:33.298356] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:33.298388] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:33.423044] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:33.423199] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:33.423237] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:33.423265] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:33.426622] [DEBUG] [FORECASTER] KEYS: Forecast T+1@11:T+2@11: UP (p=91.45%)
[2025-12-08T20:25:33.426895] [INFO ] [FORECASTER] Completed predict_future for KEYS
[2025-12-08T20:25:33.427018] [INFO ] [sig       ] KEYS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:25:33.564521] [INFO ] [LOCAL     ] Saved forecast: KEYS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/KEYS.txt
[2025-12-08T20:25:33.564675] [INFO ] [sig       ] [1836/3624] Completed KEYS in 0.3s | 2.92 sym/s | Total: 10.5m | ETA: 10.2m
[2025-12-08T20:25:33.564714] [INFO ] [sig       ] [1837/3624] Forecasting KFS...
[2025-12-08T20:25:33.564745] [INFO ] [sig       ] Generating forecast for: KFS
[2025-12-08T20:25:33.564774] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KFS' from 'https://tdm.silogroup.org/data/derivative_storage/KFS.csv'.
[2025-12-08T20:25:33.576354] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KFS'.
[2025-12-08T20:25:33.576740] [INFO ] [FORECASTER] Starting predict_future for KFS
[2025-12-08T20:25:33.577526] [DEBUG] [LOCAL     ] No optimal features file found for KFS: ./output/feature-sets/KFS.txt
[2025-12-08T20:25:33.577601] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:33.577642] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:33.577670] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:33.577724] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:33.633736] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:33.634510] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:33.634620] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:33.634658] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:33.751156] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:33.751325] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:33.751363] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:33.751391] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:33.755212] [DEBUG] [FORECASTER] KFS: Forecast T+1@11:T+2@11: DOWN (p=16.07%)
[2025-12-08T20:25:33.755496] [INFO ] [FORECASTER] Completed predict_future for KFS
[2025-12-08T20:25:33.755642] [INFO ] [sig       ] KFS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:25:33.893369] [INFO ] [LOCAL     ] Saved forecast: KFS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/KFS.txt
[2025-12-08T20:25:33.893501] [INFO ] [sig       ] [1837/3624] Completed KFS in 0.3s | 2.92 sym/s | Total: 10.5m | ETA: 10.2m
[2025-12-08T20:25:33.893539] [INFO ] [sig       ] [1838/3624] Forecasting KFY...
[2025-12-08T20:25:33.893568] [INFO ] [sig       ] Generating forecast for: KFY
[2025-12-08T20:25:33.893619] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KFY' from 'https://tdm.silogroup.org/data/derivative_storage/KFY.csv'.
[2025-12-08T20:25:33.905276] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KFY'.
[2025-12-08T20:25:33.905654] [INFO ] [FORECASTER] Starting predict_future for KFY
[2025-12-08T20:25:33.906459] [DEBUG] [LOCAL     ] No optimal features file found for KFY: ./output/feature-sets/KFY.txt
[2025-12-08T20:25:33.906510] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:33.906542] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:33.906597] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:33.906664] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:33.963995] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:33.964774] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:33.964852] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:33.964885] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:34.079837] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:34.079990] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:34.080027] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:34.080090] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:34.084492] [DEBUG] [FORECASTER] KFY: Forecast T+1@11:T+2@11: DOWN (p=4.37%)
[2025-12-08T20:25:34.084830] [INFO ] [FORECASTER] Completed predict_future for KFY
[2025-12-08T20:25:34.084962] [INFO ] [sig       ] KFY: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:25:34.224210] [INFO ] [LOCAL     ] Saved forecast: KFY	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/KFY.txt
[2025-12-08T20:25:34.224355] [INFO ] [sig       ] [1838/3624] Completed KFY in 0.3s | 2.92 sym/s | Total: 10.5m | ETA: 10.2m
[2025-12-08T20:25:34.224395] [INFO ] [sig       ] [1839/3624] Forecasting KGS...
[2025-12-08T20:25:34.224426] [INFO ] [sig       ] Generating forecast for: KGS
[2025-12-08T20:25:34.224455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KGS' from 'https://tdm.silogroup.org/data/derivative_storage/KGS.csv'.
[2025-12-08T20:25:34.237461] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KGS'.
[2025-12-08T20:25:34.237878] [INFO ] [FORECASTER] Starting predict_future for KGS
[2025-12-08T20:25:34.238957] [DEBUG] [LOCAL     ] No optimal features file found for KGS: ./output/feature-sets/KGS.txt
[2025-12-08T20:25:34.239009] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:34.239042] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:34.239070] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:34.239126] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:34.296589] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:34.297563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:34.297664] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:34.297698] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:34.418146] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:34.418298] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:34.418336] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:34.418363] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:34.421659] [DEBUG] [FORECASTER] KGS: Forecast T+1@11:T+2@11: UP (p=96.64%)
[2025-12-08T20:25:34.421926] [INFO ] [FORECASTER] Completed predict_future for KGS
[2025-12-08T20:25:34.422048] [INFO ] [sig       ] KGS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:25:34.561287] [INFO ] [LOCAL     ] Saved forecast: KGS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/KGS.txt
[2025-12-08T20:25:34.561434] [INFO ] [sig       ] [1839/3624] Completed KGS in 0.3s | 2.92 sym/s | Total: 10.5m | ETA: 10.2m
[2025-12-08T20:25:34.561478] [INFO ] [sig       ] [1840/3624] Forecasting KHC...
[2025-12-08T20:25:34.561538] [INFO ] [sig       ] Generating forecast for: KHC
[2025-12-08T20:25:34.561597] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KHC' from 'https://tdm.silogroup.org/data/derivative_storage/KHC.csv'.
[2025-12-08T20:25:34.573663] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KHC'.
[2025-12-08T20:25:34.574046] [INFO ] [FORECASTER] Starting predict_future for KHC
[2025-12-08T20:25:34.574898] [DEBUG] [LOCAL     ] No optimal features file found for KHC: ./output/feature-sets/KHC.txt
[2025-12-08T20:25:34.574955] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:34.574989] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:34.575017] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:34.575076] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:34.632055] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:34.632838] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:34.632919] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:34.632953] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:34.755411] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:34.755561] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:34.755615] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:34.755644] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:34.758916] [DEBUG] [FORECASTER] KHC: Forecast T+1@11:T+2@11: DOWN (p=47.43%)
[2025-12-08T20:25:34.759183] [INFO ] [FORECASTER] Completed predict_future for KHC
[2025-12-08T20:25:34.759309] [INFO ] [sig       ] KHC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:25:34.898360] [INFO ] [LOCAL     ] Saved forecast: KHC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/KHC.txt
[2025-12-08T20:25:34.898498] [INFO ] [sig       ] [1840/3624] Completed KHC in 0.3s | 2.92 sym/s | Total: 10.5m | ETA: 10.2m
[2025-12-08T20:25:34.898536] [INFO ] [sig       ] [1841/3624] Forecasting KIDS...
[2025-12-08T20:25:34.898564] [INFO ] [sig       ] Generating forecast for: KIDS
[2025-12-08T20:25:34.898615] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KIDS' from 'https://tdm.silogroup.org/data/derivative_storage/KIDS.csv'.
[2025-12-08T20:25:34.910789] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KIDS'.
[2025-12-08T20:25:34.911158] [INFO ] [FORECASTER] Starting predict_future for KIDS
[2025-12-08T20:25:34.911967] [DEBUG] [LOCAL     ] No optimal features file found for KIDS: ./output/feature-sets/KIDS.txt
[2025-12-08T20:25:34.912017] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:34.912061] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:34.912089] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:34.912153] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:34.972498] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:34.973419] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:34.973500] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:34.973531] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:35.092238] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:35.092384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:35.092420] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:35.092448] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:35.095861] [DEBUG] [FORECASTER] KIDS: Forecast T+1@11:T+2@11: UP (p=68.26%)
[2025-12-08T20:25:35.096133] [INFO ] [FORECASTER] Completed predict_future for KIDS
[2025-12-08T20:25:35.096252] [INFO ] [sig       ] KIDS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:25:35.235719] [INFO ] [LOCAL     ] Saved forecast: KIDS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/KIDS.txt
[2025-12-08T20:25:35.235862] [INFO ] [sig       ] [1841/3624] Completed KIDS in 0.3s | 2.92 sym/s | Total: 10.5m | ETA: 10.2m
[2025-12-08T20:25:35.235901] [INFO ] [sig       ] [1842/3624] Forecasting KIM...
[2025-12-08T20:25:35.235930] [INFO ] [sig       ] Generating forecast for: KIM
[2025-12-08T20:25:35.235959] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KIM' from 'https://tdm.silogroup.org/data/derivative_storage/KIM.csv'.
[2025-12-08T20:25:35.248281] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KIM'.
[2025-12-08T20:25:35.248678] [INFO ] [FORECASTER] Starting predict_future for KIM
[2025-12-08T20:25:35.249463] [DEBUG] [LOCAL     ] No optimal features file found for KIM: ./output/feature-sets/KIM.txt
[2025-12-08T20:25:35.249527] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:35.249602] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:35.249638] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:35.249701] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:35.307749] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:35.308440] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:35.308517] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:35.308551] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:35.429038] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:35.429189] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:35.429226] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:35.429254] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:35.432515] [DEBUG] [FORECASTER] KIM: Forecast T+1@11:T+2@11: DOWN (p=48.57%)
[2025-12-08T20:25:35.432805] [INFO ] [FORECASTER] Completed predict_future for KIM
[2025-12-08T20:25:35.432925] [INFO ] [sig       ] KIM: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:25:35.571466] [INFO ] [LOCAL     ] Saved forecast: KIM	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/KIM.txt
[2025-12-08T20:25:35.571630] [INFO ] [sig       ] [1842/3624] Completed KIM in 0.3s | 2.92 sym/s | Total: 10.5m | ETA: 10.2m
[2025-12-08T20:25:35.571673] [INFO ] [sig       ] [1843/3624] Forecasting KINS...
[2025-12-08T20:25:35.571702] [INFO ] [sig       ] Generating forecast for: KINS
[2025-12-08T20:25:35.571730] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KINS' from 'https://tdm.silogroup.org/data/derivative_storage/KINS.csv'.
[2025-12-08T20:25:35.584165] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KINS'.
[2025-12-08T20:25:35.584585] [INFO ] [FORECASTER] Starting predict_future for KINS
[2025-12-08T20:25:35.585367] [DEBUG] [LOCAL     ] No optimal features file found for KINS: ./output/feature-sets/KINS.txt
[2025-12-08T20:25:35.585416] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:35.585446] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:35.585472] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:35.585526] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:35.641832] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:35.642609] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:35.642691] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:35.642726] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:35.762272] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:35.762419] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:35.762456] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:35.762483] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:35.765768] [DEBUG] [FORECASTER] KINS: Forecast T+1@11:T+2@11: DOWN (p=10.19%)
[2025-12-08T20:25:35.766033] [INFO ] [FORECASTER] Completed predict_future for KINS
[2025-12-08T20:25:35.766155] [INFO ] [sig       ] KINS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:25:35.906232] [INFO ] [LOCAL     ] Saved forecast: KINS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/KINS.txt
[2025-12-08T20:25:35.906372] [INFO ] [sig       ] [1843/3624] Completed KINS in 0.3s | 2.92 sym/s | Total: 10.5m | ETA: 10.2m
[2025-12-08T20:25:35.906410] [INFO ] [sig       ] [1844/3624] Forecasting KIO...
[2025-12-08T20:25:35.906440] [INFO ] [sig       ] Generating forecast for: KIO
[2025-12-08T20:25:35.906468] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KIO' from 'https://tdm.silogroup.org/data/derivative_storage/KIO.csv'.
[2025-12-08T20:25:35.918914] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KIO'.
[2025-12-08T20:25:35.919276] [INFO ] [FORECASTER] Starting predict_future for KIO
[2025-12-08T20:25:35.920118] [DEBUG] [LOCAL     ] No optimal features file found for KIO: ./output/feature-sets/KIO.txt
[2025-12-08T20:25:35.920171] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:35.920203] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:35.920230] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:35.920288] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:35.978708] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:35.979531] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:35.979629] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:35.979665] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:36.100978] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:36.101126] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:36.101163] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:36.101190] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:36.104508] [DEBUG] [FORECASTER] KIO: Forecast T+1@11:T+2@11: UP (p=99.91%)
[2025-12-08T20:25:36.104801] [INFO ] [FORECASTER] Completed predict_future for KIO
[2025-12-08T20:25:36.104923] [INFO ] [sig       ] KIO: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:25:36.243820] [INFO ] [LOCAL     ] Saved forecast: KIO	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/KIO.txt
[2025-12-08T20:25:36.243960] [INFO ] [sig       ] [1844/3624] Completed KIO in 0.3s | 2.92 sym/s | Total: 10.5m | ETA: 10.2m
[2025-12-08T20:25:36.244004] [INFO ] [sig       ] [1845/3624] Forecasting KKRS...
[2025-12-08T20:25:36.244035] [INFO ] [sig       ] Generating forecast for: KKRS
[2025-12-08T20:25:36.244064] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KKRS' from 'https://tdm.silogroup.org/data/derivative_storage/KKRS.csv'.
[2025-12-08T20:25:36.256093] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KKRS'.
[2025-12-08T20:25:36.256473] [INFO ] [FORECASTER] Starting predict_future for KKRS
[2025-12-08T20:25:36.257319] [DEBUG] [LOCAL     ] No optimal features file found for KKRS: ./output/feature-sets/KKRS.txt
[2025-12-08T20:25:36.257372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:36.257432] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:36.257463] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:36.257520] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:36.314407] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:36.315200] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:36.315312] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:36.315344] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:36.436188] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:36.436358] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:36.436398] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:36.436427] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:36.440039] [DEBUG] [FORECASTER] KKRS: Forecast T+1@11:T+2@11: UP (p=83.55%)
[2025-12-08T20:25:36.440378] [INFO ] [FORECASTER] Completed predict_future for KKRS
[2025-12-08T20:25:36.440509] [INFO ] [sig       ] KKRS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:25:36.579242] [INFO ] [LOCAL     ] Saved forecast: KKRS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/KKRS.txt
[2025-12-08T20:25:36.579385] [INFO ] [sig       ] [1845/3624] Completed KKRS in 0.3s | 2.92 sym/s | Total: 10.5m | ETA: 10.2m
[2025-12-08T20:25:36.579424] [INFO ] [sig       ] [1846/3624] Forecasting KLAC...
[2025-12-08T20:25:36.579453] [INFO ] [sig       ] Generating forecast for: KLAC
[2025-12-08T20:25:36.579482] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KLAC' from 'https://tdm.silogroup.org/data/derivative_storage/KLAC.csv'.
[2025-12-08T20:25:36.591302] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KLAC'.
[2025-12-08T20:25:36.591716] [INFO ] [FORECASTER] Starting predict_future for KLAC
[2025-12-08T20:25:36.592643] [DEBUG] [LOCAL     ] No optimal features file found for KLAC: ./output/feature-sets/KLAC.txt
[2025-12-08T20:25:36.592703] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:36.592735] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:36.592764] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:36.592821] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:36.650174] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:36.651058] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:36.651144] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:36.651178] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:36.773468] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:36.773633] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:36.773672] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:36.773701] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:36.776975] [DEBUG] [FORECASTER] KLAC: Forecast T+1@11:T+2@11: UP (p=65.78%)
[2025-12-08T20:25:36.777248] [INFO ] [FORECASTER] Completed predict_future for KLAC
[2025-12-08T20:25:36.777431] [INFO ] [sig       ] KLAC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:25:36.916340] [INFO ] [LOCAL     ] Saved forecast: KLAC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/KLAC.txt
[2025-12-08T20:25:36.916487] [INFO ] [sig       ] [1846/3624] Completed KLAC in 0.3s | 2.92 sym/s | Total: 10.5m | ETA: 10.2m
[2025-12-08T20:25:36.916526] [INFO ] [sig       ] [1847/3624] Forecasting KLIC...
[2025-12-08T20:25:36.916556] [INFO ] [sig       ] Generating forecast for: KLIC
[2025-12-08T20:25:36.916606] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KLIC' from 'https://tdm.silogroup.org/data/derivative_storage/KLIC.csv'.
[2025-12-08T20:25:36.929318] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KLIC'.
[2025-12-08T20:25:36.929869] [INFO ] [FORECASTER] Starting predict_future for KLIC
[2025-12-08T20:25:36.930682] [DEBUG] [LOCAL     ] No optimal features file found for KLIC: ./output/feature-sets/KLIC.txt
[2025-12-08T20:25:36.930736] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:36.930769] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:36.930797] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:36.930854] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:36.987952] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:36.988980] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:36.989061] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:36.989093] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:37.112828] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:37.112978] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:37.113014] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:37.113043] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:37.116269] [DEBUG] [FORECASTER] KLIC: Forecast T+1@11:T+2@11: UP (p=53.39%)
[2025-12-08T20:25:37.116525] [INFO ] [FORECASTER] Completed predict_future for KLIC
[2025-12-08T20:25:37.116661] [INFO ] [sig       ] KLIC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:25:37.255232] [INFO ] [LOCAL     ] Saved forecast: KLIC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/KLIC.txt
[2025-12-08T20:25:37.255363] [INFO ] [sig       ] [1847/3624] Completed KLIC in 0.3s | 2.92 sym/s | Total: 10.5m | ETA: 10.1m
[2025-12-08T20:25:37.255401] [INFO ] [sig       ] [1848/3624] Forecasting KLXE...
[2025-12-08T20:25:37.255430] [INFO ] [sig       ] Generating forecast for: KLXE
[2025-12-08T20:25:37.255458] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KLXE' from 'https://tdm.silogroup.org/data/derivative_storage/KLXE.csv'.
[2025-12-08T20:25:37.267498] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KLXE'.
[2025-12-08T20:25:37.267882] [INFO ] [FORECASTER] Starting predict_future for KLXE
[2025-12-08T20:25:37.268681] [DEBUG] [LOCAL     ] No optimal features file found for KLXE: ./output/feature-sets/KLXE.txt
[2025-12-08T20:25:37.268732] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:37.268764] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:37.268790] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:37.268846] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:37.326362] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:37.326967] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:37.327041] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:37.327073] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:37.445523] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:37.445681] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:37.445720] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:37.445764] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:37.449064] [DEBUG] [FORECASTER] KLXE: Forecast T+1@11:T+2@11: UP (p=87.66%)
[2025-12-08T20:25:37.449338] [INFO ] [FORECASTER] Completed predict_future for KLXE
[2025-12-08T20:25:37.449459] [INFO ] [sig       ] KLXE: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:25:37.589418] [INFO ] [LOCAL     ] Saved forecast: KLXE	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/KLXE.txt
[2025-12-08T20:25:37.589596] [INFO ] [sig       ] [1848/3624] Completed KLXE in 0.3s | 2.92 sym/s | Total: 10.6m | ETA: 10.1m
[2025-12-08T20:25:37.589640] [INFO ] [sig       ] [1849/3624] Forecasting KMB...
[2025-12-08T20:25:37.589678] [INFO ] [sig       ] Generating forecast for: KMB
[2025-12-08T20:25:37.589718] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMB' from 'https://tdm.silogroup.org/data/derivative_storage/KMB.csv'.
[2025-12-08T20:25:37.602023] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMB'.
[2025-12-08T20:25:37.602364] [INFO ] [FORECASTER] Starting predict_future for KMB
[2025-12-08T20:25:37.603159] [DEBUG] [LOCAL     ] No optimal features file found for KMB: ./output/feature-sets/KMB.txt
[2025-12-08T20:25:37.603212] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:37.603245] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:37.603273] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:37.603335] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:37.661300] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:37.661930] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:37.662005] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:37.662038] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:37.779877] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:37.780023] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:37.780060] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:37.780088] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:37.783321] [DEBUG] [FORECASTER] KMB: Forecast T+1@11:T+2@11: UP (p=97.86%)
[2025-12-08T20:25:37.783595] [INFO ] [FORECASTER] Completed predict_future for KMB
[2025-12-08T20:25:37.783712] [INFO ] [sig       ] KMB: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:25:37.925173] [INFO ] [LOCAL     ] Saved forecast: KMB	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/KMB.txt
[2025-12-08T20:25:37.925315] [INFO ] [sig       ] [1849/3624] Completed KMB in 0.3s | 2.92 sym/s | Total: 10.6m | ETA: 10.1m
[2025-12-08T20:25:37.925354] [INFO ] [sig       ] [1850/3624] Forecasting KMDA...
[2025-12-08T20:25:37.925383] [INFO ] [sig       ] Generating forecast for: KMDA
[2025-12-08T20:25:37.925413] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMDA' from 'https://tdm.silogroup.org/data/derivative_storage/KMDA.csv'.
[2025-12-08T20:25:37.940165] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMDA'.
[2025-12-08T20:25:37.940528] [INFO ] [FORECASTER] Starting predict_future for KMDA
[2025-12-08T20:25:37.941312] [DEBUG] [LOCAL     ] No optimal features file found for KMDA: ./output/feature-sets/KMDA.txt
[2025-12-08T20:25:37.941360] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:37.941391] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:37.941417] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:37.941471] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:37.996974] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:37.997619] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:37.997705] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:37.997737] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:38.118653] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:38.118796] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:38.118832] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:38.118860] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:38.122090] [DEBUG] [FORECASTER] KMDA: Forecast T+1@11:T+2@11: UP (p=87.10%)
[2025-12-08T20:25:38.122347] [INFO ] [FORECASTER] Completed predict_future for KMDA
[2025-12-08T20:25:38.122462] [INFO ] [sig       ] KMDA: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:25:38.261457] [INFO ] [LOCAL     ] Saved forecast: KMDA	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/KMDA.txt
[2025-12-08T20:25:38.261618] [INFO ] [sig       ] [1850/3624] Completed KMDA in 0.3s | 2.92 sym/s | Total: 10.6m | ETA: 10.1m
[2025-12-08T20:25:38.261658] [INFO ] [sig       ] [1851/3624] Forecasting KMI...
[2025-12-08T20:25:38.261687] [INFO ] [sig       ] Generating forecast for: KMI
[2025-12-08T20:25:38.261714] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMI' from 'https://tdm.silogroup.org/data/derivative_storage/KMI.csv'.
[2025-12-08T20:25:38.274169] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMI'.
[2025-12-08T20:25:38.274551] [INFO ] [FORECASTER] Starting predict_future for KMI
[2025-12-08T20:25:38.275393] [DEBUG] [LOCAL     ] No optimal features file found for KMI: ./output/feature-sets/KMI.txt
[2025-12-08T20:25:38.275445] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:38.275479] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:38.275507] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:38.275563] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:38.333101] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:38.333932] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:38.334018] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:38.334051] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:38.450612] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:38.450766] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:38.450802] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:38.450831] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:38.454096] [DEBUG] [FORECASTER] KMI: Forecast T+1@11:T+2@11: DOWN (p=3.85%)
[2025-12-08T20:25:38.454361] [INFO ] [FORECASTER] Completed predict_future for KMI
[2025-12-08T20:25:38.454477] [INFO ] [sig       ] KMI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:25:38.596927] [INFO ] [LOCAL     ] Saved forecast: KMI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/KMI.txt
[2025-12-08T20:25:38.597073] [INFO ] [sig       ] [1851/3624] Completed KMI in 0.3s | 2.92 sym/s | Total: 10.6m | ETA: 10.1m
[2025-12-08T20:25:38.597112] [INFO ] [sig       ] [1852/3624] Forecasting KMPB...
[2025-12-08T20:25:38.597140] [INFO ] [sig       ] Generating forecast for: KMPB
[2025-12-08T20:25:38.597170] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMPB' from 'https://tdm.silogroup.org/data/derivative_storage/KMPB.csv'.
[2025-12-08T20:25:38.609263] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMPB'.
[2025-12-08T20:25:38.609863] [INFO ] [FORECASTER] Starting predict_future for KMPB
[2025-12-08T20:25:38.610769] [DEBUG] [LOCAL     ] No optimal features file found for KMPB: ./output/feature-sets/KMPB.txt
[2025-12-08T20:25:38.610819] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:38.610887] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:38.610925] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:38.610982] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:38.668039] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:38.668915] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:38.669004] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:38.669036] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:38.774870] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:38.775026] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-08T20:25:38.775063] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:38.775091] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:38.778476] [DEBUG] [FORECASTER] KMPB: Forecast T+1@11:T+2@11: DOWN (p=17.29%)
[2025-12-08T20:25:38.778793] [INFO ] [FORECASTER] Completed predict_future for KMPB
[2025-12-08T20:25:38.778925] [INFO ] [sig       ] KMPB: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:25:38.920110] [INFO ] [LOCAL     ] Saved forecast: KMPB	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/KMPB.txt
[2025-12-08T20:25:38.920257] [INFO ] [sig       ] [1852/3624] Completed KMPB in 0.3s | 2.92 sym/s | Total: 10.6m | ETA: 10.1m
[2025-12-08T20:25:38.920296] [INFO ] [sig       ] [1853/3624] Forecasting KMX...
[2025-12-08T20:25:38.920326] [INFO ] [sig       ] Generating forecast for: KMX
[2025-12-08T20:25:38.920355] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMX' from 'https://tdm.silogroup.org/data/derivative_storage/KMX.csv'.
[2025-12-08T20:25:38.932428] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMX'.
[2025-12-08T20:25:38.932810] [INFO ] [FORECASTER] Starting predict_future for KMX
[2025-12-08T20:25:38.933674] [DEBUG] [LOCAL     ] No optimal features file found for KMX: ./output/feature-sets/KMX.txt
[2025-12-08T20:25:38.933724] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:38.933756] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:38.933782] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:38.933837] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:38.991961] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:38.992884] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:38.992965] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:38.992998] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:39.110994] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:39.111152] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:39.111191] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:39.111217] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:39.114562] [DEBUG] [FORECASTER] KMX: Forecast T+1@11:T+2@11: UP (p=67.09%)
[2025-12-08T20:25:39.114895] [INFO ] [FORECASTER] Completed predict_future for KMX
[2025-12-08T20:25:39.115026] [INFO ] [sig       ] KMX: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:25:39.258263] [INFO ] [LOCAL     ] Saved forecast: KMX	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/KMX.txt
[2025-12-08T20:25:39.258414] [INFO ] [sig       ] [1853/3624] Completed KMX in 0.3s | 2.92 sym/s | Total: 10.6m | ETA: 10.1m
[2025-12-08T20:25:39.258453] [INFO ] [sig       ] [1854/3624] Forecasting KN...
[2025-12-08T20:25:39.258482] [INFO ] [sig       ] Generating forecast for: KN
[2025-12-08T20:25:39.258511] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KN' from 'https://tdm.silogroup.org/data/derivative_storage/KN.csv'.
[2025-12-08T20:25:39.271346] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KN'.
[2025-12-08T20:25:39.271775] [INFO ] [FORECASTER] Starting predict_future for KN
[2025-12-08T20:25:39.272648] [DEBUG] [LOCAL     ] No optimal features file found for KN: ./output/feature-sets/KN.txt
[2025-12-08T20:25:39.272699] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:39.272731] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:39.272756] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:39.272813] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:39.332054] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:39.333045] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:39.333134] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:39.333175] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:39.460135] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:39.460294] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:39.460338] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:39.460379] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:39.463884] [DEBUG] [FORECASTER] KN: Forecast T+1@11:T+2@11: DOWN (p=19.19%)
[2025-12-08T20:25:39.464179] [INFO ] [FORECASTER] Completed predict_future for KN
[2025-12-08T20:25:39.464315] [INFO ] [sig       ] KN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:25:39.629469] [INFO ] [LOCAL     ] Saved forecast: KN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/KN.txt
[2025-12-08T20:25:39.629661] [INFO ] [sig       ] [1854/3624] Completed KN in 0.4s | 2.92 sym/s | Total: 10.6m | ETA: 10.1m
[2025-12-08T20:25:39.629711] [INFO ] [sig       ] [1855/3624] Forecasting KNF...
[2025-12-08T20:25:39.629754] [INFO ] [sig       ] Generating forecast for: KNF
[2025-12-08T20:25:39.629799] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNF' from 'https://tdm.silogroup.org/data/derivative_storage/KNF.csv'.
[2025-12-08T20:25:39.643758] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNF'.
[2025-12-08T20:25:39.644140] [INFO ] [FORECASTER] Starting predict_future for KNF
[2025-12-08T20:25:39.644966] [DEBUG] [LOCAL     ] No optimal features file found for KNF: ./output/feature-sets/KNF.txt
[2025-12-08T20:25:39.645018] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:39.645050] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:39.645079] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:39.645135] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:39.706734] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:39.707690] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:39.707799] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:39.707846] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:39.835327] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:39.835485] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:39.835524] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:39.835551] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:39.839062] [DEBUG] [FORECASTER] KNF: Forecast T+1@11:T+2@11: DOWN (p=21.17%)
[2025-12-08T20:25:39.839342] [INFO ] [FORECASTER] Completed predict_future for KNF
[2025-12-08T20:25:39.839484] [INFO ] [sig       ] KNF: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:25:39.978444] [INFO ] [LOCAL     ] Saved forecast: KNF	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/KNF.txt
[2025-12-08T20:25:39.978620] [INFO ] [sig       ] [1855/3624] Completed KNF in 0.3s | 2.92 sym/s | Total: 10.6m | ETA: 10.1m
[2025-12-08T20:25:39.978664] [INFO ] [sig       ] [1856/3624] Forecasting KNOP...
[2025-12-08T20:25:39.978694] [INFO ] [sig       ] Generating forecast for: KNOP
[2025-12-08T20:25:39.978730] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNOP' from 'https://tdm.silogroup.org/data/derivative_storage/KNOP.csv'.
[2025-12-08T20:25:39.991373] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNOP'.
[2025-12-08T20:25:39.991765] [INFO ] [FORECASTER] Starting predict_future for KNOP
[2025-12-08T20:25:39.992537] [DEBUG] [LOCAL     ] No optimal features file found for KNOP: ./output/feature-sets/KNOP.txt
[2025-12-08T20:25:39.992607] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:39.992639] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:39.992665] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:39.992719] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:40.052793] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:40.053728] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:40.053812] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:40.053844] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:40.175165] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:40.175322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:40.175360] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:40.175388] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:40.178957] [DEBUG] [FORECASTER] KNOP: Forecast T+1@11:T+2@11: UP (p=62.64%)
[2025-12-08T20:25:40.179254] [INFO ] [FORECASTER] Completed predict_future for KNOP
[2025-12-08T20:25:40.179384] [INFO ] [sig       ] KNOP: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:25:40.332339] [INFO ] [LOCAL     ] Saved forecast: KNOP	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/KNOP.txt
[2025-12-08T20:25:40.332489] [INFO ] [sig       ] [1856/3624] Completed KNOP in 0.4s | 2.92 sym/s | Total: 10.6m | ETA: 10.1m
[2025-12-08T20:25:40.332528] [INFO ] [sig       ] [1857/3624] Forecasting KNSA...
[2025-12-08T20:25:40.332558] [INFO ] [sig       ] Generating forecast for: KNSA
[2025-12-08T20:25:40.332609] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNSA' from 'https://tdm.silogroup.org/data/derivative_storage/KNSA.csv'.
[2025-12-08T20:25:40.345519] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNSA'.
[2025-12-08T20:25:40.345897] [INFO ] [FORECASTER] Starting predict_future for KNSA
[2025-12-08T20:25:40.346737] [DEBUG] [LOCAL     ] No optimal features file found for KNSA: ./output/feature-sets/KNSA.txt
[2025-12-08T20:25:40.346800] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:40.346849] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:40.346882] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:40.346939] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:40.406085] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:40.406944] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:40.407024] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:40.407057] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:40.534829] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:40.534983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:40.535021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:40.535048] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:40.538436] [DEBUG] [FORECASTER] KNSA: Forecast T+1@11:T+2@11: DOWN (p=8.93%)
[2025-12-08T20:25:40.538739] [INFO ] [FORECASTER] Completed predict_future for KNSA
[2025-12-08T20:25:40.538888] [INFO ] [sig       ] KNSA: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:25:40.682148] [INFO ] [LOCAL     ] Saved forecast: KNSA	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/KNSA.txt
[2025-12-08T20:25:40.682324] [INFO ] [sig       ] [1857/3624] Completed KNSA in 0.3s | 2.92 sym/s | Total: 10.6m | ETA: 10.1m
[2025-12-08T20:25:40.682367] [INFO ] [sig       ] [1858/3624] Forecasting KNSL...
[2025-12-08T20:25:40.682399] [INFO ] [sig       ] Generating forecast for: KNSL
[2025-12-08T20:25:40.682429] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNSL' from 'https://tdm.silogroup.org/data/derivative_storage/KNSL.csv'.
[2025-12-08T20:25:40.695523] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNSL'.
[2025-12-08T20:25:40.695951] [INFO ] [FORECASTER] Starting predict_future for KNSL
[2025-12-08T20:25:40.696771] [DEBUG] [LOCAL     ] No optimal features file found for KNSL: ./output/feature-sets/KNSL.txt
[2025-12-08T20:25:40.696823] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:40.696856] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:40.696884] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:40.696941] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:40.762098] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:40.762969] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:40.763049] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:40.763083] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:40.895798] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:40.895947] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:40.895986] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:40.896014] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:40.899384] [DEBUG] [FORECASTER] KNSL: Forecast T+1@11:T+2@11: UP (p=65.96%)
[2025-12-08T20:25:40.899711] [INFO ] [FORECASTER] Completed predict_future for KNSL
[2025-12-08T20:25:40.899843] [INFO ] [sig       ] KNSL: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:25:41.041504] [INFO ] [LOCAL     ] Saved forecast: KNSL	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/KNSL.txt
[2025-12-08T20:25:41.041694] [INFO ] [sig       ] [1858/3624] Completed KNSL in 0.4s | 2.92 sym/s | Total: 10.6m | ETA: 10.1m
[2025-12-08T20:25:41.041736] [INFO ] [sig       ] [1859/3624] Forecasting KNTK...
[2025-12-08T20:25:41.041767] [INFO ] [sig       ] Generating forecast for: KNTK
[2025-12-08T20:25:41.041796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNTK' from 'https://tdm.silogroup.org/data/derivative_storage/KNTK.csv'.
[2025-12-08T20:25:41.055667] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNTK'.
[2025-12-08T20:25:41.056079] [INFO ] [FORECASTER] Starting predict_future for KNTK
[2025-12-08T20:25:41.056951] [DEBUG] [LOCAL     ] No optimal features file found for KNTK: ./output/feature-sets/KNTK.txt
[2025-12-08T20:25:41.057004] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:41.057036] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:41.057063] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:41.057119] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:41.112746] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:41.113563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:41.113658] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:41.113690] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:41.230121] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:41.230274] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:41.230313] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:41.230342] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:41.233670] [DEBUG] [FORECASTER] KNTK: Forecast T+1@11:T+2@11: DOWN (p=49.08%)
[2025-12-08T20:25:41.233928] [INFO ] [FORECASTER] Completed predict_future for KNTK
[2025-12-08T20:25:41.234047] [INFO ] [sig       ] KNTK: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:25:41.371066] [INFO ] [LOCAL     ] Saved forecast: KNTK	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/KNTK.txt
[2025-12-08T20:25:41.371209] [INFO ] [sig       ] [1859/3624] Completed KNTK in 0.3s | 2.92 sym/s | Total: 10.6m | ETA: 10.1m
[2025-12-08T20:25:41.371248] [INFO ] [sig       ] [1860/3624] Forecasting KNX...
[2025-12-08T20:25:41.371276] [INFO ] [sig       ] Generating forecast for: KNX
[2025-12-08T20:25:41.371305] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNX' from 'https://tdm.silogroup.org/data/derivative_storage/KNX.csv'.
[2025-12-08T20:25:41.383730] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNX'.
[2025-12-08T20:25:41.384094] [INFO ] [FORECASTER] Starting predict_future for KNX
[2025-12-08T20:25:41.384865] [DEBUG] [LOCAL     ] No optimal features file found for KNX: ./output/feature-sets/KNX.txt
[2025-12-08T20:25:41.384914] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:41.384945] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:41.384971] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:41.385026] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:41.440275] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:41.441029] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:41.441105] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:41.441137] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:41.561036] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:41.561183] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:41.561221] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:41.561249] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:41.564485] [DEBUG] [FORECASTER] KNX: Forecast T+1@11:T+2@11: UP (p=83.53%)
[2025-12-08T20:25:41.564761] [INFO ] [FORECASTER] Completed predict_future for KNX
[2025-12-08T20:25:41.564877] [INFO ] [sig       ] KNX: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:25:41.702378] [INFO ] [LOCAL     ] Saved forecast: KNX	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/KNX.txt
[2025-12-08T20:25:41.702527] [INFO ] [sig       ] [1860/3624] Completed KNX in 0.3s | 2.92 sym/s | Total: 10.6m | ETA: 10.1m
[2025-12-08T20:25:41.702565] [INFO ] [sig       ] [1861/3624] Forecasting KOD...
[2025-12-08T20:25:41.702618] [INFO ] [sig       ] Generating forecast for: KOD
[2025-12-08T20:25:41.702647] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOD' from 'https://tdm.silogroup.org/data/derivative_storage/KOD.csv'.
[2025-12-08T20:25:41.715130] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOD'.
[2025-12-08T20:25:41.715503] [INFO ] [FORECASTER] Starting predict_future for KOD
[2025-12-08T20:25:41.716279] [DEBUG] [LOCAL     ] No optimal features file found for KOD: ./output/feature-sets/KOD.txt
[2025-12-08T20:25:41.716329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:41.716359] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:41.716384] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:41.716439] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:41.776313] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:41.777220] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:41.777302] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:41.777335] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:41.901277] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:41.901429] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:41.901466] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:41.901493] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:41.904762] [DEBUG] [FORECASTER] KOD: Forecast T+1@11:T+2@11: UP (p=82.63%)
[2025-12-08T20:25:41.905018] [INFO ] [FORECASTER] Completed predict_future for KOD
[2025-12-08T20:25:41.905132] [INFO ] [sig       ] KOD: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:25:42.042944] [INFO ] [LOCAL     ] Saved forecast: KOD	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/KOD.txt
[2025-12-08T20:25:42.043089] [INFO ] [sig       ] [1861/3624] Completed KOD in 0.3s | 2.92 sym/s | Total: 10.6m | ETA: 10.1m
[2025-12-08T20:25:42.043130] [INFO ] [sig       ] [1862/3624] Forecasting KODK...
[2025-12-08T20:25:42.043159] [INFO ] [sig       ] Generating forecast for: KODK
[2025-12-08T20:25:42.043188] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KODK' from 'https://tdm.silogroup.org/data/derivative_storage/KODK.csv'.
[2025-12-08T20:25:42.055736] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KODK'.
[2025-12-08T20:25:42.056103] [INFO ] [FORECASTER] Starting predict_future for KODK
[2025-12-08T20:25:42.056872] [DEBUG] [LOCAL     ] No optimal features file found for KODK: ./output/feature-sets/KODK.txt
[2025-12-08T20:25:42.056921] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:42.056952] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:42.056979] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:42.057034] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:42.113198] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:42.114080] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:42.114200] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:42.114233] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:42.234188] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:42.234340] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:42.234377] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:42.234406] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:42.237677] [DEBUG] [FORECASTER] KODK: Forecast T+1@11:T+2@11: DOWN (p=2.73%)
[2025-12-08T20:25:42.237932] [INFO ] [FORECASTER] Completed predict_future for KODK
[2025-12-08T20:25:42.238049] [INFO ] [sig       ] KODK: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:25:42.375173] [INFO ] [LOCAL     ] Saved forecast: KODK	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/KODK.txt
[2025-12-08T20:25:42.375290] [INFO ] [sig       ] [1862/3624] Completed KODK in 0.3s | 2.92 sym/s | Total: 10.6m | ETA: 10.1m
[2025-12-08T20:25:42.375328] [INFO ] [sig       ] [1863/3624] Forecasting KOF...
[2025-12-08T20:25:42.375359] [INFO ] [sig       ] Generating forecast for: KOF
[2025-12-08T20:25:42.375388] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOF' from 'https://tdm.silogroup.org/data/derivative_storage/KOF.csv'.
[2025-12-08T20:25:42.387340] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOF'.
[2025-12-08T20:25:42.387725] [INFO ] [FORECASTER] Starting predict_future for KOF
[2025-12-08T20:25:42.388466] [DEBUG] [LOCAL     ] No optimal features file found for KOF: ./output/feature-sets/KOF.txt
[2025-12-08T20:25:42.388515] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:42.388545] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:42.388588] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:42.388647] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:42.444686] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:42.445468] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:42.445549] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:42.445601] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:42.567498] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:42.567670] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:42.567709] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:42.567737] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:42.571098] [DEBUG] [FORECASTER] KOF: Forecast T+1@11:T+2@11: UP (p=97.39%)
[2025-12-08T20:25:42.571381] [INFO ] [FORECASTER] Completed predict_future for KOF
[2025-12-08T20:25:42.571504] [INFO ] [sig       ] KOF: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:25:42.710513] [INFO ] [LOCAL     ] Saved forecast: KOF	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/KOF.txt
[2025-12-08T20:25:42.710663] [INFO ] [sig       ] [1863/3624] Completed KOF in 0.3s | 2.92 sym/s | Total: 10.6m | ETA: 10.1m
[2025-12-08T20:25:42.710703] [INFO ] [sig       ] [1864/3624] Forecasting KOP...
[2025-12-08T20:25:42.710733] [INFO ] [sig       ] Generating forecast for: KOP
[2025-12-08T20:25:42.710762] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOP' from 'https://tdm.silogroup.org/data/derivative_storage/KOP.csv'.
[2025-12-08T20:25:42.723256] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOP'.
[2025-12-08T20:25:42.723614] [INFO ] [FORECASTER] Starting predict_future for KOP
[2025-12-08T20:25:42.724365] [DEBUG] [LOCAL     ] No optimal features file found for KOP: ./output/feature-sets/KOP.txt
[2025-12-08T20:25:42.724418] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:42.724449] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:42.724474] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:42.724529] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:42.780655] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:42.781467] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:42.781546] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:42.781598] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:42.898302] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:42.898455] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:42.898494] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:42.898521] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:42.901800] [DEBUG] [FORECASTER] KOP: Forecast T+1@11:T+2@11: UP (p=69.81%)
[2025-12-08T20:25:42.902067] [INFO ] [FORECASTER] Completed predict_future for KOP
[2025-12-08T20:25:42.902186] [INFO ] [sig       ] KOP: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:25:43.040526] [INFO ] [LOCAL     ] Saved forecast: KOP	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/KOP.txt
[2025-12-08T20:25:43.040708] [INFO ] [sig       ] [1864/3624] Completed KOP in 0.3s | 2.92 sym/s | Total: 10.6m | ETA: 10.0m
[2025-12-08T20:25:43.040749] [INFO ] [sig       ] [1865/3624] Forecasting KOPN...
[2025-12-08T20:25:43.040777] [INFO ] [sig       ] Generating forecast for: KOPN
[2025-12-08T20:25:43.040806] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOPN' from 'https://tdm.silogroup.org/data/derivative_storage/KOPN.csv'.
[2025-12-08T20:25:43.054058] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOPN'.
[2025-12-08T20:25:43.054441] [INFO ] [FORECASTER] Starting predict_future for KOPN
[2025-12-08T20:25:43.055211] [DEBUG] [LOCAL     ] No optimal features file found for KOPN: ./output/feature-sets/KOPN.txt
[2025-12-08T20:25:43.055273] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:43.055305] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:43.055332] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:43.055387] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:43.112130] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:43.113005] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:43.113088] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:43.113120] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:43.229624] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:43.229753] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:43.229789] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:43.229816] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:43.232955] [DEBUG] [FORECASTER] KOPN: Forecast T+1@11:T+2@11: DOWN (p=21.09%)
[2025-12-08T20:25:43.233214] [INFO ] [FORECASTER] Completed predict_future for KOPN
[2025-12-08T20:25:43.233331] [INFO ] [sig       ] KOPN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:25:43.374934] [INFO ] [LOCAL     ] Saved forecast: KOPN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/KOPN.txt
[2025-12-08T20:25:43.375100] [INFO ] [sig       ] [1865/3624] Completed KOPN in 0.3s | 2.92 sym/s | Total: 10.6m | ETA: 10.0m
[2025-12-08T20:25:43.375140] [INFO ] [sig       ] [1866/3624] Forecasting KOS...
[2025-12-08T20:25:43.375169] [INFO ] [sig       ] Generating forecast for: KOS
[2025-12-08T20:25:43.375198] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOS' from 'https://tdm.silogroup.org/data/derivative_storage/KOS.csv'.
[2025-12-08T20:25:43.387885] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOS'.
[2025-12-08T20:25:43.388218] [INFO ] [FORECASTER] Starting predict_future for KOS
[2025-12-08T20:25:43.389033] [DEBUG] [LOCAL     ] No optimal features file found for KOS: ./output/feature-sets/KOS.txt
[2025-12-08T20:25:43.389082] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:43.389112] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:43.389137] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:43.389191] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:43.445144] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:43.445748] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:43.445821] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:43.445851] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:43.564485] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:43.564657] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:43.564695] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:43.564723] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:43.568150] [DEBUG] [FORECASTER] KOS: Forecast T+1@11:T+2@11: DOWN (p=8.20%)
[2025-12-08T20:25:43.568454] [INFO ] [FORECASTER] Completed predict_future for KOS
[2025-12-08T20:25:43.568598] [INFO ] [sig       ] KOS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:25:43.708413] [INFO ] [LOCAL     ] Saved forecast: KOS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/KOS.txt
[2025-12-08T20:25:43.708539] [INFO ] [sig       ] [1866/3624] Completed KOS in 0.3s | 2.92 sym/s | Total: 10.7m | ETA: 10.0m
[2025-12-08T20:25:43.708594] [INFO ] [sig       ] [1867/3624] Forecasting KOSS...
[2025-12-08T20:25:43.708626] [INFO ] [sig       ] Generating forecast for: KOSS
[2025-12-08T20:25:43.708655] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOSS' from 'https://tdm.silogroup.org/data/derivative_storage/KOSS.csv'.
[2025-12-08T20:25:43.721250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOSS'.
[2025-12-08T20:25:43.721612] [INFO ] [FORECASTER] Starting predict_future for KOSS
[2025-12-08T20:25:43.722374] [DEBUG] [LOCAL     ] No optimal features file found for KOSS: ./output/feature-sets/KOSS.txt
[2025-12-08T20:25:43.722433] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:43.722468] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:43.722496] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:43.722554] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:43.780392] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:43.781006] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:43.781081] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:43.781113] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:43.894742] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:43.894890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:43.894928] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:43.894956] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:43.898190] [DEBUG] [FORECASTER] KOSS: Forecast T+1@11:T+2@11: DOWN (p=2.95%)
[2025-12-08T20:25:43.898448] [INFO ] [FORECASTER] Completed predict_future for KOSS
[2025-12-08T20:25:43.898567] [INFO ] [sig       ] KOSS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:25:44.040313] [INFO ] [LOCAL     ] Saved forecast: KOSS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/KOSS.txt
[2025-12-08T20:25:44.040441] [INFO ] [sig       ] [1867/3624] Completed KOSS in 0.3s | 2.92 sym/s | Total: 10.7m | ETA: 10.0m
[2025-12-08T20:25:44.040479] [INFO ] [sig       ] [1868/3624] Forecasting KPRX...
[2025-12-08T20:25:44.040507] [INFO ] [sig       ] Generating forecast for: KPRX
[2025-12-08T20:25:44.040534] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KPRX' from 'https://tdm.silogroup.org/data/derivative_storage/KPRX.csv'.
[2025-12-08T20:25:44.053030] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KPRX'.
[2025-12-08T20:25:44.053362] [INFO ] [FORECASTER] Starting predict_future for KPRX
[2025-12-08T20:25:44.054128] [DEBUG] [LOCAL     ] No optimal features file found for KPRX: ./output/feature-sets/KPRX.txt
[2025-12-08T20:25:44.054177] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:44.054209] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:44.054235] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:44.054301] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:44.110720] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:44.111349] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:44.111422] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:44.111452] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:44.224564] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:44.224922] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:44.224961] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:44.224989] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:44.228507] [DEBUG] [FORECASTER] KPRX: Forecast T+1@11:T+2@11: DOWN (p=10.36%)
[2025-12-08T20:25:44.228973] [INFO ] [FORECASTER] Completed predict_future for KPRX
[2025-12-08T20:25:44.229095] [INFO ] [sig       ] KPRX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:25:44.371014] [INFO ] [LOCAL     ] Saved forecast: KPRX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/KPRX.txt
[2025-12-08T20:25:44.371163] [INFO ] [sig       ] [1868/3624] Completed KPRX in 0.3s | 2.92 sym/s | Total: 10.7m | ETA: 10.0m
[2025-12-08T20:25:44.371232] [INFO ] [sig       ] [1869/3624] Forecasting KPTI...
[2025-12-08T20:25:44.371265] [INFO ] [sig       ] Generating forecast for: KPTI
[2025-12-08T20:25:44.371294] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KPTI' from 'https://tdm.silogroup.org/data/derivative_storage/KPTI.csv'.
[2025-12-08T20:25:44.384270] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KPTI'.
[2025-12-08T20:25:44.384688] [INFO ] [FORECASTER] Starting predict_future for KPTI
[2025-12-08T20:25:44.385471] [DEBUG] [LOCAL     ] No optimal features file found for KPTI: ./output/feature-sets/KPTI.txt
[2025-12-08T20:25:44.385533] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:44.385616] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:44.385645] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:44.385700] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:44.443411] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:44.444054] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:44.444127] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:44.444159] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:44.563699] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:44.563845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:44.563883] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:44.563911] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:44.567170] [DEBUG] [FORECASTER] KPTI: Forecast T+1@11:T+2@11: UP (p=78.58%)
[2025-12-08T20:25:44.567444] [INFO ] [FORECASTER] Completed predict_future for KPTI
[2025-12-08T20:25:44.567561] [INFO ] [sig       ] KPTI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:25:44.709738] [INFO ] [LOCAL     ] Saved forecast: KPTI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/KPTI.txt
[2025-12-08T20:25:44.709861] [INFO ] [sig       ] [1869/3624] Completed KPTI in 0.3s | 2.92 sym/s | Total: 10.7m | ETA: 10.0m
[2025-12-08T20:25:44.709900] [INFO ] [sig       ] [1870/3624] Forecasting KRC...
[2025-12-08T20:25:44.709928] [INFO ] [sig       ] Generating forecast for: KRC
[2025-12-08T20:25:44.709956] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRC' from 'https://tdm.silogroup.org/data/derivative_storage/KRC.csv'.
[2025-12-08T20:25:44.722005] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRC'.
[2025-12-08T20:25:44.722337] [INFO ] [FORECASTER] Starting predict_future for KRC
[2025-12-08T20:25:44.723113] [DEBUG] [LOCAL     ] No optimal features file found for KRC: ./output/feature-sets/KRC.txt
[2025-12-08T20:25:44.723162] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:44.723193] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:44.723219] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:44.723274] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:44.783592] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:44.784263] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:44.784339] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:44.784371] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:44.906936] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:44.907086] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:44.907124] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:44.907151] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:44.910429] [DEBUG] [FORECASTER] KRC: Forecast T+1@11:T+2@11: UP (p=59.32%)
[2025-12-08T20:25:44.910726] [INFO ] [FORECASTER] Completed predict_future for KRC
[2025-12-08T20:25:44.910843] [INFO ] [sig       ] KRC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:25:45.050546] [INFO ] [LOCAL     ] Saved forecast: KRC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/KRC.txt
[2025-12-08T20:25:45.050674] [INFO ] [sig       ] [1870/3624] Completed KRC in 0.3s | 2.92 sym/s | Total: 10.7m | ETA: 10.0m
[2025-12-08T20:25:45.050713] [INFO ] [sig       ] [1871/3624] Forecasting KREF...
[2025-12-08T20:25:45.050741] [INFO ] [sig       ] Generating forecast for: KREF
[2025-12-08T20:25:45.050769] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KREF' from 'https://tdm.silogroup.org/data/derivative_storage/KREF.csv'.
[2025-12-08T20:25:45.063952] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KREF'.
[2025-12-08T20:25:45.064355] [INFO ] [FORECASTER] Starting predict_future for KREF
[2025-12-08T20:25:45.065156] [DEBUG] [LOCAL     ] No optimal features file found for KREF: ./output/feature-sets/KREF.txt
[2025-12-08T20:25:45.065205] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:45.065237] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:45.065264] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:45.065318] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:45.121840] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:45.122706] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:45.122783] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:45.122814] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:45.238811] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:45.238971] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:45.239008] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:45.239034] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:45.242417] [DEBUG] [FORECASTER] KREF: Forecast T+1@11:T+2@11: UP (p=85.19%)
[2025-12-08T20:25:45.242739] [INFO ] [FORECASTER] Completed predict_future for KREF
[2025-12-08T20:25:45.242870] [INFO ] [sig       ] KREF: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:25:45.385084] [INFO ] [LOCAL     ] Saved forecast: KREF	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/KREF.txt
[2025-12-08T20:25:45.385233] [INFO ] [sig       ] [1871/3624] Completed KREF in 0.3s | 2.92 sym/s | Total: 10.7m | ETA: 10.0m
[2025-12-08T20:25:45.385272] [INFO ] [sig       ] [1872/3624] Forecasting KRG...
[2025-12-08T20:25:45.385301] [INFO ] [sig       ] Generating forecast for: KRG
[2025-12-08T20:25:45.385332] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRG' from 'https://tdm.silogroup.org/data/derivative_storage/KRG.csv'.
[2025-12-08T20:25:45.397749] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRG'.
[2025-12-08T20:25:45.398146] [INFO ] [FORECASTER] Starting predict_future for KRG
[2025-12-08T20:25:45.398931] [DEBUG] [LOCAL     ] No optimal features file found for KRG: ./output/feature-sets/KRG.txt
[2025-12-08T20:25:45.398980] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:45.399011] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:45.399037] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:45.399092] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:45.455713] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:45.456535] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:45.456632] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:45.456665] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:45.575712] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:45.575867] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:45.575921] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:45.575978] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:45.579428] [DEBUG] [FORECASTER] KRG: Forecast T+1@11:T+2@11: UP (p=75.13%)
[2025-12-08T20:25:45.579739] [INFO ] [FORECASTER] Completed predict_future for KRG
[2025-12-08T20:25:45.579868] [INFO ] [sig       ] KRG: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:25:45.719300] [INFO ] [LOCAL     ] Saved forecast: KRG	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/KRG.txt
[2025-12-08T20:25:45.719424] [INFO ] [sig       ] [1872/3624] Completed KRG in 0.3s | 2.92 sym/s | Total: 10.7m | ETA: 10.0m
[2025-12-08T20:25:45.719466] [INFO ] [sig       ] [1873/3624] Forecasting KRMD...
[2025-12-08T20:25:45.719495] [INFO ] [sig       ] Generating forecast for: KRMD
[2025-12-08T20:25:45.719524] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRMD' from 'https://tdm.silogroup.org/data/derivative_storage/KRMD.csv'.
[2025-12-08T20:25:45.732110] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRMD'.
[2025-12-08T20:25:45.732467] [INFO ] [FORECASTER] Starting predict_future for KRMD
[2025-12-08T20:25:45.733251] [DEBUG] [LOCAL     ] No optimal features file found for KRMD: ./output/feature-sets/KRMD.txt
[2025-12-08T20:25:45.733299] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:45.733330] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:45.733355] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:45.733409] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:45.789718] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:45.790436] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:45.790519] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:45.790550] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:45.913109] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:45.913260] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:45.913297] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:45.913323] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:45.916569] [DEBUG] [FORECASTER] KRMD: Forecast T+1@11:T+2@11: UP (p=68.84%)
[2025-12-08T20:25:45.916843] [INFO ] [FORECASTER] Completed predict_future for KRMD
[2025-12-08T20:25:45.916960] [INFO ] [sig       ] KRMD: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:25:46.053897] [INFO ] [LOCAL     ] Saved forecast: KRMD	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/KRMD.txt
[2025-12-08T20:25:46.054032] [INFO ] [sig       ] [1873/3624] Completed KRMD in 0.3s | 2.92 sym/s | Total: 10.7m | ETA: 10.0m
[2025-12-08T20:25:46.054070] [INFO ] [sig       ] [1874/3624] Forecasting KRNY...
[2025-12-08T20:25:46.054097] [INFO ] [sig       ] Generating forecast for: KRNY
[2025-12-08T20:25:46.054125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRNY' from 'https://tdm.silogroup.org/data/derivative_storage/KRNY.csv'.
[2025-12-08T20:25:46.065485] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRNY'.
[2025-12-08T20:25:46.065860] [INFO ] [FORECASTER] Starting predict_future for KRNY
[2025-12-08T20:25:46.066641] [DEBUG] [LOCAL     ] No optimal features file found for KRNY: ./output/feature-sets/KRNY.txt
[2025-12-08T20:25:46.066690] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:46.066721] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:46.066747] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:46.066803] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:46.124963] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:46.125717] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:46.125790] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:46.125822] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:46.242821] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:46.242970] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:46.243007] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:46.243035] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:46.246301] [DEBUG] [FORECASTER] KRNY: Forecast T+1@11:T+2@11: UP (p=78.85%)
[2025-12-08T20:25:46.246561] [INFO ] [FORECASTER] Completed predict_future for KRNY
[2025-12-08T20:25:46.246699] [INFO ] [sig       ] KRNY: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:25:46.383686] [INFO ] [LOCAL     ] Saved forecast: KRNY	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/KRNY.txt
[2025-12-08T20:25:46.383813] [INFO ] [sig       ] [1874/3624] Completed KRNY in 0.3s | 2.92 sym/s | Total: 10.7m | ETA: 10.0m
[2025-12-08T20:25:46.383852] [INFO ] [sig       ] [1875/3624] Forecasting KRO...
[2025-12-08T20:25:46.383880] [INFO ] [sig       ] Generating forecast for: KRO
[2025-12-08T20:25:46.383910] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRO' from 'https://tdm.silogroup.org/data/derivative_storage/KRO.csv'.
[2025-12-08T20:25:46.395771] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRO'.
[2025-12-08T20:25:46.396108] [INFO ] [FORECASTER] Starting predict_future for KRO
[2025-12-08T20:25:46.396881] [DEBUG] [LOCAL     ] No optimal features file found for KRO: ./output/feature-sets/KRO.txt
[2025-12-08T20:25:46.396930] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:46.396961] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:46.396986] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:46.397042] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:46.452111] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:46.452745] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:46.452818] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:46.452849] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:46.568518] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:46.568686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:46.568723] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:46.568750] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:46.571998] [DEBUG] [FORECASTER] KRO: Forecast T+1@11:T+2@11: UP (p=99.45%)
[2025-12-08T20:25:46.572255] [INFO ] [FORECASTER] Completed predict_future for KRO
[2025-12-08T20:25:46.572371] [INFO ] [sig       ] KRO: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:25:46.713726] [INFO ] [LOCAL     ] Saved forecast: KRO	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/KRO.txt
[2025-12-08T20:25:46.713871] [INFO ] [sig       ] [1875/3624] Completed KRO in 0.3s | 2.92 sym/s | Total: 10.7m | ETA: 10.0m
[2025-12-08T20:25:46.713908] [INFO ] [sig       ] [1876/3624] Forecasting KROS...
[2025-12-08T20:25:46.713938] [INFO ] [sig       ] Generating forecast for: KROS
[2025-12-08T20:25:46.713967] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KROS' from 'https://tdm.silogroup.org/data/derivative_storage/KROS.csv'.
[2025-12-08T20:25:46.725957] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KROS'.
[2025-12-08T20:25:46.726320] [INFO ] [FORECASTER] Starting predict_future for KROS
[2025-12-08T20:25:46.727096] [DEBUG] [LOCAL     ] No optimal features file found for KROS: ./output/feature-sets/KROS.txt
[2025-12-08T20:25:46.727145] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:46.727187] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:46.727214] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:46.727269] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:46.783139] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:46.783772] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:46.783844] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:46.783875] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:46.907832] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:46.908005] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:46.908043] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:46.908071] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:46.911396] [DEBUG] [FORECASTER] KROS: Forecast T+1@11:T+2@11: DOWN (p=14.52%)
[2025-12-08T20:25:46.911674] [INFO ] [FORECASTER] Completed predict_future for KROS
[2025-12-08T20:25:46.911804] [INFO ] [sig       ] KROS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:25:47.049753] [INFO ] [LOCAL     ] Saved forecast: KROS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/KROS.txt
[2025-12-08T20:25:47.049897] [INFO ] [sig       ] [1876/3624] Completed KROS in 0.3s | 2.92 sym/s | Total: 10.7m | ETA: 10.0m
[2025-12-08T20:25:47.049935] [INFO ] [sig       ] [1877/3624] Forecasting KRP...
[2025-12-08T20:25:47.049966] [INFO ] [sig       ] Generating forecast for: KRP
[2025-12-08T20:25:47.049996] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRP' from 'https://tdm.silogroup.org/data/derivative_storage/KRP.csv'.
[2025-12-08T20:25:47.062149] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRP'.
[2025-12-08T20:25:47.062494] [INFO ] [FORECASTER] Starting predict_future for KRP
[2025-12-08T20:25:47.063299] [DEBUG] [LOCAL     ] No optimal features file found for KRP: ./output/feature-sets/KRP.txt
[2025-12-08T20:25:47.063351] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:47.063383] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:47.063410] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:47.063467] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:47.119395] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:47.120202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:47.120281] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:47.120314] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:47.242520] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:47.242687] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:47.242726] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:47.242756] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:47.246194] [DEBUG] [FORECASTER] KRP: Forecast T+1@11:T+2@11: DOWN (p=35.22%)
[2025-12-08T20:25:47.246466] [INFO ] [FORECASTER] Completed predict_future for KRP
[2025-12-08T20:25:47.246630] [INFO ] [sig       ] KRP: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:25:47.391240] [INFO ] [LOCAL     ] Saved forecast: KRP	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/KRP.txt
[2025-12-08T20:25:47.391394] [INFO ] [sig       ] [1877/3624] Completed KRP in 0.3s | 2.92 sym/s | Total: 10.7m | ETA: 10.0m
[2025-12-08T20:25:47.391434] [INFO ] [sig       ] [1878/3624] Forecasting KRRO...
[2025-12-08T20:25:47.391464] [INFO ] [sig       ] Generating forecast for: KRRO
[2025-12-08T20:25:47.391496] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRRO' from 'https://tdm.silogroup.org/data/derivative_storage/KRRO.csv'.
[2025-12-08T20:25:47.404371] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRRO'.
[2025-12-08T20:25:47.404798] [INFO ] [FORECASTER] Starting predict_future for KRRO
[2025-12-08T20:25:47.405660] [DEBUG] [LOCAL     ] No optimal features file found for KRRO: ./output/feature-sets/KRRO.txt
[2025-12-08T20:25:47.405713] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:47.405746] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:47.405774] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:47.405830] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:47.462348] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:47.463179] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:47.463258] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:47.463292] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:47.594363] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:47.594527] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:47.594563] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:47.594610] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:47.597989] [DEBUG] [FORECASTER] KRRO: Forecast T+1@11:T+2@11: DOWN (p=9.72%)
[2025-12-08T20:25:47.598253] [INFO ] [FORECASTER] Completed predict_future for KRRO
[2025-12-08T20:25:47.598367] [INFO ] [sig       ] KRRO: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:25:47.748440] [INFO ] [LOCAL     ] Saved forecast: KRRO	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/KRRO.txt
[2025-12-08T20:25:47.748567] [INFO ] [sig       ] [1878/3624] Completed KRRO in 0.4s | 2.92 sym/s | Total: 10.7m | ETA: 10.0m
[2025-12-08T20:25:47.748622] [INFO ] [sig       ] [1879/3624] Forecasting KRUS...
[2025-12-08T20:25:47.748652] [INFO ] [sig       ] Generating forecast for: KRUS
[2025-12-08T20:25:47.748681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRUS' from 'https://tdm.silogroup.org/data/derivative_storage/KRUS.csv'.
[2025-12-08T20:25:47.760682] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRUS'.
[2025-12-08T20:25:47.761026] [INFO ] [FORECASTER] Starting predict_future for KRUS
[2025-12-08T20:25:47.761800] [DEBUG] [LOCAL     ] No optimal features file found for KRUS: ./output/feature-sets/KRUS.txt
[2025-12-08T20:25:47.761849] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:47.761878] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:47.761904] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:47.761974] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:47.824696] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:47.825532] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:47.825660] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:47.825693] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:47.942224] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:47.942377] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:47.942416] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:47.942446] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:47.945918] [DEBUG] [FORECASTER] KRUS: Forecast T+1@11:T+2@11: UP (p=90.33%)
[2025-12-08T20:25:47.946203] [INFO ] [FORECASTER] Completed predict_future for KRUS
[2025-12-08T20:25:47.946331] [INFO ] [sig       ] KRUS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:25:48.091362] [INFO ] [LOCAL     ] Saved forecast: KRUS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/KRUS.txt
[2025-12-08T20:25:48.091488] [INFO ] [sig       ] [1879/3624] Completed KRUS in 0.3s | 2.92 sym/s | Total: 10.7m | ETA: 10.0m
[2025-12-08T20:25:48.091527] [INFO ] [sig       ] [1880/3624] Forecasting KRYS...
[2025-12-08T20:25:48.091563] [INFO ] [sig       ] Generating forecast for: KRYS
[2025-12-08T20:25:48.091612] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRYS' from 'https://tdm.silogroup.org/data/derivative_storage/KRYS.csv'.
[2025-12-08T20:25:48.104045] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRYS'.
[2025-12-08T20:25:48.104429] [INFO ] [FORECASTER] Starting predict_future for KRYS
[2025-12-08T20:25:48.105240] [DEBUG] [LOCAL     ] No optimal features file found for KRYS: ./output/feature-sets/KRYS.txt
[2025-12-08T20:25:48.105290] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:48.105323] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:48.105349] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:48.105406] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:48.163832] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:48.164656] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:48.164735] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:48.164767] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:48.289226] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:48.289382] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:48.289422] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:48.289451] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:48.293027] [DEBUG] [FORECASTER] KRYS: Forecast T+1@11:T+2@11: DOWN (p=7.34%)
[2025-12-08T20:25:48.293310] [INFO ] [FORECASTER] Completed predict_future for KRYS
[2025-12-08T20:25:48.293449] [INFO ] [sig       ] KRYS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:25:48.438796] [INFO ] [LOCAL     ] Saved forecast: KRYS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/KRYS.txt
[2025-12-08T20:25:48.438941] [INFO ] [sig       ] [1880/3624] Completed KRYS in 0.3s | 2.92 sym/s | Total: 10.7m | ETA: 10.0m
[2025-12-08T20:25:48.438980] [INFO ] [sig       ] [1881/3624] Forecasting KSCP...
[2025-12-08T20:25:48.439012] [INFO ] [sig       ] Generating forecast for: KSCP
[2025-12-08T20:25:48.439043] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KSCP' from 'https://tdm.silogroup.org/data/derivative_storage/KSCP.csv'.
[2025-12-08T20:25:48.451480] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KSCP'.
[2025-12-08T20:25:48.451843] [INFO ] [FORECASTER] Starting predict_future for KSCP
[2025-12-08T20:25:48.452661] [DEBUG] [LOCAL     ] No optimal features file found for KSCP: ./output/feature-sets/KSCP.txt
[2025-12-08T20:25:48.452711] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:48.452742] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:48.452767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:48.452821] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:48.510669] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:48.511318] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:48.511394] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:48.511426] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:48.632051] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:48.632201] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:48.632240] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:48.632269] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:48.635687] [DEBUG] [FORECASTER] KSCP: Forecast T+1@11:T+2@11: DOWN (p=23.87%)
[2025-12-08T20:25:48.635956] [INFO ] [FORECASTER] Completed predict_future for KSCP
[2025-12-08T20:25:48.636122] [INFO ] [sig       ] KSCP: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:25:48.780994] [INFO ] [LOCAL     ] Saved forecast: KSCP	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/KSCP.txt
[2025-12-08T20:25:48.781136] [INFO ] [sig       ] [1881/3624] Completed KSCP in 0.3s | 2.92 sym/s | Total: 10.7m | ETA: 10.0m
[2025-12-08T20:25:48.781173] [INFO ] [sig       ] [1882/3624] Forecasting KSPI...
[2025-12-08T20:25:48.781202] [INFO ] [sig       ] Generating forecast for: KSPI
[2025-12-08T20:25:48.781231] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KSPI' from 'https://tdm.silogroup.org/data/derivative_storage/KSPI.csv'.
[2025-12-08T20:25:48.794275] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KSPI'.
[2025-12-08T20:25:48.794674] [INFO ] [FORECASTER] Starting predict_future for KSPI
[2025-12-08T20:25:48.795451] [DEBUG] [LOCAL     ] No optimal features file found for KSPI: ./output/feature-sets/KSPI.txt
[2025-12-08T20:25:48.795502] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:48.795535] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:48.795562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:48.795647] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:48.852972] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:48.853629] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:48.853705] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:48.853737] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:48.973629] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:48.973778] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:48.973816] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:48.973844] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:48.977069] [DEBUG] [FORECASTER] KSPI: Forecast T+1@11:T+2@11: DOWN (p=24.49%)
[2025-12-08T20:25:48.977329] [INFO ] [FORECASTER] Completed predict_future for KSPI
[2025-12-08T20:25:48.977486] [INFO ] [sig       ] KSPI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:25:49.126052] [INFO ] [LOCAL     ] Saved forecast: KSPI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/KSPI.txt
[2025-12-08T20:25:49.126234] [INFO ] [sig       ] [1882/3624] Completed KSPI in 0.3s | 2.92 sym/s | Total: 10.7m | ETA: 9.9m
[2025-12-08T20:25:49.126276] [INFO ] [sig       ] [1883/3624] Forecasting KSS...
[2025-12-08T20:25:49.126308] [INFO ] [sig       ] Generating forecast for: KSS
[2025-12-08T20:25:49.126339] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KSS' from 'https://tdm.silogroup.org/data/derivative_storage/KSS.csv'.
[2025-12-08T20:25:49.139180] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KSS'.
[2025-12-08T20:25:49.139566] [INFO ] [FORECASTER] Starting predict_future for KSS
[2025-12-08T20:25:49.140371] [DEBUG] [LOCAL     ] No optimal features file found for KSS: ./output/feature-sets/KSS.txt
[2025-12-08T20:25:49.140423] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:49.140455] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:49.140484] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:49.140543] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:49.199874] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:49.200690] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:49.200770] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:49.200803] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:49.322900] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:49.323052] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:49.323090] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:49.323136] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:49.326357] [DEBUG] [FORECASTER] KSS: Forecast T+1@11:T+2@11: DOWN (p=3.52%)
[2025-12-08T20:25:49.326637] [INFO ] [FORECASTER] Completed predict_future for KSS
[2025-12-08T20:25:49.326758] [INFO ] [sig       ] KSS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:25:49.470099] [INFO ] [LOCAL     ] Saved forecast: KSS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/KSS.txt
[2025-12-08T20:25:49.470222] [INFO ] [sig       ] [1883/3624] Completed KSS in 0.3s | 2.92 sym/s | Total: 10.7m | ETA: 9.9m
[2025-12-08T20:25:49.470263] [INFO ] [sig       ] [1884/3624] Forecasting KTB...
[2025-12-08T20:25:49.470294] [INFO ] [sig       ] Generating forecast for: KTB
[2025-12-08T20:25:49.470324] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KTB' from 'https://tdm.silogroup.org/data/derivative_storage/KTB.csv'.
[2025-12-08T20:25:49.482429] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KTB'.
[2025-12-08T20:25:49.482847] [INFO ] [FORECASTER] Starting predict_future for KTB
[2025-12-08T20:25:49.483669] [DEBUG] [LOCAL     ] No optimal features file found for KTB: ./output/feature-sets/KTB.txt
[2025-12-08T20:25:49.483719] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:49.483751] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:49.483779] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:49.483839] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:49.542008] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:49.542771] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:49.542847] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:49.542880] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:49.664678] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:49.664827] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:49.664865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:49.664893] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:49.668142] [DEBUG] [FORECASTER] KTB: Forecast T+1@11:T+2@11: DOWN (p=8.33%)
[2025-12-08T20:25:49.668407] [INFO ] [FORECASTER] Completed predict_future for KTB
[2025-12-08T20:25:49.668525] [INFO ] [sig       ] KTB: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:25:49.812448] [INFO ] [LOCAL     ] Saved forecast: KTB	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/KTB.txt
[2025-12-08T20:25:49.812600] [INFO ] [sig       ] [1884/3624] Completed KTB in 0.3s | 2.92 sym/s | Total: 10.8m | ETA: 9.9m
[2025-12-08T20:25:49.812642] [INFO ] [sig       ] [1885/3624] Forecasting KTCC...
[2025-12-08T20:25:49.812671] [INFO ] [sig       ] Generating forecast for: KTCC
[2025-12-08T20:25:49.812701] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KTCC' from 'https://tdm.silogroup.org/data/derivative_storage/KTCC.csv'.
[2025-12-08T20:25:49.824510] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KTCC'.
[2025-12-08T20:25:49.824875] [INFO ] [FORECASTER] Starting predict_future for KTCC
[2025-12-08T20:25:49.825644] [DEBUG] [LOCAL     ] No optimal features file found for KTCC: ./output/feature-sets/KTCC.txt
[2025-12-08T20:25:49.825693] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:49.825724] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:49.825750] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:49.825804] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:49.884008] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:49.884902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:49.884999] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:49.885033] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:49.999209] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:49.999366] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:49.999404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:49.999432] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:50.002849] [DEBUG] [FORECASTER] KTCC: Forecast T+1@11:T+2@11: DOWN (p=5.37%)
[2025-12-08T20:25:50.003177] [INFO ] [FORECASTER] Completed predict_future for KTCC
[2025-12-08T20:25:50.003312] [INFO ] [sig       ] KTCC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:25:50.152761] [INFO ] [LOCAL     ] Saved forecast: KTCC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/KTCC.txt
[2025-12-08T20:25:50.152907] [INFO ] [sig       ] [1885/3624] Completed KTCC in 0.3s | 2.92 sym/s | Total: 10.8m | ETA: 9.9m
[2025-12-08T20:25:50.152946] [INFO ] [sig       ] [1886/3624] Forecasting KTF...
[2025-12-08T20:25:50.152975] [INFO ] [sig       ] Generating forecast for: KTF
[2025-12-08T20:25:50.153004] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KTF' from 'https://tdm.silogroup.org/data/derivative_storage/KTF.csv'.
[2025-12-08T20:25:50.164755] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KTF'.
[2025-12-08T20:25:50.165133] [INFO ] [FORECASTER] Starting predict_future for KTF
[2025-12-08T20:25:50.165955] [DEBUG] [LOCAL     ] No optimal features file found for KTF: ./output/feature-sets/KTF.txt
[2025-12-08T20:25:50.166005] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:50.166063] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:50.166091] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:50.166147] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:50.222907] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:50.223702] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:50.223784] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:50.223817] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:50.347054] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:50.347209] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:50.347250] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:50.347278] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:50.350694] [DEBUG] [FORECASTER] KTF: Forecast T+1@11:T+2@11: DOWN (p=4.63%)
[2025-12-08T20:25:50.350970] [INFO ] [FORECASTER] Completed predict_future for KTF
[2025-12-08T20:25:50.351098] [INFO ] [sig       ] KTF: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:25:50.493190] [INFO ] [LOCAL     ] Saved forecast: KTF	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/KTF.txt
[2025-12-08T20:25:50.493384] [INFO ] [sig       ] [1886/3624] Completed KTF in 0.3s | 2.92 sym/s | Total: 10.8m | ETA: 9.9m
[2025-12-08T20:25:50.493445] [INFO ] [sig       ] [1887/3624] Forecasting KTOS...
[2025-12-08T20:25:50.493492] [INFO ] [sig       ] Generating forecast for: KTOS
[2025-12-08T20:25:50.493532] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KTOS' from 'https://tdm.silogroup.org/data/derivative_storage/KTOS.csv'.
[2025-12-08T20:25:50.505862] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KTOS'.
[2025-12-08T20:25:50.506230] [INFO ] [FORECASTER] Starting predict_future for KTOS
[2025-12-08T20:25:50.507026] [DEBUG] [LOCAL     ] No optimal features file found for KTOS: ./output/feature-sets/KTOS.txt
[2025-12-08T20:25:50.507076] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:50.507109] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:50.507148] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:50.507205] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:50.572561] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:50.573688] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:50.573791] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:50.573834] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:50.704749] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:50.704933] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:50.704988] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:50.705029] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:50.709619] [DEBUG] [FORECASTER] KTOS: Forecast T+1@11:T+2@11: DOWN (p=2.45%)
[2025-12-08T20:25:50.709996] [INFO ] [FORECASTER] Completed predict_future for KTOS
[2025-12-08T20:25:50.710163] [INFO ] [sig       ] KTOS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:25:50.875695] [INFO ] [LOCAL     ] Saved forecast: KTOS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/KTOS.txt
[2025-12-08T20:25:50.875913] [INFO ] [sig       ] [1887/3624] Completed KTOS in 0.4s | 2.92 sym/s | Total: 10.8m | ETA: 9.9m
[2025-12-08T20:25:50.875972] [INFO ] [sig       ] [1888/3624] Forecasting KURA...
[2025-12-08T20:25:50.876013] [INFO ] [sig       ] Generating forecast for: KURA
[2025-12-08T20:25:50.876053] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KURA' from 'https://tdm.silogroup.org/data/derivative_storage/KURA.csv'.
[2025-12-08T20:25:50.889457] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KURA'.
[2025-12-08T20:25:50.889955] [INFO ] [FORECASTER] Starting predict_future for KURA
[2025-12-08T20:25:50.890903] [DEBUG] [LOCAL     ] No optimal features file found for KURA: ./output/feature-sets/KURA.txt
[2025-12-08T20:25:50.890959] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:50.890993] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:50.891020] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:50.891076] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:50.960849] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:50.961990] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:50.962110] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:50.962154] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:51.130153] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:51.130354] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:51.130416] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:51.130462] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:51.135991] [DEBUG] [FORECASTER] KURA: Forecast T+1@11:T+2@11: DOWN (p=19.45%)
[2025-12-08T20:25:51.136554] [INFO ] [FORECASTER] Completed predict_future for KURA
[2025-12-08T20:25:51.136798] [INFO ] [sig       ] KURA: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:25:51.339865] [INFO ] [LOCAL     ] Saved forecast: KURA	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/KURA.txt
[2025-12-08T20:25:51.340059] [INFO ] [sig       ] [1888/3624] Completed KURA in 0.5s | 2.92 sym/s | Total: 10.8m | ETA: 9.9m
[2025-12-08T20:25:51.340106] [INFO ] [sig       ] [1889/3624] Forecasting KVHI...
[2025-12-08T20:25:51.340141] [INFO ] [sig       ] Generating forecast for: KVHI
[2025-12-08T20:25:51.340176] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KVHI' from 'https://tdm.silogroup.org/data/derivative_storage/KVHI.csv'.
[2025-12-08T20:25:51.354059] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KVHI'.
[2025-12-08T20:25:51.354505] [INFO ] [FORECASTER] Starting predict_future for KVHI
[2025-12-08T20:25:51.355416] [DEBUG] [LOCAL     ] No optimal features file found for KVHI: ./output/feature-sets/KVHI.txt
[2025-12-08T20:25:51.355468] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:51.355501] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:51.355527] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:51.355611] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:51.417747] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:51.418699] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:51.418794] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:51.418828] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:51.553669] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:51.553826] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:51.553868] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:51.553934] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:51.557664] [DEBUG] [FORECASTER] KVHI: Forecast T+1@11:T+2@11: DOWN (p=42.24%)
[2025-12-08T20:25:51.558034] [INFO ] [FORECASTER] Completed predict_future for KVHI
[2025-12-08T20:25:51.558186] [INFO ] [sig       ] KVHI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:25:51.716465] [INFO ] [LOCAL     ] Saved forecast: KVHI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/KVHI.txt
[2025-12-08T20:25:51.716643] [INFO ] [sig       ] [1889/3624] Completed KVHI in 0.4s | 2.92 sym/s | Total: 10.8m | ETA: 9.9m
[2025-12-08T20:25:51.716687] [INFO ] [sig       ] [1890/3624] Forecasting KVUE...
[2025-12-08T20:25:51.716716] [INFO ] [sig       ] Generating forecast for: KVUE
[2025-12-08T20:25:51.716748] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KVUE' from 'https://tdm.silogroup.org/data/derivative_storage/KVUE.csv'.
[2025-12-08T20:25:51.729650] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KVUE'.
[2025-12-08T20:25:51.730057] [INFO ] [FORECASTER] Starting predict_future for KVUE
[2025-12-08T20:25:51.730936] [DEBUG] [LOCAL     ] No optimal features file found for KVUE: ./output/feature-sets/KVUE.txt
[2025-12-08T20:25:51.730988] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:51.731021] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:51.731048] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:51.731104] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:51.797081] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:51.798030] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:51.798116] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:51.798151] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:51.920538] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:51.920724] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:51.920764] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:51.920794] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:51.924639] [DEBUG] [FORECASTER] KVUE: Forecast T+1@11:T+2@11: UP (p=74.14%)
[2025-12-08T20:25:51.925021] [INFO ] [FORECASTER] Completed predict_future for KVUE
[2025-12-08T20:25:51.925170] [INFO ] [sig       ] KVUE: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:25:52.070426] [INFO ] [LOCAL     ] Saved forecast: KVUE	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/KVUE.txt
[2025-12-08T20:25:52.070559] [INFO ] [sig       ] [1890/3624] Completed KVUE in 0.4s | 2.92 sym/s | Total: 10.8m | ETA: 9.9m
[2025-12-08T20:25:52.070623] [INFO ] [sig       ] [1891/3624] Forecasting KVYO...
[2025-12-08T20:25:52.070655] [INFO ] [sig       ] Generating forecast for: KVYO
[2025-12-08T20:25:52.070690] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KVYO' from 'https://tdm.silogroup.org/data/derivative_storage/KVYO.csv'.
[2025-12-08T20:25:52.082909] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KVYO'.
[2025-12-08T20:25:52.083307] [INFO ] [FORECASTER] Starting predict_future for KVYO
[2025-12-08T20:25:52.084125] [DEBUG] [LOCAL     ] No optimal features file found for KVYO: ./output/feature-sets/KVYO.txt
[2025-12-08T20:25:52.084181] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:52.084213] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:52.084239] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:52.084295] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:52.142240] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:52.142941] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:52.143025] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:52.143073] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:52.274669] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:52.274814] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:52.274853] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:52.274883] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:52.278337] [DEBUG] [FORECASTER] KVYO: Forecast T+1@11:T+2@11: UP (p=72.85%)
[2025-12-08T20:25:52.278622] [INFO ] [FORECASTER] Completed predict_future for KVYO
[2025-12-08T20:25:52.278746] [INFO ] [sig       ] KVYO: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:25:52.425061] [INFO ] [LOCAL     ] Saved forecast: KVYO	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/KVYO.txt
[2025-12-08T20:25:52.425221] [INFO ] [sig       ] [1891/3624] Completed KVYO in 0.4s | 2.92 sym/s | Total: 10.8m | ETA: 9.9m
[2025-12-08T20:25:52.425264] [INFO ] [sig       ] [1892/3624] Forecasting KYN...
[2025-12-08T20:25:52.425294] [INFO ] [sig       ] Generating forecast for: KYN
[2025-12-08T20:25:52.425326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KYN' from 'https://tdm.silogroup.org/data/derivative_storage/KYN.csv'.
[2025-12-08T20:25:52.438055] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KYN'.
[2025-12-08T20:25:52.438409] [INFO ] [FORECASTER] Starting predict_future for KYN
[2025-12-08T20:25:52.439349] [DEBUG] [LOCAL     ] No optimal features file found for KYN: ./output/feature-sets/KYN.txt
[2025-12-08T20:25:52.439405] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:52.439437] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:52.439463] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:52.439524] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:52.501433] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:52.502108] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:52.502184] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:52.502217] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:52.626334] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:52.626479] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:52.626518] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:52.626552] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:52.630183] [DEBUG] [FORECASTER] KYN: Forecast T+1@11:T+2@11: DOWN (p=3.59%)
[2025-12-08T20:25:52.630450] [INFO ] [FORECASTER] Completed predict_future for KYN
[2025-12-08T20:25:52.630602] [INFO ] [sig       ] KYN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:25:52.778001] [INFO ] [LOCAL     ] Saved forecast: KYN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/KYN.txt
[2025-12-08T20:25:52.778139] [INFO ] [sig       ] [1892/3624] Completed KYN in 0.4s | 2.92 sym/s | Total: 10.8m | ETA: 9.9m
[2025-12-08T20:25:52.778179] [INFO ] [sig       ] [1893/3624] Forecasting KYTX...
[2025-12-08T20:25:52.778210] [INFO ] [sig       ] Generating forecast for: KYTX
[2025-12-08T20:25:52.778252] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KYTX' from 'https://tdm.silogroup.org/data/derivative_storage/KYTX.csv'.
[2025-12-08T20:25:52.790484] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KYTX'.
[2025-12-08T20:25:52.790873] [INFO ] [FORECASTER] Starting predict_future for KYTX
[2025-12-08T20:25:52.791768] [DEBUG] [LOCAL     ] No optimal features file found for KYTX: ./output/feature-sets/KYTX.txt
[2025-12-08T20:25:52.791819] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:52.791850] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:52.791877] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:52.791932] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:52.851215] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:52.852101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:52.852180] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:52.852212] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:52.976025] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:52.976174] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:52.976213] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:52.976242] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:52.979686] [DEBUG] [FORECASTER] KYTX: Forecast T+1@11:T+2@11: DOWN (p=41.57%)
[2025-12-08T20:25:52.979958] [INFO ] [FORECASTER] Completed predict_future for KYTX
[2025-12-08T20:25:52.980081] [INFO ] [sig       ] KYTX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:25:53.125632] [INFO ] [LOCAL     ] Saved forecast: KYTX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/KYTX.txt
[2025-12-08T20:25:53.125765] [INFO ] [sig       ] [1893/3624] Completed KYTX in 0.3s | 2.92 sym/s | Total: 10.8m | ETA: 9.9m
[2025-12-08T20:25:53.125805] [INFO ] [sig       ] [1894/3624] Forecasting KZIA...
[2025-12-08T20:25:53.126014] [INFO ] [sig       ] Generating forecast for: KZIA
[2025-12-08T20:25:53.126045] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KZIA' from 'https://tdm.silogroup.org/data/derivative_storage/KZIA.csv'.
[2025-12-08T20:25:53.138325] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KZIA'.
[2025-12-08T20:25:53.138694] [INFO ] [FORECASTER] Starting predict_future for KZIA
[2025-12-08T20:25:53.139535] [DEBUG] [LOCAL     ] No optimal features file found for KZIA: ./output/feature-sets/KZIA.txt
[2025-12-08T20:25:53.139633] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:53.139687] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:53.139724] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:53.139800] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:53.198658] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:53.199301] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:53.199377] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:53.199409] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:53.320485] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:53.320640] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:53.320686] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:53.320738] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:53.324195] [DEBUG] [FORECASTER] KZIA: Forecast T+1@11:T+2@11: UP (p=96.05%)
[2025-12-08T20:25:53.324459] [INFO ] [FORECASTER] Completed predict_future for KZIA
[2025-12-08T20:25:53.324598] [INFO ] [sig       ] KZIA: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:25:53.472061] [INFO ] [LOCAL     ] Saved forecast: KZIA	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/KZIA.txt
[2025-12-08T20:25:53.472202] [INFO ] [sig       ] [1894/3624] Completed KZIA in 0.3s | 2.92 sym/s | Total: 10.8m | ETA: 9.9m
[2025-12-08T20:25:53.472242] [INFO ] [sig       ] [1895/3624] Forecasting L...
[2025-12-08T20:25:53.472273] [INFO ] [sig       ] Generating forecast for: L
[2025-12-08T20:25:53.472303] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'L' from 'https://tdm.silogroup.org/data/derivative_storage/L.csv'.
[2025-12-08T20:25:53.484927] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'L'.
[2025-12-08T20:25:53.485284] [INFO ] [FORECASTER] Starting predict_future for L
[2025-12-08T20:25:53.486126] [DEBUG] [LOCAL     ] No optimal features file found for L: ./output/feature-sets/L.txt
[2025-12-08T20:25:53.486176] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:53.486208] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:53.486236] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:53.486292] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:53.547408] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:53.548154] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:53.548232] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:53.548265] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:53.676616] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:53.676788] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:53.676832] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:53.676861] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:53.680708] [DEBUG] [FORECASTER] L: Forecast T+1@11:T+2@11: DOWN (p=28.50%)
[2025-12-08T20:25:53.680981] [INFO ] [FORECASTER] Completed predict_future for L
[2025-12-08T20:25:53.681118] [INFO ] [sig       ] L: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:25:53.824128] [INFO ] [LOCAL     ] Saved forecast: L	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/L.txt
[2025-12-08T20:25:53.824275] [INFO ] [sig       ] [1895/3624] Completed L in 0.4s | 2.92 sym/s | Total: 10.8m | ETA: 9.9m
[2025-12-08T20:25:53.824312] [INFO ] [sig       ] [1896/3624] Forecasting LAB...
[2025-12-08T20:25:53.824341] [INFO ] [sig       ] Generating forecast for: LAB
[2025-12-08T20:25:53.824369] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAB' from 'https://tdm.silogroup.org/data/derivative_storage/LAB.csv'.
[2025-12-08T20:25:53.836475] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAB'.
[2025-12-08T20:25:53.836867] [INFO ] [FORECASTER] Starting predict_future for LAB
[2025-12-08T20:25:53.837731] [DEBUG] [LOCAL     ] No optimal features file found for LAB: ./output/feature-sets/LAB.txt
[2025-12-08T20:25:53.837781] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:53.837812] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:53.837839] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:53.837893] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:53.898256] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:53.899123] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:53.899228] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:53.899262] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:54.024208] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:54.024355] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:54.024394] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:54.024423] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:54.027791] [DEBUG] [FORECASTER] LAB: Forecast T+1@11:T+2@11: DOWN (p=29.20%)
[2025-12-08T20:25:54.028055] [INFO ] [FORECASTER] Completed predict_future for LAB
[2025-12-08T20:25:54.028178] [INFO ] [sig       ] LAB: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:25:54.173114] [INFO ] [LOCAL     ] Saved forecast: LAB	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/LAB.txt
[2025-12-08T20:25:54.173273] [INFO ] [sig       ] [1896/3624] Completed LAB in 0.3s | 2.92 sym/s | Total: 10.8m | ETA: 9.9m
[2025-12-08T20:25:54.173318] [INFO ] [sig       ] [1897/3624] Forecasting LAC...
[2025-12-08T20:25:54.173347] [INFO ] [sig       ] Generating forecast for: LAC
[2025-12-08T20:25:54.173378] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAC' from 'https://tdm.silogroup.org/data/derivative_storage/LAC.csv'.
[2025-12-08T20:25:54.186388] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAC'.
[2025-12-08T20:25:54.186767] [INFO ] [FORECASTER] Starting predict_future for LAC
[2025-12-08T20:25:54.187761] [DEBUG] [LOCAL     ] No optimal features file found for LAC: ./output/feature-sets/LAC.txt
[2025-12-08T20:25:54.187823] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:54.187870] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:54.187903] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:54.187975] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:54.247812] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:54.248529] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:54.248628] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:54.248670] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:54.375800] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:54.375955] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:54.375994] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:54.376023] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:54.379666] [DEBUG] [FORECASTER] LAC: Forecast T+1@11:T+2@11: DOWN (p=31.98%)
[2025-12-08T20:25:54.379957] [INFO ] [FORECASTER] Completed predict_future for LAC
[2025-12-08T20:25:54.380078] [INFO ] [sig       ] LAC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:25:54.527061] [INFO ] [LOCAL     ] Saved forecast: LAC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/LAC.txt
[2025-12-08T20:25:54.527202] [INFO ] [sig       ] [1897/3624] Completed LAC in 0.4s | 2.92 sym/s | Total: 10.8m | ETA: 9.9m
[2025-12-08T20:25:54.527242] [INFO ] [sig       ] [1898/3624] Forecasting LAD...
[2025-12-08T20:25:54.527273] [INFO ] [sig       ] Generating forecast for: LAD
[2025-12-08T20:25:54.527303] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAD' from 'https://tdm.silogroup.org/data/derivative_storage/LAD.csv'.
[2025-12-08T20:25:54.539198] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAD'.
[2025-12-08T20:25:54.539595] [INFO ] [FORECASTER] Starting predict_future for LAD
[2025-12-08T20:25:54.540405] [DEBUG] [LOCAL     ] No optimal features file found for LAD: ./output/feature-sets/LAD.txt
[2025-12-08T20:25:54.540457] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:54.540489] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:54.540515] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:54.540589] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:54.600761] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:54.601446] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:54.601524] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:54.601557] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:54.723636] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:54.723790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:54.723830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:54.723858] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:54.727330] [DEBUG] [FORECASTER] LAD: Forecast T+1@11:T+2@11: UP (p=71.50%)
[2025-12-08T20:25:54.727663] [INFO ] [FORECASTER] Completed predict_future for LAD
[2025-12-08T20:25:54.727786] [INFO ] [sig       ] LAD: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:25:54.879587] [INFO ] [LOCAL     ] Saved forecast: LAD	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/LAD.txt
[2025-12-08T20:25:54.879740] [INFO ] [sig       ] [1898/3624] Completed LAD in 0.4s | 2.92 sym/s | Total: 10.8m | ETA: 9.9m
[2025-12-08T20:25:54.879798] [INFO ] [sig       ] [1899/3624] Forecasting LAES...
[2025-12-08T20:25:54.879840] [INFO ] [sig       ] Generating forecast for: LAES
[2025-12-08T20:25:54.879872] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAES' from 'https://tdm.silogroup.org/data/derivative_storage/LAES.csv'.
[2025-12-08T20:25:54.892740] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAES'.
[2025-12-08T20:25:54.893122] [INFO ] [FORECASTER] Starting predict_future for LAES
[2025-12-08T20:25:54.894052] [DEBUG] [LOCAL     ] No optimal features file found for LAES: ./output/feature-sets/LAES.txt
[2025-12-08T20:25:54.894104] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:54.894134] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:54.894161] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:54.894221] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:54.954376] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:54.955133] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:54.955212] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:54.955245] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:55.076866] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:55.077013] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:55.077053] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:55.077081] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:55.080674] [DEBUG] [FORECASTER] LAES: Forecast T+1@11:T+2@11: DOWN (p=34.52%)
[2025-12-08T20:25:55.080947] [INFO ] [FORECASTER] Completed predict_future for LAES
[2025-12-08T20:25:55.081070] [INFO ] [sig       ] LAES: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:25:55.226910] [INFO ] [LOCAL     ] Saved forecast: LAES	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/LAES.txt
[2025-12-08T20:25:55.227072] [INFO ] [sig       ] [1899/3624] Completed LAES in 0.3s | 2.92 sym/s | Total: 10.8m | ETA: 9.9m
[2025-12-08T20:25:55.227112] [INFO ] [sig       ] [1900/3624] Forecasting LAKE...
[2025-12-08T20:25:55.227142] [INFO ] [sig       ] Generating forecast for: LAKE
[2025-12-08T20:25:55.227174] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAKE' from 'https://tdm.silogroup.org/data/derivative_storage/LAKE.csv'.
[2025-12-08T20:25:55.239285] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAKE'.
[2025-12-08T20:25:55.239682] [INFO ] [FORECASTER] Starting predict_future for LAKE
[2025-12-08T20:25:55.240479] [DEBUG] [LOCAL     ] No optimal features file found for LAKE: ./output/feature-sets/LAKE.txt
[2025-12-08T20:25:55.240540] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:55.240596] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:55.240628] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:55.240686] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:55.298108] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:55.298838] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:55.298914] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:55.298945] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:55.414456] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:55.414621] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:55.414659] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:55.414686] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:55.417938] [DEBUG] [FORECASTER] LAKE: Forecast T+1@11:T+2@11: UP (p=54.07%)
[2025-12-08T20:25:55.418192] [INFO ] [FORECASTER] Completed predict_future for LAKE
[2025-12-08T20:25:55.418311] [INFO ] [sig       ] LAKE: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:25:55.555517] [INFO ] [LOCAL     ] Saved forecast: LAKE	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/LAKE.txt
[2025-12-08T20:25:55.555657] [INFO ] [sig       ] [1900/3624] Completed LAKE in 0.3s | 2.92 sym/s | Total: 10.9m | ETA: 9.8m
[2025-12-08T20:25:55.555700] [INFO ] [sig       ] [1901/3624] Forecasting LAND...
[2025-12-08T20:25:55.555731] [INFO ] [sig       ] Generating forecast for: LAND
[2025-12-08T20:25:55.555761] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAND' from 'https://tdm.silogroup.org/data/derivative_storage/LAND.csv'.
[2025-12-08T20:25:55.567286] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAND'.
[2025-12-08T20:25:55.567687] [INFO ] [FORECASTER] Starting predict_future for LAND
[2025-12-08T20:25:55.568441] [DEBUG] [LOCAL     ] No optimal features file found for LAND: ./output/feature-sets/LAND.txt
[2025-12-08T20:25:55.568490] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:55.568522] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:55.568548] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:55.568627] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:55.624284] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:55.624946] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:55.625021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:55.625053] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:55.744254] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:55.744407] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:55.744444] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:55.744472] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:55.747794] [DEBUG] [FORECASTER] LAND: Forecast T+1@11:T+2@11: DOWN (p=8.59%)
[2025-12-08T20:25:55.748063] [INFO ] [FORECASTER] Completed predict_future for LAND
[2025-12-08T20:25:55.748186] [INFO ] [sig       ] LAND: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:25:55.888721] [INFO ] [LOCAL     ] Saved forecast: LAND	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/LAND.txt
[2025-12-08T20:25:55.888882] [INFO ] [sig       ] [1901/3624] Completed LAND in 0.3s | 2.92 sym/s | Total: 10.9m | ETA: 9.8m
[2025-12-08T20:25:55.888924] [INFO ] [sig       ] [1902/3624] Forecasting LANDO...
[2025-12-08T20:25:55.888956] [INFO ] [sig       ] Generating forecast for: LANDO
[2025-12-08T20:25:55.888987] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LANDO' from 'https://tdm.silogroup.org/data/derivative_storage/LANDO.csv'.
[2025-12-08T20:25:55.901383] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LANDO'.
[2025-12-08T20:25:55.901774] [INFO ] [FORECASTER] Starting predict_future for LANDO
[2025-12-08T20:25:55.902627] [DEBUG] [LOCAL     ] No optimal features file found for LANDO: ./output/feature-sets/LANDO.txt
[2025-12-08T20:25:55.902679] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:55.902713] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:55.902742] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:55.902798] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:55.962496] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:55.963366] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:55.963454] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:55.963503] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:56.072092] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:56.072277] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:56.072331] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:56.072364] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:56.076678] [DEBUG] [FORECASTER] LANDO: Forecast T+1@11:T+2@11: UP (p=98.13%)
[2025-12-08T20:25:56.076989] [INFO ] [FORECASTER] Completed predict_future for LANDO
[2025-12-08T20:25:56.077148] [INFO ] [sig       ] LANDO: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:25:56.232413] [INFO ] [LOCAL     ] Saved forecast: LANDO	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/LANDO.txt
[2025-12-08T20:25:56.232588] [INFO ] [sig       ] [1902/3624] Completed LANDO in 0.3s | 2.92 sym/s | Total: 10.9m | ETA: 9.8m
[2025-12-08T20:25:56.232639] [INFO ] [sig       ] [1903/3624] Forecasting LANDP...
[2025-12-08T20:25:56.232672] [INFO ] [sig       ] Generating forecast for: LANDP
[2025-12-08T20:25:56.232704] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LANDP' from 'https://tdm.silogroup.org/data/derivative_storage/LANDP.csv'.
[2025-12-08T20:25:56.244880] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LANDP'.
[2025-12-08T20:25:56.245258] [INFO ] [FORECASTER] Starting predict_future for LANDP
[2025-12-08T20:25:56.246106] [DEBUG] [LOCAL     ] No optimal features file found for LANDP: ./output/feature-sets/LANDP.txt
[2025-12-08T20:25:56.246158] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:56.246215] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:56.246244] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:56.246302] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:56.312259] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:56.313052] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:56.313135] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:56.313178] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:56.430620] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:56.430771] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:56.430813] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:56.430854] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:56.434294] [DEBUG] [FORECASTER] LANDP: Forecast T+1@11:T+2@11: UP (p=66.92%)
[2025-12-08T20:25:56.434562] [INFO ] [FORECASTER] Completed predict_future for LANDP
[2025-12-08T20:25:56.434704] [INFO ] [sig       ] LANDP: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:25:56.581464] [INFO ] [LOCAL     ] Saved forecast: LANDP	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/LANDP.txt
[2025-12-08T20:25:56.581621] [INFO ] [sig       ] [1903/3624] Completed LANDP in 0.3s | 2.92 sym/s | Total: 10.9m | ETA: 9.8m
[2025-12-08T20:25:56.581665] [INFO ] [sig       ] [1904/3624] Forecasting LASE...
[2025-12-08T20:25:56.581697] [INFO ] [sig       ] Generating forecast for: LASE
[2025-12-08T20:25:56.581727] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LASE' from 'https://tdm.silogroup.org/data/derivative_storage/LASE.csv'.
[2025-12-08T20:25:56.595080] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LASE'.
[2025-12-08T20:25:56.595454] [INFO ] [FORECASTER] Starting predict_future for LASE
[2025-12-08T20:25:56.596306] [DEBUG] [LOCAL     ] No optimal features file found for LASE: ./output/feature-sets/LASE.txt
[2025-12-08T20:25:56.596359] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:56.596391] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:56.596420] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:56.596478] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:56.656402] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:56.657095] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:56.657178] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:56.657223] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:56.776302] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:56.776453] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:56.776494] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:56.776524] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:56.780331] [DEBUG] [FORECASTER] LASE: Forecast T+1@11:T+2@11: DOWN (p=12.76%)
[2025-12-08T20:25:56.780687] [INFO ] [FORECASTER] Completed predict_future for LASE
[2025-12-08T20:25:56.780842] [INFO ] [sig       ] LASE: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:25:56.922274] [INFO ] [LOCAL     ] Saved forecast: LASE	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/LASE.txt
[2025-12-08T20:25:56.922429] [INFO ] [sig       ] [1904/3624] Completed LASE in 0.3s | 2.92 sym/s | Total: 10.9m | ETA: 9.8m
[2025-12-08T20:25:56.922468] [INFO ] [sig       ] [1905/3624] Forecasting LAZ...
[2025-12-08T20:25:56.922498] [INFO ] [sig       ] Generating forecast for: LAZ
[2025-12-08T20:25:56.922526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAZ' from 'https://tdm.silogroup.org/data/derivative_storage/LAZ.csv'.
[2025-12-08T20:25:56.935014] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAZ'.
[2025-12-08T20:25:56.935391] [INFO ] [FORECASTER] Starting predict_future for LAZ
[2025-12-08T20:25:56.936189] [DEBUG] [LOCAL     ] No optimal features file found for LAZ: ./output/feature-sets/LAZ.txt
[2025-12-08T20:25:56.936238] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:56.936269] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:56.936295] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:56.936350] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:56.991704] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:56.992529] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:56.992630] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:56.992664] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:57.115937] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:57.116109] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:57.116154] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:57.116188] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:57.120780] [DEBUG] [FORECASTER] LAZ: Forecast T+1@11:T+2@11: DOWN (p=3.25%)
[2025-12-08T20:25:57.121258] [INFO ] [FORECASTER] Completed predict_future for LAZ
[2025-12-08T20:25:57.121435] [INFO ] [sig       ] LAZ: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:25:57.298118] [INFO ] [LOCAL     ] Saved forecast: LAZ	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/LAZ.txt
[2025-12-08T20:25:57.298308] [INFO ] [sig       ] [1905/3624] Completed LAZ in 0.4s | 2.92 sym/s | Total: 10.9m | ETA: 9.8m
[2025-12-08T20:25:57.298368] [INFO ] [sig       ] [1906/3624] Forecasting LBRDA...
[2025-12-08T20:25:57.298400] [INFO ] [sig       ] Generating forecast for: LBRDA
[2025-12-08T20:25:57.298430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LBRDA' from 'https://tdm.silogroup.org/data/derivative_storage/LBRDA.csv'.
[2025-12-08T20:25:57.311804] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LBRDA'.
[2025-12-08T20:25:57.312202] [INFO ] [FORECASTER] Starting predict_future for LBRDA
[2025-12-08T20:25:57.313308] [DEBUG] [LOCAL     ] No optimal features file found for LBRDA: ./output/feature-sets/LBRDA.txt
[2025-12-08T20:25:57.313375] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:57.313407] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:57.313432] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:57.313486] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:57.369859] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:57.370805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:57.370891] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:57.370922] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:57.488878] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:57.489032] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:57.489070] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:57.489131] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:57.492415] [DEBUG] [FORECASTER] LBRDA: Forecast T+1@11:T+2@11: UP (p=59.58%)
[2025-12-08T20:25:57.492695] [INFO ] [FORECASTER] Completed predict_future for LBRDA
[2025-12-08T20:25:57.492811] [INFO ] [sig       ] LBRDA: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:25:57.630628] [INFO ] [LOCAL     ] Saved forecast: LBRDA	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/LBRDA.txt
[2025-12-08T20:25:57.630783] [INFO ] [sig       ] [1906/3624] Completed LBRDA in 0.3s | 2.92 sym/s | Total: 10.9m | ETA: 9.8m
[2025-12-08T20:25:57.630822] [INFO ] [sig       ] [1907/3624] Forecasting LBRDK...
[2025-12-08T20:25:57.630852] [INFO ] [sig       ] Generating forecast for: LBRDK
[2025-12-08T20:25:57.630881] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LBRDK' from 'https://tdm.silogroup.org/data/derivative_storage/LBRDK.csv'.
[2025-12-08T20:25:57.643124] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LBRDK'.
[2025-12-08T20:25:57.643494] [INFO ] [FORECASTER] Starting predict_future for LBRDK
[2025-12-08T20:25:57.644282] [DEBUG] [LOCAL     ] No optimal features file found for LBRDK: ./output/feature-sets/LBRDK.txt
[2025-12-08T20:25:57.644332] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:57.644362] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:57.644388] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:57.644441] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:57.700141] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:57.701004] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:57.701082] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:57.701114] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:57.823031] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:57.823199] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:57.823239] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:57.823267] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:57.826559] [DEBUG] [FORECASTER] LBRDK: Forecast T+1@11:T+2@11: UP (p=97.70%)
[2025-12-08T20:25:57.826849] [INFO ] [FORECASTER] Completed predict_future for LBRDK
[2025-12-08T20:25:57.826972] [INFO ] [sig       ] LBRDK: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:25:57.965778] [INFO ] [LOCAL     ] Saved forecast: LBRDK	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/LBRDK.txt
[2025-12-08T20:25:57.965926] [INFO ] [sig       ] [1907/3624] Completed LBRDK in 0.3s | 2.92 sym/s | Total: 10.9m | ETA: 9.8m
[2025-12-08T20:25:57.965964] [INFO ] [sig       ] [1908/3624] Forecasting LBTYA...
[2025-12-08T20:25:57.965993] [INFO ] [sig       ] Generating forecast for: LBTYA
[2025-12-08T20:25:57.966021] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LBTYA' from 'https://tdm.silogroup.org/data/derivative_storage/LBTYA.csv'.
[2025-12-08T20:25:57.978648] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LBTYA'.
[2025-12-08T20:25:57.978986] [INFO ] [FORECASTER] Starting predict_future for LBTYA
[2025-12-08T20:25:57.979754] [DEBUG] [LOCAL     ] No optimal features file found for LBTYA: ./output/feature-sets/LBTYA.txt
[2025-12-08T20:25:57.979803] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:57.979834] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:57.979859] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:57.979923] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:58.036472] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:58.037157] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:58.037232] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:58.037265] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:58.156937] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:58.157087] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:58.157125] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:58.157154] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:58.160500] [DEBUG] [FORECASTER] LBTYA: Forecast T+1@11:T+2@11: UP (p=98.85%)
[2025-12-08T20:25:58.160790] [INFO ] [FORECASTER] Completed predict_future for LBTYA
[2025-12-08T20:25:58.160915] [INFO ] [sig       ] LBTYA: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:25:58.298187] [INFO ] [LOCAL     ] Saved forecast: LBTYA	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/LBTYA.txt
[2025-12-08T20:25:58.298313] [INFO ] [sig       ] [1908/3624] Completed LBTYA in 0.3s | 2.92 sym/s | Total: 10.9m | ETA: 9.8m
[2025-12-08T20:25:58.298351] [INFO ] [sig       ] [1909/3624] Forecasting LBTYK...
[2025-12-08T20:25:58.298381] [INFO ] [sig       ] Generating forecast for: LBTYK
[2025-12-08T20:25:58.298410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LBTYK' from 'https://tdm.silogroup.org/data/derivative_storage/LBTYK.csv'.
[2025-12-08T20:25:58.310675] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LBTYK'.
[2025-12-08T20:25:58.311025] [INFO ] [FORECASTER] Starting predict_future for LBTYK
[2025-12-08T20:25:58.311813] [DEBUG] [LOCAL     ] No optimal features file found for LBTYK: ./output/feature-sets/LBTYK.txt
[2025-12-08T20:25:58.311863] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:58.311893] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:58.311919] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:58.311974] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:58.368083] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:58.368724] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:58.368797] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:58.368829] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:58.487756] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:58.487928] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:58.487977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:58.488007] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:58.491305] [DEBUG] [FORECASTER] LBTYK: Forecast T+1@11:T+2@11: UP (p=64.02%)
[2025-12-08T20:25:58.491589] [INFO ] [FORECASTER] Completed predict_future for LBTYK
[2025-12-08T20:25:58.491715] [INFO ] [sig       ] LBTYK: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:25:58.631644] [INFO ] [LOCAL     ] Saved forecast: LBTYK	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/LBTYK.txt
[2025-12-08T20:25:58.631803] [INFO ] [sig       ] [1909/3624] Completed LBTYK in 0.3s | 2.92 sym/s | Total: 10.9m | ETA: 9.8m
[2025-12-08T20:25:58.631841] [INFO ] [sig       ] [1910/3624] Forecasting LC...
[2025-12-08T20:25:58.631870] [INFO ] [sig       ] Generating forecast for: LC
[2025-12-08T20:25:58.631899] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LC' from 'https://tdm.silogroup.org/data/derivative_storage/LC.csv'.
[2025-12-08T20:25:58.644197] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LC'.
[2025-12-08T20:25:58.644587] [INFO ] [FORECASTER] Starting predict_future for LC
[2025-12-08T20:25:58.645375] [DEBUG] [LOCAL     ] No optimal features file found for LC: ./output/feature-sets/LC.txt
[2025-12-08T20:25:58.645425] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:58.645458] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:58.645485] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:58.645542] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:58.703295] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:58.704043] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:58.704119] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:58.704151] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:58.824323] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:58.824471] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:58.824508] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:58.824535] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:58.827820] [DEBUG] [FORECASTER] LC: Forecast T+1@11:T+2@11: DOWN (p=0.55%)
[2025-12-08T20:25:58.828091] [INFO ] [FORECASTER] Completed predict_future for LC
[2025-12-08T20:25:58.828207] [INFO ] [sig       ] LC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:25:58.970940] [INFO ] [LOCAL     ] Saved forecast: LC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/LC.txt
[2025-12-08T20:25:58.971068] [INFO ] [sig       ] [1910/3624] Completed LC in 0.3s | 2.92 sym/s | Total: 10.9m | ETA: 9.8m
[2025-12-08T20:25:58.971105] [INFO ] [sig       ] [1911/3624] Forecasting LCFY...
[2025-12-08T20:25:58.971134] [INFO ] [sig       ] Generating forecast for: LCFY
[2025-12-08T20:25:58.971163] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LCFY' from 'https://tdm.silogroup.org/data/derivative_storage/LCFY.csv'.
[2025-12-08T20:25:58.982868] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LCFY'.
[2025-12-08T20:25:58.983218] [INFO ] [FORECASTER] Starting predict_future for LCFY
[2025-12-08T20:25:58.984016] [DEBUG] [LOCAL     ] No optimal features file found for LCFY: ./output/feature-sets/LCFY.txt
[2025-12-08T20:25:58.984077] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:58.984108] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:58.984133] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:58.984188] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:59.043130] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:59.043917] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:59.043995] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:59.044027] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:59.156296] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:59.156445] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:59.156484] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:59.156514] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:59.159933] [DEBUG] [FORECASTER] LCFY: Forecast T+1@11:T+2@11: UP (p=81.01%)
[2025-12-08T20:25:59.160197] [INFO ] [FORECASTER] Completed predict_future for LCFY
[2025-12-08T20:25:59.160317] [INFO ] [sig       ] LCFY: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:25:59.302860] [INFO ] [LOCAL     ] Saved forecast: LCFY	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/LCFY.txt
[2025-12-08T20:25:59.303001] [INFO ] [sig       ] [1911/3624] Completed LCFY in 0.3s | 2.92 sym/s | Total: 10.9m | ETA: 9.8m
[2025-12-08T20:25:59.303039] [INFO ] [sig       ] [1912/3624] Forecasting LCID...
[2025-12-08T20:25:59.303068] [INFO ] [sig       ] Generating forecast for: LCID
[2025-12-08T20:25:59.303097] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LCID' from 'https://tdm.silogroup.org/data/derivative_storage/LCID.csv'.
[2025-12-08T20:25:59.316063] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LCID'.
[2025-12-08T20:25:59.316425] [INFO ] [FORECASTER] Starting predict_future for LCID
[2025-12-08T20:25:59.317308] [DEBUG] [LOCAL     ] No optimal features file found for LCID: ./output/feature-sets/LCID.txt
[2025-12-08T20:25:59.317360] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:59.317414] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:59.317444] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:59.317503] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:59.374766] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:59.375594] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:59.375672] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:59.375705] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:59.499559] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:59.499727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:59.499764] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:59.499792] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:59.503073] [DEBUG] [FORECASTER] LCID: Forecast T+1@11:T+2@11: UP (p=55.42%)
[2025-12-08T20:25:59.503333] [INFO ] [FORECASTER] Completed predict_future for LCID
[2025-12-08T20:25:59.503451] [INFO ] [sig       ] LCID: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:25:59.644942] [INFO ] [LOCAL     ] Saved forecast: LCID	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/LCID.txt
[2025-12-08T20:25:59.645071] [INFO ] [sig       ] [1912/3624] Completed LCID in 0.3s | 2.92 sym/s | Total: 10.9m | ETA: 9.8m
[2025-12-08T20:25:59.645109] [INFO ] [sig       ] [1913/3624] Forecasting LCII...
[2025-12-08T20:25:59.645138] [INFO ] [sig       ] Generating forecast for: LCII
[2025-12-08T20:25:59.645167] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LCII' from 'https://tdm.silogroup.org/data/derivative_storage/LCII.csv'.
[2025-12-08T20:25:59.660124] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LCII'.
[2025-12-08T20:25:59.660482] [INFO ] [FORECASTER] Starting predict_future for LCII
[2025-12-08T20:25:59.661267] [DEBUG] [LOCAL     ] No optimal features file found for LCII: ./output/feature-sets/LCII.txt
[2025-12-08T20:25:59.661315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:25:59.661345] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:25:59.661371] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:25:59.661426] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:25:59.718970] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:25:59.719672] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:25:59.719777] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:25:59.719811] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:25:59.839190] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:25:59.839339] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:25:59.839379] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:25:59.839408] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:25:59.842897] [DEBUG] [FORECASTER] LCII: Forecast T+1@11:T+2@11: UP (p=58.68%)
[2025-12-08T20:25:59.843171] [INFO ] [FORECASTER] Completed predict_future for LCII
[2025-12-08T20:25:59.843291] [INFO ] [sig       ] LCII: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:25:59.987280] [INFO ] [LOCAL     ] Saved forecast: LCII	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/LCII.txt
[2025-12-08T20:25:59.987463] [INFO ] [sig       ] [1913/3624] Completed LCII in 0.3s | 2.92 sym/s | Total: 10.9m | ETA: 9.8m
[2025-12-08T20:25:59.987507] [INFO ] [sig       ] [1914/3624] Forecasting LCNB...
[2025-12-08T20:25:59.987539] [INFO ] [sig       ] Generating forecast for: LCNB
[2025-12-08T20:25:59.987568] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LCNB' from 'https://tdm.silogroup.org/data/derivative_storage/LCNB.csv'.
[2025-12-08T20:25:59.999614] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LCNB'.
[2025-12-08T20:26:00.000126] [INFO ] [FORECASTER] Starting predict_future for LCNB
[2025-12-08T20:26:00.001313] [DEBUG] [LOCAL     ] No optimal features file found for LCNB: ./output/feature-sets/LCNB.txt
[2025-12-08T20:26:00.001392] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:00.001436] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:00.001472] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:00.001554] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:00.061974] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:00.062783] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:00.062863] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:00.062894] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:00.173216] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:00.173344] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:00.173383] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:00.173423] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:00.177337] [DEBUG] [FORECASTER] LCNB: Forecast T+1@11:T+2@11: DOWN (p=27.41%)
[2025-12-08T20:26:00.177698] [INFO ] [FORECASTER] Completed predict_future for LCNB
[2025-12-08T20:26:00.177843] [INFO ] [sig       ] LCNB: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:26:00.323636] [INFO ] [LOCAL     ] Saved forecast: LCNB	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/LCNB.txt
[2025-12-08T20:26:00.323791] [INFO ] [sig       ] [1914/3624] Completed LCNB in 0.3s | 2.92 sym/s | Total: 10.9m | ETA: 9.8m
[2025-12-08T20:26:00.323838] [INFO ] [sig       ] [1915/3624] Forecasting LDI...
[2025-12-08T20:26:00.323868] [INFO ] [sig       ] Generating forecast for: LDI
[2025-12-08T20:26:00.323898] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LDI' from 'https://tdm.silogroup.org/data/derivative_storage/LDI.csv'.
[2025-12-08T20:26:00.336344] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LDI'.
[2025-12-08T20:26:00.336746] [INFO ] [FORECASTER] Starting predict_future for LDI
[2025-12-08T20:26:00.337564] [DEBUG] [LOCAL     ] No optimal features file found for LDI: ./output/feature-sets/LDI.txt
[2025-12-08T20:26:00.337636] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:00.337666] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:00.337692] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:00.337748] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:00.395001] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:00.395847] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:00.395926] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:00.395959] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:00.520319] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:00.520438] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:00.520475] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:00.520502] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:00.523782] [DEBUG] [FORECASTER] LDI: Forecast T+1@11:T+2@11: UP (p=74.33%)
[2025-12-08T20:26:00.524054] [INFO ] [FORECASTER] Completed predict_future for LDI
[2025-12-08T20:26:00.524176] [INFO ] [sig       ] LDI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:26:00.671237] [INFO ] [LOCAL     ] Saved forecast: LDI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/LDI.txt
[2025-12-08T20:26:00.671382] [INFO ] [sig       ] [1915/3624] Completed LDI in 0.3s | 2.92 sym/s | Total: 10.9m | ETA: 9.8m
[2025-12-08T20:26:00.671421] [INFO ] [sig       ] [1916/3624] Forecasting LDOS...
[2025-12-08T20:26:00.671450] [INFO ] [sig       ] Generating forecast for: LDOS
[2025-12-08T20:26:00.671478] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LDOS' from 'https://tdm.silogroup.org/data/derivative_storage/LDOS.csv'.
[2025-12-08T20:26:00.688371] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LDOS'.
[2025-12-08T20:26:00.688831] [INFO ] [FORECASTER] Starting predict_future for LDOS
[2025-12-08T20:26:00.690937] [DEBUG] [LOCAL     ] No optimal features file found for LDOS: ./output/feature-sets/LDOS.txt
[2025-12-08T20:26:00.690991] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:00.691025] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:00.691052] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:00.691113] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:00.747233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:00.748060] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:00.748148] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:00.748180] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:00.866810] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:00.866957] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:00.866995] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:00.867024] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:00.870294] [DEBUG] [FORECASTER] LDOS: Forecast T+1@11:T+2@11: UP (p=97.31%)
[2025-12-08T20:26:00.870557] [INFO ] [FORECASTER] Completed predict_future for LDOS
[2025-12-08T20:26:00.870711] [INFO ] [sig       ] LDOS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:26:01.007315] [INFO ] [LOCAL     ] Saved forecast: LDOS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/LDOS.txt
[2025-12-08T20:26:01.007499] [INFO ] [sig       ] [1916/3624] Completed LDOS in 0.3s | 2.92 sym/s | Total: 10.9m | ETA: 9.8m
[2025-12-08T20:26:01.007539] [INFO ] [sig       ] [1917/3624] Forecasting LDP...
[2025-12-08T20:26:01.007586] [INFO ] [sig       ] Generating forecast for: LDP
[2025-12-08T20:26:01.007626] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LDP' from 'https://tdm.silogroup.org/data/derivative_storage/LDP.csv'.
[2025-12-08T20:26:01.021613] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LDP'.
[2025-12-08T20:26:01.022059] [INFO ] [FORECASTER] Starting predict_future for LDP
[2025-12-08T20:26:01.022927] [DEBUG] [LOCAL     ] No optimal features file found for LDP: ./output/feature-sets/LDP.txt
[2025-12-08T20:26:01.022980] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:01.023012] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:01.023038] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:01.023094] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:01.082931] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:01.083808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:01.083891] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:01.083924] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:01.203654] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:01.203810] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:01.203857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:01.203891] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:01.207461] [DEBUG] [FORECASTER] LDP: Forecast T+1@11:T+2@11: DOWN (p=23.19%)
[2025-12-08T20:26:01.207754] [INFO ] [FORECASTER] Completed predict_future for LDP
[2025-12-08T20:26:01.207875] [INFO ] [sig       ] LDP: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:26:01.346419] [INFO ] [LOCAL     ] Saved forecast: LDP	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/LDP.txt
[2025-12-08T20:26:01.346555] [INFO ] [sig       ] [1917/3624] Completed LDP in 0.3s | 2.92 sym/s | Total: 10.9m | ETA: 9.7m
[2025-12-08T20:26:01.346613] [INFO ] [sig       ] [1918/3624] Forecasting LDSF...
[2025-12-08T20:26:01.346646] [INFO ] [sig       ] Generating forecast for: LDSF
[2025-12-08T20:26:01.346677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LDSF' from 'https://tdm.silogroup.org/data/derivative_storage/LDSF.csv'.
[2025-12-08T20:26:01.358741] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LDSF'.
[2025-12-08T20:26:01.359106] [INFO ] [FORECASTER] Starting predict_future for LDSF
[2025-12-08T20:26:01.359937] [DEBUG] [LOCAL     ] No optimal features file found for LDSF: ./output/feature-sets/LDSF.txt
[2025-12-08T20:26:01.359992] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:01.360031] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:01.360066] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:01.360135] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:01.418965] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:01.419802] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:01.419880] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:01.419913] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:01.531339] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:01.531500] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:01.531566] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:01.531620] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:01.534993] [DEBUG] [FORECASTER] LDSF: Forecast T+1@11:T+2@11: UP (p=84.83%)
[2025-12-08T20:26:01.535264] [INFO ] [FORECASTER] Completed predict_future for LDSF
[2025-12-08T20:26:01.535390] [INFO ] [sig       ] LDSF: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:26:01.678905] [INFO ] [LOCAL     ] Saved forecast: LDSF	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/LDSF.txt
[2025-12-08T20:26:01.679032] [INFO ] [sig       ] [1918/3624] Completed LDSF in 0.3s | 2.92 sym/s | Total: 11.0m | ETA: 9.7m
[2025-12-08T20:26:01.679070] [INFO ] [sig       ] [1919/3624] Forecasting LE...
[2025-12-08T20:26:01.679099] [INFO ] [sig       ] Generating forecast for: LE
[2025-12-08T20:26:01.679128] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LE' from 'https://tdm.silogroup.org/data/derivative_storage/LE.csv'.
[2025-12-08T20:26:01.691599] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LE'.
[2025-12-08T20:26:01.691945] [INFO ] [FORECASTER] Starting predict_future for LE
[2025-12-08T20:26:01.692741] [DEBUG] [LOCAL     ] No optimal features file found for LE: ./output/feature-sets/LE.txt
[2025-12-08T20:26:01.692791] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:01.692824] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:01.692852] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:01.692913] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:01.752527] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:01.753227] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:01.753309] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:01.753342] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:01.879886] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:01.880048] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:01.880085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:01.880113] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:01.883509] [DEBUG] [FORECASTER] LE: Forecast T+1@11:T+2@11: DOWN (p=14.02%)
[2025-12-08T20:26:01.883805] [INFO ] [FORECASTER] Completed predict_future for LE
[2025-12-08T20:26:01.883930] [INFO ] [sig       ] LE: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:26:02.027633] [INFO ] [LOCAL     ] Saved forecast: LE	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/LE.txt
[2025-12-08T20:26:02.027799] [INFO ] [sig       ] [1919/3624] Completed LE in 0.3s | 2.92 sym/s | Total: 11.0m | ETA: 9.7m
[2025-12-08T20:26:02.027840] [INFO ] [sig       ] [1920/3624] Forecasting LEA...
[2025-12-08T20:26:02.027871] [INFO ] [sig       ] Generating forecast for: LEA
[2025-12-08T20:26:02.027903] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEA' from 'https://tdm.silogroup.org/data/derivative_storage/LEA.csv'.
[2025-12-08T20:26:02.040276] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEA'.
[2025-12-08T20:26:02.040689] [INFO ] [FORECASTER] Starting predict_future for LEA
[2025-12-08T20:26:02.041486] [DEBUG] [LOCAL     ] No optimal features file found for LEA: ./output/feature-sets/LEA.txt
[2025-12-08T20:26:02.041538] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:02.041616] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:02.041653] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:02.041727] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:02.100751] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:02.101667] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:02.101777] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:02.101810] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:02.219926] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:02.220079] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:02.220117] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:02.220144] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:02.223410] [DEBUG] [FORECASTER] LEA: Forecast T+1@11:T+2@11: UP (p=70.48%)
[2025-12-08T20:26:02.223764] [INFO ] [FORECASTER] Completed predict_future for LEA
[2025-12-08T20:26:02.223894] [INFO ] [sig       ] LEA: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:26:02.368876] [INFO ] [LOCAL     ] Saved forecast: LEA	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/LEA.txt
[2025-12-08T20:26:02.369034] [INFO ] [sig       ] [1920/3624] Completed LEA in 0.3s | 2.92 sym/s | Total: 11.0m | ETA: 9.7m
[2025-12-08T20:26:02.369076] [INFO ] [sig       ] [1921/3624] Forecasting LECO...
[2025-12-08T20:26:02.369106] [INFO ] [sig       ] Generating forecast for: LECO
[2025-12-08T20:26:02.369138] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LECO' from 'https://tdm.silogroup.org/data/derivative_storage/LECO.csv'.
[2025-12-08T20:26:02.381851] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LECO'.
[2025-12-08T20:26:02.382228] [INFO ] [FORECASTER] Starting predict_future for LECO
[2025-12-08T20:26:02.383080] [DEBUG] [LOCAL     ] No optimal features file found for LECO: ./output/feature-sets/LECO.txt
[2025-12-08T20:26:02.383132] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:02.383164] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:02.383191] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:02.383248] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:02.443970] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:02.444829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:02.444911] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:02.444944] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:02.563801] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:02.563950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:02.563990] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:02.564018] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:02.567327] [DEBUG] [FORECASTER] LECO: Forecast T+1@11:T+2@11: DOWN (p=7.54%)
[2025-12-08T20:26:02.567644] [INFO ] [FORECASTER] Completed predict_future for LECO
[2025-12-08T20:26:02.567765] [INFO ] [sig       ] LECO: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:26:02.711477] [INFO ] [LOCAL     ] Saved forecast: LECO	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/LECO.txt
[2025-12-08T20:26:02.711610] [INFO ] [sig       ] [1921/3624] Completed LECO in 0.3s | 2.92 sym/s | Total: 11.0m | ETA: 9.7m
[2025-12-08T20:26:02.711651] [INFO ] [sig       ] [1922/3624] Forecasting LEG...
[2025-12-08T20:26:02.711680] [INFO ] [sig       ] Generating forecast for: LEG
[2025-12-08T20:26:02.711710] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEG' from 'https://tdm.silogroup.org/data/derivative_storage/LEG.csv'.
[2025-12-08T20:26:02.724449] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEG'.
[2025-12-08T20:26:02.724844] [INFO ] [FORECASTER] Starting predict_future for LEG
[2025-12-08T20:26:02.725642] [DEBUG] [LOCAL     ] No optimal features file found for LEG: ./output/feature-sets/LEG.txt
[2025-12-08T20:26:02.725692] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:02.725734] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:02.725761] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:02.725816] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:02.783479] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:02.784308] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:02.784799] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:02.784840] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:02.903220] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:02.903361] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:02.903401] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:02.903429] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:02.906891] [DEBUG] [FORECASTER] LEG: Forecast T+1@11:T+2@11: DOWN (p=2.41%)
[2025-12-08T20:26:02.907165] [INFO ] [FORECASTER] Completed predict_future for LEG
[2025-12-08T20:26:02.907288] [INFO ] [sig       ] LEG: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:26:03.049835] [INFO ] [LOCAL     ] Saved forecast: LEG	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/LEG.txt
[2025-12-08T20:26:03.049945] [INFO ] [sig       ] [1922/3624] Completed LEG in 0.3s | 2.92 sym/s | Total: 11.0m | ETA: 9.7m
[2025-12-08T20:26:03.049982] [INFO ] [sig       ] [1923/3624] Forecasting LEGH...
[2025-12-08T20:26:03.050010] [INFO ] [sig       ] Generating forecast for: LEGH
[2025-12-08T20:26:03.050041] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEGH' from 'https://tdm.silogroup.org/data/derivative_storage/LEGH.csv'.
[2025-12-08T20:26:03.064869] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEGH'.
[2025-12-08T20:26:03.065478] [INFO ] [FORECASTER] Starting predict_future for LEGH
[2025-12-08T20:26:03.066489] [DEBUG] [LOCAL     ] No optimal features file found for LEGH: ./output/feature-sets/LEGH.txt
[2025-12-08T20:26:03.066545] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:03.066604] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:03.066688] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:03.066753] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:03.125733] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:03.126977] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:03.127077] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:03.127112] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:03.248267] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:03.248516] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:03.248559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:03.248645] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:03.252469] [DEBUG] [FORECASTER] LEGH: Forecast T+1@11:T+2@11: DOWN (p=12.39%)
[2025-12-08T20:26:03.252793] [INFO ] [FORECASTER] Completed predict_future for LEGH
[2025-12-08T20:26:03.252936] [INFO ] [sig       ] LEGH: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:26:03.398275] [INFO ] [LOCAL     ] Saved forecast: LEGH	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/LEGH.txt
[2025-12-08T20:26:03.398491] [INFO ] [sig       ] [1923/3624] Completed LEGH in 0.3s | 2.92 sym/s | Total: 11.0m | ETA: 9.7m
[2025-12-08T20:26:03.398536] [INFO ] [sig       ] [1924/3624] Forecasting LEGN...
[2025-12-08T20:26:03.398567] [INFO ] [sig       ] Generating forecast for: LEGN
[2025-12-08T20:26:03.398622] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEGN' from 'https://tdm.silogroup.org/data/derivative_storage/LEGN.csv'.
[2025-12-08T20:26:03.413100] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEGN'.
[2025-12-08T20:26:03.413616] [INFO ] [FORECASTER] Starting predict_future for LEGN
[2025-12-08T20:26:03.414499] [DEBUG] [LOCAL     ] No optimal features file found for LEGN: ./output/feature-sets/LEGN.txt
[2025-12-08T20:26:03.414554] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:03.414611] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:03.414641] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:03.414699] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:03.471773] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:03.472820] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:03.472910] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:03.472943] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:03.596342] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:03.596586] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:03.596633] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:03.596662] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:03.600563] [DEBUG] [FORECASTER] LEGN: Forecast T+1@11:T+2@11: DOWN (p=5.00%)
[2025-12-08T20:26:03.600889] [INFO ] [FORECASTER] Completed predict_future for LEGN
[2025-12-08T20:26:03.601037] [INFO ] [sig       ] LEGN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:26:03.744916] [INFO ] [LOCAL     ] Saved forecast: LEGN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/LEGN.txt
[2025-12-08T20:26:03.745121] [INFO ] [sig       ] [1924/3624] Completed LEGN in 0.3s | 2.92 sym/s | Total: 11.0m | ETA: 9.7m
[2025-12-08T20:26:03.745164] [INFO ] [sig       ] [1925/3624] Forecasting LEN...
[2025-12-08T20:26:03.745198] [INFO ] [sig       ] Generating forecast for: LEN
[2025-12-08T20:26:03.745240] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEN' from 'https://tdm.silogroup.org/data/derivative_storage/LEN.csv'.
[2025-12-08T20:26:03.760082] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEN'.
[2025-12-08T20:26:03.760639] [INFO ] [FORECASTER] Starting predict_future for LEN
[2025-12-08T20:26:03.761595] [DEBUG] [LOCAL     ] No optimal features file found for LEN: ./output/feature-sets/LEN.txt
[2025-12-08T20:26:03.761648] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:03.761680] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:03.761705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:03.761776] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:03.820157] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:03.821288] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:03.821379] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:03.821410] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:03.944791] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:03.945022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:03.945066] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:03.945096] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:03.948977] [DEBUG] [FORECASTER] LEN: Forecast T+1@11:T+2@11: UP (p=98.85%)
[2025-12-08T20:26:03.949298] [INFO ] [FORECASTER] Completed predict_future for LEN
[2025-12-08T20:26:03.949435] [INFO ] [sig       ] LEN: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:26:04.091334] [INFO ] [LOCAL     ] Saved forecast: LEN	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/LEN.txt
[2025-12-08T20:26:04.091535] [INFO ] [sig       ] [1925/3624] Completed LEN in 0.3s | 2.92 sym/s | Total: 11.0m | ETA: 9.7m
[2025-12-08T20:26:04.091599] [INFO ] [sig       ] [1926/3624] Forecasting LENZ...
[2025-12-08T20:26:04.091640] [INFO ] [sig       ] Generating forecast for: LENZ
[2025-12-08T20:26:04.091672] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LENZ' from 'https://tdm.silogroup.org/data/derivative_storage/LENZ.csv'.
[2025-12-08T20:26:04.105860] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LENZ'.
[2025-12-08T20:26:04.106501] [INFO ] [FORECASTER] Starting predict_future for LENZ
[2025-12-08T20:26:04.107464] [DEBUG] [LOCAL     ] No optimal features file found for LENZ: ./output/feature-sets/LENZ.txt
[2025-12-08T20:26:04.107515] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:04.107547] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:04.107605] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:04.107681] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:04.171908] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:04.173276] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:04.173393] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:04.173436] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:04.310899] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:04.311189] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:04.311254] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:04.311293] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:04.315396] [DEBUG] [FORECASTER] LENZ: Forecast T+1@11:T+2@11: UP (p=98.25%)
[2025-12-08T20:26:04.315748] [INFO ] [FORECASTER] Completed predict_future for LENZ
[2025-12-08T20:26:04.315891] [INFO ] [sig       ] LENZ: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:26:04.472897] [INFO ] [LOCAL     ] Saved forecast: LENZ	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/LENZ.txt
[2025-12-08T20:26:04.473124] [INFO ] [sig       ] [1926/3624] Completed LENZ in 0.4s | 2.92 sym/s | Total: 11.0m | ETA: 9.7m
[2025-12-08T20:26:04.473167] [INFO ] [sig       ] [1927/3624] Forecasting LEO...
[2025-12-08T20:26:04.473196] [INFO ] [sig       ] Generating forecast for: LEO
[2025-12-08T20:26:04.473230] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEO' from 'https://tdm.silogroup.org/data/derivative_storage/LEO.csv'.
[2025-12-08T20:26:04.487519] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEO'.
[2025-12-08T20:26:04.488122] [INFO ] [FORECASTER] Starting predict_future for LEO
[2025-12-08T20:26:04.489110] [DEBUG] [LOCAL     ] No optimal features file found for LEO: ./output/feature-sets/LEO.txt
[2025-12-08T20:26:04.489162] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:04.489195] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:04.489222] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:04.489278] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:04.548317] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:04.549441] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:04.549532] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:04.549565] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:04.671013] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:04.671244] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:04.671290] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:04.671319] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:04.675304] [DEBUG] [FORECASTER] LEO: Forecast T+1@11:T+2@11: UP (p=70.71%)
[2025-12-08T20:26:04.675695] [INFO ] [FORECASTER] Completed predict_future for LEO
[2025-12-08T20:26:04.675876] [INFO ] [sig       ] LEO: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:26:04.819596] [INFO ] [LOCAL     ] Saved forecast: LEO	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/LEO.txt
[2025-12-08T20:26:04.819790] [INFO ] [sig       ] [1927/3624] Completed LEO in 0.3s | 2.92 sym/s | Total: 11.0m | ETA: 9.7m
[2025-12-08T20:26:04.819833] [INFO ] [sig       ] [1928/3624] Forecasting LESL...
[2025-12-08T20:26:04.819864] [INFO ] [sig       ] Generating forecast for: LESL
[2025-12-08T20:26:04.819893] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LESL' from 'https://tdm.silogroup.org/data/derivative_storage/LESL.csv'.
[2025-12-08T20:26:04.833248] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LESL'.
[2025-12-08T20:26:04.833672] [INFO ] [FORECASTER] Starting predict_future for LESL
[2025-12-08T20:26:04.834474] [DEBUG] [LOCAL     ] No optimal features file found for LESL: ./output/feature-sets/LESL.txt
[2025-12-08T20:26:04.834525] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:04.834555] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:04.834608] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:04.834665] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:04.891019] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:04.891896] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:04.891977] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:04.892011] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:05.014247] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:05.014407] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:05.014445] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:05.014473] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:05.017845] [DEBUG] [FORECASTER] LESL: Forecast T+1@11:T+2@11: DOWN (p=16.39%)
[2025-12-08T20:26:05.018105] [INFO ] [FORECASTER] Completed predict_future for LESL
[2025-12-08T20:26:05.018225] [INFO ] [sig       ] LESL: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:26:05.156950] [INFO ] [LOCAL     ] Saved forecast: LESL	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/LESL.txt
[2025-12-08T20:26:05.157108] [INFO ] [sig       ] [1928/3624] Completed LESL in 0.3s | 2.92 sym/s | Total: 11.0m | ETA: 9.7m
[2025-12-08T20:26:05.157145] [INFO ] [sig       ] [1929/3624] Forecasting LEVI...
[2025-12-08T20:26:05.157174] [INFO ] [sig       ] Generating forecast for: LEVI
[2025-12-08T20:26:05.157204] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEVI' from 'https://tdm.silogroup.org/data/derivative_storage/LEVI.csv'.
[2025-12-08T20:26:05.169096] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEVI'.
[2025-12-08T20:26:05.169461] [INFO ] [FORECASTER] Starting predict_future for LEVI
[2025-12-08T20:26:05.170266] [DEBUG] [LOCAL     ] No optimal features file found for LEVI: ./output/feature-sets/LEVI.txt
[2025-12-08T20:26:05.170317] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:05.170350] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:05.170377] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:05.170435] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:05.227123] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:05.227796] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:05.227873] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:05.227913] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:05.349510] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:05.349678] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:05.349716] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:05.349758] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:05.353066] [DEBUG] [FORECASTER] LEVI: Forecast T+1@11:T+2@11: DOWN (p=23.23%)
[2025-12-08T20:26:05.353376] [INFO ] [FORECASTER] Completed predict_future for LEVI
[2025-12-08T20:26:05.353519] [INFO ] [sig       ] LEVI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:26:05.491041] [INFO ] [LOCAL     ] Saved forecast: LEVI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/LEVI.txt
[2025-12-08T20:26:05.491164] [INFO ] [sig       ] [1929/3624] Completed LEVI in 0.3s | 2.92 sym/s | Total: 11.0m | ETA: 9.7m
[2025-12-08T20:26:05.491202] [INFO ] [sig       ] [1930/3624] Forecasting LFMD...
[2025-12-08T20:26:05.491230] [INFO ] [sig       ] Generating forecast for: LFMD
[2025-12-08T20:26:05.491257] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LFMD' from 'https://tdm.silogroup.org/data/derivative_storage/LFMD.csv'.
[2025-12-08T20:26:05.503261] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LFMD'.
[2025-12-08T20:26:05.503610] [INFO ] [FORECASTER] Starting predict_future for LFMD
[2025-12-08T20:26:05.504369] [DEBUG] [LOCAL     ] No optimal features file found for LFMD: ./output/feature-sets/LFMD.txt
[2025-12-08T20:26:05.504418] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:05.504449] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:05.504477] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:05.504532] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:05.559729] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:05.560321] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:05.560419] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:05.560451] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:05.684307] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:05.684476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:05.684516] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:05.684546] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:05.688001] [DEBUG] [FORECASTER] LFMD: Forecast T+1@11:T+2@11: DOWN (p=9.02%)
[2025-12-08T20:26:05.688271] [INFO ] [FORECASTER] Completed predict_future for LFMD
[2025-12-08T20:26:05.688394] [INFO ] [sig       ] LFMD: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:26:05.824741] [INFO ] [LOCAL     ] Saved forecast: LFMD	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/LFMD.txt
[2025-12-08T20:26:05.824856] [INFO ] [sig       ] [1930/3624] Completed LFMD in 0.3s | 2.92 sym/s | Total: 11.0m | ETA: 9.7m
[2025-12-08T20:26:05.824894] [INFO ] [sig       ] [1931/3624] Forecasting LFUS...
[2025-12-08T20:26:05.824923] [INFO ] [sig       ] Generating forecast for: LFUS
[2025-12-08T20:26:05.824955] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LFUS' from 'https://tdm.silogroup.org/data/derivative_storage/LFUS.csv'.
[2025-12-08T20:26:05.836879] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LFUS'.
[2025-12-08T20:26:05.837235] [INFO ] [FORECASTER] Starting predict_future for LFUS
[2025-12-08T20:26:05.838074] [DEBUG] [LOCAL     ] No optimal features file found for LFUS: ./output/feature-sets/LFUS.txt
[2025-12-08T20:26:05.838124] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:05.838156] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:05.838187] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:05.838260] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:05.895151] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:05.895817] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:05.895897] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:05.895940] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:06.014588] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:06.014743] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:06.014781] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:06.014808] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:06.018076] [DEBUG] [FORECASTER] LFUS: Forecast T+1@11:T+2@11: DOWN (p=9.51%)
[2025-12-08T20:26:06.018334] [INFO ] [FORECASTER] Completed predict_future for LFUS
[2025-12-08T20:26:06.018453] [INFO ] [sig       ] LFUS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:26:06.154860] [INFO ] [LOCAL     ] Saved forecast: LFUS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/LFUS.txt
[2025-12-08T20:26:06.154987] [INFO ] [sig       ] [1931/3624] Completed LFUS in 0.3s | 2.92 sym/s | Total: 11.0m | ETA: 9.7m
[2025-12-08T20:26:06.155026] [INFO ] [sig       ] [1932/3624] Forecasting LFVN...
[2025-12-08T20:26:06.155055] [INFO ] [sig       ] Generating forecast for: LFVN
[2025-12-08T20:26:06.155083] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LFVN' from 'https://tdm.silogroup.org/data/derivative_storage/LFVN.csv'.
[2025-12-08T20:26:06.167364] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LFVN'.
[2025-12-08T20:26:06.167804] [INFO ] [FORECASTER] Starting predict_future for LFVN
[2025-12-08T20:26:06.168617] [DEBUG] [LOCAL     ] No optimal features file found for LFVN: ./output/feature-sets/LFVN.txt
[2025-12-08T20:26:06.168669] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:06.168701] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:06.168729] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:06.168786] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:06.228570] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:06.229399] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:06.229500] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:06.229541] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:06.351864] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:06.352018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:06.352057] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:06.352086] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:06.355610] [DEBUG] [FORECASTER] LFVN: Forecast T+1@11:T+2@11: UP (p=61.69%)
[2025-12-08T20:26:06.355880] [INFO ] [FORECASTER] Completed predict_future for LFVN
[2025-12-08T20:26:06.356002] [INFO ] [sig       ] LFVN: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:26:06.498727] [INFO ] [LOCAL     ] Saved forecast: LFVN	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/LFVN.txt
[2025-12-08T20:26:06.498858] [INFO ] [sig       ] [1932/3624] Completed LFVN in 0.3s | 2.92 sym/s | Total: 11.0m | ETA: 9.7m
[2025-12-08T20:26:06.498911] [INFO ] [sig       ] [1933/3624] Forecasting LGCL...
[2025-12-08T20:26:06.498961] [INFO ] [sig       ] Generating forecast for: LGCL
[2025-12-08T20:26:06.498997] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LGCL' from 'https://tdm.silogroup.org/data/derivative_storage/LGCL.csv'.
[2025-12-08T20:26:06.511567] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LGCL'.
[2025-12-08T20:26:06.511965] [INFO ] [FORECASTER] Starting predict_future for LGCL
[2025-12-08T20:26:06.512848] [DEBUG] [LOCAL     ] No optimal features file found for LGCL: ./output/feature-sets/LGCL.txt
[2025-12-08T20:26:06.512899] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:06.512931] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:06.512968] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:06.513025] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:06.571681] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:06.572365] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:06.572442] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:06.572475] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:06.688104] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:06.688254] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:06.688294] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:06.688322] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:06.691676] [DEBUG] [FORECASTER] LGCL: Forecast T+1@11:T+2@11: DOWN (p=16.44%)
[2025-12-08T20:26:06.691949] [INFO ] [FORECASTER] Completed predict_future for LGCL
[2025-12-08T20:26:06.692071] [INFO ] [sig       ] LGCL: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:26:06.837851] [INFO ] [LOCAL     ] Saved forecast: LGCL	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/LGCL.txt
[2025-12-08T20:26:06.838007] [INFO ] [sig       ] [1933/3624] Completed LGCL in 0.3s | 2.92 sym/s | Total: 11.0m | ETA: 9.7m
[2025-12-08T20:26:06.838048] [INFO ] [sig       ] [1934/3624] Forecasting LGI...
[2025-12-08T20:26:06.838077] [INFO ] [sig       ] Generating forecast for: LGI
[2025-12-08T20:26:06.838108] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LGI' from 'https://tdm.silogroup.org/data/derivative_storage/LGI.csv'.
[2025-12-08T20:26:06.850953] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LGI'.
[2025-12-08T20:26:06.851310] [INFO ] [FORECASTER] Starting predict_future for LGI
[2025-12-08T20:26:06.852115] [DEBUG] [LOCAL     ] No optimal features file found for LGI: ./output/feature-sets/LGI.txt
[2025-12-08T20:26:06.852165] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:06.852196] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:06.852222] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:06.852277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:06.913751] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:06.914498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:06.914599] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:06.914647] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:07.040526] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:07.040691] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:07.040731] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:07.040759] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:07.044063] [DEBUG] [FORECASTER] LGI: Forecast T+1@11:T+2@11: UP (p=63.86%)
[2025-12-08T20:26:07.044330] [INFO ] [FORECASTER] Completed predict_future for LGI
[2025-12-08T20:26:07.044449] [INFO ] [sig       ] LGI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:26:07.192248] [INFO ] [LOCAL     ] Saved forecast: LGI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/LGI.txt
[2025-12-08T20:26:07.192380] [INFO ] [sig       ] [1934/3624] Completed LGI in 0.4s | 2.92 sym/s | Total: 11.0m | ETA: 9.7m
[2025-12-08T20:26:07.192419] [INFO ] [sig       ] [1935/3624] Forecasting LGIH...
[2025-12-08T20:26:07.192447] [INFO ] [sig       ] Generating forecast for: LGIH
[2025-12-08T20:26:07.192476] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LGIH' from 'https://tdm.silogroup.org/data/derivative_storage/LGIH.csv'.
[2025-12-08T20:26:07.204555] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LGIH'.
[2025-12-08T20:26:07.204944] [INFO ] [FORECASTER] Starting predict_future for LGIH
[2025-12-08T20:26:07.205777] [DEBUG] [LOCAL     ] No optimal features file found for LGIH: ./output/feature-sets/LGIH.txt
[2025-12-08T20:26:07.205827] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:07.205858] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:07.205886] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:07.205942] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:07.265746] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:07.266459] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:07.266537] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:07.266570] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:07.385788] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:07.385943] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:07.385981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:07.386009] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:07.389641] [DEBUG] [FORECASTER] LGIH: Forecast T+1@11:T+2@11: DOWN (p=44.54%)
[2025-12-08T20:26:07.389913] [INFO ] [FORECASTER] Completed predict_future for LGIH
[2025-12-08T20:26:07.390033] [INFO ] [sig       ] LGIH: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:26:07.527195] [INFO ] [LOCAL     ] Saved forecast: LGIH	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/LGIH.txt
[2025-12-08T20:26:07.527325] [INFO ] [sig       ] [1935/3624] Completed LGIH in 0.3s | 2.92 sym/s | Total: 11.1m | ETA: 9.6m
[2025-12-08T20:26:07.527363] [INFO ] [sig       ] [1936/3624] Forecasting LGND...
[2025-12-08T20:26:07.527408] [INFO ] [sig       ] Generating forecast for: LGND
[2025-12-08T20:26:07.527440] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LGND' from 'https://tdm.silogroup.org/data/derivative_storage/LGND.csv'.
[2025-12-08T20:26:07.540081] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LGND'.
[2025-12-08T20:26:07.540433] [INFO ] [FORECASTER] Starting predict_future for LGND
[2025-12-08T20:26:07.541217] [DEBUG] [LOCAL     ] No optimal features file found for LGND: ./output/feature-sets/LGND.txt
[2025-12-08T20:26:07.541266] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:07.541296] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:07.541322] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:07.541377] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:07.599071] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:07.599814] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:07.599906] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:07.599945] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:07.726630] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:07.726796] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:07.726838] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:07.726868] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:07.730553] [DEBUG] [FORECASTER] LGND: Forecast T+1@11:T+2@11: UP (p=61.36%)
[2025-12-08T20:26:07.730881] [INFO ] [FORECASTER] Completed predict_future for LGND
[2025-12-08T20:26:07.731030] [INFO ] [sig       ] LGND: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:26:07.879307] [INFO ] [LOCAL     ] Saved forecast: LGND	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/LGND.txt
[2025-12-08T20:26:07.879438] [INFO ] [sig       ] [1936/3624] Completed LGND in 0.4s | 2.92 sym/s | Total: 11.1m | ETA: 9.6m
[2025-12-08T20:26:07.879476] [INFO ] [sig       ] [1937/3624] Forecasting LH...
[2025-12-08T20:26:07.879505] [INFO ] [sig       ] Generating forecast for: LH
[2025-12-08T20:26:07.879545] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LH' from 'https://tdm.silogroup.org/data/derivative_storage/LH.csv'.
[2025-12-08T20:26:07.892375] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LH'.
[2025-12-08T20:26:07.892757] [INFO ] [FORECASTER] Starting predict_future for LH
[2025-12-08T20:26:07.893627] [DEBUG] [LOCAL     ] No optimal features file found for LH: ./output/feature-sets/LH.txt
[2025-12-08T20:26:07.893689] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:07.893749] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:07.893782] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:07.893855] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:07.954014] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:07.954784] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:07.954862] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:07.954893] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:08.077966] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:08.078129] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:08.078184] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:08.078223] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:08.081824] [DEBUG] [FORECASTER] LH: Forecast T+1@11:T+2@11: UP (p=97.49%)
[2025-12-08T20:26:08.082099] [INFO ] [FORECASTER] Completed predict_future for LH
[2025-12-08T20:26:08.082223] [INFO ] [sig       ] LH: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:26:08.232752] [INFO ] [LOCAL     ] Saved forecast: LH	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/LH.txt
[2025-12-08T20:26:08.232898] [INFO ] [sig       ] [1937/3624] Completed LH in 0.4s | 2.92 sym/s | Total: 11.1m | ETA: 9.6m
[2025-12-08T20:26:08.232940] [INFO ] [sig       ] [1938/3624] Forecasting LHX...
[2025-12-08T20:26:08.232972] [INFO ] [sig       ] Generating forecast for: LHX
[2025-12-08T20:26:08.233005] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LHX' from 'https://tdm.silogroup.org/data/derivative_storage/LHX.csv'.
[2025-12-08T20:26:08.246433] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LHX'.
[2025-12-08T20:26:08.246829] [INFO ] [FORECASTER] Starting predict_future for LHX
[2025-12-08T20:26:08.247676] [DEBUG] [LOCAL     ] No optimal features file found for LHX: ./output/feature-sets/LHX.txt
[2025-12-08T20:26:08.247727] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:08.247758] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:08.247784] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:08.247853] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:08.310221] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:08.310983] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:08.311062] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:08.311095] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:08.439544] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:08.439709] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:08.439749] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:08.439777] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:08.443415] [DEBUG] [FORECASTER] LHX: Forecast T+1@11:T+2@11: UP (p=89.07%)
[2025-12-08T20:26:08.443727] [INFO ] [FORECASTER] Completed predict_future for LHX
[2025-12-08T20:26:08.443852] [INFO ] [sig       ] LHX: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:26:08.591679] [INFO ] [LOCAL     ] Saved forecast: LHX	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/LHX.txt
[2025-12-08T20:26:08.591820] [INFO ] [sig       ] [1938/3624] Completed LHX in 0.4s | 2.92 sym/s | Total: 11.1m | ETA: 9.6m
[2025-12-08T20:26:08.591861] [INFO ] [sig       ] [1939/3624] Forecasting LI...
[2025-12-08T20:26:08.591890] [INFO ] [sig       ] Generating forecast for: LI
[2025-12-08T20:26:08.591919] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LI' from 'https://tdm.silogroup.org/data/derivative_storage/LI.csv'.
[2025-12-08T20:26:08.605119] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LI'.
[2025-12-08T20:26:08.605557] [INFO ] [FORECASTER] Starting predict_future for LI
[2025-12-08T20:26:08.606408] [DEBUG] [LOCAL     ] No optimal features file found for LI: ./output/feature-sets/LI.txt
[2025-12-08T20:26:08.606459] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:08.606492] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:08.606519] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:08.606592] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:08.667656] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:08.668546] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:08.668663] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:08.668714] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:08.796922] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:08.797077] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:08.797116] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:08.797146] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:08.800671] [DEBUG] [FORECASTER] LI: Forecast T+1@11:T+2@11: UP (p=89.42%)
[2025-12-08T20:26:08.800951] [INFO ] [FORECASTER] Completed predict_future for LI
[2025-12-08T20:26:08.801099] [INFO ] [sig       ] LI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:26:08.952978] [INFO ] [LOCAL     ] Saved forecast: LI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/LI.txt
[2025-12-08T20:26:08.953159] [INFO ] [sig       ] [1939/3624] Completed LI in 0.4s | 2.92 sym/s | Total: 11.1m | ETA: 9.6m
[2025-12-08T20:26:08.953210] [INFO ] [sig       ] [1940/3624] Forecasting LICN...
[2025-12-08T20:26:08.953241] [INFO ] [sig       ] Generating forecast for: LICN
[2025-12-08T20:26:08.953271] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LICN' from 'https://tdm.silogroup.org/data/derivative_storage/LICN.csv'.
[2025-12-08T20:26:08.965064] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LICN'.
[2025-12-08T20:26:08.965472] [INFO ] [FORECASTER] Starting predict_future for LICN
[2025-12-08T20:26:08.966598] [DEBUG] [LOCAL     ] No optimal features file found for LICN: ./output/feature-sets/LICN.txt
[2025-12-08T20:26:08.966656] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:08.966698] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:08.966731] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:08.966810] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:09.028104] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:09.029000] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:09.029082] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:09.029115] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:09.149951] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:09.150116] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-08T20:26:09.150159] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:09.150187] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:09.153749] [DEBUG] [FORECASTER] LICN: Forecast T+1@11:T+2@11: DOWN (p=36.51%)
[2025-12-08T20:26:09.154048] [INFO ] [FORECASTER] Completed predict_future for LICN
[2025-12-08T20:26:09.154173] [INFO ] [sig       ] LICN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:26:09.292278] [INFO ] [LOCAL     ] Saved forecast: LICN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/LICN.txt
[2025-12-08T20:26:09.292410] [INFO ] [sig       ] [1940/3624] Completed LICN in 0.3s | 2.92 sym/s | Total: 11.1m | ETA: 9.6m
[2025-12-08T20:26:09.292448] [INFO ] [sig       ] [1941/3624] Forecasting LIF...
[2025-12-08T20:26:09.292475] [INFO ] [sig       ] Generating forecast for: LIF
[2025-12-08T20:26:09.292503] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LIF' from 'https://tdm.silogroup.org/data/derivative_storage/LIF.csv'.
[2025-12-08T20:26:09.304405] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LIF'.
[2025-12-08T20:26:09.304791] [INFO ] [FORECASTER] Starting predict_future for LIF
[2025-12-08T20:26:09.305550] [DEBUG] [LOCAL     ] No optimal features file found for LIF: ./output/feature-sets/LIF.txt
[2025-12-08T20:26:09.305618] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:09.305649] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:09.305675] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:09.305729] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:09.360469] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:09.361179] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:09.361254] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:09.361285] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:09.481205] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:09.481360] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:09.481398] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:09.481425] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:09.484834] [DEBUG] [FORECASTER] LIF: Forecast T+1@11:T+2@11: UP (p=67.75%)
[2025-12-08T20:26:09.485097] [INFO ] [FORECASTER] Completed predict_future for LIF
[2025-12-08T20:26:09.485221] [INFO ] [sig       ] LIF: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:26:09.625900] [INFO ] [LOCAL     ] Saved forecast: LIF	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/LIF.txt
[2025-12-08T20:26:09.626038] [INFO ] [sig       ] [1941/3624] Completed LIF in 0.3s | 2.92 sym/s | Total: 11.1m | ETA: 9.6m
[2025-12-08T20:26:09.626083] [INFO ] [sig       ] [1942/3624] Forecasting LII...
[2025-12-08T20:26:09.626119] [INFO ] [sig       ] Generating forecast for: LII
[2025-12-08T20:26:09.626151] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LII' from 'https://tdm.silogroup.org/data/derivative_storage/LII.csv'.
[2025-12-08T20:26:09.638750] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LII'.
[2025-12-08T20:26:09.639150] [INFO ] [FORECASTER] Starting predict_future for LII
[2025-12-08T20:26:09.640012] [DEBUG] [LOCAL     ] No optimal features file found for LII: ./output/feature-sets/LII.txt
[2025-12-08T20:26:09.640064] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:09.640097] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:09.640135] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:09.640199] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:09.701732] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:09.702410] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:09.702487] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:09.702519] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:09.827664] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:09.827813] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:09.827869] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:09.827899] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:09.831437] [DEBUG] [FORECASTER] LII: Forecast T+1@11:T+2@11: DOWN (p=48.72%)
[2025-12-08T20:26:09.831729] [INFO ] [FORECASTER] Completed predict_future for LII
[2025-12-08T20:26:09.831857] [INFO ] [sig       ] LII: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:26:09.979115] [INFO ] [LOCAL     ] Saved forecast: LII	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/LII.txt
[2025-12-08T20:26:09.979255] [INFO ] [sig       ] [1942/3624] Completed LII in 0.4s | 2.92 sym/s | Total: 11.1m | ETA: 9.6m
[2025-12-08T20:26:09.979295] [INFO ] [sig       ] [1943/3624] Forecasting LILA...
[2025-12-08T20:26:09.979326] [INFO ] [sig       ] Generating forecast for: LILA
[2025-12-08T20:26:09.979357] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LILA' from 'https://tdm.silogroup.org/data/derivative_storage/LILA.csv'.
[2025-12-08T20:26:09.991896] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LILA'.
[2025-12-08T20:26:09.992282] [INFO ] [FORECASTER] Starting predict_future for LILA
[2025-12-08T20:26:09.993085] [DEBUG] [LOCAL     ] No optimal features file found for LILA: ./output/feature-sets/LILA.txt
[2025-12-08T20:26:09.993134] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:09.993164] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:09.993189] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:09.993242] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:10.049285] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:10.050182] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:10.050265] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:10.050298] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:10.167713] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:10.167878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:10.167915] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:10.167943] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:10.171216] [DEBUG] [FORECASTER] LILA: Forecast T+1@11:T+2@11: DOWN (p=37.38%)
[2025-12-08T20:26:10.171479] [INFO ] [FORECASTER] Completed predict_future for LILA
[2025-12-08T20:26:10.171617] [INFO ] [sig       ] LILA: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:26:10.308247] [INFO ] [LOCAL     ] Saved forecast: LILA	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/LILA.txt
[2025-12-08T20:26:10.308374] [INFO ] [sig       ] [1943/3624] Completed LILA in 0.3s | 2.92 sym/s | Total: 11.1m | ETA: 9.6m
[2025-12-08T20:26:10.308414] [INFO ] [sig       ] [1944/3624] Forecasting LILAK...
[2025-12-08T20:26:10.308443] [INFO ] [sig       ] Generating forecast for: LILAK
[2025-12-08T20:26:10.308471] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LILAK' from 'https://tdm.silogroup.org/data/derivative_storage/LILAK.csv'.
[2025-12-08T20:26:10.319738] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LILAK'.
[2025-12-08T20:26:10.320081] [INFO ] [FORECASTER] Starting predict_future for LILAK
[2025-12-08T20:26:10.320856] [DEBUG] [LOCAL     ] No optimal features file found for LILAK: ./output/feature-sets/LILAK.txt
[2025-12-08T20:26:10.320905] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:10.320936] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:10.320963] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:10.321018] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:10.377183] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:10.378056] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:10.378133] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:10.378164] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:10.500067] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:10.500227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:10.500265] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:10.500292] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:10.503558] [DEBUG] [FORECASTER] LILAK: Forecast T+1@11:T+2@11: UP (p=59.31%)
[2025-12-08T20:26:10.503832] [INFO ] [FORECASTER] Completed predict_future for LILAK
[2025-12-08T20:26:10.503951] [INFO ] [sig       ] LILAK: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:26:10.640533] [INFO ] [LOCAL     ] Saved forecast: LILAK	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/LILAK.txt
[2025-12-08T20:26:10.640680] [INFO ] [sig       ] [1944/3624] Completed LILAK in 0.3s | 2.92 sym/s | Total: 11.1m | ETA: 9.6m
[2025-12-08T20:26:10.640719] [INFO ] [sig       ] [1945/3624] Forecasting LIN...
[2025-12-08T20:26:10.640748] [INFO ] [sig       ] Generating forecast for: LIN
[2025-12-08T20:26:10.640778] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LIN' from 'https://tdm.silogroup.org/data/derivative_storage/LIN.csv'.
[2025-12-08T20:26:10.652722] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LIN'.
[2025-12-08T20:26:10.653083] [INFO ] [FORECASTER] Starting predict_future for LIN
[2025-12-08T20:26:10.653862] [DEBUG] [LOCAL     ] No optimal features file found for LIN: ./output/feature-sets/LIN.txt
[2025-12-08T20:26:10.653911] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:10.653942] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:10.653968] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:10.654022] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:10.709092] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:10.709710] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:10.709783] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:10.709813] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:10.823374] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:10.823528] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:10.823565] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:10.823614] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:10.826887] [DEBUG] [FORECASTER] LIN: Forecast T+1@11:T+2@11: DOWN (p=48.53%)
[2025-12-08T20:26:10.827144] [INFO ] [FORECASTER] Completed predict_future for LIN
[2025-12-08T20:26:10.827259] [INFO ] [sig       ] LIN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:26:10.966459] [INFO ] [LOCAL     ] Saved forecast: LIN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/LIN.txt
[2025-12-08T20:26:10.966631] [INFO ] [sig       ] [1945/3624] Completed LIN in 0.3s | 2.92 sym/s | Total: 11.1m | ETA: 9.6m
[2025-12-08T20:26:10.966681] [INFO ] [sig       ] [1946/3624] Forecasting LINC...
[2025-12-08T20:26:10.966717] [INFO ] [sig       ] Generating forecast for: LINC
[2025-12-08T20:26:10.966746] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LINC' from 'https://tdm.silogroup.org/data/derivative_storage/LINC.csv'.
[2025-12-08T20:26:10.979173] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LINC'.
[2025-12-08T20:26:10.979541] [INFO ] [FORECASTER] Starting predict_future for LINC
[2025-12-08T20:26:10.980350] [DEBUG] [LOCAL     ] No optimal features file found for LINC: ./output/feature-sets/LINC.txt
[2025-12-08T20:26:10.980400] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:10.980440] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:10.980472] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:10.980532] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:11.039483] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:11.040360] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:11.040448] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:11.040480] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:11.155135] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:11.155289] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:11.155327] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:11.155355] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:11.158670] [DEBUG] [FORECASTER] LINC: Forecast T+1@11:T+2@11: DOWN (p=15.04%)
[2025-12-08T20:26:11.158934] [INFO ] [FORECASTER] Completed predict_future for LINC
[2025-12-08T20:26:11.159053] [INFO ] [sig       ] LINC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:26:11.303243] [INFO ] [LOCAL     ] Saved forecast: LINC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/LINC.txt
[2025-12-08T20:26:11.303390] [INFO ] [sig       ] [1946/3624] Completed LINC in 0.3s | 2.92 sym/s | Total: 11.1m | ETA: 9.6m
[2025-12-08T20:26:11.303429] [INFO ] [sig       ] [1947/3624] Forecasting LIND...
[2025-12-08T20:26:11.303458] [INFO ] [sig       ] Generating forecast for: LIND
[2025-12-08T20:26:11.303487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LIND' from 'https://tdm.silogroup.org/data/derivative_storage/LIND.csv'.
[2025-12-08T20:26:11.316422] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LIND'.
[2025-12-08T20:26:11.316813] [INFO ] [FORECASTER] Starting predict_future for LIND
[2025-12-08T20:26:11.317629] [DEBUG] [LOCAL     ] No optimal features file found for LIND: ./output/feature-sets/LIND.txt
[2025-12-08T20:26:11.317678] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:11.317708] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:11.317734] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:11.317788] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:11.375698] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:11.376548] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:11.376674] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:11.376707] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:11.495481] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:11.495644] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:11.495682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:11.495710] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:11.498971] [DEBUG] [FORECASTER] LIND: Forecast T+1@11:T+2@11: UP (p=79.77%)
[2025-12-08T20:26:11.499234] [INFO ] [FORECASTER] Completed predict_future for LIND
[2025-12-08T20:26:11.499351] [INFO ] [sig       ] LIND: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:26:11.641031] [INFO ] [LOCAL     ] Saved forecast: LIND	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/LIND.txt
[2025-12-08T20:26:11.641168] [INFO ] [sig       ] [1947/3624] Completed LIND in 0.3s | 2.92 sym/s | Total: 11.1m | ETA: 9.6m
[2025-12-08T20:26:11.641206] [INFO ] [sig       ] [1948/3624] Forecasting LINE...
[2025-12-08T20:26:11.641243] [INFO ] [sig       ] Generating forecast for: LINE
[2025-12-08T20:26:11.641273] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LINE' from 'https://tdm.silogroup.org/data/derivative_storage/LINE.csv'.
[2025-12-08T20:26:11.658286] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LINE'.
[2025-12-08T20:26:11.658960] [INFO ] [FORECASTER] Starting predict_future for LINE
[2025-12-08T20:26:11.660529] [DEBUG] [LOCAL     ] No optimal features file found for LINE: ./output/feature-sets/LINE.txt
[2025-12-08T20:26:11.660606] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:11.660666] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:11.660698] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:11.660762] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:11.729865] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:11.731094] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:11.731214] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:11.731258] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:11.875922] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:11.876227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:11.876301] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:11.876378] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:11.880603] [DEBUG] [FORECASTER] LINE: Forecast T+1@11:T+2@11: DOWN (p=35.13%)
[2025-12-08T20:26:11.880944] [INFO ] [FORECASTER] Completed predict_future for LINE
[2025-12-08T20:26:11.881118] [INFO ] [sig       ] LINE: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:26:12.025656] [INFO ] [LOCAL     ] Saved forecast: LINE	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/LINE.txt
[2025-12-08T20:26:12.025849] [INFO ] [sig       ] [1948/3624] Completed LINE in 0.4s | 2.92 sym/s | Total: 11.1m | ETA: 9.6m
[2025-12-08T20:26:12.025893] [INFO ] [sig       ] [1949/3624] Forecasting LINK...
[2025-12-08T20:26:12.025924] [INFO ] [sig       ] Generating forecast for: LINK
[2025-12-08T20:26:12.025952] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LINK' from 'https://tdm.silogroup.org/data/derivative_storage/LINK.csv'.
[2025-12-08T20:26:12.039826] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LINK'.
[2025-12-08T20:26:12.040396] [INFO ] [FORECASTER] Starting predict_future for LINK
[2025-12-08T20:26:12.041331] [DEBUG] [LOCAL     ] No optimal features file found for LINK: ./output/feature-sets/LINK.txt
[2025-12-08T20:26:12.041382] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:12.041419] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:12.041450] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:12.041507] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:12.099823] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:12.100977] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:12.101074] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:12.101106] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:12.217422] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:12.217676] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:12.217720] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:12.217747] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:12.221824] [DEBUG] [FORECASTER] LINK: Forecast T+1@11:T+2@11: DOWN (p=14.19%)
[2025-12-08T20:26:12.222148] [INFO ] [FORECASTER] Completed predict_future for LINK
[2025-12-08T20:26:12.222298] [INFO ] [sig       ] LINK: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:26:12.363167] [INFO ] [LOCAL     ] Saved forecast: LINK	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/LINK.txt
[2025-12-08T20:26:12.363357] [INFO ] [sig       ] [1949/3624] Completed LINK in 0.3s | 2.92 sym/s | Total: 11.1m | ETA: 9.6m
[2025-12-08T20:26:12.363405] [INFO ] [sig       ] [1950/3624] Forecasting LITE...
[2025-12-08T20:26:12.363448] [INFO ] [sig       ] Generating forecast for: LITE
[2025-12-08T20:26:12.363480] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LITE' from 'https://tdm.silogroup.org/data/derivative_storage/LITE.csv'.
[2025-12-08T20:26:12.377662] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LITE'.
[2025-12-08T20:26:12.378199] [INFO ] [FORECASTER] Starting predict_future for LITE
[2025-12-08T20:26:12.379130] [DEBUG] [LOCAL     ] No optimal features file found for LITE: ./output/feature-sets/LITE.txt
[2025-12-08T20:26:12.379180] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:12.379213] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:12.379238] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:12.379295] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:12.440918] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:12.442208] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:12.442367] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:12.442401] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:12.576164] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:12.576393] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:12.576436] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:12.576467] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:12.580329] [DEBUG] [FORECASTER] LITE: Forecast T+1@11:T+2@11: DOWN (p=33.89%)
[2025-12-08T20:26:12.580651] [INFO ] [FORECASTER] Completed predict_future for LITE
[2025-12-08T20:26:12.580783] [INFO ] [sig       ] LITE: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:26:12.723088] [INFO ] [LOCAL     ] Saved forecast: LITE	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/LITE.txt
[2025-12-08T20:26:12.723325] [INFO ] [sig       ] [1950/3624] Completed LITE in 0.4s | 2.92 sym/s | Total: 11.1m | ETA: 9.6m
[2025-12-08T20:26:12.723369] [INFO ] [sig       ] [1951/3624] Forecasting LITM...
[2025-12-08T20:26:12.723399] [INFO ] [sig       ] Generating forecast for: LITM
[2025-12-08T20:26:12.723428] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LITM' from 'https://tdm.silogroup.org/data/derivative_storage/LITM.csv'.
[2025-12-08T20:26:12.738306] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LITM'.
[2025-12-08T20:26:12.738880] [INFO ] [FORECASTER] Starting predict_future for LITM
[2025-12-08T20:26:12.740004] [DEBUG] [LOCAL     ] No optimal features file found for LITM: ./output/feature-sets/LITM.txt
[2025-12-08T20:26:12.740054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:12.740087] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:12.740113] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:12.740170] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:12.799627] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:12.800971] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:12.801068] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:12.801102] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:12.926824] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:12.927054] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:12.927097] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:12.927124] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:12.931032] [DEBUG] [FORECASTER] LITM: Forecast T+1@11:T+2@11: UP (p=59.52%)
[2025-12-08T20:26:12.931366] [INFO ] [FORECASTER] Completed predict_future for LITM
[2025-12-08T20:26:12.931534] [INFO ] [sig       ] LITM: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:26:13.080516] [INFO ] [LOCAL     ] Saved forecast: LITM	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/LITM.txt
[2025-12-08T20:26:13.080728] [INFO ] [sig       ] [1951/3624] Completed LITM in 0.4s | 2.92 sym/s | Total: 11.1m | ETA: 9.6m
[2025-12-08T20:26:13.080772] [INFO ] [sig       ] [1952/3624] Forecasting LIVN...
[2025-12-08T20:26:13.080803] [INFO ] [sig       ] Generating forecast for: LIVN
[2025-12-08T20:26:13.080834] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LIVN' from 'https://tdm.silogroup.org/data/derivative_storage/LIVN.csv'.
[2025-12-08T20:26:13.095261] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LIVN'.
[2025-12-08T20:26:13.095893] [INFO ] [FORECASTER] Starting predict_future for LIVN
[2025-12-08T20:26:13.096891] [DEBUG] [LOCAL     ] No optimal features file found for LIVN: ./output/feature-sets/LIVN.txt
[2025-12-08T20:26:13.096948] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:13.096984] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:13.097014] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:13.097076] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:13.159251] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:13.160440] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:13.160533] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:13.160565] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:13.287005] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:13.287239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:13.287281] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:13.287309] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:13.291197] [DEBUG] [FORECASTER] LIVN: Forecast T+1@11:T+2@11: DOWN (p=0.25%)
[2025-12-08T20:26:13.291626] [INFO ] [FORECASTER] Completed predict_future for LIVN
[2025-12-08T20:26:13.291770] [INFO ] [sig       ] LIVN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:26:13.438117] [INFO ] [LOCAL     ] Saved forecast: LIVN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/LIVN.txt
[2025-12-08T20:26:13.438330] [INFO ] [sig       ] [1952/3624] Completed LIVN in 0.4s | 2.92 sym/s | Total: 11.1m | ETA: 9.5m
[2025-12-08T20:26:13.438374] [INFO ] [sig       ] [1953/3624] Forecasting LKFN...
[2025-12-08T20:26:13.438404] [INFO ] [sig       ] Generating forecast for: LKFN
[2025-12-08T20:26:13.438434] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LKFN' from 'https://tdm.silogroup.org/data/derivative_storage/LKFN.csv'.
[2025-12-08T20:26:13.454485] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LKFN'.
[2025-12-08T20:26:13.455066] [INFO ] [FORECASTER] Starting predict_future for LKFN
[2025-12-08T20:26:13.456303] [DEBUG] [LOCAL     ] No optimal features file found for LKFN: ./output/feature-sets/LKFN.txt
[2025-12-08T20:26:13.456356] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:13.456390] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:13.456415] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:13.456471] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:13.514336] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:13.515501] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:13.515614] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:13.515651] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:13.645188] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:13.645353] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:13.645410] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:13.645441] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:13.649009] [DEBUG] [FORECASTER] LKFN: Forecast T+1@11:T+2@11: UP (p=75.41%)
[2025-12-08T20:26:13.649310] [INFO ] [FORECASTER] Completed predict_future for LKFN
[2025-12-08T20:26:13.649451] [INFO ] [sig       ] LKFN: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:26:13.797953] [INFO ] [LOCAL     ] Saved forecast: LKFN	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/LKFN.txt
[2025-12-08T20:26:13.798108] [INFO ] [sig       ] [1953/3624] Completed LKFN in 0.4s | 2.92 sym/s | Total: 11.2m | ETA: 9.5m
[2025-12-08T20:26:13.798148] [INFO ] [sig       ] [1954/3624] Forecasting LKQ...
[2025-12-08T20:26:13.798180] [INFO ] [sig       ] Generating forecast for: LKQ
[2025-12-08T20:26:13.798209] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LKQ' from 'https://tdm.silogroup.org/data/derivative_storage/LKQ.csv'.
[2025-12-08T20:26:13.810238] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LKQ'.
[2025-12-08T20:26:13.810556] [INFO ] [FORECASTER] Starting predict_future for LKQ
[2025-12-08T20:26:13.811326] [DEBUG] [LOCAL     ] No optimal features file found for LKQ: ./output/feature-sets/LKQ.txt
[2025-12-08T20:26:13.811376] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:13.811429] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:13.811456] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:13.811511] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:13.871739] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:13.872428] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:13.872519] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:13.872554] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:13.986744] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:13.986874] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:13.986911] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:13.986938] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:13.990223] [DEBUG] [FORECASTER] LKQ: Forecast T+1@11:T+2@11: DOWN (p=1.64%)
[2025-12-08T20:26:13.990480] [INFO ] [FORECASTER] Completed predict_future for LKQ
[2025-12-08T20:26:13.990623] [INFO ] [sig       ] LKQ: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:26:14.128184] [INFO ] [LOCAL     ] Saved forecast: LKQ	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/LKQ.txt
[2025-12-08T20:26:14.128291] [INFO ] [sig       ] [1954/3624] Completed LKQ in 0.3s | 2.92 sym/s | Total: 11.2m | ETA: 9.5m
[2025-12-08T20:26:14.128328] [INFO ] [sig       ] [1955/3624] Forecasting LLY...
[2025-12-08T20:26:14.128355] [INFO ] [sig       ] Generating forecast for: LLY
[2025-12-08T20:26:14.128383] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LLY' from 'https://tdm.silogroup.org/data/derivative_storage/LLY.csv'.
[2025-12-08T20:26:14.139975] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LLY'.
[2025-12-08T20:26:14.140319] [INFO ] [FORECASTER] Starting predict_future for LLY
[2025-12-08T20:26:14.141123] [DEBUG] [LOCAL     ] No optimal features file found for LLY: ./output/feature-sets/LLY.txt
[2025-12-08T20:26:14.141172] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:14.141203] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:14.141229] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:14.141283] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:14.196498] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:14.197077] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:14.197163] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:14.197194] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:14.317910] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:14.318047] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:14.318083] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:14.318109] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:14.321338] [DEBUG] [FORECASTER] LLY: Forecast T+1@11:T+2@11: UP (p=69.92%)
[2025-12-08T20:26:14.321612] [INFO ] [FORECASTER] Completed predict_future for LLY
[2025-12-08T20:26:14.321730] [INFO ] [sig       ] LLY: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:26:14.459614] [INFO ] [LOCAL     ] Saved forecast: LLY	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/LLY.txt
[2025-12-08T20:26:14.459738] [INFO ] [sig       ] [1955/3624] Completed LLY in 0.3s | 2.92 sym/s | Total: 11.2m | ETA: 9.5m
[2025-12-08T20:26:14.459777] [INFO ] [sig       ] [1956/3624] Forecasting LLYVA...
[2025-12-08T20:26:14.459806] [INFO ] [sig       ] Generating forecast for: LLYVA
[2025-12-08T20:26:14.459834] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LLYVA' from 'https://tdm.silogroup.org/data/derivative_storage/LLYVA.csv'.
[2025-12-08T20:26:14.471335] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LLYVA'.
[2025-12-08T20:26:14.471702] [INFO ] [FORECASTER] Starting predict_future for LLYVA
[2025-12-08T20:26:14.472442] [DEBUG] [LOCAL     ] No optimal features file found for LLYVA: ./output/feature-sets/LLYVA.txt
[2025-12-08T20:26:14.472491] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:14.472522] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:14.472548] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:14.472632] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:14.527527] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:14.528380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:14.528457] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:14.528489] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:14.649060] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:14.649231] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:14.649271] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:14.649298] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:14.652714] [DEBUG] [FORECASTER] LLYVA: Forecast T+1@11:T+2@11: DOWN (p=0.61%)
[2025-12-08T20:26:14.652987] [INFO ] [FORECASTER] Completed predict_future for LLYVA
[2025-12-08T20:26:14.653106] [INFO ] [sig       ] LLYVA: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:26:14.789830] [INFO ] [LOCAL     ] Saved forecast: LLYVA	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/LLYVA.txt
[2025-12-08T20:26:14.789954] [INFO ] [sig       ] [1956/3624] Completed LLYVA in 0.3s | 2.92 sym/s | Total: 11.2m | ETA: 9.5m
[2025-12-08T20:26:14.789991] [INFO ] [sig       ] [1957/3624] Forecasting LLYVK...
[2025-12-08T20:26:14.790019] [INFO ] [sig       ] Generating forecast for: LLYVK
[2025-12-08T20:26:14.790047] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LLYVK' from 'https://tdm.silogroup.org/data/derivative_storage/LLYVK.csv'.
[2025-12-08T20:26:14.801559] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LLYVK'.
[2025-12-08T20:26:14.801927] [INFO ] [FORECASTER] Starting predict_future for LLYVK
[2025-12-08T20:26:14.802703] [DEBUG] [LOCAL     ] No optimal features file found for LLYVK: ./output/feature-sets/LLYVK.txt
[2025-12-08T20:26:14.802752] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:14.802793] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:14.802820] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:14.802874] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:14.858290] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:14.859124] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:14.859202] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:14.859233] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:14.974601] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:14.974753] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:14.974789] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:14.974849] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:14.978126] [DEBUG] [FORECASTER] LLYVK: Forecast T+1@11:T+2@11: DOWN (p=41.74%)
[2025-12-08T20:26:14.978387] [INFO ] [FORECASTER] Completed predict_future for LLYVK
[2025-12-08T20:26:14.978507] [INFO ] [sig       ] LLYVK: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:26:15.114206] [INFO ] [LOCAL     ] Saved forecast: LLYVK	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/LLYVK.txt
[2025-12-08T20:26:15.114323] [INFO ] [sig       ] [1957/3624] Completed LLYVK in 0.3s | 2.92 sym/s | Total: 11.2m | ETA: 9.5m
[2025-12-08T20:26:15.114360] [INFO ] [sig       ] [1958/3624] Forecasting LMB...
[2025-12-08T20:26:15.114390] [INFO ] [sig       ] Generating forecast for: LMB
[2025-12-08T20:26:15.114419] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LMB' from 'https://tdm.silogroup.org/data/derivative_storage/LMB.csv'.
[2025-12-08T20:26:15.126094] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LMB'.
[2025-12-08T20:26:15.126424] [INFO ] [FORECASTER] Starting predict_future for LMB
[2025-12-08T20:26:15.127192] [DEBUG] [LOCAL     ] No optimal features file found for LMB: ./output/feature-sets/LMB.txt
[2025-12-08T20:26:15.127241] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:15.127272] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:15.127298] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:15.127353] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:15.183415] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:15.184043] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:15.184122] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:15.184153] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:15.305057] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:15.305198] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:15.305239] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:15.305268] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:15.308665] [DEBUG] [FORECASTER] LMB: Forecast T+1@11:T+2@11: DOWN (p=15.05%)
[2025-12-08T20:26:15.308934] [INFO ] [FORECASTER] Completed predict_future for LMB
[2025-12-08T20:26:15.309056] [INFO ] [sig       ] LMB: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:26:15.455531] [INFO ] [LOCAL     ] Saved forecast: LMB	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/LMB.txt
[2025-12-08T20:26:15.455693] [INFO ] [sig       ] [1958/3624] Completed LMB in 0.3s | 2.92 sym/s | Total: 11.2m | ETA: 9.5m
[2025-12-08T20:26:15.455733] [INFO ] [sig       ] [1959/3624] Forecasting LMBS...
[2025-12-08T20:26:15.455761] [INFO ] [sig       ] Generating forecast for: LMBS
[2025-12-08T20:26:15.455791] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LMBS' from 'https://tdm.silogroup.org/data/derivative_storage/LMBS.csv'.
[2025-12-08T20:26:15.468183] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LMBS'.
[2025-12-08T20:26:15.468604] [INFO ] [FORECASTER] Starting predict_future for LMBS
[2025-12-08T20:26:15.469399] [DEBUG] [LOCAL     ] No optimal features file found for LMBS: ./output/feature-sets/LMBS.txt
[2025-12-08T20:26:15.469449] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:15.469482] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:15.469509] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:15.469567] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:15.526470] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:15.527293] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:15.527371] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:15.527420] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:15.649566] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:15.649727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:15.649765] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:15.649795] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:15.653122] [DEBUG] [FORECASTER] LMBS: Forecast T+1@11:T+2@11: UP (p=62.77%)
[2025-12-08T20:26:15.653386] [INFO ] [FORECASTER] Completed predict_future for LMBS
[2025-12-08T20:26:15.653506] [INFO ] [sig       ] LMBS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:26:15.796730] [INFO ] [LOCAL     ] Saved forecast: LMBS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/LMBS.txt
[2025-12-08T20:26:15.796858] [INFO ] [sig       ] [1959/3624] Completed LMBS in 0.3s | 2.92 sym/s | Total: 11.2m | ETA: 9.5m
[2025-12-08T20:26:15.796896] [INFO ] [sig       ] [1960/3624] Forecasting LMND...
[2025-12-08T20:26:15.796925] [INFO ] [sig       ] Generating forecast for: LMND
[2025-12-08T20:26:15.796954] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LMND' from 'https://tdm.silogroup.org/data/derivative_storage/LMND.csv'.
[2025-12-08T20:26:15.809058] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LMND'.
[2025-12-08T20:26:15.809420] [INFO ] [FORECASTER] Starting predict_future for LMND
[2025-12-08T20:26:15.810222] [DEBUG] [LOCAL     ] No optimal features file found for LMND: ./output/feature-sets/LMND.txt
[2025-12-08T20:26:15.810274] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:15.810306] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:15.810333] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:15.810390] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:15.867691] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:15.868400] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:15.868477] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:15.868509] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:15.989263] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:15.989411] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:15.989449] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:15.989477] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:15.992860] [DEBUG] [FORECASTER] LMND: Forecast T+1@11:T+2@11: UP (p=94.79%)
[2025-12-08T20:26:15.993136] [INFO ] [FORECASTER] Completed predict_future for LMND
[2025-12-08T20:26:15.993260] [INFO ] [sig       ] LMND: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:26:16.140552] [INFO ] [LOCAL     ] Saved forecast: LMND	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/LMND.txt
[2025-12-08T20:26:16.140708] [INFO ] [sig       ] [1960/3624] Completed LMND in 0.3s | 2.92 sym/s | Total: 11.2m | ETA: 9.5m
[2025-12-08T20:26:16.140749] [INFO ] [sig       ] [1961/3624] Forecasting LNC...
[2025-12-08T20:26:16.140787] [INFO ] [sig       ] Generating forecast for: LNC
[2025-12-08T20:26:16.140818] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNC' from 'https://tdm.silogroup.org/data/derivative_storage/LNC.csv'.
[2025-12-08T20:26:16.152734] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNC'.
[2025-12-08T20:26:16.153101] [INFO ] [FORECASTER] Starting predict_future for LNC
[2025-12-08T20:26:16.153882] [DEBUG] [LOCAL     ] No optimal features file found for LNC: ./output/feature-sets/LNC.txt
[2025-12-08T20:26:16.153932] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:16.153962] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:16.153988] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:16.154042] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:16.210544] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:16.211322] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:16.211415] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:16.211450] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:16.334072] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:16.334207] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:16.334244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:16.334272] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:16.337526] [DEBUG] [FORECASTER] LNC: Forecast T+1@11:T+2@11: DOWN (p=6.64%)
[2025-12-08T20:26:16.337800] [INFO ] [FORECASTER] Completed predict_future for LNC
[2025-12-08T20:26:16.337918] [INFO ] [sig       ] LNC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:26:16.499196] [INFO ] [LOCAL     ] Saved forecast: LNC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/LNC.txt
[2025-12-08T20:26:16.499323] [INFO ] [sig       ] [1961/3624] Completed LNC in 0.4s | 2.92 sym/s | Total: 11.2m | ETA: 9.5m
[2025-12-08T20:26:16.499362] [INFO ] [sig       ] [1962/3624] Forecasting LND...
[2025-12-08T20:26:16.499391] [INFO ] [sig       ] Generating forecast for: LND
[2025-12-08T20:26:16.499420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LND' from 'https://tdm.silogroup.org/data/derivative_storage/LND.csv'.
[2025-12-08T20:26:16.510761] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LND'.
[2025-12-08T20:26:16.511118] [INFO ] [FORECASTER] Starting predict_future for LND
[2025-12-08T20:26:16.511979] [DEBUG] [LOCAL     ] No optimal features file found for LND: ./output/feature-sets/LND.txt
[2025-12-08T20:26:16.512030] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:16.512062] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:16.512088] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:16.512143] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:16.569764] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:16.570437] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:16.570515] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:16.570548] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:16.682178] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:16.682325] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:16.682364] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:16.682392] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:16.685761] [DEBUG] [FORECASTER] LND: Forecast T+1@11:T+2@11: UP (p=66.55%)
[2025-12-08T20:26:16.686030] [INFO ] [FORECASTER] Completed predict_future for LND
[2025-12-08T20:26:16.686151] [INFO ] [sig       ] LND: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:26:16.825898] [INFO ] [LOCAL     ] Saved forecast: LND	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/LND.txt
[2025-12-08T20:26:16.826042] [INFO ] [sig       ] [1962/3624] Completed LND in 0.3s | 2.92 sym/s | Total: 11.2m | ETA: 9.5m
[2025-12-08T20:26:16.826080] [INFO ] [sig       ] [1963/3624] Forecasting LNG...
[2025-12-08T20:26:16.826109] [INFO ] [sig       ] Generating forecast for: LNG
[2025-12-08T20:26:16.826139] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNG' from 'https://tdm.silogroup.org/data/derivative_storage/LNG.csv'.
[2025-12-08T20:26:16.838319] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNG'.
[2025-12-08T20:26:16.838687] [INFO ] [FORECASTER] Starting predict_future for LNG
[2025-12-08T20:26:16.839522] [DEBUG] [LOCAL     ] No optimal features file found for LNG: ./output/feature-sets/LNG.txt
[2025-12-08T20:26:16.839590] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:16.839624] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:16.839651] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:16.839707] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:16.896844] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:16.897540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:16.897632] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:16.897664] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:17.015497] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:17.015667] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:17.015705] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:17.015732] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:17.018997] [DEBUG] [FORECASTER] LNG: Forecast T+1@11:T+2@11: UP (p=98.09%)
[2025-12-08T20:26:17.019256] [INFO ] [FORECASTER] Completed predict_future for LNG
[2025-12-08T20:26:17.019375] [INFO ] [sig       ] LNG: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:26:17.161515] [INFO ] [LOCAL     ] Saved forecast: LNG	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/LNG.txt
[2025-12-08T20:26:17.161660] [INFO ] [sig       ] [1963/3624] Completed LNG in 0.3s | 2.92 sym/s | Total: 11.2m | ETA: 9.5m
[2025-12-08T20:26:17.161699] [INFO ] [sig       ] [1964/3624] Forecasting LNKB...
[2025-12-08T20:26:17.161728] [INFO ] [sig       ] Generating forecast for: LNKB
[2025-12-08T20:26:17.161757] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNKB' from 'https://tdm.silogroup.org/data/derivative_storage/LNKB.csv'.
[2025-12-08T20:26:17.172995] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNKB'.
[2025-12-08T20:26:17.173361] [INFO ] [FORECASTER] Starting predict_future for LNKB
[2025-12-08T20:26:17.174142] [DEBUG] [LOCAL     ] No optimal features file found for LNKB: ./output/feature-sets/LNKB.txt
[2025-12-08T20:26:17.174191] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:17.174223] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:17.174250] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:17.174304] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:17.233463] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:17.234422] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:17.234540] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:17.234591] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:17.348905] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:17.349058] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:17.349098] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:17.349141] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:17.352593] [DEBUG] [FORECASTER] LNKB: Forecast T+1@11:T+2@11: DOWN (p=14.97%)
[2025-12-08T20:26:17.352863] [INFO ] [FORECASTER] Completed predict_future for LNKB
[2025-12-08T20:26:17.352987] [INFO ] [sig       ] LNKB: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:26:17.555131] [INFO ] [LOCAL     ] Saved forecast: LNKB	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/LNKB.txt
[2025-12-08T20:26:17.555282] [INFO ] [sig       ] [1964/3624] Completed LNKB in 0.4s | 2.92 sym/s | Total: 11.2m | ETA: 9.5m
[2025-12-08T20:26:17.555323] [INFO ] [sig       ] [1965/3624] Forecasting LNN...
[2025-12-08T20:26:17.555354] [INFO ] [sig       ] Generating forecast for: LNN
[2025-12-08T20:26:17.555383] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNN' from 'https://tdm.silogroup.org/data/derivative_storage/LNN.csv'.
[2025-12-08T20:26:17.567795] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNN'.
[2025-12-08T20:26:17.568134] [INFO ] [FORECASTER] Starting predict_future for LNN
[2025-12-08T20:26:17.568936] [DEBUG] [LOCAL     ] No optimal features file found for LNN: ./output/feature-sets/LNN.txt
[2025-12-08T20:26:17.568987] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:17.569018] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:17.569044] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:17.569101] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:17.626012] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:17.626890] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:17.626970] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:17.627003] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:17.746998] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:17.747139] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:17.747176] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:17.747205] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:17.750648] [DEBUG] [FORECASTER] LNN: Forecast T+1@11:T+2@11: UP (p=92.35%)
[2025-12-08T20:26:17.750919] [INFO ] [FORECASTER] Completed predict_future for LNN
[2025-12-08T20:26:17.751041] [INFO ] [sig       ] LNN: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:26:17.896273] [INFO ] [LOCAL     ] Saved forecast: LNN	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/LNN.txt
[2025-12-08T20:26:17.896409] [INFO ] [sig       ] [1965/3624] Completed LNN in 0.3s | 2.92 sym/s | Total: 11.2m | ETA: 9.5m
[2025-12-08T20:26:17.896446] [INFO ] [sig       ] [1966/3624] Forecasting LNTH...
[2025-12-08T20:26:17.896474] [INFO ] [sig       ] Generating forecast for: LNTH
[2025-12-08T20:26:17.896503] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNTH' from 'https://tdm.silogroup.org/data/derivative_storage/LNTH.csv'.
[2025-12-08T20:26:17.908652] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNTH'.
[2025-12-08T20:26:17.909009] [INFO ] [FORECASTER] Starting predict_future for LNTH
[2025-12-08T20:26:17.909849] [DEBUG] [LOCAL     ] No optimal features file found for LNTH: ./output/feature-sets/LNTH.txt
[2025-12-08T20:26:17.909899] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:17.909931] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:17.909957] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:17.910013] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:17.966190] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:17.967034] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:17.967112] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:17.967159] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:18.084901] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:18.085045] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:18.085087] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:18.085115] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:18.088484] [DEBUG] [FORECASTER] LNTH: Forecast T+1@11:T+2@11: UP (p=59.47%)
[2025-12-08T20:26:18.088769] [INFO ] [FORECASTER] Completed predict_future for LNTH
[2025-12-08T20:26:18.088892] [INFO ] [sig       ] LNTH: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:26:18.232455] [INFO ] [LOCAL     ] Saved forecast: LNTH	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/LNTH.txt
[2025-12-08T20:26:18.232612] [INFO ] [sig       ] [1966/3624] Completed LNTH in 0.3s | 2.92 sym/s | Total: 11.2m | ETA: 9.5m
[2025-12-08T20:26:18.232652] [INFO ] [sig       ] [1967/3624] Forecasting LNZA...
[2025-12-08T20:26:18.232681] [INFO ] [sig       ] Generating forecast for: LNZA
[2025-12-08T20:26:18.232710] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNZA' from 'https://tdm.silogroup.org/data/derivative_storage/LNZA.csv'.
[2025-12-08T20:26:18.245223] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNZA'.
[2025-12-08T20:26:18.245629] [INFO ] [FORECASTER] Starting predict_future for LNZA
[2025-12-08T20:26:18.246568] [DEBUG] [LOCAL     ] No optimal features file found for LNZA: ./output/feature-sets/LNZA.txt
[2025-12-08T20:26:18.246637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:18.246669] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:18.246696] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:18.246752] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:18.305672] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:18.306322] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:18.306398] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:18.306429] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:18.427275] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:18.427441] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:18.427484] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:18.427514] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:18.431026] [DEBUG] [FORECASTER] LNZA: Forecast T+1@11:T+2@11: DOWN (p=11.43%)
[2025-12-08T20:26:18.431297] [INFO ] [FORECASTER] Completed predict_future for LNZA
[2025-12-08T20:26:18.431419] [INFO ] [sig       ] LNZA: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:26:18.574254] [INFO ] [LOCAL     ] Saved forecast: LNZA	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/LNZA.txt
[2025-12-08T20:26:18.574412] [INFO ] [sig       ] [1967/3624] Completed LNZA in 0.3s | 2.92 sym/s | Total: 11.2m | ETA: 9.5m
[2025-12-08T20:26:18.574452] [INFO ] [sig       ] [1968/3624] Forecasting LOAN...
[2025-12-08T20:26:18.574481] [INFO ] [sig       ] Generating forecast for: LOAN
[2025-12-08T20:26:18.574510] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOAN' from 'https://tdm.silogroup.org/data/derivative_storage/LOAN.csv'.
[2025-12-08T20:26:18.585378] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOAN'.
[2025-12-08T20:26:18.585739] [INFO ] [FORECASTER] Starting predict_future for LOAN
[2025-12-08T20:26:18.586516] [DEBUG] [LOCAL     ] No optimal features file found for LOAN: ./output/feature-sets/LOAN.txt
[2025-12-08T20:26:18.586565] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:18.586617] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:18.586654] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:18.586710] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:18.642040] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:18.642790] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:18.642866] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:18.642897] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:18.752374] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:18.752533] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:18.752589] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:18.752621] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:18.755950] [DEBUG] [FORECASTER] LOAN: Forecast T+1@11:T+2@11: DOWN (p=6.76%)
[2025-12-08T20:26:18.756231] [INFO ] [FORECASTER] Completed predict_future for LOAN
[2025-12-08T20:26:18.756360] [INFO ] [sig       ] LOAN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:26:18.901627] [INFO ] [LOCAL     ] Saved forecast: LOAN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/LOAN.txt
[2025-12-08T20:26:18.901790] [INFO ] [sig       ] [1968/3624] Completed LOAN in 0.3s | 2.92 sym/s | Total: 11.2m | ETA: 9.5m
[2025-12-08T20:26:18.901829] [INFO ] [sig       ] [1969/3624] Forecasting LOB...
[2025-12-08T20:26:18.901858] [INFO ] [sig       ] Generating forecast for: LOB
[2025-12-08T20:26:18.901888] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOB' from 'https://tdm.silogroup.org/data/derivative_storage/LOB.csv'.
[2025-12-08T20:26:18.917135] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOB'.
[2025-12-08T20:26:18.917616] [INFO ] [FORECASTER] Starting predict_future for LOB
[2025-12-08T20:26:18.918608] [DEBUG] [LOCAL     ] No optimal features file found for LOB: ./output/feature-sets/LOB.txt
[2025-12-08T20:26:18.918668] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:18.918706] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:18.918738] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:18.918826] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:18.989118] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:18.990114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:18.990213] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:18.990256] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:19.114478] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:19.114649] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:19.114690] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:19.114719] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:19.118242] [DEBUG] [FORECASTER] LOB: Forecast T+1@11:T+2@11: DOWN (p=9.01%)
[2025-12-08T20:26:19.118619] [INFO ] [FORECASTER] Completed predict_future for LOB
[2025-12-08T20:26:19.118763] [INFO ] [sig       ] LOB: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:26:19.260169] [INFO ] [LOCAL     ] Saved forecast: LOB	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/LOB.txt
[2025-12-08T20:26:19.260318] [INFO ] [sig       ] [1969/3624] Completed LOB in 0.4s | 2.92 sym/s | Total: 11.2m | ETA: 9.5m
[2025-12-08T20:26:19.260357] [INFO ] [sig       ] [1970/3624] Forecasting LOCO...
[2025-12-08T20:26:19.260386] [INFO ] [sig       ] Generating forecast for: LOCO
[2025-12-08T20:26:19.260415] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOCO' from 'https://tdm.silogroup.org/data/derivative_storage/LOCO.csv'.
[2025-12-08T20:26:19.272678] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOCO'.
[2025-12-08T20:26:19.273038] [INFO ] [FORECASTER] Starting predict_future for LOCO
[2025-12-08T20:26:19.273857] [DEBUG] [LOCAL     ] No optimal features file found for LOCO: ./output/feature-sets/LOCO.txt
[2025-12-08T20:26:19.273908] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:19.273943] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:19.273971] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:19.274028] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:19.330953] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:19.331857] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:19.331936] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:19.331968] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:19.448949] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:19.449092] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:19.449132] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:19.449160] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:19.452456] [DEBUG] [FORECASTER] LOCO: Forecast T+1@11:T+2@11: DOWN (p=17.33%)
[2025-12-08T20:26:19.452739] [INFO ] [FORECASTER] Completed predict_future for LOCO
[2025-12-08T20:26:19.452858] [INFO ] [sig       ] LOCO: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:26:19.595631] [INFO ] [LOCAL     ] Saved forecast: LOCO	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/LOCO.txt
[2025-12-08T20:26:19.595767] [INFO ] [sig       ] [1970/3624] Completed LOCO in 0.3s | 2.92 sym/s | Total: 11.3m | ETA: 9.4m
[2025-12-08T20:26:19.595805] [INFO ] [sig       ] [1971/3624] Forecasting LOGI...
[2025-12-08T20:26:19.595834] [INFO ] [sig       ] Generating forecast for: LOGI
[2025-12-08T20:26:19.595863] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOGI' from 'https://tdm.silogroup.org/data/derivative_storage/LOGI.csv'.
[2025-12-08T20:26:19.607775] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOGI'.
[2025-12-08T20:26:19.608121] [INFO ] [FORECASTER] Starting predict_future for LOGI
[2025-12-08T20:26:19.608925] [DEBUG] [LOCAL     ] No optimal features file found for LOGI: ./output/feature-sets/LOGI.txt
[2025-12-08T20:26:19.608974] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:19.609028] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:19.609056] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:19.609111] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:19.664684] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:19.665305] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:19.665379] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:19.665410] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:19.786529] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:19.786700] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:19.786738] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:19.786767] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:19.790006] [DEBUG] [FORECASTER] LOGI: Forecast T+1@11:T+2@11: DOWN (p=4.26%)
[2025-12-08T20:26:19.790273] [INFO ] [FORECASTER] Completed predict_future for LOGI
[2025-12-08T20:26:19.790391] [INFO ] [sig       ] LOGI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:26:19.929818] [INFO ] [LOCAL     ] Saved forecast: LOGI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/LOGI.txt
[2025-12-08T20:26:19.929947] [INFO ] [sig       ] [1971/3624] Completed LOGI in 0.3s | 2.92 sym/s | Total: 11.3m | ETA: 9.4m
[2025-12-08T20:26:19.929987] [INFO ] [sig       ] [1972/3624] Forecasting LOMA...
[2025-12-08T20:26:19.930017] [INFO ] [sig       ] Generating forecast for: LOMA
[2025-12-08T20:26:19.930053] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOMA' from 'https://tdm.silogroup.org/data/derivative_storage/LOMA.csv'.
[2025-12-08T20:26:19.942456] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOMA'.
[2025-12-08T20:26:19.942829] [INFO ] [FORECASTER] Starting predict_future for LOMA
[2025-12-08T20:26:19.943654] [DEBUG] [LOCAL     ] No optimal features file found for LOMA: ./output/feature-sets/LOMA.txt
[2025-12-08T20:26:19.943704] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:19.943734] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:19.943759] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:19.943813] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:19.998667] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:19.999391] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:19.999468] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:19.999499] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:20.120353] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:20.120506] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:20.120547] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:20.120595] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:20.124183] [DEBUG] [FORECASTER] LOMA: Forecast T+1@11:T+2@11: DOWN (p=5.97%)
[2025-12-08T20:26:20.124501] [INFO ] [FORECASTER] Completed predict_future for LOMA
[2025-12-08T20:26:20.124663] [INFO ] [sig       ] LOMA: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:26:20.273250] [INFO ] [LOCAL     ] Saved forecast: LOMA	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/LOMA.txt
[2025-12-08T20:26:20.273413] [INFO ] [sig       ] [1972/3624] Completed LOMA in 0.3s | 2.92 sym/s | Total: 11.3m | ETA: 9.4m
[2025-12-08T20:26:20.273459] [INFO ] [sig       ] [1973/3624] Forecasting LOPE...
[2025-12-08T20:26:20.273490] [INFO ] [sig       ] Generating forecast for: LOPE
[2025-12-08T20:26:20.273519] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOPE' from 'https://tdm.silogroup.org/data/derivative_storage/LOPE.csv'.
[2025-12-08T20:26:20.286198] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOPE'.
[2025-12-08T20:26:20.286553] [INFO ] [FORECASTER] Starting predict_future for LOPE
[2025-12-08T20:26:20.287418] [DEBUG] [LOCAL     ] No optimal features file found for LOPE: ./output/feature-sets/LOPE.txt
[2025-12-08T20:26:20.287470] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:20.287501] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:20.287527] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:20.287600] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:20.346533] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:20.347268] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:20.347347] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:20.347380] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:20.473976] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:20.474124] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:20.474165] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:20.474195] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:20.478021] [DEBUG] [FORECASTER] LOPE: Forecast T+1@11:T+2@11: DOWN (p=7.39%)
[2025-12-08T20:26:20.478285] [INFO ] [FORECASTER] Completed predict_future for LOPE
[2025-12-08T20:26:20.478411] [INFO ] [sig       ] LOPE: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:26:20.627809] [INFO ] [LOCAL     ] Saved forecast: LOPE	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/LOPE.txt
[2025-12-08T20:26:20.627948] [INFO ] [sig       ] [1973/3624] Completed LOPE in 0.4s | 2.92 sym/s | Total: 11.3m | ETA: 9.4m
[2025-12-08T20:26:20.627989] [INFO ] [sig       ] [1974/3624] Forecasting LOVE...
[2025-12-08T20:26:20.628019] [INFO ] [sig       ] Generating forecast for: LOVE
[2025-12-08T20:26:20.628050] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOVE' from 'https://tdm.silogroup.org/data/derivative_storage/LOVE.csv'.
[2025-12-08T20:26:20.640731] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOVE'.
[2025-12-08T20:26:20.641082] [INFO ] [FORECASTER] Starting predict_future for LOVE
[2025-12-08T20:26:20.641886] [DEBUG] [LOCAL     ] No optimal features file found for LOVE: ./output/feature-sets/LOVE.txt
[2025-12-08T20:26:20.641935] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:20.641965] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:20.641991] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:20.642045] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:20.702014] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:20.702904] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:20.703003] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:20.703048] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:20.824983] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:20.825132] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:20.825171] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:20.825229] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:20.828542] [DEBUG] [FORECASTER] LOVE: Forecast T+1@11:T+2@11: UP (p=60.87%)
[2025-12-08T20:26:20.828829] [INFO ] [FORECASTER] Completed predict_future for LOVE
[2025-12-08T20:26:20.828946] [INFO ] [sig       ] LOVE: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:26:20.971661] [INFO ] [LOCAL     ] Saved forecast: LOVE	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/LOVE.txt
[2025-12-08T20:26:20.971822] [INFO ] [sig       ] [1974/3624] Completed LOVE in 0.3s | 2.92 sym/s | Total: 11.3m | ETA: 9.4m
[2025-12-08T20:26:20.971861] [INFO ] [sig       ] [1975/3624] Forecasting LPCN...
[2025-12-08T20:26:20.971889] [INFO ] [sig       ] Generating forecast for: LPCN
[2025-12-08T20:26:20.971920] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPCN' from 'https://tdm.silogroup.org/data/derivative_storage/LPCN.csv'.
[2025-12-08T20:26:20.985192] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPCN'.
[2025-12-08T20:26:20.985795] [INFO ] [FORECASTER] Starting predict_future for LPCN
[2025-12-08T20:26:20.986799] [DEBUG] [LOCAL     ] No optimal features file found for LPCN: ./output/feature-sets/LPCN.txt
[2025-12-08T20:26:20.986847] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:20.986878] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:20.986903] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:20.986957] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:21.042178] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:21.043075] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:21.043155] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:21.043187] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:21.153192] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:21.153353] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:21.153390] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:21.153417] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:21.156781] [DEBUG] [FORECASTER] LPCN: Forecast T+1@11:T+2@11: DOWN (p=3.91%)
[2025-12-08T20:26:21.157067] [INFO ] [FORECASTER] Completed predict_future for LPCN
[2025-12-08T20:26:21.157190] [INFO ] [sig       ] LPCN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:26:21.296382] [INFO ] [LOCAL     ] Saved forecast: LPCN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/LPCN.txt
[2025-12-08T20:26:21.296759] [INFO ] [sig       ] [1975/3624] Completed LPCN in 0.3s | 2.92 sym/s | Total: 11.3m | ETA: 9.4m
[2025-12-08T20:26:21.296799] [INFO ] [sig       ] [1976/3624] Forecasting LPG...
[2025-12-08T20:26:21.296826] [INFO ] [sig       ] Generating forecast for: LPG
[2025-12-08T20:26:21.296856] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPG' from 'https://tdm.silogroup.org/data/derivative_storage/LPG.csv'.
[2025-12-08T20:26:21.309124] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPG'.
[2025-12-08T20:26:21.309473] [INFO ] [FORECASTER] Starting predict_future for LPG
[2025-12-08T20:26:21.310286] [DEBUG] [LOCAL     ] No optimal features file found for LPG: ./output/feature-sets/LPG.txt
[2025-12-08T20:26:21.310354] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:21.310397] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:21.310424] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:21.310480] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:21.366569] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:21.367256] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:21.367336] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:21.367368] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:21.488121] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:21.488273] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:21.488313] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:21.488345] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:21.491847] [DEBUG] [FORECASTER] LPG: Forecast T+1@11:T+2@11: UP (p=96.87%)
[2025-12-08T20:26:21.492116] [INFO ] [FORECASTER] Completed predict_future for LPG
[2025-12-08T20:26:21.492238] [INFO ] [sig       ] LPG: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:26:21.630463] [INFO ] [LOCAL     ] Saved forecast: LPG	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/LPG.txt
[2025-12-08T20:26:21.630624] [INFO ] [sig       ] [1976/3624] Completed LPG in 0.3s | 2.92 sym/s | Total: 11.3m | ETA: 9.4m
[2025-12-08T20:26:21.630668] [INFO ] [sig       ] [1977/3624] Forecasting LPL...
[2025-12-08T20:26:21.630697] [INFO ] [sig       ] Generating forecast for: LPL
[2025-12-08T20:26:21.630730] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPL' from 'https://tdm.silogroup.org/data/derivative_storage/LPL.csv'.
[2025-12-08T20:26:21.643045] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPL'.
[2025-12-08T20:26:21.643403] [INFO ] [FORECASTER] Starting predict_future for LPL
[2025-12-08T20:26:21.644196] [DEBUG] [LOCAL     ] No optimal features file found for LPL: ./output/feature-sets/LPL.txt
[2025-12-08T20:26:21.644247] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:21.644279] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:21.644306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:21.644363] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:21.704119] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:21.704992] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:21.705070] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:21.705102] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:21.825989] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:21.826162] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:21.826211] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:21.826241] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:21.829731] [DEBUG] [FORECASTER] LPL: Forecast T+1@11:T+2@11: UP (p=75.48%)
[2025-12-08T20:26:21.830003] [INFO ] [FORECASTER] Completed predict_future for LPL
[2025-12-08T20:26:21.830128] [INFO ] [sig       ] LPL: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:26:21.968938] [INFO ] [LOCAL     ] Saved forecast: LPL	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/LPL.txt
[2025-12-08T20:26:21.969058] [INFO ] [sig       ] [1977/3624] Completed LPL in 0.3s | 2.92 sym/s | Total: 11.3m | ETA: 9.4m
[2025-12-08T20:26:21.969096] [INFO ] [sig       ] [1978/3624] Forecasting LPLA...
[2025-12-08T20:26:21.969125] [INFO ] [sig       ] Generating forecast for: LPLA
[2025-12-08T20:26:21.969154] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPLA' from 'https://tdm.silogroup.org/data/derivative_storage/LPLA.csv'.
[2025-12-08T20:26:21.981157] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPLA'.
[2025-12-08T20:26:21.981496] [INFO ] [FORECASTER] Starting predict_future for LPLA
[2025-12-08T20:26:21.982265] [DEBUG] [LOCAL     ] No optimal features file found for LPLA: ./output/feature-sets/LPLA.txt
[2025-12-08T20:26:21.982316] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:21.982347] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:21.982373] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:21.982428] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:22.039666] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:22.040399] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:22.040476] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:22.040509] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:22.163630] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:22.163780] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:22.163818] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:22.163846] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:22.167088] [DEBUG] [FORECASTER] LPLA: Forecast T+1@11:T+2@11: UP (p=85.95%)
[2025-12-08T20:26:22.167345] [INFO ] [FORECASTER] Completed predict_future for LPLA
[2025-12-08T20:26:22.167522] [INFO ] [sig       ] LPLA: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:26:22.305225] [INFO ] [LOCAL     ] Saved forecast: LPLA	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/LPLA.txt
[2025-12-08T20:26:22.305349] [INFO ] [sig       ] [1978/3624] Completed LPLA in 0.3s | 2.92 sym/s | Total: 11.3m | ETA: 9.4m
[2025-12-08T20:26:22.305386] [INFO ] [sig       ] [1979/3624] Forecasting LPRO...
[2025-12-08T20:26:22.305415] [INFO ] [sig       ] Generating forecast for: LPRO
[2025-12-08T20:26:22.305445] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPRO' from 'https://tdm.silogroup.org/data/derivative_storage/LPRO.csv'.
[2025-12-08T20:26:22.317308] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPRO'.
[2025-12-08T20:26:22.317688] [INFO ] [FORECASTER] Starting predict_future for LPRO
[2025-12-08T20:26:22.318466] [DEBUG] [LOCAL     ] No optimal features file found for LPRO: ./output/feature-sets/LPRO.txt
[2025-12-08T20:26:22.318518] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:22.318550] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:22.318598] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:22.318657] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:22.375639] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:22.376242] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:22.376315] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:22.376347] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:22.498966] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:22.499113] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:22.499152] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:22.499180] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:22.502614] [DEBUG] [FORECASTER] LPRO: Forecast T+1@11:T+2@11: DOWN (p=30.23%)
[2025-12-08T20:26:22.502886] [INFO ] [FORECASTER] Completed predict_future for LPRO
[2025-12-08T20:26:22.503010] [INFO ] [sig       ] LPRO: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:26:22.644123] [INFO ] [LOCAL     ] Saved forecast: LPRO	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/LPRO.txt
[2025-12-08T20:26:22.644243] [INFO ] [sig       ] [1979/3624] Completed LPRO in 0.3s | 2.92 sym/s | Total: 11.3m | ETA: 9.4m
[2025-12-08T20:26:22.644282] [INFO ] [sig       ] [1980/3624] Forecasting LPSN...
[2025-12-08T20:26:22.644310] [INFO ] [sig       ] Generating forecast for: LPSN
[2025-12-08T20:26:22.644338] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPSN' from 'https://tdm.silogroup.org/data/derivative_storage/LPSN.csv'.
[2025-12-08T20:26:22.656786] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPSN'.
[2025-12-08T20:26:22.657132] [INFO ] [FORECASTER] Starting predict_future for LPSN
[2025-12-08T20:26:22.657968] [DEBUG] [LOCAL     ] No optimal features file found for LPSN: ./output/feature-sets/LPSN.txt
[2025-12-08T20:26:22.658018] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:22.658049] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:22.658076] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:22.658131] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:22.716772] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:22.717497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:22.717591] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:22.717627] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:22.838026] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:22.838181] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:22.838221] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:22.838249] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:22.841678] [DEBUG] [FORECASTER] LPSN: Forecast T+1@11:T+2@11: DOWN (p=26.63%)
[2025-12-08T20:26:22.841955] [INFO ] [FORECASTER] Completed predict_future for LPSN
[2025-12-08T20:26:22.842081] [INFO ] [sig       ] LPSN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:26:22.982063] [INFO ] [LOCAL     ] Saved forecast: LPSN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/LPSN.txt
[2025-12-08T20:26:22.982214] [INFO ] [sig       ] [1980/3624] Completed LPSN in 0.3s | 2.92 sym/s | Total: 11.3m | ETA: 9.4m
[2025-12-08T20:26:22.982252] [INFO ] [sig       ] [1981/3624] Forecasting LPTH...
[2025-12-08T20:26:22.982281] [INFO ] [sig       ] Generating forecast for: LPTH
[2025-12-08T20:26:22.982309] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPTH' from 'https://tdm.silogroup.org/data/derivative_storage/LPTH.csv'.
[2025-12-08T20:26:22.995136] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPTH'.
[2025-12-08T20:26:22.995497] [INFO ] [FORECASTER] Starting predict_future for LPTH
[2025-12-08T20:26:22.996276] [DEBUG] [LOCAL     ] No optimal features file found for LPTH: ./output/feature-sets/LPTH.txt
[2025-12-08T20:26:22.996337] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:22.996371] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:22.996398] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:22.996452] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:23.055632] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:23.056462] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:23.056591] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:23.056627] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:23.183594] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:23.183773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:23.183820] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:23.183851] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:23.187483] [DEBUG] [FORECASTER] LPTH: Forecast T+1@11:T+2@11: UP (p=70.90%)
[2025-12-08T20:26:23.187772] [INFO ] [FORECASTER] Completed predict_future for LPTH
[2025-12-08T20:26:23.187895] [INFO ] [sig       ] LPTH: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:26:23.328301] [INFO ] [LOCAL     ] Saved forecast: LPTH	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/LPTH.txt
[2025-12-08T20:26:23.328439] [INFO ] [sig       ] [1981/3624] Completed LPTH in 0.3s | 2.92 sym/s | Total: 11.3m | ETA: 9.4m
[2025-12-08T20:26:23.328477] [INFO ] [sig       ] [1982/3624] Forecasting LPX...
[2025-12-08T20:26:23.328507] [INFO ] [sig       ] Generating forecast for: LPX
[2025-12-08T20:26:23.328538] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPX' from 'https://tdm.silogroup.org/data/derivative_storage/LPX.csv'.
[2025-12-08T20:26:23.341971] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPX'.
[2025-12-08T20:26:23.342344] [INFO ] [FORECASTER] Starting predict_future for LPX
[2025-12-08T20:26:23.343329] [DEBUG] [LOCAL     ] No optimal features file found for LPX: ./output/feature-sets/LPX.txt
[2025-12-08T20:26:23.343378] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:23.343409] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:23.343436] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:23.343490] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:23.402766] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:23.403417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:23.403494] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:23.403527] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:23.522738] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:23.522888] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:23.522927] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:23.522956] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:23.526429] [DEBUG] [FORECASTER] LPX: Forecast T+1@11:T+2@11: DOWN (p=33.45%)
[2025-12-08T20:26:23.526718] [INFO ] [FORECASTER] Completed predict_future for LPX
[2025-12-08T20:26:23.526843] [INFO ] [sig       ] LPX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:26:23.667972] [INFO ] [LOCAL     ] Saved forecast: LPX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/LPX.txt
[2025-12-08T20:26:23.668105] [INFO ] [sig       ] [1982/3624] Completed LPX in 0.3s | 2.92 sym/s | Total: 11.3m | ETA: 9.4m
[2025-12-08T20:26:23.668144] [INFO ] [sig       ] [1983/3624] Forecasting LQDA...
[2025-12-08T20:26:23.668174] [INFO ] [sig       ] Generating forecast for: LQDA
[2025-12-08T20:26:23.668204] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LQDA' from 'https://tdm.silogroup.org/data/derivative_storage/LQDA.csv'.
[2025-12-08T20:26:23.681088] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LQDA'.
[2025-12-08T20:26:23.681441] [INFO ] [FORECASTER] Starting predict_future for LQDA
[2025-12-08T20:26:23.682234] [DEBUG] [LOCAL     ] No optimal features file found for LQDA: ./output/feature-sets/LQDA.txt
[2025-12-08T20:26:23.682285] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:23.682317] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:23.682346] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:23.682404] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:23.740857] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:23.741560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:23.741655] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:23.741688] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:23.868356] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:23.868553] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:23.868635] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:23.868684] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:23.872226] [DEBUG] [FORECASTER] LQDA: Forecast T+1@11:T+2@11: DOWN (p=0.56%)
[2025-12-08T20:26:23.872504] [INFO ] [FORECASTER] Completed predict_future for LQDA
[2025-12-08T20:26:23.872649] [INFO ] [sig       ] LQDA: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:26:24.013585] [INFO ] [LOCAL     ] Saved forecast: LQDA	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/LQDA.txt
[2025-12-08T20:26:24.013719] [INFO ] [sig       ] [1983/3624] Completed LQDA in 0.3s | 2.92 sym/s | Total: 11.3m | ETA: 9.4m
[2025-12-08T20:26:24.013757] [INFO ] [sig       ] [1984/3624] Forecasting LRCX...
[2025-12-08T20:26:24.013786] [INFO ] [sig       ] Generating forecast for: LRCX
[2025-12-08T20:26:24.013814] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LRCX' from 'https://tdm.silogroup.org/data/derivative_storage/LRCX.csv'.
[2025-12-08T20:26:24.026456] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LRCX'.
[2025-12-08T20:26:24.026811] [INFO ] [FORECASTER] Starting predict_future for LRCX
[2025-12-08T20:26:24.027616] [DEBUG] [LOCAL     ] No optimal features file found for LRCX: ./output/feature-sets/LRCX.txt
[2025-12-08T20:26:24.027665] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:24.027696] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:24.027721] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:24.027775] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:24.085310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:24.085984] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:24.086061] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:24.086094] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:24.213358] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:24.213514] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:24.213552] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:24.213605] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:24.217602] [DEBUG] [FORECASTER] LRCX: Forecast T+1@11:T+2@11: DOWN (p=39.80%)
[2025-12-08T20:26:24.217887] [INFO ] [FORECASTER] Completed predict_future for LRCX
[2025-12-08T20:26:24.218020] [INFO ] [sig       ] LRCX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:26:24.364882] [INFO ] [LOCAL     ] Saved forecast: LRCX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/LRCX.txt
[2025-12-08T20:26:24.365063] [INFO ] [sig       ] [1984/3624] Completed LRCX in 0.4s | 2.92 sym/s | Total: 11.3m | ETA: 9.4m
[2025-12-08T20:26:24.365103] [INFO ] [sig       ] [1985/3624] Forecasting LRGE...
[2025-12-08T20:26:24.365133] [INFO ] [sig       ] Generating forecast for: LRGE
[2025-12-08T20:26:24.365162] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LRGE' from 'https://tdm.silogroup.org/data/derivative_storage/LRGE.csv'.
[2025-12-08T20:26:24.378825] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LRGE'.
[2025-12-08T20:26:24.379209] [INFO ] [FORECASTER] Starting predict_future for LRGE
[2025-12-08T20:26:24.380015] [DEBUG] [LOCAL     ] No optimal features file found for LRGE: ./output/feature-sets/LRGE.txt
[2025-12-08T20:26:24.380066] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:24.380097] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:24.380122] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:24.380176] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:24.438444] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:24.439484] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:24.439563] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:24.439787] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:24.551691] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:24.551847] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:24.551885] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:24.551912] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:24.555165] [DEBUG] [FORECASTER] LRGE: Forecast T+1@11:T+2@11: UP (p=59.45%)
[2025-12-08T20:26:24.555428] [INFO ] [FORECASTER] Completed predict_future for LRGE
[2025-12-08T20:26:24.555544] [INFO ] [sig       ] LRGE: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:26:24.695040] [INFO ] [LOCAL     ] Saved forecast: LRGE	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/LRGE.txt
[2025-12-08T20:26:24.695189] [INFO ] [sig       ] [1985/3624] Completed LRGE in 0.3s | 2.92 sym/s | Total: 11.3m | ETA: 9.4m
[2025-12-08T20:26:24.695229] [INFO ] [sig       ] [1986/3624] Forecasting LRHC...
[2025-12-08T20:26:24.695257] [INFO ] [sig       ] Generating forecast for: LRHC
[2025-12-08T20:26:24.695287] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LRHC' from 'https://tdm.silogroup.org/data/derivative_storage/LRHC.csv'.
[2025-12-08T20:26:24.706912] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LRHC'.
[2025-12-08T20:26:24.707270] [INFO ] [FORECASTER] Starting predict_future for LRHC
[2025-12-08T20:26:24.708076] [DEBUG] [LOCAL     ] No optimal features file found for LRHC: ./output/feature-sets/LRHC.txt
[2025-12-08T20:26:24.708125] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:24.708155] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:24.708181] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:24.708236] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:24.764000] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:24.764836] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:24.764913] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:24.764944] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:24.878802] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:24.878956] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:24.878993] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:24.879021] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:24.882339] [DEBUG] [FORECASTER] LRHC: Forecast T+1@11:T+2@11: DOWN (p=10.39%)
[2025-12-08T20:26:24.882635] [INFO ] [FORECASTER] Completed predict_future for LRHC
[2025-12-08T20:26:24.882759] [INFO ] [sig       ] LRHC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:26:25.023408] [INFO ] [LOCAL     ] Saved forecast: LRHC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/LRHC.txt
[2025-12-08T20:26:25.023555] [INFO ] [sig       ] [1986/3624] Completed LRHC in 0.3s | 2.92 sym/s | Total: 11.3m | ETA: 9.4m
[2025-12-08T20:26:25.023629] [INFO ] [sig       ] [1987/3624] Forecasting LSCC...
[2025-12-08T20:26:25.023662] [INFO ] [sig       ] Generating forecast for: LSCC
[2025-12-08T20:26:25.023691] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LSCC' from 'https://tdm.silogroup.org/data/derivative_storage/LSCC.csv'.
[2025-12-08T20:26:25.035731] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LSCC'.
[2025-12-08T20:26:25.036100] [INFO ] [FORECASTER] Starting predict_future for LSCC
[2025-12-08T20:26:25.036913] [DEBUG] [LOCAL     ] No optimal features file found for LSCC: ./output/feature-sets/LSCC.txt
[2025-12-08T20:26:25.036964] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:25.036998] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:25.037026] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:25.037082] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:25.094908] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:25.095845] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:25.095931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:25.095965] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:25.214193] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:25.214345] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:25.214386] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:25.214416] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:25.217826] [DEBUG] [FORECASTER] LSCC: Forecast T+1@11:T+2@11: DOWN (p=20.41%)
[2025-12-08T20:26:25.218095] [INFO ] [FORECASTER] Completed predict_future for LSCC
[2025-12-08T20:26:25.218215] [INFO ] [sig       ] LSCC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:26:25.359430] [INFO ] [LOCAL     ] Saved forecast: LSCC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/LSCC.txt
[2025-12-08T20:26:25.359596] [INFO ] [sig       ] [1987/3624] Completed LSCC in 0.3s | 2.92 sym/s | Total: 11.3m | ETA: 9.3m
[2025-12-08T20:26:25.359638] [INFO ] [sig       ] [1988/3624] Forecasting LSPD...
[2025-12-08T20:26:25.359667] [INFO ] [sig       ] Generating forecast for: LSPD
[2025-12-08T20:26:25.359697] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LSPD' from 'https://tdm.silogroup.org/data/derivative_storage/LSPD.csv'.
[2025-12-08T20:26:25.372195] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LSPD'.
[2025-12-08T20:26:25.372555] [INFO ] [FORECASTER] Starting predict_future for LSPD
[2025-12-08T20:26:25.373328] [DEBUG] [LOCAL     ] No optimal features file found for LSPD: ./output/feature-sets/LSPD.txt
[2025-12-08T20:26:25.373377] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:25.373433] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:25.373461] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:25.373517] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:25.429778] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:25.430631] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:25.430711] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:25.430746] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:25.554311] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:25.554478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:25.554516] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:25.554543] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:25.557827] [DEBUG] [FORECASTER] LSPD: Forecast T+1@11:T+2@11: DOWN (p=25.26%)
[2025-12-08T20:26:25.558086] [INFO ] [FORECASTER] Completed predict_future for LSPD
[2025-12-08T20:26:25.558201] [INFO ] [sig       ] LSPD: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:26:25.697870] [INFO ] [LOCAL     ] Saved forecast: LSPD	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/LSPD.txt
[2025-12-08T20:26:25.698017] [INFO ] [sig       ] [1988/3624] Completed LSPD in 0.3s | 2.92 sym/s | Total: 11.4m | ETA: 9.3m
[2025-12-08T20:26:25.698057] [INFO ] [sig       ] [1989/3624] Forecasting LTC...
[2025-12-08T20:26:25.698086] [INFO ] [sig       ] Generating forecast for: LTC
[2025-12-08T20:26:25.698115] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LTC' from 'https://tdm.silogroup.org/data/derivative_storage/LTC.csv'.
[2025-12-08T20:26:25.710214] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LTC'.
[2025-12-08T20:26:25.710606] [INFO ] [FORECASTER] Starting predict_future for LTC
[2025-12-08T20:26:25.711360] [DEBUG] [LOCAL     ] No optimal features file found for LTC: ./output/feature-sets/LTC.txt
[2025-12-08T20:26:25.711409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:25.711439] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:25.711465] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:25.711519] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:25.768204] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:25.769048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:25.769126] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:25.769158] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:25.886144] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:25.886308] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:25.886352] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:25.886381] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:25.889847] [DEBUG] [FORECASTER] LTC: Forecast T+1@11:T+2@11: UP (p=79.60%)
[2025-12-08T20:26:25.890126] [INFO ] [FORECASTER] Completed predict_future for LTC
[2025-12-08T20:26:25.890246] [INFO ] [sig       ] LTC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:26:26.029716] [INFO ] [LOCAL     ] Saved forecast: LTC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/LTC.txt
[2025-12-08T20:26:26.029869] [INFO ] [sig       ] [1989/3624] Completed LTC in 0.3s | 2.92 sym/s | Total: 11.4m | ETA: 9.3m
[2025-12-08T20:26:26.029911] [INFO ] [sig       ] [1990/3624] Forecasting LTH...
[2025-12-08T20:26:26.029942] [INFO ] [sig       ] Generating forecast for: LTH
[2025-12-08T20:26:26.029975] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LTH' from 'https://tdm.silogroup.org/data/derivative_storage/LTH.csv'.
[2025-12-08T20:26:26.041959] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LTH'.
[2025-12-08T20:26:26.042312] [INFO ] [FORECASTER] Starting predict_future for LTH
[2025-12-08T20:26:26.043094] [DEBUG] [LOCAL     ] No optimal features file found for LTH: ./output/feature-sets/LTH.txt
[2025-12-08T20:26:26.043144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:26.043174] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:26.043200] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:26.043254] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:26.100438] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:26.101314] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:26.101395] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:26.101428] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:26.217752] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:26.217897] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:26.217936] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:26.217967] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:26.221226] [DEBUG] [FORECASTER] LTH: Forecast T+1@11:T+2@11: UP (p=68.31%)
[2025-12-08T20:26:26.221499] [INFO ] [FORECASTER] Completed predict_future for LTH
[2025-12-08T20:26:26.221646] [INFO ] [sig       ] LTH: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:26:26.382143] [INFO ] [LOCAL     ] Saved forecast: LTH	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/LTH.txt
[2025-12-08T20:26:26.382318] [INFO ] [sig       ] [1990/3624] Completed LTH in 0.4s | 2.92 sym/s | Total: 11.4m | ETA: 9.3m
[2025-12-08T20:26:26.382360] [INFO ] [sig       ] [1991/3624] Forecasting LTRN...
[2025-12-08T20:26:26.382389] [INFO ] [sig       ] Generating forecast for: LTRN
[2025-12-08T20:26:26.382419] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LTRN' from 'https://tdm.silogroup.org/data/derivative_storage/LTRN.csv'.
[2025-12-08T20:26:26.394350] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LTRN'.
[2025-12-08T20:26:26.394787] [INFO ] [FORECASTER] Starting predict_future for LTRN
[2025-12-08T20:26:26.395625] [DEBUG] [LOCAL     ] No optimal features file found for LTRN: ./output/feature-sets/LTRN.txt
[2025-12-08T20:26:26.395677] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:26.395708] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:26.395734] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:26.395788] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:26.453899] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:26.454788] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:26.454868] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:26.454902] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:26.572408] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:26.572562] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:26.572618] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:26.572678] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:26.576128] [DEBUG] [FORECASTER] LTRN: Forecast T+1@11:T+2@11: DOWN (p=0.70%)
[2025-12-08T20:26:26.576461] [INFO ] [FORECASTER] Completed predict_future for LTRN
[2025-12-08T20:26:26.576627] [INFO ] [sig       ] LTRN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:26:26.715805] [INFO ] [LOCAL     ] Saved forecast: LTRN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/LTRN.txt
[2025-12-08T20:26:26.715983] [INFO ] [sig       ] [1991/3624] Completed LTRN in 0.3s | 2.92 sym/s | Total: 11.4m | ETA: 9.3m
[2025-12-08T20:26:26.716041] [INFO ] [sig       ] [1992/3624] Forecasting LTRX...
[2025-12-08T20:26:26.716083] [INFO ] [sig       ] Generating forecast for: LTRX
[2025-12-08T20:26:26.716125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LTRX' from 'https://tdm.silogroup.org/data/derivative_storage/LTRX.csv'.
[2025-12-08T20:26:26.728716] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LTRX'.
[2025-12-08T20:26:26.729098] [INFO ] [FORECASTER] Starting predict_future for LTRX
[2025-12-08T20:26:26.729974] [DEBUG] [LOCAL     ] No optimal features file found for LTRX: ./output/feature-sets/LTRX.txt
[2025-12-08T20:26:26.730026] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:26.730072] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:26.730102] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:26.730165] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:26.790506] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:26.791375] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:26.791458] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:26.791491] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:26.915246] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:26.915397] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:26.915435] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:26.915463] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:26.918837] [DEBUG] [FORECASTER] LTRX: Forecast T+1@11:T+2@11: DOWN (p=26.80%)
[2025-12-08T20:26:26.919111] [INFO ] [FORECASTER] Completed predict_future for LTRX
[2025-12-08T20:26:26.919232] [INFO ] [sig       ] LTRX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:26:27.059282] [INFO ] [LOCAL     ] Saved forecast: LTRX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/LTRX.txt
[2025-12-08T20:26:27.059426] [INFO ] [sig       ] [1992/3624] Completed LTRX in 0.3s | 2.92 sym/s | Total: 11.4m | ETA: 9.3m
[2025-12-08T20:26:27.059466] [INFO ] [sig       ] [1993/3624] Forecasting LUCD...
[2025-12-08T20:26:27.059499] [INFO ] [sig       ] Generating forecast for: LUCD
[2025-12-08T20:26:27.059528] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LUCD' from 'https://tdm.silogroup.org/data/derivative_storage/LUCD.csv'.
[2025-12-08T20:26:27.071927] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LUCD'.
[2025-12-08T20:26:27.072288] [INFO ] [FORECASTER] Starting predict_future for LUCD
[2025-12-08T20:26:27.073075] [DEBUG] [LOCAL     ] No optimal features file found for LUCD: ./output/feature-sets/LUCD.txt
[2025-12-08T20:26:27.073125] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:27.073156] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:27.073182] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:27.073237] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:27.131847] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:27.132665] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:27.132744] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:27.132778] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:27.250345] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:27.250487] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:27.250525] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:27.250553] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:27.253827] [DEBUG] [FORECASTER] LUCD: Forecast T+1@11:T+2@11: UP (p=66.78%)
[2025-12-08T20:26:27.254089] [INFO ] [FORECASTER] Completed predict_future for LUCD
[2025-12-08T20:26:27.254209] [INFO ] [sig       ] LUCD: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:26:27.392418] [INFO ] [LOCAL     ] Saved forecast: LUCD	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/LUCD.txt
[2025-12-08T20:26:27.392538] [INFO ] [sig       ] [1993/3624] Completed LUCD in 0.3s | 2.92 sym/s | Total: 11.4m | ETA: 9.3m
[2025-12-08T20:26:27.392593] [INFO ] [sig       ] [1994/3624] Forecasting LUCY...
[2025-12-08T20:26:27.392624] [INFO ] [sig       ] Generating forecast for: LUCY
[2025-12-08T20:26:27.392654] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LUCY' from 'https://tdm.silogroup.org/data/derivative_storage/LUCY.csv'.
[2025-12-08T20:26:27.404723] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LUCY'.
[2025-12-08T20:26:27.405082] [INFO ] [FORECASTER] Starting predict_future for LUCY
[2025-12-08T20:26:27.405916] [DEBUG] [LOCAL     ] No optimal features file found for LUCY: ./output/feature-sets/LUCY.txt
[2025-12-08T20:26:27.405969] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:27.406002] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:27.406030] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:27.406087] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:27.464832] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:27.465489] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:27.465567] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:27.465620] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:27.589308] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:27.589464] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:27.589504] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:27.589533] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:27.593057] [DEBUG] [FORECASTER] LUCY: Forecast T+1@11:T+2@11: DOWN (p=5.63%)
[2025-12-08T20:26:27.593323] [INFO ] [FORECASTER] Completed predict_future for LUCY
[2025-12-08T20:26:27.593447] [INFO ] [sig       ] LUCY: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:26:27.737983] [INFO ] [LOCAL     ] Saved forecast: LUCY	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/LUCY.txt
[2025-12-08T20:26:27.738117] [INFO ] [sig       ] [1994/3624] Completed LUCY in 0.3s | 2.92 sym/s | Total: 11.4m | ETA: 9.3m
[2025-12-08T20:26:27.738156] [INFO ] [sig       ] [1995/3624] Forecasting LUMN...
[2025-12-08T20:26:27.738185] [INFO ] [sig       ] Generating forecast for: LUMN
[2025-12-08T20:26:27.738214] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LUMN' from 'https://tdm.silogroup.org/data/derivative_storage/LUMN.csv'.
[2025-12-08T20:26:27.750106] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LUMN'.
[2025-12-08T20:26:27.750440] [INFO ] [FORECASTER] Starting predict_future for LUMN
[2025-12-08T20:26:27.751228] [DEBUG] [LOCAL     ] No optimal features file found for LUMN: ./output/feature-sets/LUMN.txt
[2025-12-08T20:26:27.751278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:27.751309] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:27.751336] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:27.751391] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:27.808329] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:27.808976] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:27.809051] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:27.809081] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:27.933187] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:27.933343] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:27.933382] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:27.933410] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:27.936847] [DEBUG] [FORECASTER] LUMN: Forecast T+1@11:T+2@11: DOWN (p=3.04%)
[2025-12-08T20:26:27.937113] [INFO ] [FORECASTER] Completed predict_future for LUMN
[2025-12-08T20:26:27.937232] [INFO ] [sig       ] LUMN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:26:28.081991] [INFO ] [LOCAL     ] Saved forecast: LUMN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/LUMN.txt
[2025-12-08T20:26:28.082124] [INFO ] [sig       ] [1995/3624] Completed LUMN in 0.3s | 2.92 sym/s | Total: 11.4m | ETA: 9.3m
[2025-12-08T20:26:28.082169] [INFO ] [sig       ] [1996/3624] Forecasting LUNG...
[2025-12-08T20:26:28.082202] [INFO ] [sig       ] Generating forecast for: LUNG
[2025-12-08T20:26:28.082233] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LUNG' from 'https://tdm.silogroup.org/data/derivative_storage/LUNG.csv'.
[2025-12-08T20:26:28.094030] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LUNG'.
[2025-12-08T20:26:28.094387] [INFO ] [FORECASTER] Starting predict_future for LUNG
[2025-12-08T20:26:28.095157] [DEBUG] [LOCAL     ] No optimal features file found for LUNG: ./output/feature-sets/LUNG.txt
[2025-12-08T20:26:28.095206] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:28.095237] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:28.095263] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:28.095317] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:28.152947] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:28.153767] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:28.153845] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:28.153878] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:28.277043] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:28.277189] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:28.277229] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:28.277257] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:28.283866] [DEBUG] [FORECASTER] LUNG: Forecast T+1@11:T+2@11: UP (p=98.46%)
[2025-12-08T20:26:28.284164] [INFO ] [FORECASTER] Completed predict_future for LUNG
[2025-12-08T20:26:28.284292] [INFO ] [sig       ] LUNG: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:26:28.426997] [INFO ] [LOCAL     ] Saved forecast: LUNG	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/LUNG.txt
[2025-12-08T20:26:28.427134] [INFO ] [sig       ] [1996/3624] Completed LUNG in 0.3s | 2.92 sym/s | Total: 11.4m | ETA: 9.3m
[2025-12-08T20:26:28.427173] [INFO ] [sig       ] [1997/3624] Forecasting LVHD...
[2025-12-08T20:26:28.427202] [INFO ] [sig       ] Generating forecast for: LVHD
[2025-12-08T20:26:28.427231] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LVHD' from 'https://tdm.silogroup.org/data/derivative_storage/LVHD.csv'.
[2025-12-08T20:26:28.440697] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LVHD'.
[2025-12-08T20:26:28.441106] [INFO ] [FORECASTER] Starting predict_future for LVHD
[2025-12-08T20:26:28.442054] [DEBUG] [LOCAL     ] No optimal features file found for LVHD: ./output/feature-sets/LVHD.txt
[2025-12-08T20:26:28.442112] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:28.442151] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:28.442185] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:28.442258] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:28.508948] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:28.509954] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:28.510048] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:28.510085] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:28.630327] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:28.630477] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:28.630515] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:28.630543] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:28.633913] [DEBUG] [FORECASTER] LVHD: Forecast T+1@11:T+2@11: UP (p=89.66%)
[2025-12-08T20:26:28.634195] [INFO ] [FORECASTER] Completed predict_future for LVHD
[2025-12-08T20:26:28.634337] [INFO ] [sig       ] LVHD: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:26:28.772793] [INFO ] [LOCAL     ] Saved forecast: LVHD	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/LVHD.txt
[2025-12-08T20:26:28.772944] [INFO ] [sig       ] [1997/3624] Completed LVHD in 0.3s | 2.92 sym/s | Total: 11.4m | ETA: 9.3m
[2025-12-08T20:26:28.772984] [INFO ] [sig       ] [1998/3624] Forecasting LVO...
[2025-12-08T20:26:28.773014] [INFO ] [sig       ] Generating forecast for: LVO
[2025-12-08T20:26:28.773043] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LVO' from 'https://tdm.silogroup.org/data/derivative_storage/LVO.csv'.
[2025-12-08T20:26:28.785048] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LVO'.
[2025-12-08T20:26:28.785434] [INFO ] [FORECASTER] Starting predict_future for LVO
[2025-12-08T20:26:28.786250] [DEBUG] [LOCAL     ] No optimal features file found for LVO: ./output/feature-sets/LVO.txt
[2025-12-08T20:26:28.786300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:28.786331] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:28.786358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:28.786414] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:28.841680] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:28.842506] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:28.842638] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:28.842672] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:28.959348] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:28.959508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:28.959547] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:28.959594] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:28.962920] [DEBUG] [FORECASTER] LVO: Forecast T+1@11:T+2@11: UP (p=52.32%)
[2025-12-08T20:26:28.963196] [INFO ] [FORECASTER] Completed predict_future for LVO
[2025-12-08T20:26:28.963325] [INFO ] [sig       ] LVO: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:26:29.106183] [INFO ] [LOCAL     ] Saved forecast: LVO	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/LVO.txt
[2025-12-08T20:26:29.106323] [INFO ] [sig       ] [1998/3624] Completed LVO in 0.3s | 2.92 sym/s | Total: 11.4m | ETA: 9.3m
[2025-12-08T20:26:29.106361] [INFO ] [sig       ] [1999/3624] Forecasting LVS...
[2025-12-08T20:26:29.106391] [INFO ] [sig       ] Generating forecast for: LVS
[2025-12-08T20:26:29.106419] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LVS' from 'https://tdm.silogroup.org/data/derivative_storage/LVS.csv'.
[2025-12-08T20:26:29.118709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LVS'.
[2025-12-08T20:26:29.119076] [INFO ] [FORECASTER] Starting predict_future for LVS
[2025-12-08T20:26:29.119892] [DEBUG] [LOCAL     ] No optimal features file found for LVS: ./output/feature-sets/LVS.txt
[2025-12-08T20:26:29.119941] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:29.119972] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:29.119998] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:29.120054] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:29.175024] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:29.175812] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:29.175888] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:29.175919] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:29.297956] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:29.298112] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:29.298173] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:29.298203] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:29.301626] [DEBUG] [FORECASTER] LVS: Forecast T+1@11:T+2@11: UP (p=99.27%)
[2025-12-08T20:26:29.301898] [INFO ] [FORECASTER] Completed predict_future for LVS
[2025-12-08T20:26:29.302019] [INFO ] [sig       ] LVS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:26:29.439302] [INFO ] [LOCAL     ] Saved forecast: LVS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/LVS.txt
[2025-12-08T20:26:29.439434] [INFO ] [sig       ] [1999/3624] Completed LVS in 0.3s | 2.92 sym/s | Total: 11.4m | ETA: 9.3m
[2025-12-08T20:26:29.439472] [INFO ] [sig       ] [2000/3624] Forecasting LWAY...
[2025-12-08T20:26:29.439501] [INFO ] [sig       ] Generating forecast for: LWAY
[2025-12-08T20:26:29.439529] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LWAY' from 'https://tdm.silogroup.org/data/derivative_storage/LWAY.csv'.
[2025-12-08T20:26:29.451614] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LWAY'.
[2025-12-08T20:26:29.451959] [INFO ] [FORECASTER] Starting predict_future for LWAY
[2025-12-08T20:26:29.452737] [DEBUG] [LOCAL     ] No optimal features file found for LWAY: ./output/feature-sets/LWAY.txt
[2025-12-08T20:26:29.452793] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:29.452826] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:29.452851] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:29.452905] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:29.508519] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:29.509371] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:29.509455] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:29.509493] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:29.631760] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:29.631910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:29.631947] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:29.631975] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:29.635237] [DEBUG] [FORECASTER] LWAY: Forecast T+1@11:T+2@11: DOWN (p=12.27%)
[2025-12-08T20:26:29.635493] [INFO ] [FORECASTER] Completed predict_future for LWAY
[2025-12-08T20:26:29.635631] [INFO ] [sig       ] LWAY: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:26:29.773260] [INFO ] [LOCAL     ] Saved forecast: LWAY	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/LWAY.txt
[2025-12-08T20:26:29.773378] [INFO ] [sig       ] [2000/3624] Completed LWAY in 0.3s | 2.92 sym/s | Total: 11.4m | ETA: 9.3m
[2025-12-08T20:26:29.773416] [INFO ] [sig       ] [2001/3624] Forecasting LWLG...
[2025-12-08T20:26:29.773444] [INFO ] [sig       ] Generating forecast for: LWLG
[2025-12-08T20:26:29.773473] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LWLG' from 'https://tdm.silogroup.org/data/derivative_storage/LWLG.csv'.
[2025-12-08T20:26:29.785614] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LWLG'.
[2025-12-08T20:26:29.785951] [INFO ] [FORECASTER] Starting predict_future for LWLG
[2025-12-08T20:26:29.786717] [DEBUG] [LOCAL     ] No optimal features file found for LWLG: ./output/feature-sets/LWLG.txt
[2025-12-08T20:26:29.786765] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:29.786796] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:29.786822] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:29.786877] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:29.843397] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:29.843999] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:29.844085] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:29.844117] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:29.966325] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:29.966470] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:29.966511] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:29.966538] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:29.969777] [DEBUG] [FORECASTER] LWLG: Forecast T+1@11:T+2@11: DOWN (p=4.13%)
[2025-12-08T20:26:29.970032] [INFO ] [FORECASTER] Completed predict_future for LWLG
[2025-12-08T20:26:29.970148] [INFO ] [sig       ] LWLG: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:26:30.110740] [INFO ] [LOCAL     ] Saved forecast: LWLG	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/LWLG.txt
[2025-12-08T20:26:30.110876] [INFO ] [sig       ] [2001/3624] Completed LWLG in 0.3s | 2.92 sym/s | Total: 11.4m | ETA: 9.3m
[2025-12-08T20:26:30.110915] [INFO ] [sig       ] [2002/3624] Forecasting LX...
[2025-12-08T20:26:30.110943] [INFO ] [sig       ] Generating forecast for: LX
[2025-12-08T20:26:30.110973] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LX' from 'https://tdm.silogroup.org/data/derivative_storage/LX.csv'.
[2025-12-08T20:26:30.123754] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LX'.
[2025-12-08T20:26:30.124163] [INFO ] [FORECASTER] Starting predict_future for LX
[2025-12-08T20:26:30.125008] [DEBUG] [LOCAL     ] No optimal features file found for LX: ./output/feature-sets/LX.txt
[2025-12-08T20:26:30.125059] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:30.125092] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:30.125119] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:30.125175] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:30.182095] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:30.183019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:30.183102] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:30.183135] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:30.307139] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:30.307315] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:30.307370] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:30.307426] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:30.311015] [DEBUG] [FORECASTER] LX: Forecast T+1@11:T+2@11: DOWN (p=3.90%)
[2025-12-08T20:26:30.311307] [INFO ] [FORECASTER] Completed predict_future for LX
[2025-12-08T20:26:30.311445] [INFO ] [sig       ] LX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:26:30.455362] [INFO ] [LOCAL     ] Saved forecast: LX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/LX.txt
[2025-12-08T20:26:30.455520] [INFO ] [sig       ] [2002/3624] Completed LX in 0.3s | 2.92 sym/s | Total: 11.4m | ETA: 9.3m
[2025-12-08T20:26:30.455561] [INFO ] [sig       ] [2003/3624] Forecasting LXEO...
[2025-12-08T20:26:30.455619] [INFO ] [sig       ] Generating forecast for: LXEO
[2025-12-08T20:26:30.455651] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LXEO' from 'https://tdm.silogroup.org/data/derivative_storage/LXEO.csv'.
[2025-12-08T20:26:30.467925] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LXEO'.
[2025-12-08T20:26:30.468278] [INFO ] [FORECASTER] Starting predict_future for LXEO
[2025-12-08T20:26:30.469114] [DEBUG] [LOCAL     ] No optimal features file found for LXEO: ./output/feature-sets/LXEO.txt
[2025-12-08T20:26:30.469164] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:30.469207] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:30.469235] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:30.469291] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:30.526818] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:30.527685] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:30.527765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:30.527798] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:30.646643] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:30.646798] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:30.646838] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:30.646866] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:30.650346] [DEBUG] [FORECASTER] LXEO: Forecast T+1@11:T+2@11: DOWN (p=28.42%)
[2025-12-08T20:26:30.650633] [INFO ] [FORECASTER] Completed predict_future for LXEO
[2025-12-08T20:26:30.650755] [INFO ] [sig       ] LXEO: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:26:30.797003] [INFO ] [LOCAL     ] Saved forecast: LXEO	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/LXEO.txt
[2025-12-08T20:26:30.797155] [INFO ] [sig       ] [2003/3624] Completed LXEO in 0.3s | 2.92 sym/s | Total: 11.4m | ETA: 9.3m
[2025-12-08T20:26:30.797195] [INFO ] [sig       ] [2004/3624] Forecasting LXP...
[2025-12-08T20:26:30.797225] [INFO ] [sig       ] Generating forecast for: LXP
[2025-12-08T20:26:30.797257] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LXP' from 'https://tdm.silogroup.org/data/derivative_storage/LXP.csv'.
[2025-12-08T20:26:30.809865] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LXP'.
[2025-12-08T20:26:30.810231] [INFO ] [FORECASTER] Starting predict_future for LXP
[2025-12-08T20:26:30.811021] [DEBUG] [LOCAL     ] No optimal features file found for LXP: ./output/feature-sets/LXP.txt
[2025-12-08T20:26:30.811070] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:30.811102] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:30.811127] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:30.811186] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:30.867372] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:30.868247] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:30.868323] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:30.868355] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:30.980045] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:30.980172] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:30.980210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:30.980240] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:30.983540] [DEBUG] [FORECASTER] LXP: Forecast T+1@11:T+2@11: UP (p=56.67%)
[2025-12-08T20:26:30.983827] [INFO ] [FORECASTER] Completed predict_future for LXP
[2025-12-08T20:26:30.983956] [INFO ] [sig       ] LXP: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:26:31.131701] [INFO ] [LOCAL     ] Saved forecast: LXP	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/LXP.txt
[2025-12-08T20:26:31.131868] [INFO ] [sig       ] [2004/3624] Completed LXP in 0.3s | 2.92 sym/s | Total: 11.4m | ETA: 9.3m
[2025-12-08T20:26:31.131910] [INFO ] [sig       ] [2005/3624] Forecasting LYB...
[2025-12-08T20:26:31.131942] [INFO ] [sig       ] Generating forecast for: LYB
[2025-12-08T20:26:31.131971] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYB' from 'https://tdm.silogroup.org/data/derivative_storage/LYB.csv'.
[2025-12-08T20:26:31.144792] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYB'.
[2025-12-08T20:26:31.145174] [INFO ] [FORECASTER] Starting predict_future for LYB
[2025-12-08T20:26:31.146035] [DEBUG] [LOCAL     ] No optimal features file found for LYB: ./output/feature-sets/LYB.txt
[2025-12-08T20:26:31.146085] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:31.146142] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:31.146171] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:31.146228] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:31.204284] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:31.205141] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:31.205221] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:31.205253] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:31.333357] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:31.333514] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:31.333551] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:31.333601] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:31.336977] [DEBUG] [FORECASTER] LYB: Forecast T+1@11:T+2@11: UP (p=63.17%)
[2025-12-08T20:26:31.337273] [INFO ] [FORECASTER] Completed predict_future for LYB
[2025-12-08T20:26:31.337430] [INFO ] [sig       ] LYB: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:26:31.475471] [INFO ] [LOCAL     ] Saved forecast: LYB	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/LYB.txt
[2025-12-08T20:26:31.475639] [INFO ] [sig       ] [2005/3624] Completed LYB in 0.3s | 2.92 sym/s | Total: 11.4m | ETA: 9.2m
[2025-12-08T20:26:31.475681] [INFO ] [sig       ] [2006/3624] Forecasting LYEL...
[2025-12-08T20:26:31.475710] [INFO ] [sig       ] Generating forecast for: LYEL
[2025-12-08T20:26:31.475741] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYEL' from 'https://tdm.silogroup.org/data/derivative_storage/LYEL.csv'.
[2025-12-08T20:26:31.487566] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYEL'.
[2025-12-08T20:26:31.487960] [INFO ] [FORECASTER] Starting predict_future for LYEL
[2025-12-08T20:26:31.488796] [DEBUG] [LOCAL     ] No optimal features file found for LYEL: ./output/feature-sets/LYEL.txt
[2025-12-08T20:26:31.488846] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:31.488877] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:31.488903] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:31.488957] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:31.544762] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:31.545605] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:31.545699] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:31.545733] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:31.668394] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:31.668550] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:31.668617] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:31.668653] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:31.672088] [DEBUG] [FORECASTER] LYEL: Forecast T+1@11:T+2@11: DOWN (p=34.86%)
[2025-12-08T20:26:31.672347] [INFO ] [FORECASTER] Completed predict_future for LYEL
[2025-12-08T20:26:31.672466] [INFO ] [sig       ] LYEL: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:26:31.813830] [INFO ] [LOCAL     ] Saved forecast: LYEL	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/LYEL.txt
[2025-12-08T20:26:31.813980] [INFO ] [sig       ] [2006/3624] Completed LYEL in 0.3s | 2.92 sym/s | Total: 11.5m | ETA: 9.2m
[2025-12-08T20:26:31.814019] [INFO ] [sig       ] [2007/3624] Forecasting LYG...
[2025-12-08T20:26:31.814049] [INFO ] [sig       ] Generating forecast for: LYG
[2025-12-08T20:26:31.814084] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYG' from 'https://tdm.silogroup.org/data/derivative_storage/LYG.csv'.
[2025-12-08T20:26:31.826855] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYG'.
[2025-12-08T20:26:31.827233] [INFO ] [FORECASTER] Starting predict_future for LYG
[2025-12-08T20:26:31.828075] [DEBUG] [LOCAL     ] No optimal features file found for LYG: ./output/feature-sets/LYG.txt
[2025-12-08T20:26:31.828124] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:31.828156] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:31.828182] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:31.828237] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:31.884747] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:31.885562] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:31.885659] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:31.885690] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:32.008713] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:32.008852] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:32.008888] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:32.008915] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:32.012211] [DEBUG] [FORECASTER] LYG: Forecast T+1@11:T+2@11: DOWN (p=26.86%)
[2025-12-08T20:26:32.012467] [INFO ] [FORECASTER] Completed predict_future for LYG
[2025-12-08T20:26:32.012603] [INFO ] [sig       ] LYG: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:26:32.149725] [INFO ] [LOCAL     ] Saved forecast: LYG	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/LYG.txt
[2025-12-08T20:26:32.149851] [INFO ] [sig       ] [2007/3624] Completed LYG in 0.3s | 2.92 sym/s | Total: 11.5m | ETA: 9.2m
[2025-12-08T20:26:32.149889] [INFO ] [sig       ] [2008/3624] Forecasting LYRA...
[2025-12-08T20:26:32.149918] [INFO ] [sig       ] Generating forecast for: LYRA
[2025-12-08T20:26:32.149948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYRA' from 'https://tdm.silogroup.org/data/derivative_storage/LYRA.csv'.
[2025-12-08T20:26:32.161793] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYRA'.
[2025-12-08T20:26:32.162112] [INFO ] [FORECASTER] Starting predict_future for LYRA
[2025-12-08T20:26:32.162904] [DEBUG] [LOCAL     ] No optimal features file found for LYRA: ./output/feature-sets/LYRA.txt
[2025-12-08T20:26:32.162952] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:32.162983] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:32.163009] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:32.163064] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:32.217876] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:32.218445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:32.218520] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:32.218550] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:32.336708] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:32.336850] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:32.336887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:32.336943] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:32.340195] [DEBUG] [FORECASTER] LYRA: Forecast T+1@11:T+2@11: DOWN (p=46.40%)
[2025-12-08T20:26:32.340453] [INFO ] [FORECASTER] Completed predict_future for LYRA
[2025-12-08T20:26:32.340569] [INFO ] [sig       ] LYRA: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:26:32.478700] [INFO ] [LOCAL     ] Saved forecast: LYRA	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/LYRA.txt
[2025-12-08T20:26:32.478828] [INFO ] [sig       ] [2008/3624] Completed LYRA in 0.3s | 2.92 sym/s | Total: 11.5m | ETA: 9.2m
[2025-12-08T20:26:32.478867] [INFO ] [sig       ] [2009/3624] Forecasting LYTS...
[2025-12-08T20:26:32.478896] [INFO ] [sig       ] Generating forecast for: LYTS
[2025-12-08T20:26:32.478926] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYTS' from 'https://tdm.silogroup.org/data/derivative_storage/LYTS.csv'.
[2025-12-08T20:26:32.490603] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYTS'.
[2025-12-08T20:26:32.490926] [INFO ] [FORECASTER] Starting predict_future for LYTS
[2025-12-08T20:26:32.491728] [DEBUG] [LOCAL     ] No optimal features file found for LYTS: ./output/feature-sets/LYTS.txt
[2025-12-08T20:26:32.491779] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:32.491810] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:32.491836] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:32.491891] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:32.547626] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:32.548209] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:32.548283] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:32.548314] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:32.665662] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:32.665810] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:32.665848] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:32.665876] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:32.669160] [DEBUG] [FORECASTER] LYTS: Forecast T+1@11:T+2@11: DOWN (p=19.81%)
[2025-12-08T20:26:32.669420] [INFO ] [FORECASTER] Completed predict_future for LYTS
[2025-12-08T20:26:32.669536] [INFO ] [sig       ] LYTS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:26:32.806265] [INFO ] [LOCAL     ] Saved forecast: LYTS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/LYTS.txt
[2025-12-08T20:26:32.806401] [INFO ] [sig       ] [2009/3624] Completed LYTS in 0.3s | 2.92 sym/s | Total: 11.5m | ETA: 9.2m
[2025-12-08T20:26:32.806439] [INFO ] [sig       ] [2010/3624] Forecasting LZ...
[2025-12-08T20:26:32.806466] [INFO ] [sig       ] Generating forecast for: LZ
[2025-12-08T20:26:32.806496] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LZ' from 'https://tdm.silogroup.org/data/derivative_storage/LZ.csv'.
[2025-12-08T20:26:32.818425] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LZ'.
[2025-12-08T20:26:32.818809] [INFO ] [FORECASTER] Starting predict_future for LZ
[2025-12-08T20:26:32.819597] [DEBUG] [LOCAL     ] No optimal features file found for LZ: ./output/feature-sets/LZ.txt
[2025-12-08T20:26:32.819649] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:32.819680] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:32.819707] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:32.819762] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:32.874521] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:32.875143] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:32.875215] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:32.875246] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:32.993248] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:32.993397] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:32.993436] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:32.993481] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:32.996750] [DEBUG] [FORECASTER] LZ: Forecast T+1@11:T+2@11: DOWN (p=3.58%)
[2025-12-08T20:26:32.997005] [INFO ] [FORECASTER] Completed predict_future for LZ
[2025-12-08T20:26:32.997121] [INFO ] [sig       ] LZ: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:26:33.134154] [INFO ] [LOCAL     ] Saved forecast: LZ	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/LZ.txt
[2025-12-08T20:26:33.134287] [INFO ] [sig       ] [2010/3624] Completed LZ in 0.3s | 2.92 sym/s | Total: 11.5m | ETA: 9.2m
[2025-12-08T20:26:33.134325] [INFO ] [sig       ] [2011/3624] Forecasting LZB...
[2025-12-08T20:26:33.134354] [INFO ] [sig       ] Generating forecast for: LZB
[2025-12-08T20:26:33.134383] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LZB' from 'https://tdm.silogroup.org/data/derivative_storage/LZB.csv'.
[2025-12-08T20:26:33.146251] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LZB'.
[2025-12-08T20:26:33.146605] [INFO ] [FORECASTER] Starting predict_future for LZB
[2025-12-08T20:26:33.147351] [DEBUG] [LOCAL     ] No optimal features file found for LZB: ./output/feature-sets/LZB.txt
[2025-12-08T20:26:33.147416] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:33.147447] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:33.147473] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:33.147527] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:33.202508] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:33.203140] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:33.203212] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:33.203243] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:33.324177] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:33.324306] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:33.324343] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:33.324370] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:33.327604] [DEBUG] [FORECASTER] LZB: Forecast T+1@11:T+2@11: UP (p=86.04%)
[2025-12-08T20:26:33.327862] [INFO ] [FORECASTER] Completed predict_future for LZB
[2025-12-08T20:26:33.327979] [INFO ] [sig       ] LZB: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:26:33.465897] [INFO ] [LOCAL     ] Saved forecast: LZB	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/LZB.txt
[2025-12-08T20:26:33.466013] [INFO ] [sig       ] [2011/3624] Completed LZB in 0.3s | 2.92 sym/s | Total: 11.5m | ETA: 9.2m
[2025-12-08T20:26:33.466050] [INFO ] [sig       ] [2012/3624] Forecasting LZM...
[2025-12-08T20:26:33.466080] [INFO ] [sig       ] Generating forecast for: LZM
[2025-12-08T20:26:33.466108] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LZM' from 'https://tdm.silogroup.org/data/derivative_storage/LZM.csv'.
[2025-12-08T20:26:33.478792] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LZM'.
[2025-12-08T20:26:33.479213] [INFO ] [FORECASTER] Starting predict_future for LZM
[2025-12-08T20:26:33.480199] [DEBUG] [LOCAL     ] No optimal features file found for LZM: ./output/feature-sets/LZM.txt
[2025-12-08T20:26:33.480260] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:33.480301] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:33.480335] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:33.480406] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:33.540928] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:33.541803] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:33.541886] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:33.541919] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:33.661999] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:33.662162] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:33.662201] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:33.662229] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:33.665686] [DEBUG] [FORECASTER] LZM: Forecast T+1@11:T+2@11: DOWN (p=30.13%)
[2025-12-08T20:26:33.666007] [INFO ] [FORECASTER] Completed predict_future for LZM
[2025-12-08T20:26:33.666143] [INFO ] [sig       ] LZM: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:26:33.806850] [INFO ] [LOCAL     ] Saved forecast: LZM	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/LZM.txt
[2025-12-08T20:26:33.806999] [INFO ] [sig       ] [2012/3624] Completed LZM in 0.3s | 2.92 sym/s | Total: 11.5m | ETA: 9.2m
[2025-12-08T20:26:33.807040] [INFO ] [sig       ] [2013/3624] Forecasting M...
[2025-12-08T20:26:33.807070] [INFO ] [sig       ] Generating forecast for: M
[2025-12-08T20:26:33.807099] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'M' from 'https://tdm.silogroup.org/data/derivative_storage/M.csv'.
[2025-12-08T20:26:33.819857] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'M'.
[2025-12-08T20:26:33.820239] [INFO ] [FORECASTER] Starting predict_future for M
[2025-12-08T20:26:33.821027] [DEBUG] [LOCAL     ] No optimal features file found for M: ./output/feature-sets/M.txt
[2025-12-08T20:26:33.821076] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:33.821106] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:33.821130] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:33.821184] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:33.876511] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:33.877380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:33.877486] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:33.877519] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:34.001710] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:34.001847] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:34.001887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:34.001916] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:34.005328] [DEBUG] [FORECASTER] M: Forecast T+1@11:T+2@11: UP (p=83.17%)
[2025-12-08T20:26:34.005612] [INFO ] [FORECASTER] Completed predict_future for M
[2025-12-08T20:26:34.005738] [INFO ] [sig       ] M: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:26:34.148282] [INFO ] [LOCAL     ] Saved forecast: M	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/M.txt
[2025-12-08T20:26:34.148406] [INFO ] [sig       ] [2013/3624] Completed M in 0.3s | 2.92 sym/s | Total: 11.5m | ETA: 9.2m
[2025-12-08T20:26:34.148446] [INFO ] [sig       ] [2014/3624] Forecasting MA...
[2025-12-08T20:26:34.148476] [INFO ] [sig       ] Generating forecast for: MA
[2025-12-08T20:26:34.148506] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MA' from 'https://tdm.silogroup.org/data/derivative_storage/MA.csv'.
[2025-12-08T20:26:34.160943] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MA'.
[2025-12-08T20:26:34.161288] [INFO ] [FORECASTER] Starting predict_future for MA
[2025-12-08T20:26:34.162110] [DEBUG] [LOCAL     ] No optimal features file found for MA: ./output/feature-sets/MA.txt
[2025-12-08T20:26:34.162160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:34.162191] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:34.162218] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:34.162273] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:34.220633] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:34.221238] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:34.221313] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:34.221346] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:34.340162] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:34.340304] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:34.340349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:34.340380] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:34.343644] [DEBUG] [FORECASTER] MA: Forecast T+1@11:T+2@11: UP (p=64.35%)
[2025-12-08T20:26:34.343920] [INFO ] [FORECASTER] Completed predict_future for MA
[2025-12-08T20:26:34.344038] [INFO ] [sig       ] MA: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:26:34.481448] [INFO ] [LOCAL     ] Saved forecast: MA	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/MA.txt
[2025-12-08T20:26:34.481564] [INFO ] [sig       ] [2014/3624] Completed MA in 0.3s | 2.92 sym/s | Total: 11.5m | ETA: 9.2m
[2025-12-08T20:26:34.481626] [INFO ] [sig       ] [2015/3624] Forecasting MAA...
[2025-12-08T20:26:34.481654] [INFO ] [sig       ] Generating forecast for: MAA
[2025-12-08T20:26:34.481683] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAA' from 'https://tdm.silogroup.org/data/derivative_storage/MAA.csv'.
[2025-12-08T20:26:34.493870] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAA'.
[2025-12-08T20:26:34.494211] [INFO ] [FORECASTER] Starting predict_future for MAA
[2025-12-08T20:26:34.495023] [DEBUG] [LOCAL     ] No optimal features file found for MAA: ./output/feature-sets/MAA.txt
[2025-12-08T20:26:34.495073] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:34.495106] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:34.495134] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:34.495192] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:34.551761] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:34.552377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:34.552452] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:34.552508] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:34.673428] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:34.673590] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:34.673659] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:34.673694] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:34.677145] [DEBUG] [FORECASTER] MAA: Forecast T+1@11:T+2@11: UP (p=77.66%)
[2025-12-08T20:26:34.677433] [INFO ] [FORECASTER] Completed predict_future for MAA
[2025-12-08T20:26:34.677559] [INFO ] [sig       ] MAA: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:26:34.821600] [INFO ] [LOCAL     ] Saved forecast: MAA	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/MAA.txt
[2025-12-08T20:26:34.821743] [INFO ] [sig       ] [2015/3624] Completed MAA in 0.3s | 2.92 sym/s | Total: 11.5m | ETA: 9.2m
[2025-12-08T20:26:34.821783] [INFO ] [sig       ] [2016/3624] Forecasting MAC...
[2025-12-08T20:26:34.821814] [INFO ] [sig       ] Generating forecast for: MAC
[2025-12-08T20:26:34.821844] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAC' from 'https://tdm.silogroup.org/data/derivative_storage/MAC.csv'.
[2025-12-08T20:26:34.834214] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAC'.
[2025-12-08T20:26:34.834562] [INFO ] [FORECASTER] Starting predict_future for MAC
[2025-12-08T20:26:34.835332] [DEBUG] [LOCAL     ] No optimal features file found for MAC: ./output/feature-sets/MAC.txt
[2025-12-08T20:26:34.835381] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:34.835421] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:34.835448] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:34.835503] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:34.891287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:34.892285] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:34.892369] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:34.892402] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:35.016071] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:35.016231] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:35.016270] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:35.016298] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:35.019746] [DEBUG] [FORECASTER] MAC: Forecast T+1@11:T+2@11: DOWN (p=25.74%)
[2025-12-08T20:26:35.020008] [INFO ] [FORECASTER] Completed predict_future for MAC
[2025-12-08T20:26:35.020127] [INFO ] [sig       ] MAC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:26:35.160317] [INFO ] [LOCAL     ] Saved forecast: MAC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/MAC.txt
[2025-12-08T20:26:35.160457] [INFO ] [sig       ] [2016/3624] Completed MAC in 0.3s | 2.92 sym/s | Total: 11.5m | ETA: 9.2m
[2025-12-08T20:26:35.160498] [INFO ] [sig       ] [2017/3624] Forecasting MAMA...
[2025-12-08T20:26:35.160529] [INFO ] [sig       ] Generating forecast for: MAMA
[2025-12-08T20:26:35.160559] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAMA' from 'https://tdm.silogroup.org/data/derivative_storage/MAMA.csv'.
[2025-12-08T20:26:35.172710] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAMA'.
[2025-12-08T20:26:35.173088] [INFO ] [FORECASTER] Starting predict_future for MAMA
[2025-12-08T20:26:35.173885] [DEBUG] [LOCAL     ] No optimal features file found for MAMA: ./output/feature-sets/MAMA.txt
[2025-12-08T20:26:35.173934] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:35.173965] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:35.173991] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:35.174045] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:35.229955] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:35.230718] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:35.230799] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:35.230834] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:35.354093] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:35.354251] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:35.354292] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:35.354321] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:35.357729] [DEBUG] [FORECASTER] MAMA: Forecast T+1@11:T+2@11: DOWN (p=5.24%)
[2025-12-08T20:26:35.358011] [INFO ] [FORECASTER] Completed predict_future for MAMA
[2025-12-08T20:26:35.358135] [INFO ] [sig       ] MAMA: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:26:35.498847] [INFO ] [LOCAL     ] Saved forecast: MAMA	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/MAMA.txt
[2025-12-08T20:26:35.498978] [INFO ] [sig       ] [2017/3624] Completed MAMA in 0.3s | 2.92 sym/s | Total: 11.5m | ETA: 9.2m
[2025-12-08T20:26:35.499019] [INFO ] [sig       ] [2018/3624] Forecasting MAN...
[2025-12-08T20:26:35.499050] [INFO ] [sig       ] Generating forecast for: MAN
[2025-12-08T20:26:35.499086] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAN' from 'https://tdm.silogroup.org/data/derivative_storage/MAN.csv'.
[2025-12-08T20:26:35.511282] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAN'.
[2025-12-08T20:26:35.511660] [INFO ] [FORECASTER] Starting predict_future for MAN
[2025-12-08T20:26:35.512468] [DEBUG] [LOCAL     ] No optimal features file found for MAN: ./output/feature-sets/MAN.txt
[2025-12-08T20:26:35.512519] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:35.512551] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:35.512603] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:35.512675] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:35.573293] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:35.574047] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:35.574134] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:35.574172] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:35.695985] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:35.696150] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:35.696188] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:35.696216] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:35.699476] [DEBUG] [FORECASTER] MAN: Forecast T+1@11:T+2@11: UP (p=84.33%)
[2025-12-08T20:26:35.699767] [INFO ] [FORECASTER] Completed predict_future for MAN
[2025-12-08T20:26:35.699885] [INFO ] [sig       ] MAN: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:26:35.842658] [INFO ] [LOCAL     ] Saved forecast: MAN	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/MAN.txt
[2025-12-08T20:26:35.842822] [INFO ] [sig       ] [2018/3624] Completed MAN in 0.3s | 2.92 sym/s | Total: 11.5m | ETA: 9.2m
[2025-12-08T20:26:35.842865] [INFO ] [sig       ] [2019/3624] Forecasting MANH...
[2025-12-08T20:26:35.842896] [INFO ] [sig       ] Generating forecast for: MANH
[2025-12-08T20:26:35.842929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MANH' from 'https://tdm.silogroup.org/data/derivative_storage/MANH.csv'.
[2025-12-08T20:26:35.854997] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MANH'.
[2025-12-08T20:26:35.855344] [INFO ] [FORECASTER] Starting predict_future for MANH
[2025-12-08T20:26:35.856122] [DEBUG] [LOCAL     ] No optimal features file found for MANH: ./output/feature-sets/MANH.txt
[2025-12-08T20:26:35.856171] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:35.856203] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:35.856230] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:35.856286] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:35.913421] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:35.914119] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:35.914197] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:35.914232] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:36.036067] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:36.036218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:36.036256] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:36.036284] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:36.039595] [DEBUG] [FORECASTER] MANH: Forecast T+1@11:T+2@11: DOWN (p=5.60%)
[2025-12-08T20:26:36.039856] [INFO ] [FORECASTER] Completed predict_future for MANH
[2025-12-08T20:26:36.039975] [INFO ] [sig       ] MANH: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:26:36.177850] [INFO ] [LOCAL     ] Saved forecast: MANH	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/MANH.txt
[2025-12-08T20:26:36.177988] [INFO ] [sig       ] [2019/3624] Completed MANH in 0.3s | 2.92 sym/s | Total: 11.5m | ETA: 9.2m
[2025-12-08T20:26:36.178033] [INFO ] [sig       ] [2020/3624] Forecasting MARA...
[2025-12-08T20:26:36.178062] [INFO ] [sig       ] Generating forecast for: MARA
[2025-12-08T20:26:36.178092] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MARA' from 'https://tdm.silogroup.org/data/derivative_storage/MARA.csv'.
[2025-12-08T20:26:36.190234] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MARA'.
[2025-12-08T20:26:36.190588] [INFO ] [FORECASTER] Starting predict_future for MARA
[2025-12-08T20:26:36.191347] [DEBUG] [LOCAL     ] No optimal features file found for MARA: ./output/feature-sets/MARA.txt
[2025-12-08T20:26:36.191395] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:36.191426] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:36.191452] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:36.191507] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:36.247287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:36.248124] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:36.248206] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:36.248240] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:36.374659] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:36.374813] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:36.374854] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:36.374884] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:36.378370] [DEBUG] [FORECASTER] MARA: Forecast T+1@11:T+2@11: UP (p=84.57%)
[2025-12-08T20:26:36.378659] [INFO ] [FORECASTER] Completed predict_future for MARA
[2025-12-08T20:26:36.378795] [INFO ] [sig       ] MARA: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:26:36.520824] [INFO ] [LOCAL     ] Saved forecast: MARA	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/MARA.txt
[2025-12-08T20:26:36.520953] [INFO ] [sig       ] [2020/3624] Completed MARA in 0.3s | 2.92 sym/s | Total: 11.5m | ETA: 9.2m
[2025-12-08T20:26:36.520991] [INFO ] [sig       ] [2021/3624] Forecasting MAS...
[2025-12-08T20:26:36.521020] [INFO ] [sig       ] Generating forecast for: MAS
[2025-12-08T20:26:36.521048] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAS' from 'https://tdm.silogroup.org/data/derivative_storage/MAS.csv'.
[2025-12-08T20:26:36.532922] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAS'.
[2025-12-08T20:26:36.533267] [INFO ] [FORECASTER] Starting predict_future for MAS
[2025-12-08T20:26:36.534058] [DEBUG] [LOCAL     ] No optimal features file found for MAS: ./output/feature-sets/MAS.txt
[2025-12-08T20:26:36.534106] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:36.534137] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:36.534163] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:36.534222] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:36.589294] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:36.589893] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:36.589967] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:36.589997] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:36.704446] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:36.704613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:36.704651] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:36.704680] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:36.707967] [DEBUG] [FORECASTER] MAS: Forecast T+1@11:T+2@11: DOWN (p=27.22%)
[2025-12-08T20:26:36.708225] [INFO ] [FORECASTER] Completed predict_future for MAS
[2025-12-08T20:26:36.708356] [INFO ] [sig       ] MAS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:26:36.845059] [INFO ] [LOCAL     ] Saved forecast: MAS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/MAS.txt
[2025-12-08T20:26:36.845167] [INFO ] [sig       ] [2021/3624] Completed MAS in 0.3s | 2.92 sym/s | Total: 11.5m | ETA: 9.2m
[2025-12-08T20:26:36.845205] [INFO ] [sig       ] [2022/3624] Forecasting MASI...
[2025-12-08T20:26:36.845234] [INFO ] [sig       ] Generating forecast for: MASI
[2025-12-08T20:26:36.845263] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MASI' from 'https://tdm.silogroup.org/data/derivative_storage/MASI.csv'.
[2025-12-08T20:26:36.858251] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MASI'.
[2025-12-08T20:26:36.858606] [INFO ] [FORECASTER] Starting predict_future for MASI
[2025-12-08T20:26:36.859363] [DEBUG] [LOCAL     ] No optimal features file found for MASI: ./output/feature-sets/MASI.txt
[2025-12-08T20:26:36.859412] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:36.859468] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:36.859495] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:36.859550] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:36.915434] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:36.916043] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:36.916116] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:36.916147] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:37.032848] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:37.032990] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:37.033026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:37.033053] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:37.036281] [DEBUG] [FORECASTER] MASI: Forecast T+1@11:T+2@11: UP (p=68.24%)
[2025-12-08T20:26:37.036537] [INFO ] [FORECASTER] Completed predict_future for MASI
[2025-12-08T20:26:37.036687] [INFO ] [sig       ] MASI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:26:37.179764] [INFO ] [LOCAL     ] Saved forecast: MASI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/MASI.txt
[2025-12-08T20:26:37.179891] [INFO ] [sig       ] [2022/3624] Completed MASI in 0.3s | 2.92 sym/s | Total: 11.5m | ETA: 9.1m
[2025-12-08T20:26:37.179928] [INFO ] [sig       ] [2023/3624] Forecasting MASS...
[2025-12-08T20:26:37.179958] [INFO ] [sig       ] Generating forecast for: MASS
[2025-12-08T20:26:37.179986] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MASS' from 'https://tdm.silogroup.org/data/derivative_storage/MASS.csv'.
[2025-12-08T20:26:37.192721] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MASS'.
[2025-12-08T20:26:37.193062] [INFO ] [FORECASTER] Starting predict_future for MASS
[2025-12-08T20:26:37.193842] [DEBUG] [LOCAL     ] No optimal features file found for MASS: ./output/feature-sets/MASS.txt
[2025-12-08T20:26:37.193891] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:37.193921] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:37.193947] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:37.194002] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:37.250442] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:37.251028] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:37.251100] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:37.251131] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:37.371001] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:37.371146] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:37.371185] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:37.371229] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:37.374468] [DEBUG] [FORECASTER] MASS: Forecast T+1@11:T+2@11: UP (p=96.14%)
[2025-12-08T20:26:37.374749] [INFO ] [FORECASTER] Completed predict_future for MASS
[2025-12-08T20:26:37.374868] [INFO ] [sig       ] MASS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:26:37.512352] [INFO ] [LOCAL     ] Saved forecast: MASS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/MASS.txt
[2025-12-08T20:26:37.512460] [INFO ] [sig       ] [2023/3624] Completed MASS in 0.3s | 2.92 sym/s | Total: 11.6m | ETA: 9.1m
[2025-12-08T20:26:37.512497] [INFO ] [sig       ] [2024/3624] Forecasting MATX...
[2025-12-08T20:26:37.512526] [INFO ] [sig       ] Generating forecast for: MATX
[2025-12-08T20:26:37.512555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MATX' from 'https://tdm.silogroup.org/data/derivative_storage/MATX.csv'.
[2025-12-08T20:26:37.526039] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MATX'.
[2025-12-08T20:26:37.526433] [INFO ] [FORECASTER] Starting predict_future for MATX
[2025-12-08T20:26:37.527253] [DEBUG] [LOCAL     ] No optimal features file found for MATX: ./output/feature-sets/MATX.txt
[2025-12-08T20:26:37.527303] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:37.527335] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:37.527360] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:37.527439] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:37.584835] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:37.585782] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:37.585866] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:37.585899] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:37.705859] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:37.706031] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:37.706069] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:37.706097] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:37.709625] [DEBUG] [FORECASTER] MATX: Forecast T+1@11:T+2@11: DOWN (p=34.52%)
[2025-12-08T20:26:37.709893] [INFO ] [FORECASTER] Completed predict_future for MATX
[2025-12-08T20:26:37.710013] [INFO ] [sig       ] MATX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:26:37.850213] [INFO ] [LOCAL     ] Saved forecast: MATX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/MATX.txt
[2025-12-08T20:26:37.850342] [INFO ] [sig       ] [2024/3624] Completed MATX in 0.3s | 2.92 sym/s | Total: 11.6m | ETA: 9.1m
[2025-12-08T20:26:37.850379] [INFO ] [sig       ] [2025/3624] Forecasting MAX...
[2025-12-08T20:26:37.850408] [INFO ] [sig       ] Generating forecast for: MAX
[2025-12-08T20:26:37.850438] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAX' from 'https://tdm.silogroup.org/data/derivative_storage/MAX.csv'.
[2025-12-08T20:26:37.862412] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAX'.
[2025-12-08T20:26:37.862771] [INFO ] [FORECASTER] Starting predict_future for MAX
[2025-12-08T20:26:37.863557] [DEBUG] [LOCAL     ] No optimal features file found for MAX: ./output/feature-sets/MAX.txt
[2025-12-08T20:26:37.863628] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:37.863660] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:37.863686] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:37.863741] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:37.920453] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:37.921117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:37.921208] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:37.921243] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:38.040197] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:38.040343] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:38.040381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:38.040445] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:38.043723] [DEBUG] [FORECASTER] MAX: Forecast T+1@11:T+2@11: DOWN (p=1.17%)
[2025-12-08T20:26:38.043980] [INFO ] [FORECASTER] Completed predict_future for MAX
[2025-12-08T20:26:38.044100] [INFO ] [sig       ] MAX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:26:38.186190] [INFO ] [LOCAL     ] Saved forecast: MAX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/MAX.txt
[2025-12-08T20:26:38.186321] [INFO ] [sig       ] [2025/3624] Completed MAX in 0.3s | 2.92 sym/s | Total: 11.6m | ETA: 9.1m
[2025-12-08T20:26:38.186359] [INFO ] [sig       ] [2026/3624] Forecasting MAXI...
[2025-12-08T20:26:38.186387] [INFO ] [sig       ] Generating forecast for: MAXI
[2025-12-08T20:26:38.186417] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAXI' from 'https://tdm.silogroup.org/data/derivative_storage/MAXI.csv'.
[2025-12-08T20:26:38.198214] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAXI'.
[2025-12-08T20:26:38.198552] [INFO ] [FORECASTER] Starting predict_future for MAXI
[2025-12-08T20:26:38.199322] [DEBUG] [LOCAL     ] No optimal features file found for MAXI: ./output/feature-sets/MAXI.txt
[2025-12-08T20:26:38.199371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:38.199401] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:38.199427] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:38.199481] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:38.256153] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:38.256820] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:38.256894] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:38.256925] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:38.373487] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:38.373653] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:38.373695] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:38.373725] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:38.377075] [DEBUG] [FORECASTER] MAXI: Forecast T+1@11:T+2@11: UP (p=78.91%)
[2025-12-08T20:26:38.377338] [INFO ] [FORECASTER] Completed predict_future for MAXI
[2025-12-08T20:26:38.377493] [INFO ] [sig       ] MAXI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:26:38.519135] [INFO ] [LOCAL     ] Saved forecast: MAXI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/MAXI.txt
[2025-12-08T20:26:38.519261] [INFO ] [sig       ] [2026/3624] Completed MAXI in 0.3s | 2.92 sym/s | Total: 11.6m | ETA: 9.1m
[2025-12-08T20:26:38.519298] [INFO ] [sig       ] [2027/3624] Forecasting MAXN...
[2025-12-08T20:26:38.519327] [INFO ] [sig       ] Generating forecast for: MAXN
[2025-12-08T20:26:38.519357] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAXN' from 'https://tdm.silogroup.org/data/derivative_storage/MAXN.csv'.
[2025-12-08T20:26:38.531737] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAXN'.
[2025-12-08T20:26:38.532084] [INFO ] [FORECASTER] Starting predict_future for MAXN
[2025-12-08T20:26:38.532884] [DEBUG] [LOCAL     ] No optimal features file found for MAXN: ./output/feature-sets/MAXN.txt
[2025-12-08T20:26:38.532935] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:38.532977] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:38.533005] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:38.533061] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:38.590631] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:38.591453] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:38.591531] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:38.591565] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:38.704113] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:38.704268] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:38.704306] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:38.704334] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:38.707633] [DEBUG] [FORECASTER] MAXN: Forecast T+1@11:T+2@11: DOWN (p=17.83%)
[2025-12-08T20:26:38.707903] [INFO ] [FORECASTER] Completed predict_future for MAXN
[2025-12-08T20:26:38.708025] [INFO ] [sig       ] MAXN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:26:38.851196] [INFO ] [LOCAL     ] Saved forecast: MAXN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/MAXN.txt
[2025-12-08T20:26:38.851343] [INFO ] [sig       ] [2027/3624] Completed MAXN in 0.3s | 2.92 sym/s | Total: 11.6m | ETA: 9.1m
[2025-12-08T20:26:38.851382] [INFO ] [sig       ] [2028/3624] Forecasting MBB...
[2025-12-08T20:26:38.851411] [INFO ] [sig       ] Generating forecast for: MBB
[2025-12-08T20:26:38.851441] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBB' from 'https://tdm.silogroup.org/data/derivative_storage/MBB.csv'.
[2025-12-08T20:26:38.863349] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBB'.
[2025-12-08T20:26:38.863717] [INFO ] [FORECASTER] Starting predict_future for MBB
[2025-12-08T20:26:38.864564] [DEBUG] [LOCAL     ] No optimal features file found for MBB: ./output/feature-sets/MBB.txt
[2025-12-08T20:26:38.864645] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:38.864681] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:38.864708] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:38.864763] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:38.921757] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:38.922362] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:38.922437] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:38.922468] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:39.044218] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:39.044366] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:39.044405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:39.044432] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:39.047912] [DEBUG] [FORECASTER] MBB: Forecast T+1@11:T+2@11: DOWN (p=8.99%)
[2025-12-08T20:26:39.048170] [INFO ] [FORECASTER] Completed predict_future for MBB
[2025-12-08T20:26:39.048290] [INFO ] [sig       ] MBB: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:26:39.189474] [INFO ] [LOCAL     ] Saved forecast: MBB	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/MBB.txt
[2025-12-08T20:26:39.189619] [INFO ] [sig       ] [2028/3624] Completed MBB in 0.3s | 2.92 sym/s | Total: 11.6m | ETA: 9.1m
[2025-12-08T20:26:39.189659] [INFO ] [sig       ] [2029/3624] Forecasting MBC...
[2025-12-08T20:26:39.189695] [INFO ] [sig       ] Generating forecast for: MBC
[2025-12-08T20:26:39.189729] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBC' from 'https://tdm.silogroup.org/data/derivative_storage/MBC.csv'.
[2025-12-08T20:26:39.202462] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBC'.
[2025-12-08T20:26:39.202899] [INFO ] [FORECASTER] Starting predict_future for MBC
[2025-12-08T20:26:39.203929] [DEBUG] [LOCAL     ] No optimal features file found for MBC: ./output/feature-sets/MBC.txt
[2025-12-08T20:26:39.203988] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:39.204031] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:39.204069] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:39.204147] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:39.264723] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:39.265500] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:39.265595] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:39.265631] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:39.384038] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:39.384162] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:39.384200] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:39.384229] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:39.387618] [DEBUG] [FORECASTER] MBC: Forecast T+1@11:T+2@11: DOWN (p=0.60%)
[2025-12-08T20:26:39.387880] [INFO ] [FORECASTER] Completed predict_future for MBC
[2025-12-08T20:26:39.387999] [INFO ] [sig       ] MBC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:26:39.529184] [INFO ] [LOCAL     ] Saved forecast: MBC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/MBC.txt
[2025-12-08T20:26:39.529333] [INFO ] [sig       ] [2029/3624] Completed MBC in 0.3s | 2.92 sym/s | Total: 11.6m | ETA: 9.1m
[2025-12-08T20:26:39.529372] [INFO ] [sig       ] [2030/3624] Forecasting MBCN...
[2025-12-08T20:26:39.529401] [INFO ] [sig       ] Generating forecast for: MBCN
[2025-12-08T20:26:39.529431] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBCN' from 'https://tdm.silogroup.org/data/derivative_storage/MBCN.csv'.
[2025-12-08T20:26:39.540132] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBCN'.
[2025-12-08T20:26:39.540499] [INFO ] [FORECASTER] Starting predict_future for MBCN
[2025-12-08T20:26:39.541359] [DEBUG] [LOCAL     ] No optimal features file found for MBCN: ./output/feature-sets/MBCN.txt
[2025-12-08T20:26:39.541410] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:39.541442] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:39.541469] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:39.541525] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:39.602305] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:39.603114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:39.603190] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:39.603221] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:39.695683] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:39.695836] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:39.695874] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:39.695903] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:39.699143] [DEBUG] [FORECASTER] MBCN: Forecast T+1@11:T+2@11: DOWN (p=25.33%)
[2025-12-08T20:26:39.699396] [INFO ] [FORECASTER] Completed predict_future for MBCN
[2025-12-08T20:26:39.699514] [INFO ] [sig       ] MBCN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:26:39.837713] [INFO ] [LOCAL     ] Saved forecast: MBCN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/MBCN.txt
[2025-12-08T20:26:39.837835] [INFO ] [sig       ] [2030/3624] Completed MBCN in 0.3s | 2.92 sym/s | Total: 11.6m | ETA: 9.1m
[2025-12-08T20:26:39.837872] [INFO ] [sig       ] [2031/3624] Forecasting MBI...
[2025-12-08T20:26:39.837907] [INFO ] [sig       ] Generating forecast for: MBI
[2025-12-08T20:26:39.837943] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBI' from 'https://tdm.silogroup.org/data/derivative_storage/MBI.csv'.
[2025-12-08T20:26:39.849786] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBI'.
[2025-12-08T20:26:39.850123] [INFO ] [FORECASTER] Starting predict_future for MBI
[2025-12-08T20:26:39.850897] [DEBUG] [LOCAL     ] No optimal features file found for MBI: ./output/feature-sets/MBI.txt
[2025-12-08T20:26:39.850945] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:39.850976] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:39.851001] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:39.851056] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:39.907457] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:39.908128] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:39.908202] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:39.908233] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:40.027384] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:40.027549] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:40.027603] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:40.027632] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:40.030873] [DEBUG] [FORECASTER] MBI: Forecast T+1@11:T+2@11: DOWN (p=20.68%)
[2025-12-08T20:26:40.031135] [INFO ] [FORECASTER] Completed predict_future for MBI
[2025-12-08T20:26:40.031251] [INFO ] [sig       ] MBI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:26:40.169068] [INFO ] [LOCAL     ] Saved forecast: MBI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/MBI.txt
[2025-12-08T20:26:40.169195] [INFO ] [sig       ] [2031/3624] Completed MBI in 0.3s | 2.92 sym/s | Total: 11.6m | ETA: 9.1m
[2025-12-08T20:26:40.169233] [INFO ] [sig       ] [2032/3624] Forecasting MBIN...
[2025-12-08T20:26:40.169262] [INFO ] [sig       ] Generating forecast for: MBIN
[2025-12-08T20:26:40.169290] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBIN' from 'https://tdm.silogroup.org/data/derivative_storage/MBIN.csv'.
[2025-12-08T20:26:40.181914] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBIN'.
[2025-12-08T20:26:40.182313] [INFO ] [FORECASTER] Starting predict_future for MBIN
[2025-12-08T20:26:40.183176] [DEBUG] [LOCAL     ] No optimal features file found for MBIN: ./output/feature-sets/MBIN.txt
[2025-12-08T20:26:40.183227] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:40.183259] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:40.183288] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:40.183345] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:40.255927] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:40.257181] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:40.257363] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:40.257432] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:40.379017] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:40.379169] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:40.379210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:40.379239] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:40.382655] [DEBUG] [FORECASTER] MBIN: Forecast T+1@11:T+2@11: UP (p=70.69%)
[2025-12-08T20:26:40.382932] [INFO ] [FORECASTER] Completed predict_future for MBIN
[2025-12-08T20:26:40.383091] [INFO ] [sig       ] MBIN: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:26:40.536269] [INFO ] [LOCAL     ] Saved forecast: MBIN	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/MBIN.txt
[2025-12-08T20:26:40.536392] [INFO ] [sig       ] [2032/3624] Completed MBIN in 0.4s | 2.92 sym/s | Total: 11.6m | ETA: 9.1m
[2025-12-08T20:26:40.536430] [INFO ] [sig       ] [2033/3624] Forecasting MBIO...
[2025-12-08T20:26:40.536459] [INFO ] [sig       ] Generating forecast for: MBIO
[2025-12-08T20:26:40.536489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBIO' from 'https://tdm.silogroup.org/data/derivative_storage/MBIO.csv'.
[2025-12-08T20:26:40.548979] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBIO'.
[2025-12-08T20:26:40.549330] [INFO ] [FORECASTER] Starting predict_future for MBIO
[2025-12-08T20:26:40.550184] [DEBUG] [LOCAL     ] No optimal features file found for MBIO: ./output/feature-sets/MBIO.txt
[2025-12-08T20:26:40.550234] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:40.550267] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:40.550294] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:40.550350] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:40.608044] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:40.608780] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:40.608859] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:40.608892] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:40.729226] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:40.729374] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:40.729411] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:40.729439] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:40.732783] [DEBUG] [FORECASTER] MBIO: Forecast T+1@11:T+2@11: DOWN (p=34.62%)
[2025-12-08T20:26:40.733058] [INFO ] [FORECASTER] Completed predict_future for MBIO
[2025-12-08T20:26:40.733177] [INFO ] [sig       ] MBIO: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:26:40.872351] [INFO ] [LOCAL     ] Saved forecast: MBIO	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/MBIO.txt
[2025-12-08T20:26:40.872475] [INFO ] [sig       ] [2033/3624] Completed MBIO in 0.3s | 2.92 sym/s | Total: 11.6m | ETA: 9.1m
[2025-12-08T20:26:40.872514] [INFO ] [sig       ] [2034/3624] Forecasting MBLY...
[2025-12-08T20:26:40.872542] [INFO ] [sig       ] Generating forecast for: MBLY
[2025-12-08T20:26:40.872587] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBLY' from 'https://tdm.silogroup.org/data/derivative_storage/MBLY.csv'.
[2025-12-08T20:26:40.884596] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBLY'.
[2025-12-08T20:26:40.884929] [INFO ] [FORECASTER] Starting predict_future for MBLY
[2025-12-08T20:26:40.885710] [DEBUG] [LOCAL     ] No optimal features file found for MBLY: ./output/feature-sets/MBLY.txt
[2025-12-08T20:26:40.885759] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:40.885790] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:40.885816] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:40.885871] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:40.943084] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:40.943690] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:40.943768] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:40.943800] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:41.061712] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:41.061869] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:41.061910] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:41.061956] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:41.065287] [DEBUG] [FORECASTER] MBLY: Forecast T+1@11:T+2@11: UP (p=83.35%)
[2025-12-08T20:26:41.065559] [INFO ] [FORECASTER] Completed predict_future for MBLY
[2025-12-08T20:26:41.065701] [INFO ] [sig       ] MBLY: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:26:41.203692] [INFO ] [LOCAL     ] Saved forecast: MBLY	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/MBLY.txt
[2025-12-08T20:26:41.203817] [INFO ] [sig       ] [2034/3624] Completed MBLY in 0.3s | 2.92 sym/s | Total: 11.6m | ETA: 9.1m
[2025-12-08T20:26:41.203854] [INFO ] [sig       ] [2035/3624] Forecasting MBS...
[2025-12-08T20:26:41.203883] [INFO ] [sig       ] Generating forecast for: MBS
[2025-12-08T20:26:41.203911] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBS' from 'https://tdm.silogroup.org/data/derivative_storage/MBS.csv'.
[2025-12-08T20:26:41.215193] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBS'.
[2025-12-08T20:26:41.215518] [INFO ] [FORECASTER] Starting predict_future for MBS
[2025-12-08T20:26:41.216407] [DEBUG] [LOCAL     ] No optimal features file found for MBS: ./output/feature-sets/MBS.txt
[2025-12-08T20:26:41.216456] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:41.216487] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:41.216513] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:41.216584] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:41.276004] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:41.276724] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:41.276801] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:41.276834] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:41.388285] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:41.388433] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-08T20:26:41.388472] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:41.388502] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:41.391816] [DEBUG] [FORECASTER] MBS: Forecast T+1@11:T+2@11: DOWN (p=48.57%)
[2025-12-08T20:26:41.392079] [INFO ] [FORECASTER] Completed predict_future for MBS
[2025-12-08T20:26:41.392201] [INFO ] [sig       ] MBS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:26:41.530974] [INFO ] [LOCAL     ] Saved forecast: MBS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/MBS.txt
[2025-12-08T20:26:41.531116] [INFO ] [sig       ] [2035/3624] Completed MBS in 0.3s | 2.92 sym/s | Total: 11.6m | ETA: 9.1m
[2025-12-08T20:26:41.531154] [INFO ] [sig       ] [2036/3624] Forecasting MBWM...
[2025-12-08T20:26:41.531184] [INFO ] [sig       ] Generating forecast for: MBWM
[2025-12-08T20:26:41.531213] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBWM' from 'https://tdm.silogroup.org/data/derivative_storage/MBWM.csv'.
[2025-12-08T20:26:41.542939] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBWM'.
[2025-12-08T20:26:41.543304] [INFO ] [FORECASTER] Starting predict_future for MBWM
[2025-12-08T20:26:41.544121] [DEBUG] [LOCAL     ] No optimal features file found for MBWM: ./output/feature-sets/MBWM.txt
[2025-12-08T20:26:41.544172] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:41.544205] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:41.544233] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:41.544296] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:41.600864] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:41.601500] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:41.601592] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:41.601629] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:41.716543] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:41.716704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:41.716743] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:41.716772] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:41.720063] [DEBUG] [FORECASTER] MBWM: Forecast T+1@11:T+2@11: DOWN (p=35.83%)
[2025-12-08T20:26:41.720325] [INFO ] [FORECASTER] Completed predict_future for MBWM
[2025-12-08T20:26:41.720445] [INFO ] [sig       ] MBWM: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:26:41.858412] [INFO ] [LOCAL     ] Saved forecast: MBWM	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/MBWM.txt
[2025-12-08T20:26:41.858531] [INFO ] [sig       ] [2036/3624] Completed MBWM in 0.3s | 2.92 sym/s | Total: 11.6m | ETA: 9.1m
[2025-12-08T20:26:41.858584] [INFO ] [sig       ] [2037/3624] Forecasting MBX...
[2025-12-08T20:26:41.858616] [INFO ] [sig       ] Generating forecast for: MBX
[2025-12-08T20:26:41.858645] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBX' from 'https://tdm.silogroup.org/data/derivative_storage/MBX.csv'.
[2025-12-08T20:26:41.870620] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBX'.
[2025-12-08T20:26:41.870945] [INFO ] [FORECASTER] Starting predict_future for MBX
[2025-12-08T20:26:41.871923] [DEBUG] [LOCAL     ] No optimal features file found for MBX: ./output/feature-sets/MBX.txt
[2025-12-08T20:26:41.871975] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:41.872007] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:41.872035] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:41.872093] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:41.928120] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:41.928775] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:41.928853] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:41.928885] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:42.053244] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:42.053411] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:42.053452] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:42.053481] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:42.056836] [DEBUG] [FORECASTER] MBX: Forecast T+1@11:T+2@11: UP (p=99.69%)
[2025-12-08T20:26:42.057097] [INFO ] [FORECASTER] Completed predict_future for MBX
[2025-12-08T20:26:42.057217] [INFO ] [sig       ] MBX: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:26:42.196959] [INFO ] [LOCAL     ] Saved forecast: MBX	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/MBX.txt
[2025-12-08T20:26:42.197087] [INFO ] [sig       ] [2037/3624] Completed MBX in 0.3s | 2.92 sym/s | Total: 11.6m | ETA: 9.1m
[2025-12-08T20:26:42.197125] [INFO ] [sig       ] [2038/3624] Forecasting MC...
[2025-12-08T20:26:42.197163] [INFO ] [sig       ] Generating forecast for: MC
[2025-12-08T20:26:42.197192] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MC' from 'https://tdm.silogroup.org/data/derivative_storage/MC.csv'.
[2025-12-08T20:26:42.209203] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MC'.
[2025-12-08T20:26:42.209554] [INFO ] [FORECASTER] Starting predict_future for MC
[2025-12-08T20:26:42.210366] [DEBUG] [LOCAL     ] No optimal features file found for MC: ./output/feature-sets/MC.txt
[2025-12-08T20:26:42.210417] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:42.210450] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:42.210478] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:42.210545] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:42.268229] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:42.268876] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:42.268952] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:42.268986] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:42.388297] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:42.388443] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:42.388482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:42.388511] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:42.391757] [DEBUG] [FORECASTER] MC: Forecast T+1@11:T+2@11: UP (p=70.92%)
[2025-12-08T20:26:42.392024] [INFO ] [FORECASTER] Completed predict_future for MC
[2025-12-08T20:26:42.392139] [INFO ] [sig       ] MC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:26:42.531367] [INFO ] [LOCAL     ] Saved forecast: MC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/MC.txt
[2025-12-08T20:26:42.531494] [INFO ] [sig       ] [2038/3624] Completed MC in 0.3s | 2.92 sym/s | Total: 11.6m | ETA: 9.1m
[2025-12-08T20:26:42.531531] [INFO ] [sig       ] [2039/3624] Forecasting MCBS...
[2025-12-08T20:26:42.531558] [INFO ] [sig       ] Generating forecast for: MCBS
[2025-12-08T20:26:42.531606] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCBS' from 'https://tdm.silogroup.org/data/derivative_storage/MCBS.csv'.
[2025-12-08T20:26:42.543937] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCBS'.
[2025-12-08T20:26:42.544302] [INFO ] [FORECASTER] Starting predict_future for MCBS
[2025-12-08T20:26:42.545130] [DEBUG] [LOCAL     ] No optimal features file found for MCBS: ./output/feature-sets/MCBS.txt
[2025-12-08T20:26:42.545181] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:42.545246] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:42.545285] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:42.545365] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:42.603810] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:42.604481] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:42.604559] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:42.604611] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:42.724117] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:42.724259] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:42.724297] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:42.724324] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:42.727684] [DEBUG] [FORECASTER] MCBS: Forecast T+1@11:T+2@11: DOWN (p=17.26%)
[2025-12-08T20:26:42.727988] [INFO ] [FORECASTER] Completed predict_future for MCBS
[2025-12-08T20:26:42.728109] [INFO ] [sig       ] MCBS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:26:42.873845] [INFO ] [LOCAL     ] Saved forecast: MCBS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/MCBS.txt
[2025-12-08T20:26:42.873979] [INFO ] [sig       ] [2039/3624] Completed MCBS in 0.3s | 2.92 sym/s | Total: 11.6m | ETA: 9.0m
[2025-12-08T20:26:42.874020] [INFO ] [sig       ] [2040/3624] Forecasting MCHI...
[2025-12-08T20:26:42.874048] [INFO ] [sig       ] Generating forecast for: MCHI
[2025-12-08T20:26:42.874080] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCHI' from 'https://tdm.silogroup.org/data/derivative_storage/MCHI.csv'.
[2025-12-08T20:26:42.886252] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCHI'.
[2025-12-08T20:26:42.886629] [INFO ] [FORECASTER] Starting predict_future for MCHI
[2025-12-08T20:26:42.887449] [DEBUG] [LOCAL     ] No optimal features file found for MCHI: ./output/feature-sets/MCHI.txt
[2025-12-08T20:26:42.887511] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:42.887544] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:42.887570] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:42.887664] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:42.944375] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:42.945019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:42.945095] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:42.945128] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:43.071650] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:43.071800] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:43.071839] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:43.071869] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:43.075175] [DEBUG] [FORECASTER] MCHI: Forecast T+1@11:T+2@11: DOWN (p=42.24%)
[2025-12-08T20:26:43.075441] [INFO ] [FORECASTER] Completed predict_future for MCHI
[2025-12-08T20:26:43.075564] [INFO ] [sig       ] MCHI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:26:43.212673] [INFO ] [LOCAL     ] Saved forecast: MCHI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/MCHI.txt
[2025-12-08T20:26:43.212812] [INFO ] [sig       ] [2040/3624] Completed MCHI in 0.3s | 2.92 sym/s | Total: 11.6m | ETA: 9.0m
[2025-12-08T20:26:43.212854] [INFO ] [sig       ] [2041/3624] Forecasting MCHP...
[2025-12-08T20:26:43.212883] [INFO ] [sig       ] Generating forecast for: MCHP
[2025-12-08T20:26:43.212913] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCHP' from 'https://tdm.silogroup.org/data/derivative_storage/MCHP.csv'.
[2025-12-08T20:26:43.224825] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCHP'.
[2025-12-08T20:26:43.225174] [INFO ] [FORECASTER] Starting predict_future for MCHP
[2025-12-08T20:26:43.225951] [DEBUG] [LOCAL     ] No optimal features file found for MCHP: ./output/feature-sets/MCHP.txt
[2025-12-08T20:26:43.226000] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:43.226031] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:43.226057] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:43.226112] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:43.283471] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:43.284295] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:43.284373] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:43.284406] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:43.411048] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:43.411208] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:43.411248] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:43.411275] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:43.415121] [DEBUG] [FORECASTER] MCHP: Forecast T+1@11:T+2@11: DOWN (p=24.08%)
[2025-12-08T20:26:43.415467] [INFO ] [FORECASTER] Completed predict_future for MCHP
[2025-12-08T20:26:43.415627] [INFO ] [sig       ] MCHP: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:26:43.572892] [INFO ] [LOCAL     ] Saved forecast: MCHP	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/MCHP.txt
[2025-12-08T20:26:43.573113] [INFO ] [sig       ] [2041/3624] Completed MCHP in 0.4s | 2.92 sym/s | Total: 11.7m | ETA: 9.0m
[2025-12-08T20:26:43.573177] [INFO ] [sig       ] [2042/3624] Forecasting MCHX...
[2025-12-08T20:26:43.573229] [INFO ] [sig       ] Generating forecast for: MCHX
[2025-12-08T20:26:43.573278] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCHX' from 'https://tdm.silogroup.org/data/derivative_storage/MCHX.csv'.
[2025-12-08T20:26:43.589761] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCHX'.
[2025-12-08T20:26:43.590255] [INFO ] [FORECASTER] Starting predict_future for MCHX
[2025-12-08T20:26:43.591411] [DEBUG] [LOCAL     ] No optimal features file found for MCHX: ./output/feature-sets/MCHX.txt
[2025-12-08T20:26:43.591478] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:43.591527] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:43.591570] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:43.591706] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:43.679794] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:43.680961] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:43.681073] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:43.681126] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:43.823054] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:43.823241] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:43.823293] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:43.823382] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:43.828648] [DEBUG] [FORECASTER] MCHX: Forecast T+1@11:T+2@11: DOWN (p=6.64%)
[2025-12-08T20:26:43.829175] [INFO ] [FORECASTER] Completed predict_future for MCHX
[2025-12-08T20:26:43.829397] [INFO ] [sig       ] MCHX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:26:44.038510] [INFO ] [LOCAL     ] Saved forecast: MCHX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/MCHX.txt
[2025-12-08T20:26:44.038757] [INFO ] [sig       ] [2042/3624] Completed MCHX in 0.5s | 2.92 sym/s | Total: 11.7m | ETA: 9.0m
[2025-12-08T20:26:44.038825] [INFO ] [sig       ] [2043/3624] Forecasting MCI...
[2025-12-08T20:26:44.038876] [INFO ] [sig       ] Generating forecast for: MCI
[2025-12-08T20:26:44.038928] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCI' from 'https://tdm.silogroup.org/data/derivative_storage/MCI.csv'.
[2025-12-08T20:26:44.056914] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCI'.
[2025-12-08T20:26:44.057480] [INFO ] [FORECASTER] Starting predict_future for MCI
[2025-12-08T20:26:44.058775] [DEBUG] [LOCAL     ] No optimal features file found for MCI: ./output/feature-sets/MCI.txt
[2025-12-08T20:26:44.058847] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:44.058898] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:44.058944] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:44.059031] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:44.134067] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:44.135225] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:44.135337] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:44.135393] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:44.293732] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:44.293897] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:44.293938] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:44.293967] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:44.297551] [DEBUG] [FORECASTER] MCI: Forecast T+1@11:T+2@11: DOWN (p=42.09%)
[2025-12-08T20:26:44.297903] [INFO ] [FORECASTER] Completed predict_future for MCI
[2025-12-08T20:26:44.298043] [INFO ] [sig       ] MCI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:26:44.440942] [INFO ] [LOCAL     ] Saved forecast: MCI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/MCI.txt
[2025-12-08T20:26:44.441102] [INFO ] [sig       ] [2043/3624] Completed MCI in 0.4s | 2.92 sym/s | Total: 11.7m | ETA: 9.0m
[2025-12-08T20:26:44.441141] [INFO ] [sig       ] [2044/3624] Forecasting MCK...
[2025-12-08T20:26:44.441171] [INFO ] [sig       ] Generating forecast for: MCK
[2025-12-08T20:26:44.441202] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCK' from 'https://tdm.silogroup.org/data/derivative_storage/MCK.csv'.
[2025-12-08T20:26:44.453880] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCK'.
[2025-12-08T20:26:44.454275] [INFO ] [FORECASTER] Starting predict_future for MCK
[2025-12-08T20:26:44.455143] [DEBUG] [LOCAL     ] No optimal features file found for MCK: ./output/feature-sets/MCK.txt
[2025-12-08T20:26:44.455196] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:44.455228] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:44.455255] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:44.455313] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:44.517789] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:44.518826] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:44.518909] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:44.518940] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:44.647071] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:44.647225] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:44.647264] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:44.647294] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:44.650749] [DEBUG] [FORECASTER] MCK: Forecast T+1@11:T+2@11: DOWN (p=38.20%)
[2025-12-08T20:26:44.651035] [INFO ] [FORECASTER] Completed predict_future for MCK
[2025-12-08T20:26:44.651160] [INFO ] [sig       ] MCK: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:26:44.794149] [INFO ] [LOCAL     ] Saved forecast: MCK	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/MCK.txt
[2025-12-08T20:26:44.794297] [INFO ] [sig       ] [2044/3624] Completed MCK in 0.4s | 2.92 sym/s | Total: 11.7m | ETA: 9.0m
[2025-12-08T20:26:44.794338] [INFO ] [sig       ] [2045/3624] Forecasting MCN...
[2025-12-08T20:26:44.794377] [INFO ] [sig       ] Generating forecast for: MCN
[2025-12-08T20:26:44.794410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCN' from 'https://tdm.silogroup.org/data/derivative_storage/MCN.csv'.
[2025-12-08T20:26:44.806290] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCN'.
[2025-12-08T20:26:44.806688] [INFO ] [FORECASTER] Starting predict_future for MCN
[2025-12-08T20:26:44.807478] [DEBUG] [LOCAL     ] No optimal features file found for MCN: ./output/feature-sets/MCN.txt
[2025-12-08T20:26:44.807528] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:44.807559] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:44.807611] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:44.807668] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:44.864019] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:44.864868] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:44.864947] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:44.864979] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:44.994657] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:44.994805] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:44.994844] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:44.994872] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:44.998298] [DEBUG] [FORECASTER] MCN: Forecast T+1@11:T+2@11: DOWN (p=3.44%)
[2025-12-08T20:26:44.998613] [INFO ] [FORECASTER] Completed predict_future for MCN
[2025-12-08T20:26:44.998742] [INFO ] [sig       ] MCN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:26:45.143882] [INFO ] [LOCAL     ] Saved forecast: MCN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/MCN.txt
[2025-12-08T20:26:45.144036] [INFO ] [sig       ] [2045/3624] Completed MCN in 0.3s | 2.92 sym/s | Total: 11.7m | ETA: 9.0m
[2025-12-08T20:26:45.144080] [INFO ] [sig       ] [2046/3624] Forecasting MCO...
[2025-12-08T20:26:45.144110] [INFO ] [sig       ] Generating forecast for: MCO
[2025-12-08T20:26:45.144140] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCO' from 'https://tdm.silogroup.org/data/derivative_storage/MCO.csv'.
[2025-12-08T20:26:45.156146] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCO'.
[2025-12-08T20:26:45.156512] [INFO ] [FORECASTER] Starting predict_future for MCO
[2025-12-08T20:26:45.157293] [DEBUG] [LOCAL     ] No optimal features file found for MCO: ./output/feature-sets/MCO.txt
[2025-12-08T20:26:45.157343] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:45.157374] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:45.157432] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:45.157490] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:45.212956] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:45.213615] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:45.213690] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:45.213721] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:45.331763] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:45.331913] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:45.331952] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:45.331980] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:45.335309] [DEBUG] [FORECASTER] MCO: Forecast T+1@11:T+2@11: UP (p=96.98%)
[2025-12-08T20:26:45.335595] [INFO ] [FORECASTER] Completed predict_future for MCO
[2025-12-08T20:26:45.335718] [INFO ] [sig       ] MCO: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:26:45.474605] [INFO ] [LOCAL     ] Saved forecast: MCO	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/MCO.txt
[2025-12-08T20:26:45.474733] [INFO ] [sig       ] [2046/3624] Completed MCO in 0.3s | 2.92 sym/s | Total: 11.7m | ETA: 9.0m
[2025-12-08T20:26:45.474771] [INFO ] [sig       ] [2047/3624] Forecasting MCRB...
[2025-12-08T20:26:45.474800] [INFO ] [sig       ] Generating forecast for: MCRB
[2025-12-08T20:26:45.474829] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCRB' from 'https://tdm.silogroup.org/data/derivative_storage/MCRB.csv'.
[2025-12-08T20:26:45.486802] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCRB'.
[2025-12-08T20:26:45.487146] [INFO ] [FORECASTER] Starting predict_future for MCRB
[2025-12-08T20:26:45.487987] [DEBUG] [LOCAL     ] No optimal features file found for MCRB: ./output/feature-sets/MCRB.txt
[2025-12-08T20:26:45.488037] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:45.488067] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:45.488093] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:45.488148] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:45.543634] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:45.544238] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:45.544318] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:45.544349] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:45.659375] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:45.659524] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:45.659596] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:45.659627] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:45.662870] [DEBUG] [FORECASTER] MCRB: Forecast T+1@11:T+2@11: DOWN (p=1.18%)
[2025-12-08T20:26:45.663144] [INFO ] [FORECASTER] Completed predict_future for MCRB
[2025-12-08T20:26:45.663264] [INFO ] [sig       ] MCRB: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:26:45.802420] [INFO ] [LOCAL     ] Saved forecast: MCRB	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/MCRB.txt
[2025-12-08T20:26:45.802548] [INFO ] [sig       ] [2047/3624] Completed MCRB in 0.3s | 2.92 sym/s | Total: 11.7m | ETA: 9.0m
[2025-12-08T20:26:45.802603] [INFO ] [sig       ] [2048/3624] Forecasting MCRI...
[2025-12-08T20:26:45.802634] [INFO ] [sig       ] Generating forecast for: MCRI
[2025-12-08T20:26:45.802664] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCRI' from 'https://tdm.silogroup.org/data/derivative_storage/MCRI.csv'.
[2025-12-08T20:26:45.813987] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCRI'.
[2025-12-08T20:26:45.814315] [INFO ] [FORECASTER] Starting predict_future for MCRI
[2025-12-08T20:26:45.815083] [DEBUG] [LOCAL     ] No optimal features file found for MCRI: ./output/feature-sets/MCRI.txt
[2025-12-08T20:26:45.815132] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:45.815163] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:45.815189] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:45.815244] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:45.873845] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:45.874568] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:45.874678] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:45.874712] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:45.996774] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:45.996924] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:45.996960] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:45.996987] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:46.000269] [DEBUG] [FORECASTER] MCRI: Forecast T+1@11:T+2@11: UP (p=82.31%)
[2025-12-08T20:26:46.000534] [INFO ] [FORECASTER] Completed predict_future for MCRI
[2025-12-08T20:26:46.000674] [INFO ] [sig       ] MCRI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:26:46.139404] [INFO ] [LOCAL     ] Saved forecast: MCRI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/MCRI.txt
[2025-12-08T20:26:46.139529] [INFO ] [sig       ] [2048/3624] Completed MCRI in 0.3s | 2.92 sym/s | Total: 11.7m | ETA: 9.0m
[2025-12-08T20:26:46.139567] [INFO ] [sig       ] [2049/3624] Forecasting MCS...
[2025-12-08T20:26:46.139617] [INFO ] [sig       ] Generating forecast for: MCS
[2025-12-08T20:26:46.139647] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCS' from 'https://tdm.silogroup.org/data/derivative_storage/MCS.csv'.
[2025-12-08T20:26:46.152635] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCS'.
[2025-12-08T20:26:46.153007] [INFO ] [FORECASTER] Starting predict_future for MCS
[2025-12-08T20:26:46.153806] [DEBUG] [LOCAL     ] No optimal features file found for MCS: ./output/feature-sets/MCS.txt
[2025-12-08T20:26:46.153856] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:46.153887] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:46.153915] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:46.153971] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:46.210622] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:46.211460] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:46.211566] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:46.211617] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:46.334601] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:46.334751] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:46.334790] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:46.334818] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:46.338160] [DEBUG] [FORECASTER] MCS: Forecast T+1@11:T+2@11: DOWN (p=26.46%)
[2025-12-08T20:26:46.338427] [INFO ] [FORECASTER] Completed predict_future for MCS
[2025-12-08T20:26:46.338548] [INFO ] [sig       ] MCS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:26:46.477310] [INFO ] [LOCAL     ] Saved forecast: MCS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/MCS.txt
[2025-12-08T20:26:46.477443] [INFO ] [sig       ] [2049/3624] Completed MCS in 0.3s | 2.92 sym/s | Total: 11.7m | ETA: 9.0m
[2025-12-08T20:26:46.477481] [INFO ] [sig       ] [2050/3624] Forecasting MCY...
[2025-12-08T20:26:46.477511] [INFO ] [sig       ] Generating forecast for: MCY
[2025-12-08T20:26:46.477540] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCY' from 'https://tdm.silogroup.org/data/derivative_storage/MCY.csv'.
[2025-12-08T20:26:46.489101] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCY'.
[2025-12-08T20:26:46.489476] [INFO ] [FORECASTER] Starting predict_future for MCY
[2025-12-08T20:26:46.490274] [DEBUG] [LOCAL     ] No optimal features file found for MCY: ./output/feature-sets/MCY.txt
[2025-12-08T20:26:46.490325] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:46.490356] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:46.490382] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:46.490438] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:46.548768] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:46.549591] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:46.549671] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:46.549704] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:46.672393] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:46.672549] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:46.672604] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:46.672634] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:46.676114] [DEBUG] [FORECASTER] MCY: Forecast T+1@11:T+2@11: DOWN (p=1.70%)
[2025-12-08T20:26:46.676397] [INFO ] [FORECASTER] Completed predict_future for MCY
[2025-12-08T20:26:46.676522] [INFO ] [sig       ] MCY: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:26:46.821366] [INFO ] [LOCAL     ] Saved forecast: MCY	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/MCY.txt
[2025-12-08T20:26:46.821508] [INFO ] [sig       ] [2050/3624] Completed MCY in 0.3s | 2.92 sym/s | Total: 11.7m | ETA: 9.0m
[2025-12-08T20:26:46.821546] [INFO ] [sig       ] [2051/3624] Forecasting MD...
[2025-12-08T20:26:46.821592] [INFO ] [sig       ] Generating forecast for: MD
[2025-12-08T20:26:46.821624] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MD' from 'https://tdm.silogroup.org/data/derivative_storage/MD.csv'.
[2025-12-08T20:26:46.833547] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MD'.
[2025-12-08T20:26:46.833926] [INFO ] [FORECASTER] Starting predict_future for MD
[2025-12-08T20:26:46.834717] [DEBUG] [LOCAL     ] No optimal features file found for MD: ./output/feature-sets/MD.txt
[2025-12-08T20:26:46.834766] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:46.834808] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:46.834834] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:46.834887] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:46.890277] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:46.891115] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:46.891192] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:46.891225] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:47.010305] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:47.010453] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:47.010490] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:47.010517] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:47.013772] [DEBUG] [FORECASTER] MD: Forecast T+1@11:T+2@11: DOWN (p=44.86%)
[2025-12-08T20:26:47.014041] [INFO ] [FORECASTER] Completed predict_future for MD
[2025-12-08T20:26:47.014160] [INFO ] [sig       ] MD: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:26:47.154837] [INFO ] [LOCAL     ] Saved forecast: MD	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/MD.txt
[2025-12-08T20:26:47.154999] [INFO ] [sig       ] [2051/3624] Completed MD in 0.3s | 2.92 sym/s | Total: 11.7m | ETA: 9.0m
[2025-12-08T20:26:47.155044] [INFO ] [sig       ] [2052/3624] Forecasting MDAI...
[2025-12-08T20:26:47.155073] [INFO ] [sig       ] Generating forecast for: MDAI
[2025-12-08T20:26:47.155101] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDAI' from 'https://tdm.silogroup.org/data/derivative_storage/MDAI.csv'.
[2025-12-08T20:26:47.166877] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDAI'.
[2025-12-08T20:26:47.167237] [INFO ] [FORECASTER] Starting predict_future for MDAI
[2025-12-08T20:26:47.168107] [DEBUG] [LOCAL     ] No optimal features file found for MDAI: ./output/feature-sets/MDAI.txt
[2025-12-08T20:26:47.168157] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:47.168188] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:47.168213] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:47.168268] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:47.224751] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:47.225599] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:47.225684] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:47.225716] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:47.344424] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:47.344603] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:47.344644] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:47.344674] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:47.348007] [DEBUG] [FORECASTER] MDAI: Forecast T+1@11:T+2@11: DOWN (p=17.49%)
[2025-12-08T20:26:47.348278] [INFO ] [FORECASTER] Completed predict_future for MDAI
[2025-12-08T20:26:47.348399] [INFO ] [sig       ] MDAI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:26:47.490270] [INFO ] [LOCAL     ] Saved forecast: MDAI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/MDAI.txt
[2025-12-08T20:26:47.490435] [INFO ] [sig       ] [2052/3624] Completed MDAI in 0.3s | 2.92 sym/s | Total: 11.7m | ETA: 9.0m
[2025-12-08T20:26:47.490475] [INFO ] [sig       ] [2053/3624] Forecasting MDB...
[2025-12-08T20:26:47.490505] [INFO ] [sig       ] Generating forecast for: MDB
[2025-12-08T20:26:47.490534] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDB' from 'https://tdm.silogroup.org/data/derivative_storage/MDB.csv'.
[2025-12-08T20:26:47.502348] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDB'.
[2025-12-08T20:26:47.502741] [INFO ] [FORECASTER] Starting predict_future for MDB
[2025-12-08T20:26:47.503537] [DEBUG] [LOCAL     ] No optimal features file found for MDB: ./output/feature-sets/MDB.txt
[2025-12-08T20:26:47.503606] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:47.503639] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:47.503666] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:47.503721] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:47.559324] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:47.560158] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:47.560238] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:47.560269] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:47.688530] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:47.688699] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:47.688737] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:47.688765] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:47.692056] [DEBUG] [FORECASTER] MDB: Forecast T+1@11:T+2@11: DOWN (p=16.30%)
[2025-12-08T20:26:47.692350] [INFO ] [FORECASTER] Completed predict_future for MDB
[2025-12-08T20:26:47.692480] [INFO ] [sig       ] MDB: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:26:47.833278] [INFO ] [LOCAL     ] Saved forecast: MDB	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/MDB.txt
[2025-12-08T20:26:47.833427] [INFO ] [sig       ] [2053/3624] Completed MDB in 0.3s | 2.92 sym/s | Total: 11.7m | ETA: 9.0m
[2025-12-08T20:26:47.833466] [INFO ] [sig       ] [2054/3624] Forecasting MDGL...
[2025-12-08T20:26:47.833495] [INFO ] [sig       ] Generating forecast for: MDGL
[2025-12-08T20:26:47.833526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDGL' from 'https://tdm.silogroup.org/data/derivative_storage/MDGL.csv'.
[2025-12-08T20:26:47.846905] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDGL'.
[2025-12-08T20:26:47.847316] [INFO ] [FORECASTER] Starting predict_future for MDGL
[2025-12-08T20:26:47.848197] [DEBUG] [LOCAL     ] No optimal features file found for MDGL: ./output/feature-sets/MDGL.txt
[2025-12-08T20:26:47.848250] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:47.848291] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:47.848327] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:47.848384] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:47.909856] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:47.910743] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:47.910826] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:47.910858] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:48.036293] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:48.036462] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:48.036506] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:48.036535] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:48.040113] [DEBUG] [FORECASTER] MDGL: Forecast T+1@11:T+2@11: DOWN (p=8.95%)
[2025-12-08T20:26:48.040394] [INFO ] [FORECASTER] Completed predict_future for MDGL
[2025-12-08T20:26:48.040531] [INFO ] [sig       ] MDGL: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:26:48.196507] [INFO ] [LOCAL     ] Saved forecast: MDGL	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/MDGL.txt
[2025-12-08T20:26:48.196677] [INFO ] [sig       ] [2054/3624] Completed MDGL in 0.4s | 2.92 sym/s | Total: 11.7m | ETA: 9.0m
[2025-12-08T20:26:48.196720] [INFO ] [sig       ] [2055/3624] Forecasting MDLZ...
[2025-12-08T20:26:48.196757] [INFO ] [sig       ] Generating forecast for: MDLZ
[2025-12-08T20:26:48.196790] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDLZ' from 'https://tdm.silogroup.org/data/derivative_storage/MDLZ.csv'.
[2025-12-08T20:26:48.213984] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDLZ'.
[2025-12-08T20:26:48.214417] [INFO ] [FORECASTER] Starting predict_future for MDLZ
[2025-12-08T20:26:48.215333] [DEBUG] [LOCAL     ] No optimal features file found for MDLZ: ./output/feature-sets/MDLZ.txt
[2025-12-08T20:26:48.215384] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:48.215418] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:48.215444] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:48.215500] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:48.278011] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:48.279009] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:48.279284] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:48.279318] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:48.417347] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:48.417520] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:48.417559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:48.417605] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:48.421201] [DEBUG] [FORECASTER] MDLZ: Forecast T+1@11:T+2@11: UP (p=98.92%)
[2025-12-08T20:26:48.421481] [INFO ] [FORECASTER] Completed predict_future for MDLZ
[2025-12-08T20:26:48.421625] [INFO ] [sig       ] MDLZ: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:26:48.576328] [INFO ] [LOCAL     ] Saved forecast: MDLZ	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/MDLZ.txt
[2025-12-08T20:26:48.576468] [INFO ] [sig       ] [2055/3624] Completed MDLZ in 0.4s | 2.92 sym/s | Total: 11.7m | ETA: 9.0m
[2025-12-08T20:26:48.576507] [INFO ] [sig       ] [2056/3624] Forecasting MDWD...
[2025-12-08T20:26:48.576536] [INFO ] [sig       ] Generating forecast for: MDWD
[2025-12-08T20:26:48.576565] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDWD' from 'https://tdm.silogroup.org/data/derivative_storage/MDWD.csv'.
[2025-12-08T20:26:48.589185] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDWD'.
[2025-12-08T20:26:48.589534] [INFO ] [FORECASTER] Starting predict_future for MDWD
[2025-12-08T20:26:48.590385] [DEBUG] [LOCAL     ] No optimal features file found for MDWD: ./output/feature-sets/MDWD.txt
[2025-12-08T20:26:48.590437] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:48.590494] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:48.590523] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:48.590608] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:48.649452] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:48.650158] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:48.650237] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:48.650271] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:48.766856] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:48.767005] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:48.767043] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:48.767071] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:48.770515] [DEBUG] [FORECASTER] MDWD: Forecast T+1@11:T+2@11: DOWN (p=2.18%)
[2025-12-08T20:26:48.770804] [INFO ] [FORECASTER] Completed predict_future for MDWD
[2025-12-08T20:26:48.770926] [INFO ] [sig       ] MDWD: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:26:48.910160] [INFO ] [LOCAL     ] Saved forecast: MDWD	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/MDWD.txt
[2025-12-08T20:26:48.910312] [INFO ] [sig       ] [2056/3624] Completed MDWD in 0.3s | 2.92 sym/s | Total: 11.7m | ETA: 9.0m
[2025-12-08T20:26:48.910352] [INFO ] [sig       ] [2057/3624] Forecasting MDXG...
[2025-12-08T20:26:48.910383] [INFO ] [sig       ] Generating forecast for: MDXG
[2025-12-08T20:26:48.910412] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDXG' from 'https://tdm.silogroup.org/data/derivative_storage/MDXG.csv'.
[2025-12-08T20:26:48.922239] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDXG'.
[2025-12-08T20:26:48.922621] [INFO ] [FORECASTER] Starting predict_future for MDXG
[2025-12-08T20:26:48.923392] [DEBUG] [LOCAL     ] No optimal features file found for MDXG: ./output/feature-sets/MDXG.txt
[2025-12-08T20:26:48.923441] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:48.923472] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:48.923497] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:48.923553] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:48.979301] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:48.980139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:48.980218] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:48.980250] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:49.100756] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:49.100926] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:49.100970] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:49.100998] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:49.104433] [DEBUG] [FORECASTER] MDXG: Forecast T+1@11:T+2@11: UP (p=91.84%)
[2025-12-08T20:26:49.104738] [INFO ] [FORECASTER] Completed predict_future for MDXG
[2025-12-08T20:26:49.104859] [INFO ] [sig       ] MDXG: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:26:49.243639] [INFO ] [LOCAL     ] Saved forecast: MDXG	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/MDXG.txt
[2025-12-08T20:26:49.243790] [INFO ] [sig       ] [2057/3624] Completed MDXG in 0.3s | 2.92 sym/s | Total: 11.7m | ETA: 8.9m
[2025-12-08T20:26:49.243830] [INFO ] [sig       ] [2058/3624] Forecasting MDXH...
[2025-12-08T20:26:49.243859] [INFO ] [sig       ] Generating forecast for: MDXH
[2025-12-08T20:26:49.243890] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDXH' from 'https://tdm.silogroup.org/data/derivative_storage/MDXH.csv'.
[2025-12-08T20:26:49.255871] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDXH'.
[2025-12-08T20:26:49.256239] [INFO ] [FORECASTER] Starting predict_future for MDXH
[2025-12-08T20:26:49.257038] [DEBUG] [LOCAL     ] No optimal features file found for MDXH: ./output/feature-sets/MDXH.txt
[2025-12-08T20:26:49.257088] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:49.257120] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:49.257147] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:49.257202] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:49.313105] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:49.313936] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:49.314018] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:49.314050] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:49.428241] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:49.428395] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:49.428432] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:49.428476] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:49.431830] [DEBUG] [FORECASTER] MDXH: Forecast T+1@11:T+2@11: UP (p=84.11%)
[2025-12-08T20:26:49.432126] [INFO ] [FORECASTER] Completed predict_future for MDXH
[2025-12-08T20:26:49.432252] [INFO ] [sig       ] MDXH: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:26:49.570834] [INFO ] [LOCAL     ] Saved forecast: MDXH	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/MDXH.txt
[2025-12-08T20:26:49.570981] [INFO ] [sig       ] [2058/3624] Completed MDXH in 0.3s | 2.92 sym/s | Total: 11.8m | ETA: 8.9m
[2025-12-08T20:26:49.571023] [INFO ] [sig       ] [2059/3624] Forecasting MEC...
[2025-12-08T20:26:49.571053] [INFO ] [sig       ] Generating forecast for: MEC
[2025-12-08T20:26:49.571083] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEC' from 'https://tdm.silogroup.org/data/derivative_storage/MEC.csv'.
[2025-12-08T20:26:49.583252] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEC'.
[2025-12-08T20:26:49.583653] [INFO ] [FORECASTER] Starting predict_future for MEC
[2025-12-08T20:26:49.584413] [DEBUG] [LOCAL     ] No optimal features file found for MEC: ./output/feature-sets/MEC.txt
[2025-12-08T20:26:49.584462] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:49.584493] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:49.584519] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:49.584590] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:49.640489] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:49.641330] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:49.641408] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:49.641439] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:49.757674] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:49.757833] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:49.757874] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:49.757937] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:49.761479] [DEBUG] [FORECASTER] MEC: Forecast T+1@11:T+2@11: UP (p=75.45%)
[2025-12-08T20:26:49.761843] [INFO ] [FORECASTER] Completed predict_future for MEC
[2025-12-08T20:26:49.761982] [INFO ] [sig       ] MEC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:26:49.903986] [INFO ] [LOCAL     ] Saved forecast: MEC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/MEC.txt
[2025-12-08T20:26:49.904111] [INFO ] [sig       ] [2059/3624] Completed MEC in 0.3s | 2.92 sym/s | Total: 11.8m | ETA: 8.9m
[2025-12-08T20:26:49.904150] [INFO ] [sig       ] [2060/3624] Forecasting MED...
[2025-12-08T20:26:49.904180] [INFO ] [sig       ] Generating forecast for: MED
[2025-12-08T20:26:49.904209] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MED' from 'https://tdm.silogroup.org/data/derivative_storage/MED.csv'.
[2025-12-08T20:26:49.916335] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MED'.
[2025-12-08T20:26:49.916685] [INFO ] [FORECASTER] Starting predict_future for MED
[2025-12-08T20:26:49.917465] [DEBUG] [LOCAL     ] No optimal features file found for MED: ./output/feature-sets/MED.txt
[2025-12-08T20:26:49.917523] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:49.917558] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:49.917602] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:49.917658] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:49.972657] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:49.973265] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:49.973338] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:49.973383] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:50.093766] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:50.093917] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:50.093955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:50.093982] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:50.097311] [DEBUG] [FORECASTER] MED: Forecast T+1@11:T+2@11: DOWN (p=4.08%)
[2025-12-08T20:26:50.097627] [INFO ] [FORECASTER] Completed predict_future for MED
[2025-12-08T20:26:50.097746] [INFO ] [sig       ] MED: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:26:50.233931] [INFO ] [LOCAL     ] Saved forecast: MED	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/MED.txt
[2025-12-08T20:26:50.234056] [INFO ] [sig       ] [2060/3624] Completed MED in 0.3s | 2.92 sym/s | Total: 11.8m | ETA: 8.9m
[2025-12-08T20:26:50.234093] [INFO ] [sig       ] [2061/3624] Forecasting MEDP...
[2025-12-08T20:26:50.234122] [INFO ] [sig       ] Generating forecast for: MEDP
[2025-12-08T20:26:50.234150] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEDP' from 'https://tdm.silogroup.org/data/derivative_storage/MEDP.csv'.
[2025-12-08T20:26:50.245691] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEDP'.
[2025-12-08T20:26:50.246024] [INFO ] [FORECASTER] Starting predict_future for MEDP
[2025-12-08T20:26:50.246790] [DEBUG] [LOCAL     ] No optimal features file found for MEDP: ./output/feature-sets/MEDP.txt
[2025-12-08T20:26:50.246840] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:50.246871] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:50.246897] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:50.246952] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:50.301813] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:50.302475] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:50.302547] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:50.302596] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:50.420517] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:50.420683] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:50.420723] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:50.420752] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:50.423970] [DEBUG] [FORECASTER] MEDP: Forecast T+1@11:T+2@11: UP (p=81.43%)
[2025-12-08T20:26:50.424232] [INFO ] [FORECASTER] Completed predict_future for MEDP
[2025-12-08T20:26:50.424349] [INFO ] [sig       ] MEDP: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:26:50.561054] [INFO ] [LOCAL     ] Saved forecast: MEDP	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/MEDP.txt
[2025-12-08T20:26:50.561169] [INFO ] [sig       ] [2061/3624] Completed MEDP in 0.3s | 2.92 sym/s | Total: 11.8m | ETA: 8.9m
[2025-12-08T20:26:50.561208] [INFO ] [sig       ] [2062/3624] Forecasting MEG...
[2025-12-08T20:26:50.561237] [INFO ] [sig       ] Generating forecast for: MEG
[2025-12-08T20:26:50.561266] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEG' from 'https://tdm.silogroup.org/data/derivative_storage/MEG.csv'.
[2025-12-08T20:26:50.576663] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEG'.
[2025-12-08T20:26:50.577019] [INFO ] [FORECASTER] Starting predict_future for MEG
[2025-12-08T20:26:50.577824] [DEBUG] [LOCAL     ] No optimal features file found for MEG: ./output/feature-sets/MEG.txt
[2025-12-08T20:26:50.577881] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:50.577912] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:50.577955] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:50.578022] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:50.633550] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:50.634172] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:50.634253] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:50.634285] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:50.754388] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:50.754538] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:50.754592] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:50.754623] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:50.757904] [DEBUG] [FORECASTER] MEG: Forecast T+1@11:T+2@11: UP (p=99.64%)
[2025-12-08T20:26:50.758168] [INFO ] [FORECASTER] Completed predict_future for MEG
[2025-12-08T20:26:50.758289] [INFO ] [sig       ] MEG: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:26:50.897232] [INFO ] [LOCAL     ] Saved forecast: MEG	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/MEG.txt
[2025-12-08T20:26:50.897381] [INFO ] [sig       ] [2062/3624] Completed MEG in 0.3s | 2.92 sym/s | Total: 11.8m | ETA: 8.9m
[2025-12-08T20:26:50.897450] [INFO ] [sig       ] [2063/3624] Forecasting MEGI...
[2025-12-08T20:26:50.897494] [INFO ] [sig       ] Generating forecast for: MEGI
[2025-12-08T20:26:50.897526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEGI' from 'https://tdm.silogroup.org/data/derivative_storage/MEGI.csv'.
[2025-12-08T20:26:50.909779] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEGI'.
[2025-12-08T20:26:50.910152] [INFO ] [FORECASTER] Starting predict_future for MEGI
[2025-12-08T20:26:50.910936] [DEBUG] [LOCAL     ] No optimal features file found for MEGI: ./output/feature-sets/MEGI.txt
[2025-12-08T20:26:50.910986] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:50.911016] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:50.911041] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:50.911096] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:50.968828] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:50.969669] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:50.969748] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:50.969778] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:51.088376] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:51.088540] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:51.088596] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:51.088626] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:51.091878] [DEBUG] [FORECASTER] MEGI: Forecast T+1@11:T+2@11: UP (p=91.13%)
[2025-12-08T20:26:51.092140] [INFO ] [FORECASTER] Completed predict_future for MEGI
[2025-12-08T20:26:51.092257] [INFO ] [sig       ] MEGI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:26:51.229019] [INFO ] [LOCAL     ] Saved forecast: MEGI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/MEGI.txt
[2025-12-08T20:26:51.229167] [INFO ] [sig       ] [2063/3624] Completed MEGI in 0.3s | 2.92 sym/s | Total: 11.8m | ETA: 8.9m
[2025-12-08T20:26:51.229207] [INFO ] [sig       ] [2064/3624] Forecasting MEGL...
[2025-12-08T20:26:51.229237] [INFO ] [sig       ] Generating forecast for: MEGL
[2025-12-08T20:26:51.229266] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEGL' from 'https://tdm.silogroup.org/data/derivative_storage/MEGL.csv'.
[2025-12-08T20:26:51.242010] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEGL'.
[2025-12-08T20:26:51.242332] [INFO ] [FORECASTER] Starting predict_future for MEGL
[2025-12-08T20:26:51.243126] [DEBUG] [LOCAL     ] No optimal features file found for MEGL: ./output/feature-sets/MEGL.txt
[2025-12-08T20:26:51.243353] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:51.243383] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:51.243409] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:51.243463] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:51.298331] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:51.298943] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:51.299017] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:51.299048] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:51.409954] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:51.410103] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:51.410148] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:51.410176] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:51.413589] [DEBUG] [FORECASTER] MEGL: Forecast T+1@11:T+2@11: UP (p=70.69%)
[2025-12-08T20:26:51.413855] [INFO ] [FORECASTER] Completed predict_future for MEGL
[2025-12-08T20:26:51.413971] [INFO ] [sig       ] MEGL: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:26:51.550992] [INFO ] [LOCAL     ] Saved forecast: MEGL	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/MEGL.txt
[2025-12-08T20:26:51.551149] [INFO ] [sig       ] [2064/3624] Completed MEGL in 0.3s | 2.92 sym/s | Total: 11.8m | ETA: 8.9m
[2025-12-08T20:26:51.551189] [INFO ] [sig       ] [2065/3624] Forecasting MEI...
[2025-12-08T20:26:51.551220] [INFO ] [sig       ] Generating forecast for: MEI
[2025-12-08T20:26:51.551249] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEI' from 'https://tdm.silogroup.org/data/derivative_storage/MEI.csv'.
[2025-12-08T20:26:51.563547] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEI'.
[2025-12-08T20:26:51.563949] [INFO ] [FORECASTER] Starting predict_future for MEI
[2025-12-08T20:26:51.564742] [DEBUG] [LOCAL     ] No optimal features file found for MEI: ./output/feature-sets/MEI.txt
[2025-12-08T20:26:51.564791] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:51.564821] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:51.564847] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:51.564902] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:51.620066] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:51.620890] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:51.620971] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:51.621001] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:51.742785] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:51.742933] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:51.742970] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:51.742998] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:51.746253] [DEBUG] [FORECASTER] MEI: Forecast T+1@11:T+2@11: UP (p=77.42%)
[2025-12-08T20:26:51.746509] [INFO ] [FORECASTER] Completed predict_future for MEI
[2025-12-08T20:26:51.746645] [INFO ] [sig       ] MEI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:26:51.883885] [INFO ] [LOCAL     ] Saved forecast: MEI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/MEI.txt
[2025-12-08T20:26:51.884007] [INFO ] [sig       ] [2065/3624] Completed MEI in 0.3s | 2.92 sym/s | Total: 11.8m | ETA: 8.9m
[2025-12-08T20:26:51.884045] [INFO ] [sig       ] [2066/3624] Forecasting MELI...
[2025-12-08T20:26:51.884074] [INFO ] [sig       ] Generating forecast for: MELI
[2025-12-08T20:26:51.884108] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MELI' from 'https://tdm.silogroup.org/data/derivative_storage/MELI.csv'.
[2025-12-08T20:26:51.895828] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MELI'.
[2025-12-08T20:26:51.896145] [INFO ] [FORECASTER] Starting predict_future for MELI
[2025-12-08T20:26:51.896916] [DEBUG] [LOCAL     ] No optimal features file found for MELI: ./output/feature-sets/MELI.txt
[2025-12-08T20:26:51.896965] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:51.896995] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:51.897024] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:51.897080] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:51.951551] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:51.952152] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:51.952247] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:51.952279] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:52.068177] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:52.068286] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:52.068343] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:52.068371] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:52.071451] [DEBUG] [FORECASTER] MELI: Forecast T+1@11:T+2@11: DOWN (p=13.91%)
[2025-12-08T20:26:52.071724] [INFO ] [FORECASTER] Completed predict_future for MELI
[2025-12-08T20:26:52.071843] [INFO ] [sig       ] MELI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:26:52.212274] [INFO ] [LOCAL     ] Saved forecast: MELI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/MELI.txt
[2025-12-08T20:26:52.212392] [INFO ] [sig       ] [2066/3624] Completed MELI in 0.3s | 2.92 sym/s | Total: 11.8m | ETA: 8.9m
[2025-12-08T20:26:52.212432] [INFO ] [sig       ] [2067/3624] Forecasting MEOH...
[2025-12-08T20:26:52.212461] [INFO ] [sig       ] Generating forecast for: MEOH
[2025-12-08T20:26:52.212489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEOH' from 'https://tdm.silogroup.org/data/derivative_storage/MEOH.csv'.
[2025-12-08T20:26:52.224498] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEOH'.
[2025-12-08T20:26:52.224844] [INFO ] [FORECASTER] Starting predict_future for MEOH
[2025-12-08T20:26:52.225622] [DEBUG] [LOCAL     ] No optimal features file found for MEOH: ./output/feature-sets/MEOH.txt
[2025-12-08T20:26:52.225671] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:52.225702] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:52.225727] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:52.225790] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:52.280883] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:52.281448] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:52.281520] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:52.281551] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:52.400645] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:52.400785] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:52.400823] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:52.400850] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:52.404078] [DEBUG] [FORECASTER] MEOH: Forecast T+1@11:T+2@11: DOWN (p=9.75%)
[2025-12-08T20:26:52.404336] [INFO ] [FORECASTER] Completed predict_future for MEOH
[2025-12-08T20:26:52.404452] [INFO ] [sig       ] MEOH: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:26:52.543230] [INFO ] [LOCAL     ] Saved forecast: MEOH	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/MEOH.txt
[2025-12-08T20:26:52.543354] [INFO ] [sig       ] [2067/3624] Completed MEOH in 0.3s | 2.92 sym/s | Total: 11.8m | ETA: 8.9m
[2025-12-08T20:26:52.543393] [INFO ] [sig       ] [2068/3624] Forecasting MERC...
[2025-12-08T20:26:52.543423] [INFO ] [sig       ] Generating forecast for: MERC
[2025-12-08T20:26:52.543452] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MERC' from 'https://tdm.silogroup.org/data/derivative_storage/MERC.csv'.
[2025-12-08T20:26:52.555356] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MERC'.
[2025-12-08T20:26:52.555705] [INFO ] [FORECASTER] Starting predict_future for MERC
[2025-12-08T20:26:52.556445] [DEBUG] [LOCAL     ] No optimal features file found for MERC: ./output/feature-sets/MERC.txt
[2025-12-08T20:26:52.556494] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:52.556524] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:52.556549] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:52.556627] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:52.612013] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:52.612622] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:52.612695] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:52.612726] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:52.732537] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:52.732698] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:52.732736] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:52.732764] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:52.735984] [DEBUG] [FORECASTER] MERC: Forecast T+1@11:T+2@11: UP (p=75.87%)
[2025-12-08T20:26:52.736243] [INFO ] [FORECASTER] Completed predict_future for MERC
[2025-12-08T20:26:52.736359] [INFO ] [sig       ] MERC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:26:52.873235] [INFO ] [LOCAL     ] Saved forecast: MERC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/MERC.txt
[2025-12-08T20:26:52.873375] [INFO ] [sig       ] [2068/3624] Completed MERC in 0.3s | 2.92 sym/s | Total: 11.8m | ETA: 8.9m
[2025-12-08T20:26:52.873413] [INFO ] [sig       ] [2069/3624] Forecasting META...
[2025-12-08T20:26:52.873442] [INFO ] [sig       ] Generating forecast for: META
[2025-12-08T20:26:52.873470] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'META' from 'https://tdm.silogroup.org/data/derivative_storage/META.csv'.
[2025-12-08T20:26:52.886730] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'META'.
[2025-12-08T20:26:52.887081] [INFO ] [FORECASTER] Starting predict_future for META
[2025-12-08T20:26:52.887879] [DEBUG] [LOCAL     ] No optimal features file found for META: ./output/feature-sets/META.txt
[2025-12-08T20:26:52.887928] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:52.887958] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:52.887985] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:52.888051] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:52.947055] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:52.948001] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:52.948083] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:52.948114] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:53.071511] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:53.071675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:53.071714] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:53.071743] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:53.075053] [DEBUG] [FORECASTER] META: Forecast T+1@11:T+2@11: UP (p=83.01%)
[2025-12-08T20:26:53.075319] [INFO ] [FORECASTER] Completed predict_future for META
[2025-12-08T20:26:53.075437] [INFO ] [sig       ] META: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:26:53.213532] [INFO ] [LOCAL     ] Saved forecast: META	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/META.txt
[2025-12-08T20:26:53.213679] [INFO ] [sig       ] [2069/3624] Completed META in 0.3s | 2.92 sym/s | Total: 11.8m | ETA: 8.9m
[2025-12-08T20:26:53.213718] [INFO ] [sig       ] [2070/3624] Forecasting METC...
[2025-12-08T20:26:53.213747] [INFO ] [sig       ] Generating forecast for: METC
[2025-12-08T20:26:53.213777] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'METC' from 'https://tdm.silogroup.org/data/derivative_storage/METC.csv'.
[2025-12-08T20:26:53.225334] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'METC'.
[2025-12-08T20:26:53.225677] [INFO ] [FORECASTER] Starting predict_future for METC
[2025-12-08T20:26:53.226443] [DEBUG] [LOCAL     ] No optimal features file found for METC: ./output/feature-sets/METC.txt
[2025-12-08T20:26:53.226491] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:53.226522] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:53.226548] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:53.226624] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:53.282411] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:53.283027] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:53.283103] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:53.283134] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:53.397780] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:53.397934] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:53.397972] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:53.398004] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:53.401300] [DEBUG] [FORECASTER] METC: Forecast T+1@11:T+2@11: UP (p=78.94%)
[2025-12-08T20:26:53.401564] [INFO ] [FORECASTER] Completed predict_future for METC
[2025-12-08T20:26:53.401704] [INFO ] [sig       ] METC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:26:53.540233] [INFO ] [LOCAL     ] Saved forecast: METC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/METC.txt
[2025-12-08T20:26:53.540353] [INFO ] [sig       ] [2070/3624] Completed METC in 0.3s | 2.92 sym/s | Total: 11.8m | ETA: 8.9m
[2025-12-08T20:26:53.540391] [INFO ] [sig       ] [2071/3624] Forecasting METCB...
[2025-12-08T20:26:53.540420] [INFO ] [sig       ] Generating forecast for: METCB
[2025-12-08T20:26:53.540449] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'METCB' from 'https://tdm.silogroup.org/data/derivative_storage/METCB.csv'.
[2025-12-08T20:26:53.552091] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'METCB'.
[2025-12-08T20:26:53.552421] [INFO ] [FORECASTER] Starting predict_future for METCB
[2025-12-08T20:26:53.553225] [DEBUG] [LOCAL     ] No optimal features file found for METCB: ./output/feature-sets/METCB.txt
[2025-12-08T20:26:53.553275] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:53.553305] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:53.553331] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:53.553385] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:53.609101] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:53.609702] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:53.609774] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:53.609805] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:53.735705] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:53.735848] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:53.735890] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:53.735917] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:53.739427] [DEBUG] [FORECASTER] METCB: Forecast T+1@11:T+2@11: DOWN (p=48.54%)
[2025-12-08T20:26:53.739720] [INFO ] [FORECASTER] Completed predict_future for METCB
[2025-12-08T20:26:53.739838] [INFO ] [sig       ] METCB: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:26:53.878082] [INFO ] [LOCAL     ] Saved forecast: METCB	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/METCB.txt
[2025-12-08T20:26:53.878199] [INFO ] [sig       ] [2071/3624] Completed METCB in 0.3s | 2.92 sym/s | Total: 11.8m | ETA: 8.9m
[2025-12-08T20:26:53.878236] [INFO ] [sig       ] [2072/3624] Forecasting METD...
[2025-12-08T20:26:53.878265] [INFO ] [sig       ] Generating forecast for: METD
[2025-12-08T20:26:53.878294] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'METD' from 'https://tdm.silogroup.org/data/derivative_storage/METD.csv'.
[2025-12-08T20:26:53.890643] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'METD'.
[2025-12-08T20:26:53.890964] [INFO ] [FORECASTER] Starting predict_future for METD
[2025-12-08T20:26:53.891737] [DEBUG] [LOCAL     ] No optimal features file found for METD: ./output/feature-sets/METD.txt
[2025-12-08T20:26:53.891787] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:53.891819] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:53.891846] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:53.891900] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:53.948567] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:53.949187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:53.949262] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:53.949293] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:54.071073] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:54.071218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:54.071255] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:54.071283] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:54.074500] [DEBUG] [FORECASTER] METD: Forecast T+1@11:T+2@11: UP (p=70.57%)
[2025-12-08T20:26:54.074773] [INFO ] [FORECASTER] Completed predict_future for METD
[2025-12-08T20:26:54.074892] [INFO ] [sig       ] METD: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:26:54.215312] [INFO ] [LOCAL     ] Saved forecast: METD	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/METD.txt
[2025-12-08T20:26:54.215453] [INFO ] [sig       ] [2072/3624] Completed METD in 0.3s | 2.92 sym/s | Total: 11.8m | ETA: 8.9m
[2025-12-08T20:26:54.215494] [INFO ] [sig       ] [2073/3624] Forecasting MFA...
[2025-12-08T20:26:54.215524] [INFO ] [sig       ] Generating forecast for: MFA
[2025-12-08T20:26:54.215553] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFA' from 'https://tdm.silogroup.org/data/derivative_storage/MFA.csv'.
[2025-12-08T20:26:54.227682] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFA'.
[2025-12-08T20:26:54.228025] [INFO ] [FORECASTER] Starting predict_future for MFA
[2025-12-08T20:26:54.228860] [DEBUG] [LOCAL     ] No optimal features file found for MFA: ./output/feature-sets/MFA.txt
[2025-12-08T20:26:54.228910] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:54.228966] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:54.228993] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:54.229074] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:54.286098] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:54.286982] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:54.287069] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:54.287100] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:54.411612] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:54.411770] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:54.411807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:54.411833] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:54.415197] [DEBUG] [FORECASTER] MFA: Forecast T+1@11:T+2@11: DOWN (p=46.76%)
[2025-12-08T20:26:54.415464] [INFO ] [FORECASTER] Completed predict_future for MFA
[2025-12-08T20:26:54.415614] [INFO ] [sig       ] MFA: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:26:54.554827] [INFO ] [LOCAL     ] Saved forecast: MFA	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/MFA.txt
[2025-12-08T20:26:54.554958] [INFO ] [sig       ] [2073/3624] Completed MFA in 0.3s | 2.92 sym/s | Total: 11.8m | ETA: 8.9m
[2025-12-08T20:26:54.554997] [INFO ] [sig       ] [2074/3624] Forecasting MFC...
[2025-12-08T20:26:54.555027] [INFO ] [sig       ] Generating forecast for: MFC
[2025-12-08T20:26:54.555057] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFC' from 'https://tdm.silogroup.org/data/derivative_storage/MFC.csv'.
[2025-12-08T20:26:54.566678] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFC'.
[2025-12-08T20:26:54.567017] [INFO ] [FORECASTER] Starting predict_future for MFC
[2025-12-08T20:26:54.567847] [DEBUG] [LOCAL     ] No optimal features file found for MFC: ./output/feature-sets/MFC.txt
[2025-12-08T20:26:54.567896] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:54.567926] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:54.567952] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:54.568007] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:54.624182] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:54.624844] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:54.624920] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:54.624953] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:54.745771] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:54.745919] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:54.745957] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:54.745984] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:54.749271] [DEBUG] [FORECASTER] MFC: Forecast T+1@11:T+2@11: UP (p=90.83%)
[2025-12-08T20:26:54.749528] [INFO ] [FORECASTER] Completed predict_future for MFC
[2025-12-08T20:26:54.749663] [INFO ] [sig       ] MFC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:26:54.890119] [INFO ] [LOCAL     ] Saved forecast: MFC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/MFC.txt
[2025-12-08T20:26:54.890248] [INFO ] [sig       ] [2074/3624] Completed MFC in 0.3s | 2.92 sym/s | Total: 11.8m | ETA: 8.8m
[2025-12-08T20:26:54.890286] [INFO ] [sig       ] [2075/3624] Forecasting MFG...
[2025-12-08T20:26:54.890314] [INFO ] [sig       ] Generating forecast for: MFG
[2025-12-08T20:26:54.890343] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFG' from 'https://tdm.silogroup.org/data/derivative_storage/MFG.csv'.
[2025-12-08T20:26:54.902159] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFG'.
[2025-12-08T20:26:54.902518] [INFO ] [FORECASTER] Starting predict_future for MFG
[2025-12-08T20:26:54.903320] [DEBUG] [LOCAL     ] No optimal features file found for MFG: ./output/feature-sets/MFG.txt
[2025-12-08T20:26:54.903381] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:54.903413] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:54.903439] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:54.903494] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:54.958462] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:54.959173] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:54.959247] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:54.959278] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:55.080999] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:55.081150] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:55.081188] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:55.081217] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:55.084528] [DEBUG] [FORECASTER] MFG: Forecast T+1@11:T+2@11: DOWN (p=19.45%)
[2025-12-08T20:26:55.084813] [INFO ] [FORECASTER] Completed predict_future for MFG
[2025-12-08T20:26:55.084943] [INFO ] [sig       ] MFG: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:26:55.224341] [INFO ] [LOCAL     ] Saved forecast: MFG	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/MFG.txt
[2025-12-08T20:26:55.224469] [INFO ] [sig       ] [2075/3624] Completed MFG in 0.3s | 2.92 sym/s | Total: 11.8m | ETA: 8.8m
[2025-12-08T20:26:55.224508] [INFO ] [sig       ] [2076/3624] Forecasting MFI...
[2025-12-08T20:26:55.224536] [INFO ] [sig       ] Generating forecast for: MFI
[2025-12-08T20:26:55.224565] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFI' from 'https://tdm.silogroup.org/data/derivative_storage/MFI.csv'.
[2025-12-08T20:26:55.235603] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFI'.
[2025-12-08T20:26:55.235925] [INFO ] [FORECASTER] Starting predict_future for MFI
[2025-12-08T20:26:55.236699] [DEBUG] [LOCAL     ] No optimal features file found for MFI: ./output/feature-sets/MFI.txt
[2025-12-08T20:26:55.236748] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:55.236779] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:55.236805] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:55.236859] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:55.292699] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:55.293382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:55.293457] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:55.293488] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:55.421849] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:55.421995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:55.422037] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:55.422065] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:55.425558] [DEBUG] [FORECASTER] MFI: Forecast T+1@11:T+2@11: DOWN (p=18.99%)
[2025-12-08T20:26:55.425924] [INFO ] [FORECASTER] Completed predict_future for MFI
[2025-12-08T20:26:55.426065] [INFO ] [sig       ] MFI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:26:55.574346] [INFO ] [LOCAL     ] Saved forecast: MFI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/MFI.txt
[2025-12-08T20:26:55.574492] [INFO ] [sig       ] [2076/3624] Completed MFI in 0.3s | 2.92 sym/s | Total: 11.9m | ETA: 8.8m
[2025-12-08T20:26:55.574531] [INFO ] [sig       ] [2077/3624] Forecasting MFIC...
[2025-12-08T20:26:55.574561] [INFO ] [sig       ] Generating forecast for: MFIC
[2025-12-08T20:26:55.574611] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFIC' from 'https://tdm.silogroup.org/data/derivative_storage/MFIC.csv'.
[2025-12-08T20:26:55.586496] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFIC'.
[2025-12-08T20:26:55.586851] [INFO ] [FORECASTER] Starting predict_future for MFIC
[2025-12-08T20:26:55.587653] [DEBUG] [LOCAL     ] No optimal features file found for MFIC: ./output/feature-sets/MFIC.txt
[2025-12-08T20:26:55.587702] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:55.587732] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:55.587757] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:55.587811] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:55.646272] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:55.647001] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:55.647075] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:55.647108] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:55.773000] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:55.773156] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:55.773193] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:55.773221] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:55.776503] [DEBUG] [FORECASTER] MFIC: Forecast T+1@11:T+2@11: UP (p=88.16%)
[2025-12-08T20:26:55.776787] [INFO ] [FORECASTER] Completed predict_future for MFIC
[2025-12-08T20:26:55.776909] [INFO ] [sig       ] MFIC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:26:55.914047] [INFO ] [LOCAL     ] Saved forecast: MFIC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/MFIC.txt
[2025-12-08T20:26:55.914191] [INFO ] [sig       ] [2077/3624] Completed MFIC in 0.3s | 2.92 sym/s | Total: 11.9m | ETA: 8.8m
[2025-12-08T20:26:55.914229] [INFO ] [sig       ] [2078/3624] Forecasting MFIN...
[2025-12-08T20:26:55.914257] [INFO ] [sig       ] Generating forecast for: MFIN
[2025-12-08T20:26:55.914286] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFIN' from 'https://tdm.silogroup.org/data/derivative_storage/MFIN.csv'.
[2025-12-08T20:26:55.926542] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFIN'.
[2025-12-08T20:26:55.926938] [INFO ] [FORECASTER] Starting predict_future for MFIN
[2025-12-08T20:26:55.927753] [DEBUG] [LOCAL     ] No optimal features file found for MFIN: ./output/feature-sets/MFIN.txt
[2025-12-08T20:26:55.927802] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:55.927832] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:55.927857] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:55.927911] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:55.983252] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:55.984061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:55.984141] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:55.984176] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:56.100128] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:56.100280] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:56.100317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:56.100345] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:56.103566] [DEBUG] [FORECASTER] MFIN: Forecast T+1@11:T+2@11: DOWN (p=22.14%)
[2025-12-08T20:26:56.103842] [INFO ] [FORECASTER] Completed predict_future for MFIN
[2025-12-08T20:26:56.103959] [INFO ] [sig       ] MFIN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:26:56.240437] [INFO ] [LOCAL     ] Saved forecast: MFIN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/MFIN.txt
[2025-12-08T20:26:56.240617] [INFO ] [sig       ] [2078/3624] Completed MFIN in 0.3s | 2.92 sym/s | Total: 11.9m | ETA: 8.8m
[2025-12-08T20:26:56.240660] [INFO ] [sig       ] [2079/3624] Forecasting MFM...
[2025-12-08T20:26:56.240690] [INFO ] [sig       ] Generating forecast for: MFM
[2025-12-08T20:26:56.240719] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFM' from 'https://tdm.silogroup.org/data/derivative_storage/MFM.csv'.
[2025-12-08T20:26:56.253211] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFM'.
[2025-12-08T20:26:56.253630] [INFO ] [FORECASTER] Starting predict_future for MFM
[2025-12-08T20:26:56.254428] [DEBUG] [LOCAL     ] No optimal features file found for MFM: ./output/feature-sets/MFM.txt
[2025-12-08T20:26:56.254479] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:56.254510] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:56.254537] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:56.254608] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:56.312386] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:56.313296] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:56.313402] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:56.313441] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:56.432201] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:56.432359] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:56.432398] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:56.432426] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:56.435811] [DEBUG] [FORECASTER] MFM: Forecast T+1@11:T+2@11: DOWN (p=1.29%)
[2025-12-08T20:26:56.436106] [INFO ] [FORECASTER] Completed predict_future for MFM
[2025-12-08T20:26:56.436253] [INFO ] [sig       ] MFM: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:26:56.578342] [INFO ] [LOCAL     ] Saved forecast: MFM	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/MFM.txt
[2025-12-08T20:26:56.578492] [INFO ] [sig       ] [2079/3624] Completed MFM in 0.3s | 2.92 sym/s | Total: 11.9m | ETA: 8.8m
[2025-12-08T20:26:56.578535] [INFO ] [sig       ] [2080/3624] Forecasting MG...
[2025-12-08T20:26:56.578564] [INFO ] [sig       ] Generating forecast for: MG
[2025-12-08T20:26:56.578615] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MG' from 'https://tdm.silogroup.org/data/derivative_storage/MG.csv'.
[2025-12-08T20:26:56.591294] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MG'.
[2025-12-08T20:26:56.591747] [INFO ] [FORECASTER] Starting predict_future for MG
[2025-12-08T20:26:56.592604] [DEBUG] [LOCAL     ] No optimal features file found for MG: ./output/feature-sets/MG.txt
[2025-12-08T20:26:56.592667] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:56.592714] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:56.592747] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:56.592808] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:56.650067] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:56.650873] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:56.650954] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:56.650987] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:56.774404] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:56.774606] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:56.774649] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:56.774677] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:56.778168] [DEBUG] [FORECASTER] MG: Forecast T+1@11:T+2@11: DOWN (p=20.11%)
[2025-12-08T20:26:56.778546] [INFO ] [FORECASTER] Completed predict_future for MG
[2025-12-08T20:26:56.778742] [INFO ] [sig       ] MG: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:26:56.922322] [INFO ] [LOCAL     ] Saved forecast: MG	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/MG.txt
[2025-12-08T20:26:56.922468] [INFO ] [sig       ] [2080/3624] Completed MG in 0.3s | 2.92 sym/s | Total: 11.9m | ETA: 8.8m
[2025-12-08T20:26:56.922521] [INFO ] [sig       ] [2081/3624] Forecasting MGA...
[2025-12-08T20:26:56.922551] [INFO ] [sig       ] Generating forecast for: MGA
[2025-12-08T20:26:56.922603] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGA' from 'https://tdm.silogroup.org/data/derivative_storage/MGA.csv'.
[2025-12-08T20:26:56.935526] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGA'.
[2025-12-08T20:26:56.935947] [INFO ] [FORECASTER] Starting predict_future for MGA
[2025-12-08T20:26:56.936775] [DEBUG] [LOCAL     ] No optimal features file found for MGA: ./output/feature-sets/MGA.txt
[2025-12-08T20:26:56.936826] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:56.936857] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:56.936883] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:56.936939] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:56.995184] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:56.996040] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:56.996125] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:56.996161] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:57.118477] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:57.118647] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:57.118687] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:57.118717] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:57.122120] [DEBUG] [FORECASTER] MGA: Forecast T+1@11:T+2@11: UP (p=71.31%)
[2025-12-08T20:26:57.122388] [INFO ] [FORECASTER] Completed predict_future for MGA
[2025-12-08T20:26:57.122513] [INFO ] [sig       ] MGA: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:26:57.267755] [INFO ] [LOCAL     ] Saved forecast: MGA	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/MGA.txt
[2025-12-08T20:26:57.267896] [INFO ] [sig       ] [2081/3624] Completed MGA in 0.3s | 2.92 sym/s | Total: 11.9m | ETA: 8.8m
[2025-12-08T20:26:57.267935] [INFO ] [sig       ] [2082/3624] Forecasting MGEE...
[2025-12-08T20:26:57.267966] [INFO ] [sig       ] Generating forecast for: MGEE
[2025-12-08T20:26:57.267995] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGEE' from 'https://tdm.silogroup.org/data/derivative_storage/MGEE.csv'.
[2025-12-08T20:26:57.279959] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGEE'.
[2025-12-08T20:26:57.280332] [INFO ] [FORECASTER] Starting predict_future for MGEE
[2025-12-08T20:26:57.281133] [DEBUG] [LOCAL     ] No optimal features file found for MGEE: ./output/feature-sets/MGEE.txt
[2025-12-08T20:26:57.281184] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:57.281215] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:57.281242] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:57.281299] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:57.339066] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:57.339958] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:57.340040] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:57.340074] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:57.458936] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:57.459093] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:57.459149] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:57.459181] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:57.462559] [DEBUG] [FORECASTER] MGEE: Forecast T+1@11:T+2@11: UP (p=56.23%)
[2025-12-08T20:26:57.462849] [INFO ] [FORECASTER] Completed predict_future for MGEE
[2025-12-08T20:26:57.462975] [INFO ] [sig       ] MGEE: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:26:57.606413] [INFO ] [LOCAL     ] Saved forecast: MGEE	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/MGEE.txt
[2025-12-08T20:26:57.606546] [INFO ] [sig       ] [2082/3624] Completed MGEE in 0.3s | 2.92 sym/s | Total: 11.9m | ETA: 8.8m
[2025-12-08T20:26:57.606609] [INFO ] [sig       ] [2083/3624] Forecasting MGIC...
[2025-12-08T20:26:57.606653] [INFO ] [sig       ] Generating forecast for: MGIC
[2025-12-08T20:26:57.606688] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGIC' from 'https://tdm.silogroup.org/data/derivative_storage/MGIC.csv'.
[2025-12-08T20:26:57.618519] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGIC'.
[2025-12-08T20:26:57.618866] [INFO ] [FORECASTER] Starting predict_future for MGIC
[2025-12-08T20:26:57.619697] [DEBUG] [LOCAL     ] No optimal features file found for MGIC: ./output/feature-sets/MGIC.txt
[2025-12-08T20:26:57.619756] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:57.619811] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:57.619844] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:57.619901] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:57.676917] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:57.677654] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:57.677761] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:57.677796] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:57.802194] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:57.802343] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:57.802383] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:57.802412] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:57.805919] [DEBUG] [FORECASTER] MGIC: Forecast T+1@11:T+2@11: DOWN (p=30.84%)
[2025-12-08T20:26:57.806327] [INFO ] [FORECASTER] Completed predict_future for MGIC
[2025-12-08T20:26:57.806473] [INFO ] [sig       ] MGIC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:26:57.949452] [INFO ] [LOCAL     ] Saved forecast: MGIC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/MGIC.txt
[2025-12-08T20:26:57.949595] [INFO ] [sig       ] [2083/3624] Completed MGIC in 0.3s | 2.92 sym/s | Total: 11.9m | ETA: 8.8m
[2025-12-08T20:26:57.949635] [INFO ] [sig       ] [2084/3624] Forecasting MGM...
[2025-12-08T20:26:57.949664] [INFO ] [sig       ] Generating forecast for: MGM
[2025-12-08T20:26:57.949693] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGM' from 'https://tdm.silogroup.org/data/derivative_storage/MGM.csv'.
[2025-12-08T20:26:57.961051] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGM'.
[2025-12-08T20:26:57.961379] [INFO ] [FORECASTER] Starting predict_future for MGM
[2025-12-08T20:26:57.962152] [DEBUG] [LOCAL     ] No optimal features file found for MGM: ./output/feature-sets/MGM.txt
[2025-12-08T20:26:57.962202] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:57.962233] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:57.962258] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:57.962317] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:58.019440] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:58.020163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:58.020240] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:58.020273] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:58.145049] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:58.145222] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:58.145266] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:58.145296] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:58.148665] [DEBUG] [FORECASTER] MGM: Forecast T+1@11:T+2@11: DOWN (p=2.52%)
[2025-12-08T20:26:58.148937] [INFO ] [FORECASTER] Completed predict_future for MGM
[2025-12-08T20:26:58.149054] [INFO ] [sig       ] MGM: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:26:58.291942] [INFO ] [LOCAL     ] Saved forecast: MGM	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/MGM.txt
[2025-12-08T20:26:58.292089] [INFO ] [sig       ] [2084/3624] Completed MGM in 0.3s | 2.92 sym/s | Total: 11.9m | ETA: 8.8m
[2025-12-08T20:26:58.292127] [INFO ] [sig       ] [2085/3624] Forecasting MGNI...
[2025-12-08T20:26:58.292156] [INFO ] [sig       ] Generating forecast for: MGNI
[2025-12-08T20:26:58.292185] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGNI' from 'https://tdm.silogroup.org/data/derivative_storage/MGNI.csv'.
[2025-12-08T20:26:58.304345] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGNI'.
[2025-12-08T20:26:58.304749] [INFO ] [FORECASTER] Starting predict_future for MGNI
[2025-12-08T20:26:58.305524] [DEBUG] [LOCAL     ] No optimal features file found for MGNI: ./output/feature-sets/MGNI.txt
[2025-12-08T20:26:58.305593] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:58.305626] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:58.305652] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:58.305707] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:58.363262] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:58.364097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:58.364178] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:58.364210] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:58.488373] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:58.488522] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:58.488560] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:58.488609] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:58.491925] [DEBUG] [FORECASTER] MGNI: Forecast T+1@11:T+2@11: DOWN (p=8.58%)
[2025-12-08T20:26:58.492190] [INFO ] [FORECASTER] Completed predict_future for MGNI
[2025-12-08T20:26:58.492310] [INFO ] [sig       ] MGNI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:26:58.632189] [INFO ] [LOCAL     ] Saved forecast: MGNI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/MGNI.txt
[2025-12-08T20:26:58.632324] [INFO ] [sig       ] [2085/3624] Completed MGNI in 0.3s | 2.92 sym/s | Total: 11.9m | ETA: 8.8m
[2025-12-08T20:26:58.632363] [INFO ] [sig       ] [2086/3624] Forecasting MGNX...
[2025-12-08T20:26:58.632395] [INFO ] [sig       ] Generating forecast for: MGNX
[2025-12-08T20:26:58.632426] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGNX' from 'https://tdm.silogroup.org/data/derivative_storage/MGNX.csv'.
[2025-12-08T20:26:58.644487] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGNX'.
[2025-12-08T20:26:58.644843] [INFO ] [FORECASTER] Starting predict_future for MGNX
[2025-12-08T20:26:58.645622] [DEBUG] [LOCAL     ] No optimal features file found for MGNX: ./output/feature-sets/MGNX.txt
[2025-12-08T20:26:58.645671] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:58.645732] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:58.645760] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:58.645815] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:58.703401] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:58.704297] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:58.704383] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:58.704417] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:58.824497] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:58.824668] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:58.824707] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:58.824741] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:58.828067] [DEBUG] [FORECASTER] MGNX: Forecast T+1@11:T+2@11: DOWN (p=13.25%)
[2025-12-08T20:26:58.828328] [INFO ] [FORECASTER] Completed predict_future for MGNX
[2025-12-08T20:26:58.828456] [INFO ] [sig       ] MGNX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:26:58.965002] [INFO ] [LOCAL     ] Saved forecast: MGNX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/MGNX.txt
[2025-12-08T20:26:58.965150] [INFO ] [sig       ] [2086/3624] Completed MGNX in 0.3s | 2.92 sym/s | Total: 11.9m | ETA: 8.8m
[2025-12-08T20:26:58.965189] [INFO ] [sig       ] [2087/3624] Forecasting MGPI...
[2025-12-08T20:26:58.965218] [INFO ] [sig       ] Generating forecast for: MGPI
[2025-12-08T20:26:58.965251] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGPI' from 'https://tdm.silogroup.org/data/derivative_storage/MGPI.csv'.
[2025-12-08T20:26:58.977425] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGPI'.
[2025-12-08T20:26:58.977809] [INFO ] [FORECASTER] Starting predict_future for MGPI
[2025-12-08T20:26:58.978613] [DEBUG] [LOCAL     ] No optimal features file found for MGPI: ./output/feature-sets/MGPI.txt
[2025-12-08T20:26:58.978662] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:58.978693] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:58.978719] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:58.978774] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:59.034232] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:59.034902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:59.034978] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:59.035012] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:59.153849] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:59.154003] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:59.154041] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:59.154070] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:59.157309] [DEBUG] [FORECASTER] MGPI: Forecast T+1@11:T+2@11: DOWN (p=14.15%)
[2025-12-08T20:26:59.157619] [INFO ] [FORECASTER] Completed predict_future for MGPI
[2025-12-08T20:26:59.157739] [INFO ] [sig       ] MGPI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:26:59.298359] [INFO ] [LOCAL     ] Saved forecast: MGPI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/MGPI.txt
[2025-12-08T20:26:59.298509] [INFO ] [sig       ] [2087/3624] Completed MGPI in 0.3s | 2.92 sym/s | Total: 11.9m | ETA: 8.8m
[2025-12-08T20:26:59.298547] [INFO ] [sig       ] [2088/3624] Forecasting MGRC...
[2025-12-08T20:26:59.298597] [INFO ] [sig       ] Generating forecast for: MGRC
[2025-12-08T20:26:59.298629] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGRC' from 'https://tdm.silogroup.org/data/derivative_storage/MGRC.csv'.
[2025-12-08T20:26:59.310674] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGRC'.
[2025-12-08T20:26:59.311080] [INFO ] [FORECASTER] Starting predict_future for MGRC
[2025-12-08T20:26:59.311914] [DEBUG] [LOCAL     ] No optimal features file found for MGRC: ./output/feature-sets/MGRC.txt
[2025-12-08T20:26:59.311965] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:59.311996] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:59.312022] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:59.312077] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:59.369985] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:59.370834] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:59.370914] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:59.370948] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:59.490939] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:59.491092] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:59.491128] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:59.491156] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:59.494593] [DEBUG] [FORECASTER] MGRC: Forecast T+1@11:T+2@11: UP (p=89.02%)
[2025-12-08T20:26:59.494901] [INFO ] [FORECASTER] Completed predict_future for MGRC
[2025-12-08T20:26:59.495028] [INFO ] [sig       ] MGRC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:26:59.639754] [INFO ] [LOCAL     ] Saved forecast: MGRC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/MGRC.txt
[2025-12-08T20:26:59.639909] [INFO ] [sig       ] [2088/3624] Completed MGRC in 0.3s | 2.92 sym/s | Total: 11.9m | ETA: 8.8m
[2025-12-08T20:26:59.639949] [INFO ] [sig       ] [2089/3624] Forecasting MGTX...
[2025-12-08T20:26:59.639978] [INFO ] [sig       ] Generating forecast for: MGTX
[2025-12-08T20:26:59.640006] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGTX' from 'https://tdm.silogroup.org/data/derivative_storage/MGTX.csv'.
[2025-12-08T20:26:59.651977] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGTX'.
[2025-12-08T20:26:59.652366] [INFO ] [FORECASTER] Starting predict_future for MGTX
[2025-12-08T20:26:59.653232] [DEBUG] [LOCAL     ] No optimal features file found for MGTX: ./output/feature-sets/MGTX.txt
[2025-12-08T20:26:59.653284] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:59.653316] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:59.653342] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:59.653398] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:26:59.710285] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:26:59.711149] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:26:59.711233] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:26:59.711266] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:26:59.827076] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:26:59.827221] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:26:59.827259] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:26:59.827287] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:26:59.830641] [DEBUG] [FORECASTER] MGTX: Forecast T+1@11:T+2@11: UP (p=94.22%)
[2025-12-08T20:26:59.830905] [INFO ] [FORECASTER] Completed predict_future for MGTX
[2025-12-08T20:26:59.831023] [INFO ] [sig       ] MGTX: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:26:59.970161] [INFO ] [LOCAL     ] Saved forecast: MGTX	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/MGTX.txt
[2025-12-08T20:26:59.970294] [INFO ] [sig       ] [2089/3624] Completed MGTX in 0.3s | 2.92 sym/s | Total: 11.9m | ETA: 8.8m
[2025-12-08T20:26:59.970338] [INFO ] [sig       ] [2090/3624] Forecasting MGX...
[2025-12-08T20:26:59.970369] [INFO ] [sig       ] Generating forecast for: MGX
[2025-12-08T20:26:59.970397] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGX' from 'https://tdm.silogroup.org/data/derivative_storage/MGX.csv'.
[2025-12-08T20:26:59.982644] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGX'.
[2025-12-08T20:26:59.982980] [INFO ] [FORECASTER] Starting predict_future for MGX
[2025-12-08T20:26:59.983755] [DEBUG] [LOCAL     ] No optimal features file found for MGX: ./output/feature-sets/MGX.txt
[2025-12-08T20:26:59.983805] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:26:59.983858] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:26:59.983886] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:26:59.983941] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:00.039856] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:00.040730] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:00.040807] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:00.040838] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:00.158943] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:00.159091] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:00.159128] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:00.159156] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:00.162434] [DEBUG] [FORECASTER] MGX: Forecast T+1@11:T+2@11: DOWN (p=21.64%)
[2025-12-08T20:27:00.162716] [INFO ] [FORECASTER] Completed predict_future for MGX
[2025-12-08T20:27:00.162842] [INFO ] [sig       ] MGX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:27:00.302108] [INFO ] [LOCAL     ] Saved forecast: MGX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/MGX.txt
[2025-12-08T20:27:00.302235] [INFO ] [sig       ] [2090/3624] Completed MGX in 0.3s | 2.92 sym/s | Total: 11.9m | ETA: 8.8m
[2025-12-08T20:27:00.302274] [INFO ] [sig       ] [2091/3624] Forecasting MGY...
[2025-12-08T20:27:00.302305] [INFO ] [sig       ] Generating forecast for: MGY
[2025-12-08T20:27:00.302335] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGY' from 'https://tdm.silogroup.org/data/derivative_storage/MGY.csv'.
[2025-12-08T20:27:00.314127] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGY'.
[2025-12-08T20:27:00.314479] [INFO ] [FORECASTER] Starting predict_future for MGY
[2025-12-08T20:27:00.315277] [DEBUG] [LOCAL     ] No optimal features file found for MGY: ./output/feature-sets/MGY.txt
[2025-12-08T20:27:00.315328] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:00.315364] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:00.315391] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:00.315448] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:00.376110] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:00.376817] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:00.376894] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:00.376927] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:00.495787] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:00.495931] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:00.495968] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:00.495995] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:00.499349] [DEBUG] [FORECASTER] MGY: Forecast T+1@11:T+2@11: UP (p=65.75%)
[2025-12-08T20:27:00.499634] [INFO ] [FORECASTER] Completed predict_future for MGY
[2025-12-08T20:27:00.499756] [INFO ] [sig       ] MGY: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:27:00.647222] [INFO ] [LOCAL     ] Saved forecast: MGY	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/MGY.txt
[2025-12-08T20:27:00.647352] [INFO ] [sig       ] [2091/3624] Completed MGY in 0.3s | 2.92 sym/s | Total: 11.9m | ETA: 8.8m
[2025-12-08T20:27:00.647409] [INFO ] [sig       ] [2092/3624] Forecasting MHD...
[2025-12-08T20:27:00.647450] [INFO ] [sig       ] Generating forecast for: MHD
[2025-12-08T20:27:00.647488] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHD' from 'https://tdm.silogroup.org/data/derivative_storage/MHD.csv'.
[2025-12-08T20:27:00.659490] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHD'.
[2025-12-08T20:27:00.659853] [INFO ] [FORECASTER] Starting predict_future for MHD
[2025-12-08T20:27:00.660655] [DEBUG] [LOCAL     ] No optimal features file found for MHD: ./output/feature-sets/MHD.txt
[2025-12-08T20:27:00.660707] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:00.660739] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:00.660767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:00.660823] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:00.718985] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:00.719670] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:00.719746] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:00.719779] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:00.834432] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:00.834592] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:00.834631] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:00.834659] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:00.837933] [DEBUG] [FORECASTER] MHD: Forecast T+1@11:T+2@11: DOWN (p=1.40%)
[2025-12-08T20:27:00.838215] [INFO ] [FORECASTER] Completed predict_future for MHD
[2025-12-08T20:27:00.838349] [INFO ] [sig       ] MHD: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:27:00.982466] [INFO ] [LOCAL     ] Saved forecast: MHD	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/MHD.txt
[2025-12-08T20:27:00.982607] [INFO ] [sig       ] [2092/3624] Completed MHD in 0.3s | 2.92 sym/s | Total: 11.9m | ETA: 8.7m
[2025-12-08T20:27:00.982646] [INFO ] [sig       ] [2093/3624] Forecasting MHF...
[2025-12-08T20:27:00.982676] [INFO ] [sig       ] Generating forecast for: MHF
[2025-12-08T20:27:00.982705] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHF' from 'https://tdm.silogroup.org/data/derivative_storage/MHF.csv'.
[2025-12-08T20:27:00.994013] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHF'.
[2025-12-08T20:27:00.994355] [INFO ] [FORECASTER] Starting predict_future for MHF
[2025-12-08T20:27:00.995138] [DEBUG] [LOCAL     ] No optimal features file found for MHF: ./output/feature-sets/MHF.txt
[2025-12-08T20:27:00.995188] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:00.995218] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:00.995244] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:00.995298] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:01.061770] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:01.062697] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:01.062792] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:01.062827] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:01.183301] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:01.183453] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:01.183491] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:01.183542] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:01.187027] [DEBUG] [FORECASTER] MHF: Forecast T+1@11:T+2@11: DOWN (p=19.85%)
[2025-12-08T20:27:01.187301] [INFO ] [FORECASTER] Completed predict_future for MHF
[2025-12-08T20:27:01.187444] [INFO ] [sig       ] MHF: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:27:01.327316] [INFO ] [LOCAL     ] Saved forecast: MHF	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/MHF.txt
[2025-12-08T20:27:01.327494] [INFO ] [sig       ] [2093/3624] Completed MHF in 0.3s | 2.92 sym/s | Total: 11.9m | ETA: 8.7m
[2025-12-08T20:27:01.327541] [INFO ] [sig       ] [2094/3624] Forecasting MHK...
[2025-12-08T20:27:01.327595] [INFO ] [sig       ] Generating forecast for: MHK
[2025-12-08T20:27:01.327631] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHK' from 'https://tdm.silogroup.org/data/derivative_storage/MHK.csv'.
[2025-12-08T20:27:01.339635] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHK'.
[2025-12-08T20:27:01.339982] [INFO ] [FORECASTER] Starting predict_future for MHK
[2025-12-08T20:27:01.340758] [DEBUG] [LOCAL     ] No optimal features file found for MHK: ./output/feature-sets/MHK.txt
[2025-12-08T20:27:01.340808] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:01.340838] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:01.340863] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:01.340917] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:01.395802] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:01.396470] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:01.396544] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:01.396593] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:01.515996] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:01.516152] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:01.516190] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:01.516217] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:01.519801] [DEBUG] [FORECASTER] MHK: Forecast T+1@11:T+2@11: UP (p=59.79%)
[2025-12-08T20:27:01.520126] [INFO ] [FORECASTER] Completed predict_future for MHK
[2025-12-08T20:27:01.520253] [INFO ] [sig       ] MHK: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:27:01.658358] [INFO ] [LOCAL     ] Saved forecast: MHK	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/MHK.txt
[2025-12-08T20:27:01.658496] [INFO ] [sig       ] [2094/3624] Completed MHK in 0.3s | 2.92 sym/s | Total: 12.0m | ETA: 8.7m
[2025-12-08T20:27:01.658534] [INFO ] [sig       ] [2095/3624] Forecasting MHN...
[2025-12-08T20:27:01.658563] [INFO ] [sig       ] Generating forecast for: MHN
[2025-12-08T20:27:01.658612] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHN' from 'https://tdm.silogroup.org/data/derivative_storage/MHN.csv'.
[2025-12-08T20:27:01.670548] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHN'.
[2025-12-08T20:27:01.670935] [INFO ] [FORECASTER] Starting predict_future for MHN
[2025-12-08T20:27:01.671728] [DEBUG] [LOCAL     ] No optimal features file found for MHN: ./output/feature-sets/MHN.txt
[2025-12-08T20:27:01.671777] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:01.671807] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:01.671832] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:01.671885] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:01.728439] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:01.729321] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:01.729401] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:01.729457] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:01.840819] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:01.840958] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:01.840995] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:01.841023] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:01.844380] [DEBUG] [FORECASTER] MHN: Forecast T+1@11:T+2@11: DOWN (p=9.30%)
[2025-12-08T20:27:01.844656] [INFO ] [FORECASTER] Completed predict_future for MHN
[2025-12-08T20:27:01.844774] [INFO ] [sig       ] MHN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:27:02.051793] [INFO ] [LOCAL     ] Saved forecast: MHN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/MHN.txt
[2025-12-08T20:27:02.051946] [INFO ] [sig       ] [2095/3624] Completed MHN in 0.4s | 2.92 sym/s | Total: 12.0m | ETA: 8.7m
[2025-12-08T20:27:02.051989] [INFO ] [sig       ] [2096/3624] Forecasting MHO...
[2025-12-08T20:27:02.052019] [INFO ] [sig       ] Generating forecast for: MHO
[2025-12-08T20:27:02.052048] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHO' from 'https://tdm.silogroup.org/data/derivative_storage/MHO.csv'.
[2025-12-08T20:27:02.063871] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHO'.
[2025-12-08T20:27:02.064193] [INFO ] [FORECASTER] Starting predict_future for MHO
[2025-12-08T20:27:02.064976] [DEBUG] [LOCAL     ] No optimal features file found for MHO: ./output/feature-sets/MHO.txt
[2025-12-08T20:27:02.065026] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:02.065056] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:02.065082] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:02.065137] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:02.120856] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:02.121677] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:02.121756] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:02.121790] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:02.243344] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:02.243489] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:02.243527] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:02.243555] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:02.246807] [DEBUG] [FORECASTER] MHO: Forecast T+1@11:T+2@11: UP (p=77.12%)
[2025-12-08T20:27:02.247065] [INFO ] [FORECASTER] Completed predict_future for MHO
[2025-12-08T20:27:02.247179] [INFO ] [sig       ] MHO: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:27:02.392412] [INFO ] [LOCAL     ] Saved forecast: MHO	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/MHO.txt
[2025-12-08T20:27:02.392556] [INFO ] [sig       ] [2096/3624] Completed MHO in 0.3s | 2.92 sym/s | Total: 12.0m | ETA: 8.7m
[2025-12-08T20:27:02.392616] [INFO ] [sig       ] [2097/3624] Forecasting MHUA...
[2025-12-08T20:27:02.392648] [INFO ] [sig       ] Generating forecast for: MHUA
[2025-12-08T20:27:02.392680] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHUA' from 'https://tdm.silogroup.org/data/derivative_storage/MHUA.csv'.
[2025-12-08T20:27:02.404211] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHUA'.
[2025-12-08T20:27:02.404564] [INFO ] [FORECASTER] Starting predict_future for MHUA
[2025-12-08T20:27:02.405335] [DEBUG] [LOCAL     ] No optimal features file found for MHUA: ./output/feature-sets/MHUA.txt
[2025-12-08T20:27:02.405384] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:02.405415] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:02.405441] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:02.405506] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:02.461087] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:02.461905] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:02.461984] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:02.462015] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:02.567012] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:02.567160] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:02.567200] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:02.567228] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:02.570633] [DEBUG] [FORECASTER] MHUA: Forecast T+1@11:T+2@11: UP (p=64.06%)
[2025-12-08T20:27:02.570905] [INFO ] [FORECASTER] Completed predict_future for MHUA
[2025-12-08T20:27:02.571025] [INFO ] [sig       ] MHUA: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:27:02.715862] [INFO ] [LOCAL     ] Saved forecast: MHUA	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/MHUA.txt
[2025-12-08T20:27:02.716015] [INFO ] [sig       ] [2097/3624] Completed MHUA in 0.3s | 2.92 sym/s | Total: 12.0m | ETA: 8.7m
[2025-12-08T20:27:02.716055] [INFO ] [sig       ] [2098/3624] Forecasting MIDD...
[2025-12-08T20:27:02.716085] [INFO ] [sig       ] Generating forecast for: MIDD
[2025-12-08T20:27:02.716114] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIDD' from 'https://tdm.silogroup.org/data/derivative_storage/MIDD.csv'.
[2025-12-08T20:27:02.728073] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIDD'.
[2025-12-08T20:27:02.728421] [INFO ] [FORECASTER] Starting predict_future for MIDD
[2025-12-08T20:27:02.729211] [DEBUG] [LOCAL     ] No optimal features file found for MIDD: ./output/feature-sets/MIDD.txt
[2025-12-08T20:27:02.729260] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:02.729291] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:02.729317] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:02.729371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:02.784899] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:02.785646] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:02.785723] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:02.785755] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:02.903331] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:02.903482] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:02.903521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:02.903550] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:02.906919] [DEBUG] [FORECASTER] MIDD: Forecast T+1@11:T+2@11: UP (p=92.15%)
[2025-12-08T20:27:02.907184] [INFO ] [FORECASTER] Completed predict_future for MIDD
[2025-12-08T20:27:02.907305] [INFO ] [sig       ] MIDD: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:27:03.046622] [INFO ] [LOCAL     ] Saved forecast: MIDD	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/MIDD.txt
[2025-12-08T20:27:03.046754] [INFO ] [sig       ] [2098/3624] Completed MIDD in 0.3s | 2.92 sym/s | Total: 12.0m | ETA: 8.7m
[2025-12-08T20:27:03.046792] [INFO ] [sig       ] [2099/3624] Forecasting MIGI...
[2025-12-08T20:27:03.046821] [INFO ] [sig       ] Generating forecast for: MIGI
[2025-12-08T20:27:03.046850] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIGI' from 'https://tdm.silogroup.org/data/derivative_storage/MIGI.csv'.
[2025-12-08T20:27:03.059058] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIGI'.
[2025-12-08T20:27:03.059408] [INFO ] [FORECASTER] Starting predict_future for MIGI
[2025-12-08T20:27:03.060227] [DEBUG] [LOCAL     ] No optimal features file found for MIGI: ./output/feature-sets/MIGI.txt
[2025-12-08T20:27:03.060277] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:03.060321] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:03.060374] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:03.060440] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:03.116556] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:03.117368] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:03.117485] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:03.117518] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:03.235152] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:03.235296] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:03.235334] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:03.235362] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:03.238649] [DEBUG] [FORECASTER] MIGI: Forecast T+1@11:T+2@11: UP (p=81.73%)
[2025-12-08T20:27:03.238917] [INFO ] [FORECASTER] Completed predict_future for MIGI
[2025-12-08T20:27:03.239037] [INFO ] [sig       ] MIGI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:27:03.381101] [INFO ] [LOCAL     ] Saved forecast: MIGI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/MIGI.txt
[2025-12-08T20:27:03.381232] [INFO ] [sig       ] [2099/3624] Completed MIGI in 0.3s | 2.92 sym/s | Total: 12.0m | ETA: 8.7m
[2025-12-08T20:27:03.381271] [INFO ] [sig       ] [2100/3624] Forecasting MILN...
[2025-12-08T20:27:03.381300] [INFO ] [sig       ] Generating forecast for: MILN
[2025-12-08T20:27:03.381330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MILN' from 'https://tdm.silogroup.org/data/derivative_storage/MILN.csv'.
[2025-12-08T20:27:03.392883] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MILN'.
[2025-12-08T20:27:03.393255] [INFO ] [FORECASTER] Starting predict_future for MILN
[2025-12-08T20:27:03.394081] [DEBUG] [LOCAL     ] No optimal features file found for MILN: ./output/feature-sets/MILN.txt
[2025-12-08T20:27:03.394132] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:03.394164] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:03.394191] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:03.394248] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:03.449219] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:03.449945] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:03.450052] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:03.450094] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:03.551961] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:03.552113] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:03.552151] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:03.552179] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:03.555432] [DEBUG] [FORECASTER] MILN: Forecast T+1@11:T+2@11: DOWN (p=9.93%)
[2025-12-08T20:27:03.555713] [INFO ] [FORECASTER] Completed predict_future for MILN
[2025-12-08T20:27:03.555833] [INFO ] [sig       ] MILN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:27:03.699777] [INFO ] [LOCAL     ] Saved forecast: MILN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/MILN.txt
[2025-12-08T20:27:03.699909] [INFO ] [sig       ] [2100/3624] Completed MILN in 0.3s | 2.92 sym/s | Total: 12.0m | ETA: 8.7m
[2025-12-08T20:27:03.699948] [INFO ] [sig       ] [2101/3624] Forecasting MIND...
[2025-12-08T20:27:03.699979] [INFO ] [sig       ] Generating forecast for: MIND
[2025-12-08T20:27:03.700015] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIND' from 'https://tdm.silogroup.org/data/derivative_storage/MIND.csv'.
[2025-12-08T20:27:03.711827] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIND'.
[2025-12-08T20:27:03.712182] [INFO ] [FORECASTER] Starting predict_future for MIND
[2025-12-08T20:27:03.713040] [DEBUG] [LOCAL     ] No optimal features file found for MIND: ./output/feature-sets/MIND.txt
[2025-12-08T20:27:03.713091] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:03.713125] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:03.713152] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:03.713208] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:03.771358] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:03.772177] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:03.772264] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:03.772307] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:03.896850] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:03.896996] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:03.897036] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:03.897065] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:03.900530] [DEBUG] [FORECASTER] MIND: Forecast T+1@11:T+2@11: DOWN (p=4.27%)
[2025-12-08T20:27:03.900818] [INFO ] [FORECASTER] Completed predict_future for MIND
[2025-12-08T20:27:03.900943] [INFO ] [sig       ] MIND: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:27:04.044124] [INFO ] [LOCAL     ] Saved forecast: MIND	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/MIND.txt
[2025-12-08T20:27:04.044255] [INFO ] [sig       ] [2101/3624] Completed MIND in 0.3s | 2.92 sym/s | Total: 12.0m | ETA: 8.7m
[2025-12-08T20:27:04.044296] [INFO ] [sig       ] [2102/3624] Forecasting MIRA...
[2025-12-08T20:27:04.044326] [INFO ] [sig       ] Generating forecast for: MIRA
[2025-12-08T20:27:04.044358] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIRA' from 'https://tdm.silogroup.org/data/derivative_storage/MIRA.csv'.
[2025-12-08T20:27:04.056915] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIRA'.
[2025-12-08T20:27:04.057276] [INFO ] [FORECASTER] Starting predict_future for MIRA
[2025-12-08T20:27:04.058181] [DEBUG] [LOCAL     ] No optimal features file found for MIRA: ./output/feature-sets/MIRA.txt
[2025-12-08T20:27:04.058232] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:04.058263] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:04.058291] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:04.058348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:04.116646] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:04.117358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:04.117462] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:04.117495] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:04.238075] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:04.238225] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:04.238264] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:04.238295] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:04.242253] [DEBUG] [FORECASTER] MIRA: Forecast T+1@11:T+2@11: DOWN (p=0.65%)
[2025-12-08T20:27:04.242519] [INFO ] [FORECASTER] Completed predict_future for MIRA
[2025-12-08T20:27:04.242666] [INFO ] [sig       ] MIRA: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:27:04.386149] [INFO ] [LOCAL     ] Saved forecast: MIRA	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/MIRA.txt
[2025-12-08T20:27:04.386280] [INFO ] [sig       ] [2102/3624] Completed MIRA in 0.3s | 2.92 sym/s | Total: 12.0m | ETA: 8.7m
[2025-12-08T20:27:04.386323] [INFO ] [sig       ] [2103/3624] Forecasting MIRM...
[2025-12-08T20:27:04.386351] [INFO ] [sig       ] Generating forecast for: MIRM
[2025-12-08T20:27:04.386380] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIRM' from 'https://tdm.silogroup.org/data/derivative_storage/MIRM.csv'.
[2025-12-08T20:27:04.397988] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIRM'.
[2025-12-08T20:27:04.398388] [INFO ] [FORECASTER] Starting predict_future for MIRM
[2025-12-08T20:27:04.399259] [DEBUG] [LOCAL     ] No optimal features file found for MIRM: ./output/feature-sets/MIRM.txt
[2025-12-08T20:27:04.399323] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:04.399362] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:04.399392] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:04.399454] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:04.457472] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:04.458249] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:04.458328] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:04.458361] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:04.574755] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:04.574899] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:04.574937] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:04.574968] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:04.578379] [DEBUG] [FORECASTER] MIRM: Forecast T+1@11:T+2@11: UP (p=99.15%)
[2025-12-08T20:27:04.578668] [INFO ] [FORECASTER] Completed predict_future for MIRM
[2025-12-08T20:27:04.578792] [INFO ] [sig       ] MIRM: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:27:04.723384] [INFO ] [LOCAL     ] Saved forecast: MIRM	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/MIRM.txt
[2025-12-08T20:27:04.723533] [INFO ] [sig       ] [2103/3624] Completed MIRM in 0.3s | 2.92 sym/s | Total: 12.0m | ETA: 8.7m
[2025-12-08T20:27:04.723588] [INFO ] [sig       ] [2104/3624] Forecasting MITK...
[2025-12-08T20:27:04.723638] [INFO ] [sig       ] Generating forecast for: MITK
[2025-12-08T20:27:04.723681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MITK' from 'https://tdm.silogroup.org/data/derivative_storage/MITK.csv'.
[2025-12-08T20:27:04.735451] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MITK'.
[2025-12-08T20:27:04.735809] [INFO ] [FORECASTER] Starting predict_future for MITK
[2025-12-08T20:27:04.736622] [DEBUG] [LOCAL     ] No optimal features file found for MITK: ./output/feature-sets/MITK.txt
[2025-12-08T20:27:04.736674] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:04.736707] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:04.736735] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:04.736793] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:04.795297] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:04.796007] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:04.796084] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:04.796119] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:04.920349] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:04.920514] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:04.920556] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:04.920605] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:04.924014] [DEBUG] [FORECASTER] MITK: Forecast T+1@11:T+2@11: UP (p=61.47%)
[2025-12-08T20:27:04.924286] [INFO ] [FORECASTER] Completed predict_future for MITK
[2025-12-08T20:27:04.924409] [INFO ] [sig       ] MITK: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:27:05.063161] [INFO ] [LOCAL     ] Saved forecast: MITK	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/MITK.txt
[2025-12-08T20:27:05.063289] [INFO ] [sig       ] [2104/3624] Completed MITK in 0.3s | 2.92 sym/s | Total: 12.0m | ETA: 8.7m
[2025-12-08T20:27:05.063326] [INFO ] [sig       ] [2105/3624] Forecasting MIY...
[2025-12-08T20:27:05.063354] [INFO ] [sig       ] Generating forecast for: MIY
[2025-12-08T20:27:05.063384] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIY' from 'https://tdm.silogroup.org/data/derivative_storage/MIY.csv'.
[2025-12-08T20:27:05.074823] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIY'.
[2025-12-08T20:27:05.075160] [INFO ] [FORECASTER] Starting predict_future for MIY
[2025-12-08T20:27:05.075946] [DEBUG] [LOCAL     ] No optimal features file found for MIY: ./output/feature-sets/MIY.txt
[2025-12-08T20:27:05.075995] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:05.076026] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:05.076052] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:05.076106] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:05.131808] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:05.132467] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:05.132541] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:05.132589] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:05.245874] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:05.246012] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:05.246049] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:05.246076] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:05.249369] [DEBUG] [FORECASTER] MIY: Forecast T+1@11:T+2@11: UP (p=93.05%)
[2025-12-08T20:27:05.249648] [INFO ] [FORECASTER] Completed predict_future for MIY
[2025-12-08T20:27:05.249766] [INFO ] [sig       ] MIY: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:27:05.391878] [INFO ] [LOCAL     ] Saved forecast: MIY	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/MIY.txt
[2025-12-08T20:27:05.392010] [INFO ] [sig       ] [2105/3624] Completed MIY in 0.3s | 2.92 sym/s | Total: 12.0m | ETA: 8.7m
[2025-12-08T20:27:05.392048] [INFO ] [sig       ] [2106/3624] Forecasting MKC...
[2025-12-08T20:27:05.392077] [INFO ] [sig       ] Generating forecast for: MKC
[2025-12-08T20:27:05.392108] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MKC' from 'https://tdm.silogroup.org/data/derivative_storage/MKC.csv'.
[2025-12-08T20:27:05.404338] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MKC'.
[2025-12-08T20:27:05.404928] [INFO ] [FORECASTER] Starting predict_future for MKC
[2025-12-08T20:27:05.405737] [DEBUG] [LOCAL     ] No optimal features file found for MKC: ./output/feature-sets/MKC.txt
[2025-12-08T20:27:05.405787] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:05.405820] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:05.405847] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:05.405919] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:05.465390] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:05.466097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:05.466175] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:05.466208] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:05.587753] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:05.587913] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:05.587952] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:05.587981] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:05.591376] [DEBUG] [FORECASTER] MKC: Forecast T+1@11:T+2@11: UP (p=71.33%)
[2025-12-08T20:27:05.591661] [INFO ] [FORECASTER] Completed predict_future for MKC
[2025-12-08T20:27:05.591782] [INFO ] [sig       ] MKC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:27:05.738677] [INFO ] [LOCAL     ] Saved forecast: MKC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/MKC.txt
[2025-12-08T20:27:05.738806] [INFO ] [sig       ] [2106/3624] Completed MKC in 0.3s | 2.92 sym/s | Total: 12.0m | ETA: 8.7m
[2025-12-08T20:27:05.738846] [INFO ] [sig       ] [2107/3624] Forecasting MKL...
[2025-12-08T20:27:05.738876] [INFO ] [sig       ] Generating forecast for: MKL
[2025-12-08T20:27:05.738908] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MKL' from 'https://tdm.silogroup.org/data/derivative_storage/MKL.csv'.
[2025-12-08T20:27:05.750949] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MKL'.
[2025-12-08T20:27:05.751293] [INFO ] [FORECASTER] Starting predict_future for MKL
[2025-12-08T20:27:05.752129] [DEBUG] [LOCAL     ] No optimal features file found for MKL: ./output/feature-sets/MKL.txt
[2025-12-08T20:27:05.752179] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:05.752236] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:05.752272] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:05.752342] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:05.811001] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:05.811834] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:05.811914] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:05.811947] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:05.927744] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:05.927886] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:05.927923] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:05.927950] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:05.931404] [DEBUG] [FORECASTER] MKL: Forecast T+1@11:T+2@11: UP (p=67.90%)
[2025-12-08T20:27:05.931700] [INFO ] [FORECASTER] Completed predict_future for MKL
[2025-12-08T20:27:05.931824] [INFO ] [sig       ] MKL: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:27:06.073016] [INFO ] [LOCAL     ] Saved forecast: MKL	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/MKL.txt
[2025-12-08T20:27:06.073148] [INFO ] [sig       ] [2107/3624] Completed MKL in 0.3s | 2.92 sym/s | Total: 12.0m | ETA: 8.7m
[2025-12-08T20:27:06.073185] [INFO ] [sig       ] [2108/3624] Forecasting MKSI...
[2025-12-08T20:27:06.073214] [INFO ] [sig       ] Generating forecast for: MKSI
[2025-12-08T20:27:06.073242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MKSI' from 'https://tdm.silogroup.org/data/derivative_storage/MKSI.csv'.
[2025-12-08T20:27:06.085288] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MKSI'.
[2025-12-08T20:27:06.085674] [INFO ] [FORECASTER] Starting predict_future for MKSI
[2025-12-08T20:27:06.086481] [DEBUG] [LOCAL     ] No optimal features file found for MKSI: ./output/feature-sets/MKSI.txt
[2025-12-08T20:27:06.086531] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:06.086561] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:06.086616] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:06.086682] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:06.143388] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:06.144075] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:06.144150] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:06.144182] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:06.265738] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:06.265884] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:06.265922] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:06.265950] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:06.269273] [DEBUG] [FORECASTER] MKSI: Forecast T+1@11:T+2@11: UP (p=98.59%)
[2025-12-08T20:27:06.269540] [INFO ] [FORECASTER] Completed predict_future for MKSI
[2025-12-08T20:27:06.269679] [INFO ] [sig       ] MKSI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:27:06.408714] [INFO ] [LOCAL     ] Saved forecast: MKSI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/MKSI.txt
[2025-12-08T20:27:06.408855] [INFO ] [sig       ] [2108/3624] Completed MKSI in 0.3s | 2.92 sym/s | Total: 12.0m | ETA: 8.7m
[2025-12-08T20:27:06.408893] [INFO ] [sig       ] [2109/3624] Forecasting MKTX...
[2025-12-08T20:27:06.408922] [INFO ] [sig       ] Generating forecast for: MKTX
[2025-12-08T20:27:06.408951] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MKTX' from 'https://tdm.silogroup.org/data/derivative_storage/MKTX.csv'.
[2025-12-08T20:27:06.420619] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MKTX'.
[2025-12-08T20:27:06.420977] [INFO ] [FORECASTER] Starting predict_future for MKTX
[2025-12-08T20:27:06.421788] [DEBUG] [LOCAL     ] No optimal features file found for MKTX: ./output/feature-sets/MKTX.txt
[2025-12-08T20:27:06.421837] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:06.421868] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:06.421894] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:06.421948] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:06.477058] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:06.477925] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:06.478005] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:06.478037] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:06.595596] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:06.595728] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:06.595764] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:06.595791] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:06.599028] [DEBUG] [FORECASTER] MKTX: Forecast T+1@11:T+2@11: DOWN (p=6.06%)
[2025-12-08T20:27:06.599288] [INFO ] [FORECASTER] Completed predict_future for MKTX
[2025-12-08T20:27:06.599402] [INFO ] [sig       ] MKTX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:27:06.742370] [INFO ] [LOCAL     ] Saved forecast: MKTX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/MKTX.txt
[2025-12-08T20:27:06.742517] [INFO ] [sig       ] [2109/3624] Completed MKTX in 0.3s | 2.92 sym/s | Total: 12.0m | ETA: 8.6m
[2025-12-08T20:27:06.742554] [INFO ] [sig       ] [2110/3624] Forecasting MLAB...
[2025-12-08T20:27:06.742605] [INFO ] [sig       ] Generating forecast for: MLAB
[2025-12-08T20:27:06.742637] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLAB' from 'https://tdm.silogroup.org/data/derivative_storage/MLAB.csv'.
[2025-12-08T20:27:06.758256] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLAB'.
[2025-12-08T20:27:06.758665] [INFO ] [FORECASTER] Starting predict_future for MLAB
[2025-12-08T20:27:06.759487] [DEBUG] [LOCAL     ] No optimal features file found for MLAB: ./output/feature-sets/MLAB.txt
[2025-12-08T20:27:06.759550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:06.759613] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:06.759643] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:06.759699] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:06.816047] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:06.816883] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:06.816972] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:06.817004] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:06.941173] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:06.941346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:06.941391] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:06.941454] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:06.944842] [DEBUG] [FORECASTER] MLAB: Forecast T+1@11:T+2@11: DOWN (p=18.38%)
[2025-12-08T20:27:06.945113] [INFO ] [FORECASTER] Completed predict_future for MLAB
[2025-12-08T20:27:06.945235] [INFO ] [sig       ] MLAB: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:27:07.084309] [INFO ] [LOCAL     ] Saved forecast: MLAB	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/MLAB.txt
[2025-12-08T20:27:07.084427] [INFO ] [sig       ] [2110/3624] Completed MLAB in 0.3s | 2.92 sym/s | Total: 12.0m | ETA: 8.6m
[2025-12-08T20:27:07.084465] [INFO ] [sig       ] [2111/3624] Forecasting MLCO...
[2025-12-08T20:27:07.084493] [INFO ] [sig       ] Generating forecast for: MLCO
[2025-12-08T20:27:07.084521] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLCO' from 'https://tdm.silogroup.org/data/derivative_storage/MLCO.csv'.
[2025-12-08T20:27:07.096629] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLCO'.
[2025-12-08T20:27:07.096984] [INFO ] [FORECASTER] Starting predict_future for MLCO
[2025-12-08T20:27:07.097821] [DEBUG] [LOCAL     ] No optimal features file found for MLCO: ./output/feature-sets/MLCO.txt
[2025-12-08T20:27:07.097872] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:07.097903] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:07.097928] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:07.097984] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:07.153570] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:07.154164] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:07.154238] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:07.154268] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:07.277059] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:07.277212] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:07.277251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:07.277279] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:07.280789] [DEBUG] [FORECASTER] MLCO: Forecast T+1@11:T+2@11: DOWN (p=21.68%)
[2025-12-08T20:27:07.281058] [INFO ] [FORECASTER] Completed predict_future for MLCO
[2025-12-08T20:27:07.281178] [INFO ] [sig       ] MLCO: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:27:07.419312] [INFO ] [LOCAL     ] Saved forecast: MLCO	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/MLCO.txt
[2025-12-08T20:27:07.419459] [INFO ] [sig       ] [2111/3624] Completed MLCO in 0.3s | 2.92 sym/s | Total: 12.0m | ETA: 8.6m
[2025-12-08T20:27:07.419499] [INFO ] [sig       ] [2112/3624] Forecasting MLGO...
[2025-12-08T20:27:07.419527] [INFO ] [sig       ] Generating forecast for: MLGO
[2025-12-08T20:27:07.419557] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLGO' from 'https://tdm.silogroup.org/data/derivative_storage/MLGO.csv'.
[2025-12-08T20:27:07.431302] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLGO'.
[2025-12-08T20:27:07.431669] [INFO ] [FORECASTER] Starting predict_future for MLGO
[2025-12-08T20:27:07.432421] [DEBUG] [LOCAL     ] No optimal features file found for MLGO: ./output/feature-sets/MLGO.txt
[2025-12-08T20:27:07.432470] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:07.432500] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:07.432526] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:07.432605] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:07.488162] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:07.489041] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:07.489127] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:07.489159] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:07.608495] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:07.608681] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:07.608723] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:07.608752] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:07.612186] [DEBUG] [FORECASTER] MLGO: Forecast T+1@11:T+2@11: DOWN (p=32.49%)
[2025-12-08T20:27:07.612468] [INFO ] [FORECASTER] Completed predict_future for MLGO
[2025-12-08T20:27:07.612618] [INFO ] [sig       ] MLGO: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:27:07.756116] [INFO ] [LOCAL     ] Saved forecast: MLGO	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/MLGO.txt
[2025-12-08T20:27:07.756276] [INFO ] [sig       ] [2112/3624] Completed MLGO in 0.3s | 2.92 sym/s | Total: 12.1m | ETA: 8.6m
[2025-12-08T20:27:07.756316] [INFO ] [sig       ] [2113/3624] Forecasting MLI...
[2025-12-08T20:27:07.756344] [INFO ] [sig       ] Generating forecast for: MLI
[2025-12-08T20:27:07.756374] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLI' from 'https://tdm.silogroup.org/data/derivative_storage/MLI.csv'.
[2025-12-08T20:27:07.768478] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLI'.
[2025-12-08T20:27:07.768874] [INFO ] [FORECASTER] Starting predict_future for MLI
[2025-12-08T20:27:07.769674] [DEBUG] [LOCAL     ] No optimal features file found for MLI: ./output/feature-sets/MLI.txt
[2025-12-08T20:27:07.769725] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:07.769756] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:07.769783] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:07.769838] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:07.825854] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:07.826733] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:07.826816] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:07.826852] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:07.952798] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:07.952951] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:07.952992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:07.953022] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:07.956378] [DEBUG] [FORECASTER] MLI: Forecast T+1@11:T+2@11: DOWN (p=11.05%)
[2025-12-08T20:27:07.956666] [INFO ] [FORECASTER] Completed predict_future for MLI
[2025-12-08T20:27:07.956789] [INFO ] [sig       ] MLI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:27:08.097540] [INFO ] [LOCAL     ] Saved forecast: MLI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/MLI.txt
[2025-12-08T20:27:08.097719] [INFO ] [sig       ] [2113/3624] Completed MLI in 0.3s | 2.92 sym/s | Total: 12.1m | ETA: 8.6m
[2025-12-08T20:27:08.097768] [INFO ] [sig       ] [2114/3624] Forecasting MLKN...
[2025-12-08T20:27:08.097799] [INFO ] [sig       ] Generating forecast for: MLKN
[2025-12-08T20:27:08.097830] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLKN' from 'https://tdm.silogroup.org/data/derivative_storage/MLKN.csv'.
[2025-12-08T20:27:08.110207] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLKN'.
[2025-12-08T20:27:08.110625] [INFO ] [FORECASTER] Starting predict_future for MLKN
[2025-12-08T20:27:08.111414] [DEBUG] [LOCAL     ] No optimal features file found for MLKN: ./output/feature-sets/MLKN.txt
[2025-12-08T20:27:08.111465] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:08.111502] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:08.111537] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:08.111630] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:08.166940] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:08.167870] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:08.167955] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:08.167988] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:08.292813] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:08.292970] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:08.293010] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:08.293040] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:08.296395] [DEBUG] [FORECASTER] MLKN: Forecast T+1@11:T+2@11: UP (p=55.13%)
[2025-12-08T20:27:08.296685] [INFO ] [FORECASTER] Completed predict_future for MLKN
[2025-12-08T20:27:08.296816] [INFO ] [sig       ] MLKN: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:27:08.445456] [INFO ] [LOCAL     ] Saved forecast: MLKN	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/MLKN.txt
[2025-12-08T20:27:08.445615] [INFO ] [sig       ] [2114/3624] Completed MLKN in 0.3s | 2.92 sym/s | Total: 12.1m | ETA: 8.6m
[2025-12-08T20:27:08.445656] [INFO ] [sig       ] [2115/3624] Forecasting MLM...
[2025-12-08T20:27:08.445685] [INFO ] [sig       ] Generating forecast for: MLM
[2025-12-08T20:27:08.445715] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLM' from 'https://tdm.silogroup.org/data/derivative_storage/MLM.csv'.
[2025-12-08T20:27:08.457929] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLM'.
[2025-12-08T20:27:08.458303] [INFO ] [FORECASTER] Starting predict_future for MLM
[2025-12-08T20:27:08.459098] [DEBUG] [LOCAL     ] No optimal features file found for MLM: ./output/feature-sets/MLM.txt
[2025-12-08T20:27:08.459148] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:08.459178] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:08.459204] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:08.459257] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:08.515357] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:08.516232] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:08.516315] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:08.516347] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:08.647089] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:08.647246] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:08.647285] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:08.647316] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:08.650974] [DEBUG] [FORECASTER] MLM: Forecast T+1@11:T+2@11: DOWN (p=38.11%)
[2025-12-08T20:27:08.651333] [INFO ] [FORECASTER] Completed predict_future for MLM
[2025-12-08T20:27:08.651469] [INFO ] [sig       ] MLM: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:27:08.807918] [INFO ] [LOCAL     ] Saved forecast: MLM	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/MLM.txt
[2025-12-08T20:27:08.808089] [INFO ] [sig       ] [2115/3624] Completed MLM in 0.4s | 2.92 sym/s | Total: 12.1m | ETA: 8.6m
[2025-12-08T20:27:08.808129] [INFO ] [sig       ] [2116/3624] Forecasting MLP...
[2025-12-08T20:27:08.808156] [INFO ] [sig       ] Generating forecast for: MLP
[2025-12-08T20:27:08.808186] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLP' from 'https://tdm.silogroup.org/data/derivative_storage/MLP.csv'.
[2025-12-08T20:27:08.822128] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLP'.
[2025-12-08T20:27:08.822527] [INFO ] [FORECASTER] Starting predict_future for MLP
[2025-12-08T20:27:08.823353] [DEBUG] [LOCAL     ] No optimal features file found for MLP: ./output/feature-sets/MLP.txt
[2025-12-08T20:27:08.823405] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:08.823436] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:08.823461] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:08.823515] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:08.881957] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:08.883060] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:08.883141] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:08.883172] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:08.989355] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:08.989512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:08.989550] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:08.989598] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:08.993289] [DEBUG] [FORECASTER] MLP: Forecast T+1@11:T+2@11: DOWN (p=23.28%)
[2025-12-08T20:27:08.993616] [INFO ] [FORECASTER] Completed predict_future for MLP
[2025-12-08T20:27:08.993753] [INFO ] [sig       ] MLP: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:27:09.139674] [INFO ] [LOCAL     ] Saved forecast: MLP	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/MLP.txt
[2025-12-08T20:27:09.139835] [INFO ] [sig       ] [2116/3624] Completed MLP in 0.3s | 2.92 sym/s | Total: 12.1m | ETA: 8.6m
[2025-12-08T20:27:09.139875] [INFO ] [sig       ] [2117/3624] Forecasting MLTX...
[2025-12-08T20:27:09.139904] [INFO ] [sig       ] Generating forecast for: MLTX
[2025-12-08T20:27:09.139934] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLTX' from 'https://tdm.silogroup.org/data/derivative_storage/MLTX.csv'.
[2025-12-08T20:27:09.152747] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLTX'.
[2025-12-08T20:27:09.153135] [INFO ] [FORECASTER] Starting predict_future for MLTX
[2025-12-08T20:27:09.153946] [DEBUG] [LOCAL     ] No optimal features file found for MLTX: ./output/feature-sets/MLTX.txt
[2025-12-08T20:27:09.153996] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:09.154026] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:09.154052] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:09.154106] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:09.211355] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:09.212259] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:09.212376] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:09.212408] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:09.329566] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:09.329945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:09.330000] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:09.330029] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:09.333720] [DEBUG] [FORECASTER] MLTX: Forecast T+1@11:T+2@11: DOWN (p=43.19%)
[2025-12-08T20:27:09.334051] [INFO ] [FORECASTER] Completed predict_future for MLTX
[2025-12-08T20:27:09.334186] [INFO ] [sig       ] MLTX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:27:09.479685] [INFO ] [LOCAL     ] Saved forecast: MLTX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/MLTX.txt
[2025-12-08T20:27:09.479839] [INFO ] [sig       ] [2117/3624] Completed MLTX in 0.3s | 2.92 sym/s | Total: 12.1m | ETA: 8.6m
[2025-12-08T20:27:09.479879] [INFO ] [sig       ] [2118/3624] Forecasting MLYS...
[2025-12-08T20:27:09.479909] [INFO ] [sig       ] Generating forecast for: MLYS
[2025-12-08T20:27:09.479938] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLYS' from 'https://tdm.silogroup.org/data/derivative_storage/MLYS.csv'.
[2025-12-08T20:27:09.492079] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLYS'.
[2025-12-08T20:27:09.492455] [INFO ] [FORECASTER] Starting predict_future for MLYS
[2025-12-08T20:27:09.493267] [DEBUG] [LOCAL     ] No optimal features file found for MLYS: ./output/feature-sets/MLYS.txt
[2025-12-08T20:27:09.493317] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:09.493348] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:09.493375] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:09.493430] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:09.548488] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:09.549312] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:09.549389] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:09.549423] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:09.663901] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:09.664058] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:09.664098] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:09.664128] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:09.667638] [DEBUG] [FORECASTER] MLYS: Forecast T+1@11:T+2@11: UP (p=75.43%)
[2025-12-08T20:27:09.667910] [INFO ] [FORECASTER] Completed predict_future for MLYS
[2025-12-08T20:27:09.668033] [INFO ] [sig       ] MLYS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:27:09.814423] [INFO ] [LOCAL     ] Saved forecast: MLYS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/MLYS.txt
[2025-12-08T20:27:09.814595] [INFO ] [sig       ] [2118/3624] Completed MLYS in 0.3s | 2.92 sym/s | Total: 12.1m | ETA: 8.6m
[2025-12-08T20:27:09.814636] [INFO ] [sig       ] [2119/3624] Forecasting MMC...
[2025-12-08T20:27:09.814666] [INFO ] [sig       ] Generating forecast for: MMC
[2025-12-08T20:27:09.814695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMC' from 'https://tdm.silogroup.org/data/derivative_storage/MMC.csv'.
[2025-12-08T20:27:09.826791] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMC'.
[2025-12-08T20:27:09.827159] [INFO ] [FORECASTER] Starting predict_future for MMC
[2025-12-08T20:27:09.828036] [DEBUG] [LOCAL     ] No optimal features file found for MMC: ./output/feature-sets/MMC.txt
[2025-12-08T20:27:09.828087] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:09.828118] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:09.828144] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:09.828198] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:09.885846] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:09.886750] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:09.886831] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:09.886863] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:10.006509] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:10.006674] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:10.006713] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:10.006741] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:10.010029] [DEBUG] [FORECASTER] MMC: Forecast T+1@11:T+2@11: DOWN (p=41.81%)
[2025-12-08T20:27:10.010289] [INFO ] [FORECASTER] Completed predict_future for MMC
[2025-12-08T20:27:10.010408] [INFO ] [sig       ] MMC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:27:10.147010] [INFO ] [LOCAL     ] Saved forecast: MMC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/MMC.txt
[2025-12-08T20:27:10.147120] [INFO ] [sig       ] [2119/3624] Completed MMC in 0.3s | 2.92 sym/s | Total: 12.1m | ETA: 8.6m
[2025-12-08T20:27:10.147157] [INFO ] [sig       ] [2120/3624] Forecasting MMD...
[2025-12-08T20:27:10.147185] [INFO ] [sig       ] Generating forecast for: MMD
[2025-12-08T20:27:10.147214] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMD' from 'https://tdm.silogroup.org/data/derivative_storage/MMD.csv'.
[2025-12-08T20:27:10.159005] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMD'.
[2025-12-08T20:27:10.159327] [INFO ] [FORECASTER] Starting predict_future for MMD
[2025-12-08T20:27:10.160100] [DEBUG] [LOCAL     ] No optimal features file found for MMD: ./output/feature-sets/MMD.txt
[2025-12-08T20:27:10.160149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:10.160180] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:10.160206] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:10.160261] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:10.218418] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:10.219007] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:10.219080] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:10.219111] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:10.337125] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:10.337267] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:10.337304] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:10.337332] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:10.340741] [DEBUG] [FORECASTER] MMD: Forecast T+1@11:T+2@11: UP (p=93.28%)
[2025-12-08T20:27:10.341002] [INFO ] [FORECASTER] Completed predict_future for MMD
[2025-12-08T20:27:10.341119] [INFO ] [sig       ] MMD: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:27:10.480377] [INFO ] [LOCAL     ] Saved forecast: MMD	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/MMD.txt
[2025-12-08T20:27:10.480526] [INFO ] [sig       ] [2120/3624] Completed MMD in 0.3s | 2.92 sym/s | Total: 12.1m | ETA: 8.6m
[2025-12-08T20:27:10.480565] [INFO ] [sig       ] [2121/3624] Forecasting MMLP...
[2025-12-08T20:27:10.480614] [INFO ] [sig       ] Generating forecast for: MMLP
[2025-12-08T20:27:10.480643] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMLP' from 'https://tdm.silogroup.org/data/derivative_storage/MMLP.csv'.
[2025-12-08T20:27:10.492122] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMLP'.
[2025-12-08T20:27:10.492455] [INFO ] [FORECASTER] Starting predict_future for MMLP
[2025-12-08T20:27:10.493227] [DEBUG] [LOCAL     ] No optimal features file found for MMLP: ./output/feature-sets/MMLP.txt
[2025-12-08T20:27:10.493276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:10.493318] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:10.493345] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:10.493399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:10.548931] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:10.549522] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:10.549614] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:10.549648] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:10.661607] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:10.661757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:10.661795] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:10.661822] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:10.665077] [DEBUG] [FORECASTER] MMLP: Forecast T+1@11:T+2@11: UP (p=69.87%)
[2025-12-08T20:27:10.665333] [INFO ] [FORECASTER] Completed predict_future for MMLP
[2025-12-08T20:27:10.665452] [INFO ] [sig       ] MMLP: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:27:10.804283] [INFO ] [LOCAL     ] Saved forecast: MMLP	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/MMLP.txt
[2025-12-08T20:27:10.804418] [INFO ] [sig       ] [2121/3624] Completed MMLP in 0.3s | 2.92 sym/s | Total: 12.1m | ETA: 8.6m
[2025-12-08T20:27:10.804456] [INFO ] [sig       ] [2122/3624] Forecasting MMS...
[2025-12-08T20:27:10.804486] [INFO ] [sig       ] Generating forecast for: MMS
[2025-12-08T20:27:10.804518] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMS' from 'https://tdm.silogroup.org/data/derivative_storage/MMS.csv'.
[2025-12-08T20:27:10.816749] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMS'.
[2025-12-08T20:27:10.817073] [INFO ] [FORECASTER] Starting predict_future for MMS
[2025-12-08T20:27:10.817909] [DEBUG] [LOCAL     ] No optimal features file found for MMS: ./output/feature-sets/MMS.txt
[2025-12-08T20:27:10.817958] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:10.817988] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:10.818013] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:10.818067] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:10.873801] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:10.874364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:10.874438] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:10.874469] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:10.992500] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:10.992651] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:10.992688] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:10.992715] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:10.995927] [DEBUG] [FORECASTER] MMS: Forecast T+1@11:T+2@11: UP (p=59.08%)
[2025-12-08T20:27:10.996192] [INFO ] [FORECASTER] Completed predict_future for MMS
[2025-12-08T20:27:10.996310] [INFO ] [sig       ] MMS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:27:11.135493] [INFO ] [LOCAL     ] Saved forecast: MMS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/MMS.txt
[2025-12-08T20:27:11.135628] [INFO ] [sig       ] [2122/3624] Completed MMS in 0.3s | 2.92 sym/s | Total: 12.1m | ETA: 8.6m
[2025-12-08T20:27:11.135668] [INFO ] [sig       ] [2123/3624] Forecasting MMSI...
[2025-12-08T20:27:11.135697] [INFO ] [sig       ] Generating forecast for: MMSI
[2025-12-08T20:27:11.135726] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMSI' from 'https://tdm.silogroup.org/data/derivative_storage/MMSI.csv'.
[2025-12-08T20:27:11.148324] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMSI'.
[2025-12-08T20:27:11.148736] [INFO ] [FORECASTER] Starting predict_future for MMSI
[2025-12-08T20:27:11.149516] [DEBUG] [LOCAL     ] No optimal features file found for MMSI: ./output/feature-sets/MMSI.txt
[2025-12-08T20:27:11.149565] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:11.149620] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:11.149646] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:11.149701] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:11.207909] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:11.208962] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:11.209058] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:11.209095] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:11.343478] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:11.343646] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:11.343685] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:11.343714] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:11.346926] [DEBUG] [FORECASTER] MMSI: Forecast T+1@11:T+2@11: UP (p=82.52%)
[2025-12-08T20:27:11.347182] [INFO ] [FORECASTER] Completed predict_future for MMSI
[2025-12-08T20:27:11.347300] [INFO ] [sig       ] MMSI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:27:11.483140] [INFO ] [LOCAL     ] Saved forecast: MMSI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/MMSI.txt
[2025-12-08T20:27:11.483258] [INFO ] [sig       ] [2123/3624] Completed MMSI in 0.3s | 2.92 sym/s | Total: 12.1m | ETA: 8.6m
[2025-12-08T20:27:11.483296] [INFO ] [sig       ] [2124/3624] Forecasting MNDO...
[2025-12-08T20:27:11.483324] [INFO ] [sig       ] Generating forecast for: MNDO
[2025-12-08T20:27:11.483353] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNDO' from 'https://tdm.silogroup.org/data/derivative_storage/MNDO.csv'.
[2025-12-08T20:27:11.495506] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNDO'.
[2025-12-08T20:27:11.495864] [INFO ] [FORECASTER] Starting predict_future for MNDO
[2025-12-08T20:27:11.496633] [DEBUG] [LOCAL     ] No optimal features file found for MNDO: ./output/feature-sets/MNDO.txt
[2025-12-08T20:27:11.496683] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:11.496739] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:11.496767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:11.496822] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:11.552060] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:11.552752] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:11.552831] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:11.552862] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:11.659106] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:11.659261] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:11.659298] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:11.659326] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:11.662551] [DEBUG] [FORECASTER] MNDO: Forecast T+1@11:T+2@11: DOWN (p=3.72%)
[2025-12-08T20:27:11.662827] [INFO ] [FORECASTER] Completed predict_future for MNDO
[2025-12-08T20:27:11.662943] [INFO ] [sig       ] MNDO: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:27:11.800815] [INFO ] [LOCAL     ] Saved forecast: MNDO	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/MNDO.txt
[2025-12-08T20:27:11.800965] [INFO ] [sig       ] [2124/3624] Completed MNDO in 0.3s | 2.92 sym/s | Total: 12.1m | ETA: 8.6m
[2025-12-08T20:27:11.801005] [INFO ] [sig       ] [2125/3624] Forecasting MNDY...
[2025-12-08T20:27:11.801039] [INFO ] [sig       ] Generating forecast for: MNDY
[2025-12-08T20:27:11.801070] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNDY' from 'https://tdm.silogroup.org/data/derivative_storage/MNDY.csv'.
[2025-12-08T20:27:11.814542] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNDY'.
[2025-12-08T20:27:11.815129] [INFO ] [FORECASTER] Starting predict_future for MNDY
[2025-12-08T20:27:11.816157] [DEBUG] [LOCAL     ] No optimal features file found for MNDY: ./output/feature-sets/MNDY.txt
[2025-12-08T20:27:11.816211] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:11.816244] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:11.816272] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:11.816330] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:11.871796] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:11.872637] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:11.872714] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:11.872746] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:11.997253] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:11.997418] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:11.997461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:11.997497] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:12.000742] [DEBUG] [FORECASTER] MNDY: Forecast T+1@11:T+2@11: UP (p=98.41%)
[2025-12-08T20:27:12.001001] [INFO ] [FORECASTER] Completed predict_future for MNDY
[2025-12-08T20:27:12.001117] [INFO ] [sig       ] MNDY: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:27:12.138794] [INFO ] [LOCAL     ] Saved forecast: MNDY	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/MNDY.txt
[2025-12-08T20:27:12.138943] [INFO ] [sig       ] [2125/3624] Completed MNDY in 0.3s | 2.92 sym/s | Total: 12.1m | ETA: 8.6m
[2025-12-08T20:27:12.138981] [INFO ] [sig       ] [2126/3624] Forecasting MNKD...
[2025-12-08T20:27:12.139009] [INFO ] [sig       ] Generating forecast for: MNKD
[2025-12-08T20:27:12.139039] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNKD' from 'https://tdm.silogroup.org/data/derivative_storage/MNKD.csv'.
[2025-12-08T20:27:12.151464] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNKD'.
[2025-12-08T20:27:12.151866] [INFO ] [FORECASTER] Starting predict_future for MNKD
[2025-12-08T20:27:12.152668] [DEBUG] [LOCAL     ] No optimal features file found for MNKD: ./output/feature-sets/MNKD.txt
[2025-12-08T20:27:12.152718] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:12.152750] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:12.152777] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:12.152833] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:12.208803] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:12.209434] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:12.209509] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:12.209541] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:12.331339] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:12.331493] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:12.331530] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:12.331557] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:12.334802] [DEBUG] [FORECASTER] MNKD: Forecast T+1@11:T+2@11: DOWN (p=10.12%)
[2025-12-08T20:27:12.335059] [INFO ] [FORECASTER] Completed predict_future for MNKD
[2025-12-08T20:27:12.335176] [INFO ] [sig       ] MNKD: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:27:12.471991] [INFO ] [LOCAL     ] Saved forecast: MNKD	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/MNKD.txt
[2025-12-08T20:27:12.472107] [INFO ] [sig       ] [2126/3624] Completed MNKD in 0.3s | 2.92 sym/s | Total: 12.1m | ETA: 8.5m
[2025-12-08T20:27:12.472145] [INFO ] [sig       ] [2127/3624] Forecasting MNMD...
[2025-12-08T20:27:12.472174] [INFO ] [sig       ] Generating forecast for: MNMD
[2025-12-08T20:27:12.472204] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNMD' from 'https://tdm.silogroup.org/data/derivative_storage/MNMD.csv'.
[2025-12-08T20:27:12.484378] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNMD'.
[2025-12-08T20:27:12.484725] [INFO ] [FORECASTER] Starting predict_future for MNMD
[2025-12-08T20:27:12.485473] [DEBUG] [LOCAL     ] No optimal features file found for MNMD: ./output/feature-sets/MNMD.txt
[2025-12-08T20:27:12.485522] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:12.485553] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:12.485607] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:12.485665] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:12.541392] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:12.541985] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:12.542056] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:12.542087] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:12.663065] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:12.663216] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:12.663256] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:12.663314] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:12.666539] [DEBUG] [FORECASTER] MNMD: Forecast T+1@11:T+2@11: DOWN (p=2.20%)
[2025-12-08T20:27:12.666828] [INFO ] [FORECASTER] Completed predict_future for MNMD
[2025-12-08T20:27:12.666945] [INFO ] [sig       ] MNMD: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:27:12.808887] [INFO ] [LOCAL     ] Saved forecast: MNMD	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/MNMD.txt
[2025-12-08T20:27:12.809016] [INFO ] [sig       ] [2127/3624] Completed MNMD in 0.3s | 2.92 sym/s | Total: 12.1m | ETA: 8.5m
[2025-12-08T20:27:12.809053] [INFO ] [sig       ] [2128/3624] Forecasting MNRO...
[2025-12-08T20:27:12.809082] [INFO ] [sig       ] Generating forecast for: MNRO
[2025-12-08T20:27:12.809111] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNRO' from 'https://tdm.silogroup.org/data/derivative_storage/MNRO.csv'.
[2025-12-08T20:27:12.821901] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNRO'.
[2025-12-08T20:27:12.822218] [INFO ] [FORECASTER] Starting predict_future for MNRO
[2025-12-08T20:27:12.823000] [DEBUG] [LOCAL     ] No optimal features file found for MNRO: ./output/feature-sets/MNRO.txt
[2025-12-08T20:27:12.823049] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:12.823079] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:12.823105] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:12.823159] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:12.879716] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:12.880321] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:12.880392] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:12.880423] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:12.998534] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:12.998704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:12.998741] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:12.998785] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:13.001999] [DEBUG] [FORECASTER] MNRO: Forecast T+1@11:T+2@11: DOWN (p=9.79%)
[2025-12-08T20:27:13.002253] [INFO ] [FORECASTER] Completed predict_future for MNRO
[2025-12-08T20:27:13.002374] [INFO ] [sig       ] MNRO: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:27:13.142779] [INFO ] [LOCAL     ] Saved forecast: MNRO	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/MNRO.txt
[2025-12-08T20:27:13.142901] [INFO ] [sig       ] [2128/3624] Completed MNRO in 0.3s | 2.92 sym/s | Total: 12.1m | ETA: 8.5m
[2025-12-08T20:27:13.142938] [INFO ] [sig       ] [2129/3624] Forecasting MNSO...
[2025-12-08T20:27:13.142967] [INFO ] [sig       ] Generating forecast for: MNSO
[2025-12-08T20:27:13.142996] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNSO' from 'https://tdm.silogroup.org/data/derivative_storage/MNSO.csv'.
[2025-12-08T20:27:13.156284] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNSO'.
[2025-12-08T20:27:13.156659] [INFO ] [FORECASTER] Starting predict_future for MNSO
[2025-12-08T20:27:13.157429] [DEBUG] [LOCAL     ] No optimal features file found for MNSO: ./output/feature-sets/MNSO.txt
[2025-12-08T20:27:13.157483] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:13.157514] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:13.157539] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:13.157611] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:13.215692] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:13.216333] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:13.216406] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:13.216437] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:13.336177] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:13.336322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:13.336359] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:13.336387] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:13.339668] [DEBUG] [FORECASTER] MNSO: Forecast T+1@11:T+2@11: UP (p=93.02%)
[2025-12-08T20:27:13.339940] [INFO ] [FORECASTER] Completed predict_future for MNSO
[2025-12-08T20:27:13.340058] [INFO ] [sig       ] MNSO: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:27:13.480274] [INFO ] [LOCAL     ] Saved forecast: MNSO	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/MNSO.txt
[2025-12-08T20:27:13.480414] [INFO ] [sig       ] [2129/3624] Completed MNSO in 0.3s | 2.92 sym/s | Total: 12.1m | ETA: 8.5m
[2025-12-08T20:27:13.480452] [INFO ] [sig       ] [2130/3624] Forecasting MNTK...
[2025-12-08T20:27:13.480489] [INFO ] [sig       ] Generating forecast for: MNTK
[2025-12-08T20:27:13.480525] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNTK' from 'https://tdm.silogroup.org/data/derivative_storage/MNTK.csv'.
[2025-12-08T20:27:13.493008] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNTK'.
[2025-12-08T20:27:13.493346] [INFO ] [FORECASTER] Starting predict_future for MNTK
[2025-12-08T20:27:13.494126] [DEBUG] [LOCAL     ] No optimal features file found for MNTK: ./output/feature-sets/MNTK.txt
[2025-12-08T20:27:13.494175] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:13.494206] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:13.494231] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:13.494285] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:13.550936] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:13.551518] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:13.551617] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:13.551664] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:13.666481] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:13.666642] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:13.666681] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:13.666709] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:13.669975] [DEBUG] [FORECASTER] MNTK: Forecast T+1@11:T+2@11: DOWN (p=34.33%)
[2025-12-08T20:27:13.670230] [INFO ] [FORECASTER] Completed predict_future for MNTK
[2025-12-08T20:27:13.670345] [INFO ] [sig       ] MNTK: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:27:13.809443] [INFO ] [LOCAL     ] Saved forecast: MNTK	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/MNTK.txt
[2025-12-08T20:27:13.809604] [INFO ] [sig       ] [2130/3624] Completed MNTK in 0.3s | 2.92 sym/s | Total: 12.2m | ETA: 8.5m
[2025-12-08T20:27:13.809652] [INFO ] [sig       ] [2131/3624] Forecasting MNY...
[2025-12-08T20:27:13.809681] [INFO ] [sig       ] Generating forecast for: MNY
[2025-12-08T20:27:13.809709] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNY' from 'https://tdm.silogroup.org/data/derivative_storage/MNY.csv'.
[2025-12-08T20:27:13.821862] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNY'.
[2025-12-08T20:27:13.822228] [INFO ] [FORECASTER] Starting predict_future for MNY
[2025-12-08T20:27:13.823049] [DEBUG] [LOCAL     ] No optimal features file found for MNY: ./output/feature-sets/MNY.txt
[2025-12-08T20:27:13.823101] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:13.823134] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:13.823163] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:13.823219] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:13.880340] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:13.880985] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:13.881062] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:13.881095] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:13.994811] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:13.994960] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:13.994998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:13.995025] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:13.998383] [DEBUG] [FORECASTER] MNY: Forecast T+1@11:T+2@11: UP (p=52.96%)
[2025-12-08T20:27:13.998686] [INFO ] [FORECASTER] Completed predict_future for MNY
[2025-12-08T20:27:13.998817] [INFO ] [sig       ] MNY: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:27:14.139663] [INFO ] [LOCAL     ] Saved forecast: MNY	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/MNY.txt
[2025-12-08T20:27:14.139805] [INFO ] [sig       ] [2131/3624] Completed MNY in 0.3s | 2.92 sym/s | Total: 12.2m | ETA: 8.5m
[2025-12-08T20:27:14.139844] [INFO ] [sig       ] [2132/3624] Forecasting MOB...
[2025-12-08T20:27:14.139874] [INFO ] [sig       ] Generating forecast for: MOB
[2025-12-08T20:27:14.139903] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOB' from 'https://tdm.silogroup.org/data/derivative_storage/MOB.csv'.
[2025-12-08T20:27:14.152494] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOB'.
[2025-12-08T20:27:14.152895] [INFO ] [FORECASTER] Starting predict_future for MOB
[2025-12-08T20:27:14.153760] [DEBUG] [LOCAL     ] No optimal features file found for MOB: ./output/feature-sets/MOB.txt
[2025-12-08T20:27:14.153812] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:14.153843] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:14.153879] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:14.153937] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:14.211885] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:14.212684] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:14.212961] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:14.212993] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:14.331475] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:14.331636] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:14.331675] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:14.331702] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:14.334960] [DEBUG] [FORECASTER] MOB: Forecast T+1@11:T+2@11: UP (p=59.94%)
[2025-12-08T20:27:14.335217] [INFO ] [FORECASTER] Completed predict_future for MOB
[2025-12-08T20:27:14.335332] [INFO ] [sig       ] MOB: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:27:14.473648] [INFO ] [LOCAL     ] Saved forecast: MOB	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/MOB.txt
[2025-12-08T20:27:14.473768] [INFO ] [sig       ] [2132/3624] Completed MOB in 0.3s | 2.92 sym/s | Total: 12.2m | ETA: 8.5m
[2025-12-08T20:27:14.473805] [INFO ] [sig       ] [2133/3624] Forecasting MOD...
[2025-12-08T20:27:14.473835] [INFO ] [sig       ] Generating forecast for: MOD
[2025-12-08T20:27:14.473863] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOD' from 'https://tdm.silogroup.org/data/derivative_storage/MOD.csv'.
[2025-12-08T20:27:14.485615] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOD'.
[2025-12-08T20:27:14.485950] [INFO ] [FORECASTER] Starting predict_future for MOD
[2025-12-08T20:27:14.486723] [DEBUG] [LOCAL     ] No optimal features file found for MOD: ./output/feature-sets/MOD.txt
[2025-12-08T20:27:14.486771] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:14.486802] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:14.486827] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:14.486882] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:14.542328] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:14.542993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:14.543065] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:14.543097] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:14.664714] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:14.664869] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:14.664907] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:14.664934] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:14.668183] [DEBUG] [FORECASTER] MOD: Forecast T+1@11:T+2@11: DOWN (p=0.81%)
[2025-12-08T20:27:14.668441] [INFO ] [FORECASTER] Completed predict_future for MOD
[2025-12-08T20:27:14.668555] [INFO ] [sig       ] MOD: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:27:14.806177] [INFO ] [LOCAL     ] Saved forecast: MOD	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/MOD.txt
[2025-12-08T20:27:14.806293] [INFO ] [sig       ] [2133/3624] Completed MOD in 0.3s | 2.92 sym/s | Total: 12.2m | ETA: 8.5m
[2025-12-08T20:27:14.806330] [INFO ] [sig       ] [2134/3624] Forecasting MODG...
[2025-12-08T20:27:14.806359] [INFO ] [sig       ] Generating forecast for: MODG
[2025-12-08T20:27:14.806387] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MODG' from 'https://tdm.silogroup.org/data/derivative_storage/MODG.csv'.
[2025-12-08T20:27:14.818791] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MODG'.
[2025-12-08T20:27:14.819119] [INFO ] [FORECASTER] Starting predict_future for MODG
[2025-12-08T20:27:14.819899] [DEBUG] [LOCAL     ] No optimal features file found for MODG: ./output/feature-sets/MODG.txt
[2025-12-08T20:27:14.819948] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:14.819978] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:14.820005] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:14.820061] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:14.875959] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:14.876588] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:14.876686] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:14.876719] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:14.991092] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:14.991241] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:14.991278] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:14.991306] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:14.994557] [DEBUG] [FORECASTER] MODG: Forecast T+1@11:T+2@11: DOWN (p=5.62%)
[2025-12-08T20:27:14.994835] [INFO ] [FORECASTER] Completed predict_future for MODG
[2025-12-08T20:27:14.994950] [INFO ] [sig       ] MODG: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:27:15.133706] [INFO ] [LOCAL     ] Saved forecast: MODG	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/MODG.txt
[2025-12-08T20:27:15.133831] [INFO ] [sig       ] [2134/3624] Completed MODG in 0.3s | 2.92 sym/s | Total: 12.2m | ETA: 8.5m
[2025-12-08T20:27:15.133869] [INFO ] [sig       ] [2135/3624] Forecasting MODL...
[2025-12-08T20:27:15.133899] [INFO ] [sig       ] Generating forecast for: MODL
[2025-12-08T20:27:15.133927] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MODL' from 'https://tdm.silogroup.org/data/derivative_storage/MODL.csv'.
[2025-12-08T20:27:15.146106] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MODL'.
[2025-12-08T20:27:15.146437] [INFO ] [FORECASTER] Starting predict_future for MODL
[2025-12-08T20:27:15.147200] [DEBUG] [LOCAL     ] No optimal features file found for MODL: ./output/feature-sets/MODL.txt
[2025-12-08T20:27:15.147250] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:15.147281] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:15.147306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:15.147362] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:15.203183] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:15.203906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:15.203979] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:15.204010] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:15.324059] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:15.324207] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:15.324245] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:15.324272] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:15.327501] [DEBUG] [FORECASTER] MODL: Forecast T+1@11:T+2@11: DOWN (p=43.13%)
[2025-12-08T20:27:15.327783] [INFO ] [FORECASTER] Completed predict_future for MODL
[2025-12-08T20:27:15.327900] [INFO ] [sig       ] MODL: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:27:15.466602] [INFO ] [LOCAL     ] Saved forecast: MODL	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/MODL.txt
[2025-12-08T20:27:15.466767] [INFO ] [sig       ] [2135/3624] Completed MODL in 0.3s | 2.92 sym/s | Total: 12.2m | ETA: 8.5m
[2025-12-08T20:27:15.466806] [INFO ] [sig       ] [2136/3624] Forecasting MOFG...
[2025-12-08T20:27:15.466836] [INFO ] [sig       ] Generating forecast for: MOFG
[2025-12-08T20:27:15.466871] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOFG' from 'https://tdm.silogroup.org/data/derivative_storage/MOFG.csv'.
[2025-12-08T20:27:15.479484] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOFG'.
[2025-12-08T20:27:15.479874] [INFO ] [FORECASTER] Starting predict_future for MOFG
[2025-12-08T20:27:15.480717] [DEBUG] [LOCAL     ] No optimal features file found for MOFG: ./output/feature-sets/MOFG.txt
[2025-12-08T20:27:15.480767] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:15.480799] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:15.480825] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:15.480883] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:15.538881] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:15.539591] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:15.539675] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:15.539707] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:15.658077] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:15.658264] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:15.658305] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:15.658333] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:15.661828] [DEBUG] [FORECASTER] MOFG: Forecast T+1@11:T+2@11: UP (p=99.73%)
[2025-12-08T20:27:15.662115] [INFO ] [FORECASTER] Completed predict_future for MOFG
[2025-12-08T20:27:15.662247] [INFO ] [sig       ] MOFG: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:27:15.807544] [INFO ] [LOCAL     ] Saved forecast: MOFG	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/MOFG.txt
[2025-12-08T20:27:15.807707] [INFO ] [sig       ] [2136/3624] Completed MOFG in 0.3s | 2.92 sym/s | Total: 12.2m | ETA: 8.5m
[2025-12-08T20:27:15.807747] [INFO ] [sig       ] [2137/3624] Forecasting MOGO...
[2025-12-08T20:27:15.807779] [INFO ] [sig       ] Generating forecast for: MOGO
[2025-12-08T20:27:15.807808] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOGO' from 'https://tdm.silogroup.org/data/derivative_storage/MOGO.csv'.
[2025-12-08T20:27:15.820009] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOGO'.
[2025-12-08T20:27:15.820346] [INFO ] [FORECASTER] Starting predict_future for MOGO
[2025-12-08T20:27:15.821150] [DEBUG] [LOCAL     ] No optimal features file found for MOGO: ./output/feature-sets/MOGO.txt
[2025-12-08T20:27:15.821201] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:15.821234] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:15.821263] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:15.821321] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:15.880129] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:15.880785] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:15.880858] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:15.880890] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:16.001586] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:16.001736] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:16.001775] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:16.001804] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:16.005238] [DEBUG] [FORECASTER] MOGO: Forecast T+1@11:T+2@11: DOWN (p=16.95%)
[2025-12-08T20:27:16.005512] [INFO ] [FORECASTER] Completed predict_future for MOGO
[2025-12-08T20:27:16.005656] [INFO ] [sig       ] MOGO: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:27:16.152401] [INFO ] [LOCAL     ] Saved forecast: MOGO	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/MOGO.txt
[2025-12-08T20:27:16.152553] [INFO ] [sig       ] [2137/3624] Completed MOGO in 0.3s | 2.92 sym/s | Total: 12.2m | ETA: 8.5m
[2025-12-08T20:27:16.152613] [INFO ] [sig       ] [2138/3624] Forecasting MOH...
[2025-12-08T20:27:16.152645] [INFO ] [sig       ] Generating forecast for: MOH
[2025-12-08T20:27:16.152676] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOH' from 'https://tdm.silogroup.org/data/derivative_storage/MOH.csv'.
[2025-12-08T20:27:16.164736] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOH'.
[2025-12-08T20:27:16.165076] [INFO ] [FORECASTER] Starting predict_future for MOH
[2025-12-08T20:27:16.165888] [DEBUG] [LOCAL     ] No optimal features file found for MOH: ./output/feature-sets/MOH.txt
[2025-12-08T20:27:16.165940] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:16.165973] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:16.166000] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:16.166056] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:16.225114] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:16.225773] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:16.225849] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:16.225883] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:16.343654] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:16.343797] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:16.343834] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:16.343864] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:16.347255] [DEBUG] [FORECASTER] MOH: Forecast T+1@11:T+2@11: UP (p=50.77%)
[2025-12-08T20:27:16.347558] [INFO ] [FORECASTER] Completed predict_future for MOH
[2025-12-08T20:27:16.347699] [INFO ] [sig       ] MOH: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:27:16.493763] [INFO ] [LOCAL     ] Saved forecast: MOH	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/MOH.txt
[2025-12-08T20:27:16.493903] [INFO ] [sig       ] [2138/3624] Completed MOH in 0.3s | 2.92 sym/s | Total: 12.2m | ETA: 8.5m
[2025-12-08T20:27:16.493943] [INFO ] [sig       ] [2139/3624] Forecasting MOMO...
[2025-12-08T20:27:16.493973] [INFO ] [sig       ] Generating forecast for: MOMO
[2025-12-08T20:27:16.494011] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOMO' from 'https://tdm.silogroup.org/data/derivative_storage/MOMO.csv'.
[2025-12-08T20:27:16.505909] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOMO'.
[2025-12-08T20:27:16.506256] [INFO ] [FORECASTER] Starting predict_future for MOMO
[2025-12-08T20:27:16.507061] [DEBUG] [LOCAL     ] No optimal features file found for MOMO: ./output/feature-sets/MOMO.txt
[2025-12-08T20:27:16.507111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:16.507142] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:16.507168] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:16.507222] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:16.562992] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:16.563766] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:16.563845] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:16.563875] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:16.681361] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:16.681514] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:16.681553] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:16.681599] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:16.684866] [DEBUG] [FORECASTER] MOMO: Forecast T+1@11:T+2@11: DOWN (p=13.51%)
[2025-12-08T20:27:16.685127] [INFO ] [FORECASTER] Completed predict_future for MOMO
[2025-12-08T20:27:16.685243] [INFO ] [sig       ] MOMO: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:27:16.843947] [INFO ] [LOCAL     ] Saved forecast: MOMO	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/MOMO.txt
[2025-12-08T20:27:16.844074] [INFO ] [sig       ] [2139/3624] Completed MOMO in 0.4s | 2.92 sym/s | Total: 12.2m | ETA: 8.5m
[2025-12-08T20:27:16.844112] [INFO ] [sig       ] [2140/3624] Forecasting MORN...
[2025-12-08T20:27:16.844140] [INFO ] [sig       ] Generating forecast for: MORN
[2025-12-08T20:27:16.844170] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MORN' from 'https://tdm.silogroup.org/data/derivative_storage/MORN.csv'.
[2025-12-08T20:27:16.856725] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MORN'.
[2025-12-08T20:27:16.857093] [INFO ] [FORECASTER] Starting predict_future for MORN
[2025-12-08T20:27:16.857956] [DEBUG] [LOCAL     ] No optimal features file found for MORN: ./output/feature-sets/MORN.txt
[2025-12-08T20:27:16.858006] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:16.858038] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:16.858064] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:16.858118] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:16.916616] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:16.917360] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:16.917460] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:16.917494] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:17.040103] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:17.040252] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:17.040290] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:17.040319] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:17.043805] [DEBUG] [FORECASTER] MORN: Forecast T+1@11:T+2@11: DOWN (p=34.24%)
[2025-12-08T20:27:17.044112] [INFO ] [FORECASTER] Completed predict_future for MORN
[2025-12-08T20:27:17.044242] [INFO ] [sig       ] MORN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:27:17.200341] [INFO ] [LOCAL     ] Saved forecast: MORN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/MORN.txt
[2025-12-08T20:27:17.200487] [INFO ] [sig       ] [2140/3624] Completed MORN in 0.4s | 2.92 sym/s | Total: 12.2m | ETA: 8.5m
[2025-12-08T20:27:17.200527] [INFO ] [sig       ] [2141/3624] Forecasting MOS...
[2025-12-08T20:27:17.200557] [INFO ] [sig       ] Generating forecast for: MOS
[2025-12-08T20:27:17.200604] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOS' from 'https://tdm.silogroup.org/data/derivative_storage/MOS.csv'.
[2025-12-08T20:27:17.212732] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOS'.
[2025-12-08T20:27:17.213080] [INFO ] [FORECASTER] Starting predict_future for MOS
[2025-12-08T20:27:17.213908] [DEBUG] [LOCAL     ] No optimal features file found for MOS: ./output/feature-sets/MOS.txt
[2025-12-08T20:27:17.213961] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:17.214018] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:17.214045] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:17.214101] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:17.276804] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:17.277657] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:17.277740] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:17.277779] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:17.399445] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:17.399639] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:17.399685] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:17.399736] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:17.403098] [DEBUG] [FORECASTER] MOS: Forecast T+1@11:T+2@11: UP (p=93.66%)
[2025-12-08T20:27:17.403374] [INFO ] [FORECASTER] Completed predict_future for MOS
[2025-12-08T20:27:17.403499] [INFO ] [sig       ] MOS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:27:17.546912] [INFO ] [LOCAL     ] Saved forecast: MOS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/MOS.txt
[2025-12-08T20:27:17.547065] [INFO ] [sig       ] [2141/3624] Completed MOS in 0.3s | 2.92 sym/s | Total: 12.2m | ETA: 8.5m
[2025-12-08T20:27:17.547104] [INFO ] [sig       ] [2142/3624] Forecasting MP...
[2025-12-08T20:27:17.547133] [INFO ] [sig       ] Generating forecast for: MP
[2025-12-08T20:27:17.547163] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MP' from 'https://tdm.silogroup.org/data/derivative_storage/MP.csv'.
[2025-12-08T20:27:17.560007] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MP'.
[2025-12-08T20:27:17.560404] [INFO ] [FORECASTER] Starting predict_future for MP
[2025-12-08T20:27:17.561227] [DEBUG] [LOCAL     ] No optimal features file found for MP: ./output/feature-sets/MP.txt
[2025-12-08T20:27:17.561278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:17.561316] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:17.561349] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:17.561406] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:17.619808] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:17.620654] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:17.620733] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:17.620766] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:17.739296] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:17.739445] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:17.739484] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:17.739511] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:17.742830] [DEBUG] [FORECASTER] MP: Forecast T+1@11:T+2@11: UP (p=68.63%)
[2025-12-08T20:27:17.743089] [INFO ] [FORECASTER] Completed predict_future for MP
[2025-12-08T20:27:17.743204] [INFO ] [sig       ] MP: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:27:17.884001] [INFO ] [LOCAL     ] Saved forecast: MP	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/MP.txt
[2025-12-08T20:27:17.884125] [INFO ] [sig       ] [2142/3624] Completed MP in 0.3s | 2.92 sym/s | Total: 12.2m | ETA: 8.5m
[2025-12-08T20:27:17.884164] [INFO ] [sig       ] [2143/3624] Forecasting MPA...
[2025-12-08T20:27:17.884193] [INFO ] [sig       ] Generating forecast for: MPA
[2025-12-08T20:27:17.884225] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPA' from 'https://tdm.silogroup.org/data/derivative_storage/MPA.csv'.
[2025-12-08T20:27:17.896290] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPA'.
[2025-12-08T20:27:17.896652] [INFO ] [FORECASTER] Starting predict_future for MPA
[2025-12-08T20:27:17.897466] [DEBUG] [LOCAL     ] No optimal features file found for MPA: ./output/feature-sets/MPA.txt
[2025-12-08T20:27:17.897520] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:17.897552] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:17.897598] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:17.897656] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:17.955658] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:17.956503] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:17.956604] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:17.956646] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:18.068204] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:18.068356] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:18.068400] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:18.068428] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:18.071841] [DEBUG] [FORECASTER] MPA: Forecast T+1@11:T+2@11: UP (p=82.39%)
[2025-12-08T20:27:18.072114] [INFO ] [FORECASTER] Completed predict_future for MPA
[2025-12-08T20:27:18.072232] [INFO ] [sig       ] MPA: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:27:18.212520] [INFO ] [LOCAL     ] Saved forecast: MPA	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/MPA.txt
[2025-12-08T20:27:18.212673] [INFO ] [sig       ] [2143/3624] Completed MPA in 0.3s | 2.92 sym/s | Total: 12.2m | ETA: 8.5m
[2025-12-08T20:27:18.212713] [INFO ] [sig       ] [2144/3624] Forecasting MPAA...
[2025-12-08T20:27:18.212742] [INFO ] [sig       ] Generating forecast for: MPAA
[2025-12-08T20:27:18.212773] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPAA' from 'https://tdm.silogroup.org/data/derivative_storage/MPAA.csv'.
[2025-12-08T20:27:18.224778] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPAA'.
[2025-12-08T20:27:18.225113] [INFO ] [FORECASTER] Starting predict_future for MPAA
[2025-12-08T20:27:18.225897] [DEBUG] [LOCAL     ] No optimal features file found for MPAA: ./output/feature-sets/MPAA.txt
[2025-12-08T20:27:18.225948] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:18.225978] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:18.226004] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:18.226060] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:18.283789] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:18.284467] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:18.284550] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:18.284609] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:18.403291] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:18.403442] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:18.403479] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:18.403506] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:18.406787] [DEBUG] [FORECASTER] MPAA: Forecast T+1@11:T+2@11: UP (p=62.24%)
[2025-12-08T20:27:18.407043] [INFO ] [FORECASTER] Completed predict_future for MPAA
[2025-12-08T20:27:18.407160] [INFO ] [sig       ] MPAA: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:27:18.545474] [INFO ] [LOCAL     ] Saved forecast: MPAA	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/MPAA.txt
[2025-12-08T20:27:18.545603] [INFO ] [sig       ] [2144/3624] Completed MPAA in 0.3s | 2.92 sym/s | Total: 12.2m | ETA: 8.4m
[2025-12-08T20:27:18.545644] [INFO ] [sig       ] [2145/3624] Forecasting MPB...
[2025-12-08T20:27:18.545671] [INFO ] [sig       ] Generating forecast for: MPB
[2025-12-08T20:27:18.545706] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPB' from 'https://tdm.silogroup.org/data/derivative_storage/MPB.csv'.
[2025-12-08T20:27:18.558687] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPB'.
[2025-12-08T20:27:18.559105] [INFO ] [FORECASTER] Starting predict_future for MPB
[2025-12-08T20:27:18.559932] [DEBUG] [LOCAL     ] No optimal features file found for MPB: ./output/feature-sets/MPB.txt
[2025-12-08T20:27:18.559994] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:18.560026] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:18.560053] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:18.560107] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:18.617035] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:18.617922] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:18.617998] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:18.618030] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:18.736532] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:18.736706] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:18.736746] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:18.736775] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:18.740381] [DEBUG] [FORECASTER] MPB: Forecast T+1@11:T+2@11: DOWN (p=33.19%)
[2025-12-08T20:27:18.740691] [INFO ] [FORECASTER] Completed predict_future for MPB
[2025-12-08T20:27:18.740828] [INFO ] [sig       ] MPB: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:27:18.887499] [INFO ] [LOCAL     ] Saved forecast: MPB	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/MPB.txt
[2025-12-08T20:27:18.887667] [INFO ] [sig       ] [2145/3624] Completed MPB in 0.3s | 2.92 sym/s | Total: 12.2m | ETA: 8.4m
[2025-12-08T20:27:18.887709] [INFO ] [sig       ] [2146/3624] Forecasting MPC...
[2025-12-08T20:27:18.887739] [INFO ] [sig       ] Generating forecast for: MPC
[2025-12-08T20:27:18.887770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPC' from 'https://tdm.silogroup.org/data/derivative_storage/MPC.csv'.
[2025-12-08T20:27:18.900113] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPC'.
[2025-12-08T20:27:18.900484] [INFO ] [FORECASTER] Starting predict_future for MPC
[2025-12-08T20:27:18.901294] [DEBUG] [LOCAL     ] No optimal features file found for MPC: ./output/feature-sets/MPC.txt
[2025-12-08T20:27:18.901344] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:18.901376] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:18.901402] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:18.901458] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:18.960014] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:18.960879] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:18.960960] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:18.961002] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:19.085947] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:19.086106] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:19.086155] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:19.086185] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:19.089804] [DEBUG] [FORECASTER] MPC: Forecast T+1@11:T+2@11: DOWN (p=43.39%)
[2025-12-08T20:27:19.090115] [INFO ] [FORECASTER] Completed predict_future for MPC
[2025-12-08T20:27:19.090255] [INFO ] [sig       ] MPC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:27:19.235881] [INFO ] [LOCAL     ] Saved forecast: MPC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/MPC.txt
[2025-12-08T20:27:19.236025] [INFO ] [sig       ] [2146/3624] Completed MPC in 0.3s | 2.92 sym/s | Total: 12.2m | ETA: 8.4m
[2025-12-08T20:27:19.236064] [INFO ] [sig       ] [2147/3624] Forecasting MPX...
[2025-12-08T20:27:19.236093] [INFO ] [sig       ] Generating forecast for: MPX
[2025-12-08T20:27:19.236124] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPX' from 'https://tdm.silogroup.org/data/derivative_storage/MPX.csv'.
[2025-12-08T20:27:19.248334] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPX'.
[2025-12-08T20:27:19.248728] [INFO ] [FORECASTER] Starting predict_future for MPX
[2025-12-08T20:27:19.249517] [DEBUG] [LOCAL     ] No optimal features file found for MPX: ./output/feature-sets/MPX.txt
[2025-12-08T20:27:19.249588] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:19.249633] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:19.249662] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:19.249719] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:19.307730] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:19.308592] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:19.308672] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:19.308706] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:19.420893] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:19.421037] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:19.421076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:19.421104] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:19.424519] [DEBUG] [FORECASTER] MPX: Forecast T+1@11:T+2@11: UP (p=69.74%)
[2025-12-08T20:27:19.424818] [INFO ] [FORECASTER] Completed predict_future for MPX
[2025-12-08T20:27:19.424942] [INFO ] [sig       ] MPX: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:27:19.574328] [INFO ] [LOCAL     ] Saved forecast: MPX	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/MPX.txt
[2025-12-08T20:27:19.574478] [INFO ] [sig       ] [2147/3624] Completed MPX in 0.3s | 2.92 sym/s | Total: 12.3m | ETA: 8.4m
[2025-12-08T20:27:19.574519] [INFO ] [sig       ] [2148/3624] Forecasting MQ...
[2025-12-08T20:27:19.574550] [INFO ] [sig       ] Generating forecast for: MQ
[2025-12-08T20:27:19.574601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MQ' from 'https://tdm.silogroup.org/data/derivative_storage/MQ.csv'.
[2025-12-08T20:27:19.586824] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MQ'.
[2025-12-08T20:27:19.587228] [INFO ] [FORECASTER] Starting predict_future for MQ
[2025-12-08T20:27:19.588058] [DEBUG] [LOCAL     ] No optimal features file found for MQ: ./output/feature-sets/MQ.txt
[2025-12-08T20:27:19.588109] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:19.588140] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:19.588166] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:19.588231] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:19.648375] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:19.649230] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:19.649309] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:19.649341] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:19.782631] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:19.782787] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:19.782827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:19.782854] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:19.786256] [DEBUG] [FORECASTER] MQ: Forecast T+1@11:T+2@11: UP (p=97.18%)
[2025-12-08T20:27:19.786534] [INFO ] [FORECASTER] Completed predict_future for MQ
[2025-12-08T20:27:19.786681] [INFO ] [sig       ] MQ: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:27:19.938962] [INFO ] [LOCAL     ] Saved forecast: MQ	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/MQ.txt
[2025-12-08T20:27:19.939118] [INFO ] [sig       ] [2148/3624] Completed MQ in 0.4s | 2.92 sym/s | Total: 12.3m | ETA: 8.4m
[2025-12-08T20:27:19.939170] [INFO ] [sig       ] [2149/3624] Forecasting MQY...
[2025-12-08T20:27:19.939201] [INFO ] [sig       ] Generating forecast for: MQY
[2025-12-08T20:27:19.939232] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MQY' from 'https://tdm.silogroup.org/data/derivative_storage/MQY.csv'.
[2025-12-08T20:27:19.951736] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MQY'.
[2025-12-08T20:27:19.952128] [INFO ] [FORECASTER] Starting predict_future for MQY
[2025-12-08T20:27:19.952941] [DEBUG] [LOCAL     ] No optimal features file found for MQY: ./output/feature-sets/MQY.txt
[2025-12-08T20:27:19.952992] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:19.953025] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:19.953052] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:19.953108] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:20.015415] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:20.016303] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:20.016407] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:20.016443] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:20.153853] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:20.154010] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:20.154052] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:20.154081] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:20.157511] [DEBUG] [FORECASTER] MQY: Forecast T+1@11:T+2@11: UP (p=55.38%)
[2025-12-08T20:27:20.157806] [INFO ] [FORECASTER] Completed predict_future for MQY
[2025-12-08T20:27:20.157934] [INFO ] [sig       ] MQY: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:27:20.307797] [INFO ] [LOCAL     ] Saved forecast: MQY	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/MQY.txt
[2025-12-08T20:27:20.307945] [INFO ] [sig       ] [2149/3624] Completed MQY in 0.4s | 2.92 sym/s | Total: 12.3m | ETA: 8.4m
[2025-12-08T20:27:20.307983] [INFO ] [sig       ] [2150/3624] Forecasting MRAM...
[2025-12-08T20:27:20.308012] [INFO ] [sig       ] Generating forecast for: MRAM
[2025-12-08T20:27:20.308041] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRAM' from 'https://tdm.silogroup.org/data/derivative_storage/MRAM.csv'.
[2025-12-08T20:27:20.320436] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRAM'.
[2025-12-08T20:27:20.320852] [INFO ] [FORECASTER] Starting predict_future for MRAM
[2025-12-08T20:27:20.321712] [DEBUG] [LOCAL     ] No optimal features file found for MRAM: ./output/feature-sets/MRAM.txt
[2025-12-08T20:27:20.321764] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:20.321796] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:20.321822] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:20.321877] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:20.376376] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:20.377056] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:20.377134] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:20.377166] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:20.491902] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:20.492061] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:20.492101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:20.492128] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:20.495428] [DEBUG] [FORECASTER] MRAM: Forecast T+1@11:T+2@11: UP (p=59.26%)
[2025-12-08T20:27:20.495765] [INFO ] [FORECASTER] Completed predict_future for MRAM
[2025-12-08T20:27:20.495913] [INFO ] [sig       ] MRAM: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:27:20.635929] [INFO ] [LOCAL     ] Saved forecast: MRAM	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/MRAM.txt
[2025-12-08T20:27:20.636071] [INFO ] [sig       ] [2150/3624] Completed MRAM in 0.3s | 2.92 sym/s | Total: 12.3m | ETA: 8.4m
[2025-12-08T20:27:20.636110] [INFO ] [sig       ] [2151/3624] Forecasting MRBK...
[2025-12-08T20:27:20.636137] [INFO ] [sig       ] Generating forecast for: MRBK
[2025-12-08T20:27:20.636167] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRBK' from 'https://tdm.silogroup.org/data/derivative_storage/MRBK.csv'.
[2025-12-08T20:27:20.648241] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRBK'.
[2025-12-08T20:27:20.648658] [INFO ] [FORECASTER] Starting predict_future for MRBK
[2025-12-08T20:27:20.649433] [DEBUG] [LOCAL     ] No optimal features file found for MRBK: ./output/feature-sets/MRBK.txt
[2025-12-08T20:27:20.649482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:20.649512] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:20.649538] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:20.649613] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:20.707334] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:20.708087] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:20.708164] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:20.708198] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:20.850116] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:20.850298] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:20.850356] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:20.850398] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:20.855713] [DEBUG] [FORECASTER] MRBK: Forecast T+1@11:T+2@11: DOWN (p=23.21%)
[2025-12-08T20:27:20.856036] [INFO ] [FORECASTER] Completed predict_future for MRBK
[2025-12-08T20:27:20.856172] [INFO ] [sig       ] MRBK: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:27:21.023705] [INFO ] [LOCAL     ] Saved forecast: MRBK	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/MRBK.txt
[2025-12-08T20:27:21.023901] [INFO ] [sig       ] [2151/3624] Completed MRBK in 0.4s | 2.92 sym/s | Total: 12.3m | ETA: 8.4m
[2025-12-08T20:27:21.023959] [INFO ] [sig       ] [2152/3624] Forecasting MRCC...
[2025-12-08T20:27:21.024007] [INFO ] [sig       ] Generating forecast for: MRCC
[2025-12-08T20:27:21.024047] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRCC' from 'https://tdm.silogroup.org/data/derivative_storage/MRCC.csv'.
[2025-12-08T20:27:21.038009] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRCC'.
[2025-12-08T20:27:21.038472] [INFO ] [FORECASTER] Starting predict_future for MRCC
[2025-12-08T20:27:21.039545] [DEBUG] [LOCAL     ] No optimal features file found for MRCC: ./output/feature-sets/MRCC.txt
[2025-12-08T20:27:21.039660] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:21.039717] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:21.039761] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:21.039846] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:21.104414] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:21.105279] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:21.105359] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:21.105393] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:21.231966] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:21.232128] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:21.232168] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:21.232214] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:21.235696] [DEBUG] [FORECASTER] MRCC: Forecast T+1@11:T+2@11: DOWN (p=33.00%)
[2025-12-08T20:27:21.235967] [INFO ] [FORECASTER] Completed predict_future for MRCC
[2025-12-08T20:27:21.236093] [INFO ] [sig       ] MRCC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:27:21.382180] [INFO ] [LOCAL     ] Saved forecast: MRCC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/MRCC.txt
[2025-12-08T20:27:21.382323] [INFO ] [sig       ] [2152/3624] Completed MRCC in 0.4s | 2.92 sym/s | Total: 12.3m | ETA: 8.4m
[2025-12-08T20:27:21.382363] [INFO ] [sig       ] [2153/3624] Forecasting MRCY...
[2025-12-08T20:27:21.382392] [INFO ] [sig       ] Generating forecast for: MRCY
[2025-12-08T20:27:21.382421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRCY' from 'https://tdm.silogroup.org/data/derivative_storage/MRCY.csv'.
[2025-12-08T20:27:21.395905] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRCY'.
[2025-12-08T20:27:21.396322] [INFO ] [FORECASTER] Starting predict_future for MRCY
[2025-12-08T20:27:21.397211] [DEBUG] [LOCAL     ] No optimal features file found for MRCY: ./output/feature-sets/MRCY.txt
[2025-12-08T20:27:21.397264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:21.397296] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:21.397323] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:21.397379] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:21.463082] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:21.463975] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:21.464053] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:21.464085] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:21.588906] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:21.589062] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:21.589102] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:21.589130] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:21.592447] [DEBUG] [FORECASTER] MRCY: Forecast T+1@11:T+2@11: UP (p=92.37%)
[2025-12-08T20:27:21.592743] [INFO ] [FORECASTER] Completed predict_future for MRCY
[2025-12-08T20:27:21.592869] [INFO ] [sig       ] MRCY: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:27:21.734692] [INFO ] [LOCAL     ] Saved forecast: MRCY	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/MRCY.txt
[2025-12-08T20:27:21.734846] [INFO ] [sig       ] [2153/3624] Completed MRCY in 0.4s | 2.92 sym/s | Total: 12.3m | ETA: 8.4m
[2025-12-08T20:27:21.734886] [INFO ] [sig       ] [2154/3624] Forecasting MREO...
[2025-12-08T20:27:21.734914] [INFO ] [sig       ] Generating forecast for: MREO
[2025-12-08T20:27:21.734944] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MREO' from 'https://tdm.silogroup.org/data/derivative_storage/MREO.csv'.
[2025-12-08T20:27:21.747096] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MREO'.
[2025-12-08T20:27:21.747507] [INFO ] [FORECASTER] Starting predict_future for MREO
[2025-12-08T20:27:21.748339] [DEBUG] [LOCAL     ] No optimal features file found for MREO: ./output/feature-sets/MREO.txt
[2025-12-08T20:27:21.748390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:21.748420] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:21.748447] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:21.748503] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:21.806795] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:21.808125] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:21.808245] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:21.808283] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:21.927655] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:21.927811] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:21.927851] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:21.927880] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:21.931339] [DEBUG] [FORECASTER] MREO: Forecast T+1@11:T+2@11: UP (p=56.42%)
[2025-12-08T20:27:21.931646] [INFO ] [FORECASTER] Completed predict_future for MREO
[2025-12-08T20:27:21.931777] [INFO ] [sig       ] MREO: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:27:22.075369] [INFO ] [LOCAL     ] Saved forecast: MREO	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/MREO.txt
[2025-12-08T20:27:22.075508] [INFO ] [sig       ] [2154/3624] Completed MREO in 0.3s | 2.92 sym/s | Total: 12.3m | ETA: 8.4m
[2025-12-08T20:27:22.075591] [INFO ] [sig       ] [2155/3624] Forecasting MRK...
[2025-12-08T20:27:22.075624] [INFO ] [sig       ] Generating forecast for: MRK
[2025-12-08T20:27:22.075653] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRK' from 'https://tdm.silogroup.org/data/derivative_storage/MRK.csv'.
[2025-12-08T20:27:22.087813] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRK'.
[2025-12-08T20:27:22.088177] [INFO ] [FORECASTER] Starting predict_future for MRK
[2025-12-08T20:27:22.088950] [DEBUG] [LOCAL     ] No optimal features file found for MRK: ./output/feature-sets/MRK.txt
[2025-12-08T20:27:22.089000] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:22.089031] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:22.089056] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:22.089111] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:22.144596] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:22.145230] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:22.145303] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:22.145334] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:22.269604] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:22.269755] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:22.269792] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:22.269821] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:22.273072] [DEBUG] [FORECASTER] MRK: Forecast T+1@11:T+2@11: UP (p=79.82%)
[2025-12-08T20:27:22.273331] [INFO ] [FORECASTER] Completed predict_future for MRK
[2025-12-08T20:27:22.273448] [INFO ] [sig       ] MRK: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:27:22.412662] [INFO ] [LOCAL     ] Saved forecast: MRK	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/MRK.txt
[2025-12-08T20:27:22.412813] [INFO ] [sig       ] [2155/3624] Completed MRK in 0.3s | 2.92 sym/s | Total: 12.3m | ETA: 8.4m
[2025-12-08T20:27:22.412851] [INFO ] [sig       ] [2156/3624] Forecasting MRM...
[2025-12-08T20:27:22.412881] [INFO ] [sig       ] Generating forecast for: MRM
[2025-12-08T20:27:22.412911] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRM' from 'https://tdm.silogroup.org/data/derivative_storage/MRM.csv'.
[2025-12-08T20:27:22.424246] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRM'.
[2025-12-08T20:27:22.424621] [INFO ] [FORECASTER] Starting predict_future for MRM
[2025-12-08T20:27:22.425374] [DEBUG] [LOCAL     ] No optimal features file found for MRM: ./output/feature-sets/MRM.txt
[2025-12-08T20:27:22.425423] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:22.425453] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:22.425490] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:22.425547] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:22.481056] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:22.481756] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:22.481831] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:22.481862] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:22.598298] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:22.598455] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:22.598495] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:22.598522] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:22.601978] [DEBUG] [FORECASTER] MRM: Forecast T+1@11:T+2@11: DOWN (p=41.83%)
[2025-12-08T20:27:22.602240] [INFO ] [FORECASTER] Completed predict_future for MRM
[2025-12-08T20:27:22.602358] [INFO ] [sig       ] MRM: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:27:22.752008] [INFO ] [LOCAL     ] Saved forecast: MRM	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/MRM.txt
[2025-12-08T20:27:22.752201] [INFO ] [sig       ] [2156/3624] Completed MRM in 0.3s | 2.92 sym/s | Total: 12.3m | ETA: 8.4m
[2025-12-08T20:27:22.752253] [INFO ] [sig       ] [2157/3624] Forecasting MRNA...
[2025-12-08T20:27:22.752295] [INFO ] [sig       ] Generating forecast for: MRNA
[2025-12-08T20:27:22.752336] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRNA' from 'https://tdm.silogroup.org/data/derivative_storage/MRNA.csv'.
[2025-12-08T20:27:22.767175] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRNA'.
[2025-12-08T20:27:22.767645] [INFO ] [FORECASTER] Starting predict_future for MRNA
[2025-12-08T20:27:22.768429] [DEBUG] [LOCAL     ] No optimal features file found for MRNA: ./output/feature-sets/MRNA.txt
[2025-12-08T20:27:22.768480] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:22.768512] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:22.768539] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:22.768614] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:22.824523] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:22.825143] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:22.825218] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:22.825249] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:22.940728] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:22.940867] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:22.940904] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:22.940932] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:22.944146] [DEBUG] [FORECASTER] MRNA: Forecast T+1@11:T+2@11: DOWN (p=12.45%)
[2025-12-08T20:27:22.944404] [INFO ] [FORECASTER] Completed predict_future for MRNA
[2025-12-08T20:27:22.944521] [INFO ] [sig       ] MRNA: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:27:23.083338] [INFO ] [LOCAL     ] Saved forecast: MRNA	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/MRNA.txt
[2025-12-08T20:27:23.083493] [INFO ] [sig       ] [2157/3624] Completed MRNA in 0.3s | 2.92 sym/s | Total: 12.3m | ETA: 8.4m
[2025-12-08T20:27:23.083534] [INFO ] [sig       ] [2158/3624] Forecasting MRSN...
[2025-12-08T20:27:23.083565] [INFO ] [sig       ] Generating forecast for: MRSN
[2025-12-08T20:27:23.083620] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRSN' from 'https://tdm.silogroup.org/data/derivative_storage/MRSN.csv'.
[2025-12-08T20:27:23.095911] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRSN'.
[2025-12-08T20:27:23.096270] [INFO ] [FORECASTER] Starting predict_future for MRSN
[2025-12-08T20:27:23.097054] [DEBUG] [LOCAL     ] No optimal features file found for MRSN: ./output/feature-sets/MRSN.txt
[2025-12-08T20:27:23.097105] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:23.097136] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:23.097204] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:23.097265] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:23.156040] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:23.156684] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:23.156759] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:23.156794] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:23.276077] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:23.276220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:23.276259] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:23.276289] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:23.279726] [DEBUG] [FORECASTER] MRSN: Forecast T+1@11:T+2@11: DOWN (p=47.86%)
[2025-12-08T20:27:23.280002] [INFO ] [FORECASTER] Completed predict_future for MRSN
[2025-12-08T20:27:23.280140] [INFO ] [sig       ] MRSN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:27:23.427649] [INFO ] [LOCAL     ] Saved forecast: MRSN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/MRSN.txt
[2025-12-08T20:27:23.427806] [INFO ] [sig       ] [2158/3624] Completed MRSN in 0.3s | 2.92 sym/s | Total: 12.3m | ETA: 8.4m
[2025-12-08T20:27:23.427846] [INFO ] [sig       ] [2159/3624] Forecasting MRTN...
[2025-12-08T20:27:23.427876] [INFO ] [sig       ] Generating forecast for: MRTN
[2025-12-08T20:27:23.428104] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRTN' from 'https://tdm.silogroup.org/data/derivative_storage/MRTN.csv'.
[2025-12-08T20:27:23.443172] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRTN'.
[2025-12-08T20:27:23.443545] [INFO ] [FORECASTER] Starting predict_future for MRTN
[2025-12-08T20:27:23.444612] [DEBUG] [LOCAL     ] No optimal features file found for MRTN: ./output/feature-sets/MRTN.txt
[2025-12-08T20:27:23.444665] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:23.444698] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:23.444726] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:23.444782] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:23.504242] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:23.505103] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:23.505185] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:23.505218] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:23.623151] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:23.623301] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:23.623341] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:23.623371] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:23.626787] [DEBUG] [FORECASTER] MRTN: Forecast T+1@11:T+2@11: DOWN (p=16.21%)
[2025-12-08T20:27:23.627058] [INFO ] [FORECASTER] Completed predict_future for MRTN
[2025-12-08T20:27:23.627181] [INFO ] [sig       ] MRTN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:27:23.766491] [INFO ] [LOCAL     ] Saved forecast: MRTN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/MRTN.txt
[2025-12-08T20:27:23.766653] [INFO ] [sig       ] [2159/3624] Completed MRTN in 0.3s | 2.92 sym/s | Total: 12.3m | ETA: 8.4m
[2025-12-08T20:27:23.766696] [INFO ] [sig       ] [2160/3624] Forecasting MRUS...
[2025-12-08T20:27:23.766754] [INFO ] [sig       ] Generating forecast for: MRUS
[2025-12-08T20:27:23.766784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRUS' from 'https://tdm.silogroup.org/data/derivative_storage/MRUS.csv'.
[2025-12-08T20:27:23.779204] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRUS'.
[2025-12-08T20:27:23.779601] [INFO ] [FORECASTER] Starting predict_future for MRUS
[2025-12-08T20:27:23.780398] [DEBUG] [LOCAL     ] No optimal features file found for MRUS: ./output/feature-sets/MRUS.txt
[2025-12-08T20:27:23.780449] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:23.780480] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:23.780510] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:23.780592] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:23.839953] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:23.840778] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:23.840858] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:23.840890] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:23.958095] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:23.958216] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:23.958251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:23.958279] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:23.961415] [DEBUG] [FORECASTER] MRUS: Forecast T+1@11:T+2@11: UP (p=83.20%)
[2025-12-08T20:27:23.961696] [INFO ] [FORECASTER] Completed predict_future for MRUS
[2025-12-08T20:27:23.961816] [INFO ] [sig       ] MRUS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:27:24.100034] [INFO ] [LOCAL     ] Saved forecast: MRUS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/MRUS.txt
[2025-12-08T20:27:24.100180] [INFO ] [sig       ] [2160/3624] Completed MRUS in 0.3s | 2.92 sym/s | Total: 12.3m | ETA: 8.4m
[2025-12-08T20:27:24.100219] [INFO ] [sig       ] [2161/3624] Forecasting MRVI...
[2025-12-08T20:27:24.100248] [INFO ] [sig       ] Generating forecast for: MRVI
[2025-12-08T20:27:24.100279] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRVI' from 'https://tdm.silogroup.org/data/derivative_storage/MRVI.csv'.
[2025-12-08T20:27:24.112775] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRVI'.
[2025-12-08T20:27:24.113327] [INFO ] [FORECASTER] Starting predict_future for MRVI
[2025-12-08T20:27:24.114285] [DEBUG] [LOCAL     ] No optimal features file found for MRVI: ./output/feature-sets/MRVI.txt
[2025-12-08T20:27:24.114334] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:24.114365] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:24.114391] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:24.114446] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:24.176505] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:24.177285] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:24.177369] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:24.177423] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:24.307490] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:24.307677] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:24.307719] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:24.307748] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:24.311265] [DEBUG] [FORECASTER] MRVI: Forecast T+1@11:T+2@11: UP (p=69.67%)
[2025-12-08T20:27:24.311549] [INFO ] [FORECASTER] Completed predict_future for MRVI
[2025-12-08T20:27:24.311718] [INFO ] [sig       ] MRVI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:27:24.463664] [INFO ] [LOCAL     ] Saved forecast: MRVI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/MRVI.txt
[2025-12-08T20:27:24.463804] [INFO ] [sig       ] [2161/3624] Completed MRVI in 0.4s | 2.92 sym/s | Total: 12.3m | ETA: 8.3m
[2025-12-08T20:27:24.463849] [INFO ] [sig       ] [2162/3624] Forecasting MRVL...
[2025-12-08T20:27:24.463880] [INFO ] [sig       ] Generating forecast for: MRVL
[2025-12-08T20:27:24.463909] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRVL' from 'https://tdm.silogroup.org/data/derivative_storage/MRVL.csv'.
[2025-12-08T20:27:24.476434] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRVL'.
[2025-12-08T20:27:24.476850] [INFO ] [FORECASTER] Starting predict_future for MRVL
[2025-12-08T20:27:24.477705] [DEBUG] [LOCAL     ] No optimal features file found for MRVL: ./output/feature-sets/MRVL.txt
[2025-12-08T20:27:24.477756] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:24.477788] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:24.477815] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:24.477871] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:24.533940] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:24.534800] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:24.534881] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:24.534914] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:24.654659] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:24.654806] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:24.654843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:24.654872] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:24.658112] [DEBUG] [FORECASTER] MRVL: Forecast T+1@11:T+2@11: UP (p=68.96%)
[2025-12-08T20:27:24.658377] [INFO ] [FORECASTER] Completed predict_future for MRVL
[2025-12-08T20:27:24.658495] [INFO ] [sig       ] MRVL: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:27:24.796917] [INFO ] [LOCAL     ] Saved forecast: MRVL	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/MRVL.txt
[2025-12-08T20:27:24.797050] [INFO ] [sig       ] [2162/3624] Completed MRVL in 0.3s | 2.92 sym/s | Total: 12.3m | ETA: 8.3m
[2025-12-08T20:27:24.797089] [INFO ] [sig       ] [2163/3624] Forecasting MRX...
[2025-12-08T20:27:24.797118] [INFO ] [sig       ] Generating forecast for: MRX
[2025-12-08T20:27:24.797147] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRX' from 'https://tdm.silogroup.org/data/derivative_storage/MRX.csv'.
[2025-12-08T20:27:24.810594] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRX'.
[2025-12-08T20:27:24.811028] [INFO ] [FORECASTER] Starting predict_future for MRX
[2025-12-08T20:27:24.812057] [DEBUG] [LOCAL     ] No optimal features file found for MRX: ./output/feature-sets/MRX.txt
[2025-12-08T20:27:24.812117] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:24.812158] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:24.812191] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:24.812268] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:24.870092] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:24.870933] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:24.871011] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:24.871044] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:24.988697] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:24.988871] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:24.988917] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:24.988962] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:24.992374] [DEBUG] [FORECASTER] MRX: Forecast T+1@11:T+2@11: DOWN (p=7.78%)
[2025-12-08T20:27:24.992667] [INFO ] [FORECASTER] Completed predict_future for MRX
[2025-12-08T20:27:24.992785] [INFO ] [sig       ] MRX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:27:25.130359] [INFO ] [LOCAL     ] Saved forecast: MRX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/MRX.txt
[2025-12-08T20:27:25.130507] [INFO ] [sig       ] [2163/3624] Completed MRX in 0.3s | 2.92 sym/s | Total: 12.3m | ETA: 8.3m
[2025-12-08T20:27:25.130546] [INFO ] [sig       ] [2164/3624] Forecasting MS...
[2025-12-08T20:27:25.130596] [INFO ] [sig       ] Generating forecast for: MS
[2025-12-08T20:27:25.130628] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MS' from 'https://tdm.silogroup.org/data/derivative_storage/MS.csv'.
[2025-12-08T20:27:25.143260] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MS'.
[2025-12-08T20:27:25.143655] [INFO ] [FORECASTER] Starting predict_future for MS
[2025-12-08T20:27:25.144438] [DEBUG] [LOCAL     ] No optimal features file found for MS: ./output/feature-sets/MS.txt
[2025-12-08T20:27:25.144488] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:25.144518] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:25.144544] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:25.144615] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:25.201953] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:25.202828] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:25.202908] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:25.202942] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:25.323391] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:25.323540] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:25.323597] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:25.323629] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:25.326970] [DEBUG] [FORECASTER] MS: Forecast T+1@11:T+2@11: DOWN (p=4.28%)
[2025-12-08T20:27:25.327241] [INFO ] [FORECASTER] Completed predict_future for MS
[2025-12-08T20:27:25.327363] [INFO ] [sig       ] MS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:27:25.466553] [INFO ] [LOCAL     ] Saved forecast: MS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/MS.txt
[2025-12-08T20:27:25.466692] [INFO ] [sig       ] [2164/3624] Completed MS in 0.3s | 2.92 sym/s | Total: 12.3m | ETA: 8.3m
[2025-12-08T20:27:25.466730] [INFO ] [sig       ] [2165/3624] Forecasting MSA...
[2025-12-08T20:27:25.466759] [INFO ] [sig       ] Generating forecast for: MSA
[2025-12-08T20:27:25.466788] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSA' from 'https://tdm.silogroup.org/data/derivative_storage/MSA.csv'.
[2025-12-08T20:27:25.478557] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSA'.
[2025-12-08T20:27:25.478904] [INFO ] [FORECASTER] Starting predict_future for MSA
[2025-12-08T20:27:25.479670] [DEBUG] [LOCAL     ] No optimal features file found for MSA: ./output/feature-sets/MSA.txt
[2025-12-08T20:27:25.479719] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:25.479749] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:25.479776] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:25.479830] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:25.536453] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:25.537109] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:25.537181] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:25.537212] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:25.653814] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:25.653963] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:25.654001] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:25.654028] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:25.657284] [DEBUG] [FORECASTER] MSA: Forecast T+1@11:T+2@11: UP (p=63.56%)
[2025-12-08T20:27:25.657611] [INFO ] [FORECASTER] Completed predict_future for MSA
[2025-12-08T20:27:25.657734] [INFO ] [sig       ] MSA: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:27:25.795884] [INFO ] [LOCAL     ] Saved forecast: MSA	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/MSA.txt
[2025-12-08T20:27:25.796048] [INFO ] [sig       ] [2165/3624] Completed MSA in 0.3s | 2.92 sym/s | Total: 12.4m | ETA: 8.3m
[2025-12-08T20:27:25.796088] [INFO ] [sig       ] [2166/3624] Forecasting MSB...
[2025-12-08T20:27:25.796117] [INFO ] [sig       ] Generating forecast for: MSB
[2025-12-08T20:27:25.796149] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSB' from 'https://tdm.silogroup.org/data/derivative_storage/MSB.csv'.
[2025-12-08T20:27:25.811420] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSB'.
[2025-12-08T20:27:25.811829] [INFO ] [FORECASTER] Starting predict_future for MSB
[2025-12-08T20:27:25.812656] [DEBUG] [LOCAL     ] No optimal features file found for MSB: ./output/feature-sets/MSB.txt
[2025-12-08T20:27:25.812705] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:25.812736] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:25.812761] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:25.812814] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:25.867956] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:25.868688] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:25.868774] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:25.868806] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:25.989848] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:25.989996] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:25.990033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:25.990060] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:25.993315] [DEBUG] [FORECASTER] MSB: Forecast T+1@11:T+2@11: DOWN (p=34.80%)
[2025-12-08T20:27:25.993600] [INFO ] [FORECASTER] Completed predict_future for MSB
[2025-12-08T20:27:25.993719] [INFO ] [sig       ] MSB: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:27:26.130489] [INFO ] [LOCAL     ] Saved forecast: MSB	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/MSB.txt
[2025-12-08T20:27:26.130637] [INFO ] [sig       ] [2166/3624] Completed MSB in 0.3s | 2.92 sym/s | Total: 12.4m | ETA: 8.3m
[2025-12-08T20:27:26.130679] [INFO ] [sig       ] [2167/3624] Forecasting MSBI...
[2025-12-08T20:27:26.130709] [INFO ] [sig       ] Generating forecast for: MSBI
[2025-12-08T20:27:26.130739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSBI' from 'https://tdm.silogroup.org/data/derivative_storage/MSBI.csv'.
[2025-12-08T20:27:26.143142] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSBI'.
[2025-12-08T20:27:26.143521] [INFO ] [FORECASTER] Starting predict_future for MSBI
[2025-12-08T20:27:26.144322] [DEBUG] [LOCAL     ] No optimal features file found for MSBI: ./output/feature-sets/MSBI.txt
[2025-12-08T20:27:26.144372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:26.144403] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:26.144429] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:26.144496] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:26.199822] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:26.200626] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:26.200705] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:26.200738] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:26.322788] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:26.322940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:26.322979] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:26.323008] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:26.326356] [DEBUG] [FORECASTER] MSBI: Forecast T+1@11:T+2@11: DOWN (p=33.11%)
[2025-12-08T20:27:26.326637] [INFO ] [FORECASTER] Completed predict_future for MSBI
[2025-12-08T20:27:26.326760] [INFO ] [sig       ] MSBI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:27:26.477062] [INFO ] [LOCAL     ] Saved forecast: MSBI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/MSBI.txt
[2025-12-08T20:27:26.477208] [INFO ] [sig       ] [2167/3624] Completed MSBI in 0.3s | 2.92 sym/s | Total: 12.4m | ETA: 8.3m
[2025-12-08T20:27:26.477247] [INFO ] [sig       ] [2168/3624] Forecasting MSCI...
[2025-12-08T20:27:26.477276] [INFO ] [sig       ] Generating forecast for: MSCI
[2025-12-08T20:27:26.477305] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSCI' from 'https://tdm.silogroup.org/data/derivative_storage/MSCI.csv'.
[2025-12-08T20:27:26.489455] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSCI'.
[2025-12-08T20:27:26.489865] [INFO ] [FORECASTER] Starting predict_future for MSCI
[2025-12-08T20:27:26.490709] [DEBUG] [LOCAL     ] No optimal features file found for MSCI: ./output/feature-sets/MSCI.txt
[2025-12-08T20:27:26.490760] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:26.490791] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:26.490818] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:26.490873] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:26.547109] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:26.547962] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:26.548092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:26.548143] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:26.669216] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:26.669388] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:26.669429] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:26.669458] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:26.673092] [DEBUG] [FORECASTER] MSCI: Forecast T+1@11:T+2@11: DOWN (p=32.97%)
[2025-12-08T20:27:26.673378] [INFO ] [FORECASTER] Completed predict_future for MSCI
[2025-12-08T20:27:26.673509] [INFO ] [sig       ] MSCI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:27:26.810544] [INFO ] [LOCAL     ] Saved forecast: MSCI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/MSCI.txt
[2025-12-08T20:27:26.810680] [INFO ] [sig       ] [2168/3624] Completed MSCI in 0.3s | 2.92 sym/s | Total: 12.4m | ETA: 8.3m
[2025-12-08T20:27:26.810717] [INFO ] [sig       ] [2169/3624] Forecasting MSD...
[2025-12-08T20:27:26.810746] [INFO ] [sig       ] Generating forecast for: MSD
[2025-12-08T20:27:26.810775] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSD' from 'https://tdm.silogroup.org/data/derivative_storage/MSD.csv'.
[2025-12-08T20:27:26.822446] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSD'.
[2025-12-08T20:27:26.822839] [INFO ] [FORECASTER] Starting predict_future for MSD
[2025-12-08T20:27:26.823664] [DEBUG] [LOCAL     ] No optimal features file found for MSD: ./output/feature-sets/MSD.txt
[2025-12-08T20:27:26.823726] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:26.823759] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:26.823787] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:26.823844] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:26.879853] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:26.880551] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:26.880644] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:26.880677] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:26.995765] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:26.995924] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:26.995963] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:26.995992] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:26.999343] [DEBUG] [FORECASTER] MSD: Forecast T+1@11:T+2@11: UP (p=52.23%)
[2025-12-08T20:27:26.999630] [INFO ] [FORECASTER] Completed predict_future for MSD
[2025-12-08T20:27:26.999756] [INFO ] [sig       ] MSD: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:27:27.136845] [INFO ] [LOCAL     ] Saved forecast: MSD	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/MSD.txt
[2025-12-08T20:27:27.137012] [INFO ] [sig       ] [2169/3624] Completed MSD in 0.3s | 2.92 sym/s | Total: 12.4m | ETA: 8.3m
[2025-12-08T20:27:27.137051] [INFO ] [sig       ] [2170/3624] Forecasting MSEX...
[2025-12-08T20:27:27.137080] [INFO ] [sig       ] Generating forecast for: MSEX
[2025-12-08T20:27:27.137108] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSEX' from 'https://tdm.silogroup.org/data/derivative_storage/MSEX.csv'.
[2025-12-08T20:27:27.149280] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSEX'.
[2025-12-08T20:27:27.149697] [INFO ] [FORECASTER] Starting predict_future for MSEX
[2025-12-08T20:27:27.150491] [DEBUG] [LOCAL     ] No optimal features file found for MSEX: ./output/feature-sets/MSEX.txt
[2025-12-08T20:27:27.150539] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:27.150570] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:27.150624] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:27.150679] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:27.210121] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:27.211292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:27.211394] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:27.211442] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:27.334678] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:27.334827] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:27.334867] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:27.334894] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:27.338196] [DEBUG] [FORECASTER] MSEX: Forecast T+1@11:T+2@11: UP (p=94.02%)
[2025-12-08T20:27:27.338455] [INFO ] [FORECASTER] Completed predict_future for MSEX
[2025-12-08T20:27:27.338590] [INFO ] [sig       ] MSEX: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:27:27.481453] [INFO ] [LOCAL     ] Saved forecast: MSEX	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/MSEX.txt
[2025-12-08T20:27:27.481617] [INFO ] [sig       ] [2170/3624] Completed MSEX in 0.3s | 2.92 sym/s | Total: 12.4m | ETA: 8.3m
[2025-12-08T20:27:27.481660] [INFO ] [sig       ] [2171/3624] Forecasting MSFD...
[2025-12-08T20:27:27.481691] [INFO ] [sig       ] Generating forecast for: MSFD
[2025-12-08T20:27:27.481723] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSFD' from 'https://tdm.silogroup.org/data/derivative_storage/MSFD.csv'.
[2025-12-08T20:27:27.494160] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSFD'.
[2025-12-08T20:27:27.494506] [INFO ] [FORECASTER] Starting predict_future for MSFD
[2025-12-08T20:27:27.495291] [DEBUG] [LOCAL     ] No optimal features file found for MSFD: ./output/feature-sets/MSFD.txt
[2025-12-08T20:27:27.495342] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:27.495374] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:27.495400] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:27.495465] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:27.552373] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:27.553019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:27.553098] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:27.553133] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:27.669666] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:27.669816] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:27.669853] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:27.669882] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:27.673119] [DEBUG] [FORECASTER] MSFD: Forecast T+1@11:T+2@11: DOWN (p=11.23%)
[2025-12-08T20:27:27.673376] [INFO ] [FORECASTER] Completed predict_future for MSFD
[2025-12-08T20:27:27.673494] [INFO ] [sig       ] MSFD: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:27:27.814289] [INFO ] [LOCAL     ] Saved forecast: MSFD	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/MSFD.txt
[2025-12-08T20:27:27.814477] [INFO ] [sig       ] [2171/3624] Completed MSFD in 0.3s | 2.92 sym/s | Total: 12.4m | ETA: 8.3m
[2025-12-08T20:27:27.814518] [INFO ] [sig       ] [2172/3624] Forecasting MSFL...
[2025-12-08T20:27:27.814548] [INFO ] [sig       ] Generating forecast for: MSFL
[2025-12-08T20:27:27.814597] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSFL' from 'https://tdm.silogroup.org/data/derivative_storage/MSFL.csv'.
[2025-12-08T20:27:27.826675] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSFL'.
[2025-12-08T20:27:27.827006] [INFO ] [FORECASTER] Starting predict_future for MSFL
[2025-12-08T20:27:27.827819] [DEBUG] [LOCAL     ] No optimal features file found for MSFL: ./output/feature-sets/MSFL.txt
[2025-12-08T20:27:27.827868] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:27.827898] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:27.827928] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:27.827986] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:27.883303] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:27.884000] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:27.884077] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:27.884108] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:28.003357] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:28.003519] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:28.003558] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:28.003606] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:28.006951] [DEBUG] [FORECASTER] MSFL: Forecast T+1@11:T+2@11: DOWN (p=47.03%)
[2025-12-08T20:27:28.007245] [INFO ] [FORECASTER] Completed predict_future for MSFL
[2025-12-08T20:27:28.007381] [INFO ] [sig       ] MSFL: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:27:28.153783] [INFO ] [LOCAL     ] Saved forecast: MSFL	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/MSFL.txt
[2025-12-08T20:27:28.153937] [INFO ] [sig       ] [2172/3624] Completed MSFL in 0.3s | 2.92 sym/s | Total: 12.4m | ETA: 8.3m
[2025-12-08T20:27:28.153977] [INFO ] [sig       ] [2173/3624] Forecasting MSGE...
[2025-12-08T20:27:28.154007] [INFO ] [sig       ] Generating forecast for: MSGE
[2025-12-08T20:27:28.154037] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSGE' from 'https://tdm.silogroup.org/data/derivative_storage/MSGE.csv'.
[2025-12-08T20:27:28.165973] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSGE'.
[2025-12-08T20:27:28.166337] [INFO ] [FORECASTER] Starting predict_future for MSGE
[2025-12-08T20:27:28.167108] [DEBUG] [LOCAL     ] No optimal features file found for MSGE: ./output/feature-sets/MSGE.txt
[2025-12-08T20:27:28.167157] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:28.167188] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:28.167214] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:28.167268] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:28.223896] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:28.224742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:28.224822] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:28.224856] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:28.350218] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:28.350364] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:28.350403] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:28.350432] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:28.353972] [DEBUG] [FORECASTER] MSGE: Forecast T+1@11:T+2@11: UP (p=95.14%)
[2025-12-08T20:27:28.354242] [INFO ] [FORECASTER] Completed predict_future for MSGE
[2025-12-08T20:27:28.354363] [INFO ] [sig       ] MSGE: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:27:28.495425] [INFO ] [LOCAL     ] Saved forecast: MSGE	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/MSGE.txt
[2025-12-08T20:27:28.495548] [INFO ] [sig       ] [2173/3624] Completed MSGE in 0.3s | 2.92 sym/s | Total: 12.4m | ETA: 8.3m
[2025-12-08T20:27:28.495604] [INFO ] [sig       ] [2174/3624] Forecasting MSGM...
[2025-12-08T20:27:28.495635] [INFO ] [sig       ] Generating forecast for: MSGM
[2025-12-08T20:27:28.495664] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSGM' from 'https://tdm.silogroup.org/data/derivative_storage/MSGM.csv'.
[2025-12-08T20:27:28.507104] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSGM'.
[2025-12-08T20:27:28.507448] [INFO ] [FORECASTER] Starting predict_future for MSGM
[2025-12-08T20:27:28.508216] [DEBUG] [LOCAL     ] No optimal features file found for MSGM: ./output/feature-sets/MSGM.txt
[2025-12-08T20:27:28.508265] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:28.508296] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:28.508322] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:28.508378] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:28.563507] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:28.564140] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:28.564212] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:28.564243] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:28.673645] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:28.673794] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:28.673835] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:28.673867] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:28.677198] [DEBUG] [FORECASTER] MSGM: Forecast T+1@11:T+2@11: UP (p=97.64%)
[2025-12-08T20:27:28.677492] [INFO ] [FORECASTER] Completed predict_future for MSGM
[2025-12-08T20:27:28.677629] [INFO ] [sig       ] MSGM: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:27:28.813808] [INFO ] [LOCAL     ] Saved forecast: MSGM	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/MSGM.txt
[2025-12-08T20:27:28.813943] [INFO ] [sig       ] [2174/3624] Completed MSGM in 0.3s | 2.92 sym/s | Total: 12.4m | ETA: 8.3m
[2025-12-08T20:27:28.813981] [INFO ] [sig       ] [2175/3624] Forecasting MSGS...
[2025-12-08T20:27:28.814010] [INFO ] [sig       ] Generating forecast for: MSGS
[2025-12-08T20:27:28.814039] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSGS' from 'https://tdm.silogroup.org/data/derivative_storage/MSGS.csv'.
[2025-12-08T20:27:28.826319] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSGS'.
[2025-12-08T20:27:28.826654] [INFO ] [FORECASTER] Starting predict_future for MSGS
[2025-12-08T20:27:28.827430] [DEBUG] [LOCAL     ] No optimal features file found for MSGS: ./output/feature-sets/MSGS.txt
[2025-12-08T20:27:28.827478] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:28.827535] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:28.827562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:28.827637] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:28.882403] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:28.883286] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:28.883366] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:28.883397] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:29.005011] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:29.005193] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:29.005233] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:29.005260] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:29.008726] [DEBUG] [FORECASTER] MSGS: Forecast T+1@11:T+2@11: DOWN (p=34.56%)
[2025-12-08T20:27:29.009029] [INFO ] [FORECASTER] Completed predict_future for MSGS
[2025-12-08T20:27:29.009158] [INFO ] [sig       ] MSGS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:27:29.147984] [INFO ] [LOCAL     ] Saved forecast: MSGS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/MSGS.txt
[2025-12-08T20:27:29.148123] [INFO ] [sig       ] [2175/3624] Completed MSGS in 0.3s | 2.92 sym/s | Total: 12.4m | ETA: 8.3m
[2025-12-08T20:27:29.148163] [INFO ] [sig       ] [2176/3624] Forecasting MSI...
[2025-12-08T20:27:29.148192] [INFO ] [sig       ] Generating forecast for: MSI
[2025-12-08T20:27:29.148220] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSI' from 'https://tdm.silogroup.org/data/derivative_storage/MSI.csv'.
[2025-12-08T20:27:29.160829] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSI'.
[2025-12-08T20:27:29.161198] [INFO ] [FORECASTER] Starting predict_future for MSI
[2025-12-08T20:27:29.161993] [DEBUG] [LOCAL     ] No optimal features file found for MSI: ./output/feature-sets/MSI.txt
[2025-12-08T20:27:29.162042] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:29.162072] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:29.162098] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:29.162152] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:29.218245] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:29.218881] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:29.218963] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:29.218995] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:29.337729] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:29.337909] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:29.337951] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:29.337980] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:29.341507] [DEBUG] [FORECASTER] MSI: Forecast T+1@11:T+2@11: UP (p=62.66%)
[2025-12-08T20:27:29.341854] [INFO ] [FORECASTER] Completed predict_future for MSI
[2025-12-08T20:27:29.341988] [INFO ] [sig       ] MSI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:27:29.482878] [INFO ] [LOCAL     ] Saved forecast: MSI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/MSI.txt
[2025-12-08T20:27:29.483026] [INFO ] [sig       ] [2176/3624] Completed MSI in 0.3s | 2.92 sym/s | Total: 12.4m | ETA: 8.3m
[2025-12-08T20:27:29.483067] [INFO ] [sig       ] [2177/3624] Forecasting MSM...
[2025-12-08T20:27:29.483096] [INFO ] [sig       ] Generating forecast for: MSM
[2025-12-08T20:27:29.483125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSM' from 'https://tdm.silogroup.org/data/derivative_storage/MSM.csv'.
[2025-12-08T20:27:29.496396] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSM'.
[2025-12-08T20:27:29.496783] [INFO ] [FORECASTER] Starting predict_future for MSM
[2025-12-08T20:27:29.497607] [DEBUG] [LOCAL     ] No optimal features file found for MSM: ./output/feature-sets/MSM.txt
[2025-12-08T20:27:29.497658] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:29.497691] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:29.497718] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:29.497774] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:29.554986] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:29.555621] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:29.555696] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:29.555729] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:29.672788] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:29.672934] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:29.672975] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:29.673005] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:29.676420] [DEBUG] [FORECASTER] MSM: Forecast T+1@11:T+2@11: DOWN (p=7.34%)
[2025-12-08T20:27:29.676710] [INFO ] [FORECASTER] Completed predict_future for MSM
[2025-12-08T20:27:29.676834] [INFO ] [sig       ] MSM: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:27:29.818419] [INFO ] [LOCAL     ] Saved forecast: MSM	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/MSM.txt
[2025-12-08T20:27:29.818566] [INFO ] [sig       ] [2177/3624] Completed MSM in 0.3s | 2.92 sym/s | Total: 12.4m | ETA: 8.3m
[2025-12-08T20:27:29.818623] [INFO ] [sig       ] [2178/3624] Forecasting MSTX...
[2025-12-08T20:27:29.818652] [INFO ] [sig       ] Generating forecast for: MSTX
[2025-12-08T20:27:29.818682] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSTX' from 'https://tdm.silogroup.org/data/derivative_storage/MSTX.csv'.
[2025-12-08T20:27:29.831002] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSTX'.
[2025-12-08T20:27:29.831388] [INFO ] [FORECASTER] Starting predict_future for MSTX
[2025-12-08T20:27:29.832256] [DEBUG] [LOCAL     ] No optimal features file found for MSTX: ./output/feature-sets/MSTX.txt
[2025-12-08T20:27:29.832308] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:29.832340] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:29.832368] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:29.832425] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:29.890014] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:29.890931] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:29.891015] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:29.891049] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:30.013549] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:30.013715] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:30.013754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:30.013816] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:30.017142] [DEBUG] [FORECASTER] MSTX: Forecast T+1@11:T+2@11: DOWN (p=18.84%)
[2025-12-08T20:27:30.017440] [INFO ] [FORECASTER] Completed predict_future for MSTX
[2025-12-08T20:27:30.017564] [INFO ] [sig       ] MSTX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:27:30.158510] [INFO ] [LOCAL     ] Saved forecast: MSTX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/MSTX.txt
[2025-12-08T20:27:30.158656] [INFO ] [sig       ] [2178/3624] Completed MSTX in 0.3s | 2.92 sym/s | Total: 12.4m | ETA: 8.3m
[2025-12-08T20:27:30.158700] [INFO ] [sig       ] [2179/3624] Forecasting MTB...
[2025-12-08T20:27:30.158731] [INFO ] [sig       ] Generating forecast for: MTB
[2025-12-08T20:27:30.158762] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTB' from 'https://tdm.silogroup.org/data/derivative_storage/MTB.csv'.
[2025-12-08T20:27:30.171380] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTB'.
[2025-12-08T20:27:30.171795] [INFO ] [FORECASTER] Starting predict_future for MTB
[2025-12-08T20:27:30.172684] [DEBUG] [LOCAL     ] No optimal features file found for MTB: ./output/feature-sets/MTB.txt
[2025-12-08T20:27:30.172737] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:30.172769] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:30.172798] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:30.172855] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:30.230480] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:30.231176] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:30.231254] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:30.231287] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:30.356151] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:30.356304] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:30.356342] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:30.356370] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:30.359807] [DEBUG] [FORECASTER] MTB: Forecast T+1@11:T+2@11: DOWN (p=2.78%)
[2025-12-08T20:27:30.360081] [INFO ] [FORECASTER] Completed predict_future for MTB
[2025-12-08T20:27:30.360203] [INFO ] [sig       ] MTB: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:27:30.499590] [INFO ] [LOCAL     ] Saved forecast: MTB	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/MTB.txt
[2025-12-08T20:27:30.499741] [INFO ] [sig       ] [2179/3624] Completed MTB in 0.3s | 2.92 sym/s | Total: 12.4m | ETA: 8.2m
[2025-12-08T20:27:30.499780] [INFO ] [sig       ] [2180/3624] Forecasting MTCH...
[2025-12-08T20:27:30.499810] [INFO ] [sig       ] Generating forecast for: MTCH
[2025-12-08T20:27:30.499838] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTCH' from 'https://tdm.silogroup.org/data/derivative_storage/MTCH.csv'.
[2025-12-08T20:27:30.511619] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTCH'.
[2025-12-08T20:27:30.511994] [INFO ] [FORECASTER] Starting predict_future for MTCH
[2025-12-08T20:27:30.512791] [DEBUG] [LOCAL     ] No optimal features file found for MTCH: ./output/feature-sets/MTCH.txt
[2025-12-08T20:27:30.512841] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:30.512883] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:30.512910] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:30.512965] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:30.573892] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:30.574825] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:30.574925] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:30.574958] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:30.704453] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:30.704636] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:30.704679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:30.704710] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:30.708162] [DEBUG] [FORECASTER] MTCH: Forecast T+1@11:T+2@11: UP (p=87.47%)
[2025-12-08T20:27:30.708462] [INFO ] [FORECASTER] Completed predict_future for MTCH
[2025-12-08T20:27:30.708616] [INFO ] [sig       ] MTCH: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:27:30.889532] [INFO ] [LOCAL     ] Saved forecast: MTCH	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/MTCH.txt
[2025-12-08T20:27:30.889775] [INFO ] [sig       ] [2180/3624] Completed MTCH in 0.4s | 2.92 sym/s | Total: 12.4m | ETA: 8.2m
[2025-12-08T20:27:30.889833] [INFO ] [sig       ] [2181/3624] Forecasting MTD...
[2025-12-08T20:27:30.889879] [INFO ] [sig       ] Generating forecast for: MTD
[2025-12-08T20:27:30.889927] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTD' from 'https://tdm.silogroup.org/data/derivative_storage/MTD.csv'.
[2025-12-08T20:27:30.904418] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTD'.
[2025-12-08T20:27:30.904899] [INFO ] [FORECASTER] Starting predict_future for MTD
[2025-12-08T20:27:30.905819] [DEBUG] [LOCAL     ] No optimal features file found for MTD: ./output/feature-sets/MTD.txt
[2025-12-08T20:27:30.905872] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:30.905904] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:30.905932] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:30.906022] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:30.971343] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:30.972523] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:30.972671] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:30.972727] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:31.147534] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:31.147742] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:31.147796] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:31.147835] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:31.152667] [DEBUG] [FORECASTER] MTD: Forecast T+1@11:T+2@11: DOWN (p=20.55%)
[2025-12-08T20:27:31.153137] [INFO ] [FORECASTER] Completed predict_future for MTD
[2025-12-08T20:27:31.153305] [INFO ] [sig       ] MTD: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:27:31.371087] [INFO ] [LOCAL     ] Saved forecast: MTD	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/MTD.txt
[2025-12-08T20:27:31.371300] [INFO ] [sig       ] [2181/3624] Completed MTD in 0.5s | 2.92 sym/s | Total: 12.4m | ETA: 8.2m
[2025-12-08T20:27:31.371364] [INFO ] [sig       ] [2182/3624] Forecasting MTEN...
[2025-12-08T20:27:31.371411] [INFO ] [sig       ] Generating forecast for: MTEN
[2025-12-08T20:27:31.371464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTEN' from 'https://tdm.silogroup.org/data/derivative_storage/MTEN.csv'.
[2025-12-08T20:27:31.386745] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTEN'.
[2025-12-08T20:27:31.387251] [INFO ] [FORECASTER] Starting predict_future for MTEN
[2025-12-08T20:27:31.388479] [DEBUG] [LOCAL     ] No optimal features file found for MTEN: ./output/feature-sets/MTEN.txt
[2025-12-08T20:27:31.388546] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:31.388617] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:31.388665] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:31.388756] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:31.452776] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:31.453685] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:31.453770] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:31.453803] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:31.591663] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:31.591824] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:31.591864] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:31.591894] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:31.595456] [DEBUG] [FORECASTER] MTEN: Forecast T+1@11:T+2@11: DOWN (p=12.33%)
[2025-12-08T20:27:31.595829] [INFO ] [FORECASTER] Completed predict_future for MTEN
[2025-12-08T20:27:31.595969] [INFO ] [sig       ] MTEN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:27:31.753528] [INFO ] [LOCAL     ] Saved forecast: MTEN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/MTEN.txt
[2025-12-08T20:27:31.753714] [INFO ] [sig       ] [2182/3624] Completed MTEN in 0.4s | 2.92 sym/s | Total: 12.5m | ETA: 8.2m
[2025-12-08T20:27:31.753756] [INFO ] [sig       ] [2183/3624] Forecasting MTG...
[2025-12-08T20:27:31.753786] [INFO ] [sig       ] Generating forecast for: MTG
[2025-12-08T20:27:31.753814] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTG' from 'https://tdm.silogroup.org/data/derivative_storage/MTG.csv'.
[2025-12-08T20:27:31.766493] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTG'.
[2025-12-08T20:27:31.766902] [INFO ] [FORECASTER] Starting predict_future for MTG
[2025-12-08T20:27:31.767798] [DEBUG] [LOCAL     ] No optimal features file found for MTG: ./output/feature-sets/MTG.txt
[2025-12-08T20:27:31.767850] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:31.767881] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:31.767906] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:31.767962] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:31.831950] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:31.832825] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:31.832908] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:31.832940] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:31.952971] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:31.953128] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:31.953166] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:31.953196] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:31.956826] [DEBUG] [FORECASTER] MTG: Forecast T+1@11:T+2@11: DOWN (p=24.32%)
[2025-12-08T20:27:31.957189] [INFO ] [FORECASTER] Completed predict_future for MTG
[2025-12-08T20:27:31.957336] [INFO ] [sig       ] MTG: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:27:32.100212] [INFO ] [LOCAL     ] Saved forecast: MTG	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/MTG.txt
[2025-12-08T20:27:32.100371] [INFO ] [sig       ] [2183/3624] Completed MTG in 0.3s | 2.92 sym/s | Total: 12.5m | ETA: 8.2m
[2025-12-08T20:27:32.100442] [INFO ] [sig       ] [2184/3624] Forecasting MTH...
[2025-12-08T20:27:32.100476] [INFO ] [sig       ] Generating forecast for: MTH
[2025-12-08T20:27:32.100507] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTH' from 'https://tdm.silogroup.org/data/derivative_storage/MTH.csv'.
[2025-12-08T20:27:32.112901] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTH'.
[2025-12-08T20:27:32.113294] [INFO ] [FORECASTER] Starting predict_future for MTH
[2025-12-08T20:27:32.114143] [DEBUG] [LOCAL     ] No optimal features file found for MTH: ./output/feature-sets/MTH.txt
[2025-12-08T20:27:32.114199] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:32.114230] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:32.114256] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:32.114310] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:32.169504] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:32.170389] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:32.170479] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:32.170512] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:32.297001] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:32.297153] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:32.297193] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:32.297221] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:32.300605] [DEBUG] [FORECASTER] MTH: Forecast T+1@11:T+2@11: DOWN (p=7.65%)
[2025-12-08T20:27:32.300883] [INFO ] [FORECASTER] Completed predict_future for MTH
[2025-12-08T20:27:32.301009] [INFO ] [sig       ] MTH: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:27:32.450069] [INFO ] [LOCAL     ] Saved forecast: MTH	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/MTH.txt
[2025-12-08T20:27:32.450197] [INFO ] [sig       ] [2184/3624] Completed MTH in 0.3s | 2.92 sym/s | Total: 12.5m | ETA: 8.2m
[2025-12-08T20:27:32.450235] [INFO ] [sig       ] [2185/3624] Forecasting MTLS...
[2025-12-08T20:27:32.450264] [INFO ] [sig       ] Generating forecast for: MTLS
[2025-12-08T20:27:32.450292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTLS' from 'https://tdm.silogroup.org/data/derivative_storage/MTLS.csv'.
[2025-12-08T20:27:32.462041] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTLS'.
[2025-12-08T20:27:32.462371] [INFO ] [FORECASTER] Starting predict_future for MTLS
[2025-12-08T20:27:32.463141] [DEBUG] [LOCAL     ] No optimal features file found for MTLS: ./output/feature-sets/MTLS.txt
[2025-12-08T20:27:32.463190] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:32.463220] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:32.463247] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:32.463302] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:32.521110] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:32.521809] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:32.521908] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:32.521939] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:32.637936] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:32.638072] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:32.638110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:32.638138] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:32.641331] [DEBUG] [FORECASTER] MTLS: Forecast T+1@11:T+2@11: UP (p=90.32%)
[2025-12-08T20:27:32.641610] [INFO ] [FORECASTER] Completed predict_future for MTLS
[2025-12-08T20:27:32.641743] [INFO ] [sig       ] MTLS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:27:32.780802] [INFO ] [LOCAL     ] Saved forecast: MTLS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/MTLS.txt
[2025-12-08T20:27:32.780908] [INFO ] [sig       ] [2185/3624] Completed MTLS in 0.3s | 2.92 sym/s | Total: 12.5m | ETA: 8.2m
[2025-12-08T20:27:32.780946] [INFO ] [sig       ] [2186/3624] Forecasting MTN...
[2025-12-08T20:27:32.780977] [INFO ] [sig       ] Generating forecast for: MTN
[2025-12-08T20:27:32.781008] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTN' from 'https://tdm.silogroup.org/data/derivative_storage/MTN.csv'.
[2025-12-08T20:27:32.793264] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTN'.
[2025-12-08T20:27:32.793651] [INFO ] [FORECASTER] Starting predict_future for MTN
[2025-12-08T20:27:32.794425] [DEBUG] [LOCAL     ] No optimal features file found for MTN: ./output/feature-sets/MTN.txt
[2025-12-08T20:27:32.794475] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:32.794506] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:32.794531] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:32.794613] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:32.850453] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:32.851286] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:32.851366] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:32.851397] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:32.973937] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:32.974090] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:32.974127] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:32.974155] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:32.977451] [DEBUG] [FORECASTER] MTN: Forecast T+1@11:T+2@11: UP (p=96.38%)
[2025-12-08T20:27:32.977765] [INFO ] [FORECASTER] Completed predict_future for MTN
[2025-12-08T20:27:32.977891] [INFO ] [sig       ] MTN: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:27:33.116492] [INFO ] [LOCAL     ] Saved forecast: MTN	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/MTN.txt
[2025-12-08T20:27:33.116660] [INFO ] [sig       ] [2186/3624] Completed MTN in 0.3s | 2.92 sym/s | Total: 12.5m | ETA: 8.2m
[2025-12-08T20:27:33.116702] [INFO ] [sig       ] [2187/3624] Forecasting MTRN...
[2025-12-08T20:27:33.116732] [INFO ] [sig       ] Generating forecast for: MTRN
[2025-12-08T20:27:33.116761] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTRN' from 'https://tdm.silogroup.org/data/derivative_storage/MTRN.csv'.
[2025-12-08T20:27:33.128725] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTRN'.
[2025-12-08T20:27:33.129090] [INFO ] [FORECASTER] Starting predict_future for MTRN
[2025-12-08T20:27:33.129867] [DEBUG] [LOCAL     ] No optimal features file found for MTRN: ./output/feature-sets/MTRN.txt
[2025-12-08T20:27:33.129916] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:33.129949] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:33.129978] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:33.130032] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:33.186114] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:33.186964] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:33.187043] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:33.187073] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:33.311084] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:33.311253] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:33.311292] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:33.311338] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:33.314886] [DEBUG] [FORECASTER] MTRN: Forecast T+1@11:T+2@11: UP (p=85.64%)
[2025-12-08T20:27:33.315173] [INFO ] [FORECASTER] Completed predict_future for MTRN
[2025-12-08T20:27:33.315296] [INFO ] [sig       ] MTRN: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:27:33.461506] [INFO ] [LOCAL     ] Saved forecast: MTRN	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/MTRN.txt
[2025-12-08T20:27:33.461689] [INFO ] [sig       ] [2187/3624] Completed MTRN in 0.3s | 2.92 sym/s | Total: 12.5m | ETA: 8.2m
[2025-12-08T20:27:33.461732] [INFO ] [sig       ] [2188/3624] Forecasting MTRX...
[2025-12-08T20:27:33.461763] [INFO ] [sig       ] Generating forecast for: MTRX
[2025-12-08T20:27:33.461794] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTRX' from 'https://tdm.silogroup.org/data/derivative_storage/MTRX.csv'.
[2025-12-08T20:27:33.475342] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTRX'.
[2025-12-08T20:27:33.475715] [INFO ] [FORECASTER] Starting predict_future for MTRX
[2025-12-08T20:27:33.476499] [DEBUG] [LOCAL     ] No optimal features file found for MTRX: ./output/feature-sets/MTRX.txt
[2025-12-08T20:27:33.476550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:33.476603] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:33.476632] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:33.476690] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:33.535174] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:33.535900] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:33.535978] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:33.536010] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:33.655307] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:33.655454] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:33.655491] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:33.655519] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:33.658929] [DEBUG] [FORECASTER] MTRX: Forecast T+1@11:T+2@11: DOWN (p=10.46%)
[2025-12-08T20:27:33.659205] [INFO ] [FORECASTER] Completed predict_future for MTRX
[2025-12-08T20:27:33.659326] [INFO ] [sig       ] MTRX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:27:33.805053] [INFO ] [LOCAL     ] Saved forecast: MTRX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/MTRX.txt
[2025-12-08T20:27:33.805221] [INFO ] [sig       ] [2188/3624] Completed MTRX in 0.3s | 2.92 sym/s | Total: 12.5m | ETA: 8.2m
[2025-12-08T20:27:33.805259] [INFO ] [sig       ] [2189/3624] Forecasting MTSI...
[2025-12-08T20:27:33.805289] [INFO ] [sig       ] Generating forecast for: MTSI
[2025-12-08T20:27:33.805320] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTSI' from 'https://tdm.silogroup.org/data/derivative_storage/MTSI.csv'.
[2025-12-08T20:27:33.817386] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTSI'.
[2025-12-08T20:27:33.817785] [INFO ] [FORECASTER] Starting predict_future for MTSI
[2025-12-08T20:27:33.818619] [DEBUG] [LOCAL     ] No optimal features file found for MTSI: ./output/feature-sets/MTSI.txt
[2025-12-08T20:27:33.818670] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:33.818702] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:33.818730] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:33.818786] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:33.877468] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:33.878109] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:33.878197] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:33.878231] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:34.001653] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:34.001796] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:34.001834] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:34.001862] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:34.005246] [DEBUG] [FORECASTER] MTSI: Forecast T+1@11:T+2@11: UP (p=70.27%)
[2025-12-08T20:27:34.005516] [INFO ] [FORECASTER] Completed predict_future for MTSI
[2025-12-08T20:27:34.005656] [INFO ] [sig       ] MTSI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:27:34.151717] [INFO ] [LOCAL     ] Saved forecast: MTSI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/MTSI.txt
[2025-12-08T20:27:34.151828] [INFO ] [sig       ] [2189/3624] Completed MTSI in 0.3s | 2.92 sym/s | Total: 12.5m | ETA: 8.2m
[2025-12-08T20:27:34.151865] [INFO ] [sig       ] [2190/3624] Forecasting MTX...
[2025-12-08T20:27:34.151894] [INFO ] [sig       ] Generating forecast for: MTX
[2025-12-08T20:27:34.151923] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTX' from 'https://tdm.silogroup.org/data/derivative_storage/MTX.csv'.
[2025-12-08T20:27:34.163608] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTX'.
[2025-12-08T20:27:34.163943] [INFO ] [FORECASTER] Starting predict_future for MTX
[2025-12-08T20:27:34.164718] [DEBUG] [LOCAL     ] No optimal features file found for MTX: ./output/feature-sets/MTX.txt
[2025-12-08T20:27:34.164767] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:34.164798] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:34.164825] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:34.164879] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:34.223723] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:34.224328] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:34.224402] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:34.224434] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:34.340344] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:34.340489] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:34.340525] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:34.340553] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:34.343777] [DEBUG] [FORECASTER] MTX: Forecast T+1@11:T+2@11: UP (p=95.75%)
[2025-12-08T20:27:34.344035] [INFO ] [FORECASTER] Completed predict_future for MTX
[2025-12-08T20:27:34.344150] [INFO ] [sig       ] MTX: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:27:34.483095] [INFO ] [LOCAL     ] Saved forecast: MTX	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/MTX.txt
[2025-12-08T20:27:34.483250] [INFO ] [sig       ] [2190/3624] Completed MTX in 0.3s | 2.92 sym/s | Total: 12.5m | ETA: 8.2m
[2025-12-08T20:27:34.483291] [INFO ] [sig       ] [2191/3624] Forecasting MTZ...
[2025-12-08T20:27:34.483321] [INFO ] [sig       ] Generating forecast for: MTZ
[2025-12-08T20:27:34.483354] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTZ' from 'https://tdm.silogroup.org/data/derivative_storage/MTZ.csv'.
[2025-12-08T20:27:34.496307] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTZ'.
[2025-12-08T20:27:34.496706] [INFO ] [FORECASTER] Starting predict_future for MTZ
[2025-12-08T20:27:34.497561] [DEBUG] [LOCAL     ] No optimal features file found for MTZ: ./output/feature-sets/MTZ.txt
[2025-12-08T20:27:34.497631] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:34.497664] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:34.497702] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:34.497760] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:34.556920] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:34.557816] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:34.557898] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:34.557931] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:34.687480] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:34.687642] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:34.687680] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:34.687709] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:34.690992] [DEBUG] [FORECASTER] MTZ: Forecast T+1@11:T+2@11: DOWN (p=1.47%)
[2025-12-08T20:27:34.691270] [INFO ] [FORECASTER] Completed predict_future for MTZ
[2025-12-08T20:27:34.691390] [INFO ] [sig       ] MTZ: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:27:34.832135] [INFO ] [LOCAL     ] Saved forecast: MTZ	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/MTZ.txt
[2025-12-08T20:27:34.832253] [INFO ] [sig       ] [2191/3624] Completed MTZ in 0.3s | 2.92 sym/s | Total: 12.5m | ETA: 8.2m
[2025-12-08T20:27:34.832290] [INFO ] [sig       ] [2192/3624] Forecasting MUA...
[2025-12-08T20:27:34.832319] [INFO ] [sig       ] Generating forecast for: MUA
[2025-12-08T20:27:34.832347] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUA' from 'https://tdm.silogroup.org/data/derivative_storage/MUA.csv'.
[2025-12-08T20:27:34.844457] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUA'.
[2025-12-08T20:27:34.844831] [INFO ] [FORECASTER] Starting predict_future for MUA
[2025-12-08T20:27:34.845658] [DEBUG] [LOCAL     ] No optimal features file found for MUA: ./output/feature-sets/MUA.txt
[2025-12-08T20:27:34.845708] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:34.845765] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:34.845793] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:34.845851] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:34.903588] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:34.904186] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:34.904261] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:34.904293] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:35.029722] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:35.029873] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:35.029910] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:35.029937] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:35.033258] [DEBUG] [FORECASTER] MUA: Forecast T+1@11:T+2@11: DOWN (p=45.83%)
[2025-12-08T20:27:35.033524] [INFO ] [FORECASTER] Completed predict_future for MUA
[2025-12-08T20:27:35.033661] [INFO ] [sig       ] MUA: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:27:35.174160] [INFO ] [LOCAL     ] Saved forecast: MUA	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/MUA.txt
[2025-12-08T20:27:35.174274] [INFO ] [sig       ] [2192/3624] Completed MUA in 0.3s | 2.92 sym/s | Total: 12.5m | ETA: 8.2m
[2025-12-08T20:27:35.174311] [INFO ] [sig       ] [2193/3624] Forecasting MUC...
[2025-12-08T20:27:35.174341] [INFO ] [sig       ] Generating forecast for: MUC
[2025-12-08T20:27:35.174369] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUC' from 'https://tdm.silogroup.org/data/derivative_storage/MUC.csv'.
[2025-12-08T20:27:35.187874] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUC'.
[2025-12-08T20:27:35.188269] [INFO ] [FORECASTER] Starting predict_future for MUC
[2025-12-08T20:27:35.189220] [DEBUG] [LOCAL     ] No optimal features file found for MUC: ./output/feature-sets/MUC.txt
[2025-12-08T20:27:35.189273] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:35.189305] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:35.189331] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:35.189387] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:35.248784] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:35.249431] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:35.249517] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:35.249550] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:35.371062] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:35.371204] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:35.371242] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:35.371269] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:35.374509] [DEBUG] [FORECASTER] MUC: Forecast T+1@11:T+2@11: DOWN (p=24.43%)
[2025-12-08T20:27:35.374784] [INFO ] [FORECASTER] Completed predict_future for MUC
[2025-12-08T20:27:35.374898] [INFO ] [sig       ] MUC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:27:35.518622] [INFO ] [LOCAL     ] Saved forecast: MUC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/MUC.txt
[2025-12-08T20:27:35.518734] [INFO ] [sig       ] [2193/3624] Completed MUC in 0.3s | 2.92 sym/s | Total: 12.5m | ETA: 8.2m
[2025-12-08T20:27:35.518771] [INFO ] [sig       ] [2194/3624] Forecasting MUE...
[2025-12-08T20:27:35.518799] [INFO ] [sig       ] Generating forecast for: MUE
[2025-12-08T20:27:35.518827] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUE' from 'https://tdm.silogroup.org/data/derivative_storage/MUE.csv'.
[2025-12-08T20:27:35.530950] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUE'.
[2025-12-08T20:27:35.531279] [INFO ] [FORECASTER] Starting predict_future for MUE
[2025-12-08T20:27:35.532095] [DEBUG] [LOCAL     ] No optimal features file found for MUE: ./output/feature-sets/MUE.txt
[2025-12-08T20:27:35.532145] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:35.532176] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:35.532201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:35.532255] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:35.599080] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:35.600191] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:35.600309] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:35.600355] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:35.722318] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:35.722467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:35.722505] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:35.722532] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:35.725806] [DEBUG] [FORECASTER] MUE: Forecast T+1@11:T+2@11: UP (p=94.69%)
[2025-12-08T20:27:35.726082] [INFO ] [FORECASTER] Completed predict_future for MUE
[2025-12-08T20:27:35.726216] [INFO ] [sig       ] MUE: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:27:35.868866] [INFO ] [LOCAL     ] Saved forecast: MUE	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/MUE.txt
[2025-12-08T20:27:35.868979] [INFO ] [sig       ] [2194/3624] Completed MUE in 0.4s | 2.92 sym/s | Total: 12.5m | ETA: 8.2m
[2025-12-08T20:27:35.869023] [INFO ] [sig       ] [2195/3624] Forecasting MUFG...
[2025-12-08T20:27:35.869058] [INFO ] [sig       ] Generating forecast for: MUFG
[2025-12-08T20:27:35.869111] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUFG' from 'https://tdm.silogroup.org/data/derivative_storage/MUFG.csv'.
[2025-12-08T20:27:35.881340] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUFG'.
[2025-12-08T20:27:35.881697] [INFO ] [FORECASTER] Starting predict_future for MUFG
[2025-12-08T20:27:35.882481] [DEBUG] [LOCAL     ] No optimal features file found for MUFG: ./output/feature-sets/MUFG.txt
[2025-12-08T20:27:35.882530] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:35.882561] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:35.882606] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:35.882662] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:35.939562] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:35.940166] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:35.940239] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:35.940270] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:36.060827] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:36.060976] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:36.061015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:36.061076] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:36.064504] [DEBUG] [FORECASTER] MUFG: Forecast T+1@11:T+2@11: DOWN (p=8.31%)
[2025-12-08T20:27:36.064798] [INFO ] [FORECASTER] Completed predict_future for MUFG
[2025-12-08T20:27:36.064932] [INFO ] [sig       ] MUFG: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:27:36.209000] [INFO ] [LOCAL     ] Saved forecast: MUFG	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/MUFG.txt
[2025-12-08T20:27:36.209157] [INFO ] [sig       ] [2195/3624] Completed MUFG in 0.3s | 2.92 sym/s | Total: 12.5m | ETA: 8.2m
[2025-12-08T20:27:36.209202] [INFO ] [sig       ] [2196/3624] Forecasting MUJ...
[2025-12-08T20:27:36.209231] [INFO ] [sig       ] Generating forecast for: MUJ
[2025-12-08T20:27:36.209260] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUJ' from 'https://tdm.silogroup.org/data/derivative_storage/MUJ.csv'.
[2025-12-08T20:27:36.221221] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUJ'.
[2025-12-08T20:27:36.221607] [INFO ] [FORECASTER] Starting predict_future for MUJ
[2025-12-08T20:27:36.222368] [DEBUG] [LOCAL     ] No optimal features file found for MUJ: ./output/feature-sets/MUJ.txt
[2025-12-08T20:27:36.222417] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:36.222448] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:36.222474] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:36.222529] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:36.278309] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:36.279019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:36.279095] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:36.279126] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:36.397970] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:36.398147] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:36.398191] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:36.398219] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:36.401527] [DEBUG] [FORECASTER] MUJ: Forecast T+1@11:T+2@11: DOWN (p=10.96%)
[2025-12-08T20:27:36.401832] [INFO ] [FORECASTER] Completed predict_future for MUJ
[2025-12-08T20:27:36.401966] [INFO ] [sig       ] MUJ: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:27:36.545392] [INFO ] [LOCAL     ] Saved forecast: MUJ	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/MUJ.txt
[2025-12-08T20:27:36.545551] [INFO ] [sig       ] [2196/3624] Completed MUJ in 0.3s | 2.92 sym/s | Total: 12.5m | ETA: 8.2m
[2025-12-08T20:27:36.545610] [INFO ] [sig       ] [2197/3624] Forecasting MUSA...
[2025-12-08T20:27:36.545643] [INFO ] [sig       ] Generating forecast for: MUSA
[2025-12-08T20:27:36.545673] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUSA' from 'https://tdm.silogroup.org/data/derivative_storage/MUSA.csv'.
[2025-12-08T20:27:36.560584] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUSA'.
[2025-12-08T20:27:36.560988] [INFO ] [FORECASTER] Starting predict_future for MUSA
[2025-12-08T20:27:36.561914] [DEBUG] [LOCAL     ] No optimal features file found for MUSA: ./output/feature-sets/MUSA.txt
[2025-12-08T20:27:36.561965] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:36.561997] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:36.562024] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:36.562083] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:36.619356] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:36.620226] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:36.620307] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:36.620340] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:36.743797] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:36.743994] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:36.744048] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:36.744093] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:36.747842] [DEBUG] [FORECASTER] MUSA: Forecast T+1@11:T+2@11: DOWN (p=15.90%)
[2025-12-08T20:27:36.748181] [INFO ] [FORECASTER] Completed predict_future for MUSA
[2025-12-08T20:27:36.748323] [INFO ] [sig       ] MUSA: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:27:36.893015] [INFO ] [LOCAL     ] Saved forecast: MUSA	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/MUSA.txt
[2025-12-08T20:27:36.893159] [INFO ] [sig       ] [2197/3624] Completed MUSA in 0.3s | 2.92 sym/s | Total: 12.5m | ETA: 8.1m
[2025-12-08T20:27:36.893198] [INFO ] [sig       ] [2198/3624] Forecasting MUX...
[2025-12-08T20:27:36.893228] [INFO ] [sig       ] Generating forecast for: MUX
[2025-12-08T20:27:36.893257] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUX' from 'https://tdm.silogroup.org/data/derivative_storage/MUX.csv'.
[2025-12-08T20:27:36.905928] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUX'.
[2025-12-08T20:27:36.906297] [INFO ] [FORECASTER] Starting predict_future for MUX
[2025-12-08T20:27:36.907126] [DEBUG] [LOCAL     ] No optimal features file found for MUX: ./output/feature-sets/MUX.txt
[2025-12-08T20:27:36.907177] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:36.907209] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:36.907236] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:36.907293] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:36.968918] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:36.969761] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:36.969841] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:36.969872] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:37.091835] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:37.091981] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:37.092018] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:37.092045] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:37.095288] [DEBUG] [FORECASTER] MUX: Forecast T+1@11:T+2@11: DOWN (p=15.16%)
[2025-12-08T20:27:37.095546] [INFO ] [FORECASTER] Completed predict_future for MUX
[2025-12-08T20:27:37.095691] [INFO ] [sig       ] MUX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:27:37.238891] [INFO ] [LOCAL     ] Saved forecast: MUX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/MUX.txt
[2025-12-08T20:27:37.239021] [INFO ] [sig       ] [2198/3624] Completed MUX in 0.3s | 2.92 sym/s | Total: 12.5m | ETA: 8.1m
[2025-12-08T20:27:37.239060] [INFO ] [sig       ] [2199/3624] Forecasting MVBF...
[2025-12-08T20:27:37.239091] [INFO ] [sig       ] Generating forecast for: MVBF
[2025-12-08T20:27:37.239121] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MVBF' from 'https://tdm.silogroup.org/data/derivative_storage/MVBF.csv'.
[2025-12-08T20:27:37.250520] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MVBF'.
[2025-12-08T20:27:37.250899] [INFO ] [FORECASTER] Starting predict_future for MVBF
[2025-12-08T20:27:37.251682] [DEBUG] [LOCAL     ] No optimal features file found for MVBF: ./output/feature-sets/MVBF.txt
[2025-12-08T20:27:37.251731] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:37.251763] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:37.251789] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:37.251843] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:37.309728] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:37.310521] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:37.310615] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:37.310649] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:37.424776] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:37.424948] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:37.424988] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:37.425015] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:37.428324] [DEBUG] [FORECASTER] MVBF: Forecast T+1@11:T+2@11: UP (p=92.27%)
[2025-12-08T20:27:37.428606] [INFO ] [FORECASTER] Completed predict_future for MVBF
[2025-12-08T20:27:37.428728] [INFO ] [sig       ] MVBF: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:27:37.579438] [INFO ] [LOCAL     ] Saved forecast: MVBF	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/MVBF.txt
[2025-12-08T20:27:37.579613] [INFO ] [sig       ] [2199/3624] Completed MVBF in 0.3s | 2.92 sym/s | Total: 12.6m | ETA: 8.1m
[2025-12-08T20:27:37.579655] [INFO ] [sig       ] [2200/3624] Forecasting MVF...
[2025-12-08T20:27:37.579685] [INFO ] [sig       ] Generating forecast for: MVF
[2025-12-08T20:27:37.579714] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MVF' from 'https://tdm.silogroup.org/data/derivative_storage/MVF.csv'.
[2025-12-08T20:27:37.592611] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MVF'.
[2025-12-08T20:27:37.592943] [INFO ] [FORECASTER] Starting predict_future for MVF
[2025-12-08T20:27:37.593757] [DEBUG] [LOCAL     ] No optimal features file found for MVF: ./output/feature-sets/MVF.txt
[2025-12-08T20:27:37.593807] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:37.593838] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:37.593865] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:37.593921] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:37.650559] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:37.651160] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:37.651233] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:37.651264] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:37.768647] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:37.768801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:37.768838] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:37.768866] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:37.772138] [DEBUG] [FORECASTER] MVF: Forecast T+1@11:T+2@11: UP (p=86.54%)
[2025-12-08T20:27:37.772393] [INFO ] [FORECASTER] Completed predict_future for MVF
[2025-12-08T20:27:37.772511] [INFO ] [sig       ] MVF: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:27:37.911988] [INFO ] [LOCAL     ] Saved forecast: MVF	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/MVF.txt
[2025-12-08T20:27:37.912122] [INFO ] [sig       ] [2200/3624] Completed MVF in 0.3s | 2.92 sym/s | Total: 12.6m | ETA: 8.1m
[2025-12-08T20:27:37.912159] [INFO ] [sig       ] [2201/3624] Forecasting MVO...
[2025-12-08T20:27:37.912188] [INFO ] [sig       ] Generating forecast for: MVO
[2025-12-08T20:27:37.912217] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MVO' from 'https://tdm.silogroup.org/data/derivative_storage/MVO.csv'.
[2025-12-08T20:27:37.925045] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MVO'.
[2025-12-08T20:27:37.925494] [INFO ] [FORECASTER] Starting predict_future for MVO
[2025-12-08T20:27:37.926421] [DEBUG] [LOCAL     ] No optimal features file found for MVO: ./output/feature-sets/MVO.txt
[2025-12-08T20:27:37.926483] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:37.926515] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:37.926542] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:37.926615] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:37.986646] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:37.987508] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:37.987629] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:37.987681] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:38.115688] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:38.115843] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:38.115883] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:38.115913] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:38.119437] [DEBUG] [FORECASTER] MVO: Forecast T+1@11:T+2@11: DOWN (p=11.40%)
[2025-12-08T20:27:38.119745] [INFO ] [FORECASTER] Completed predict_future for MVO
[2025-12-08T20:27:38.119875] [INFO ] [sig       ] MVO: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:27:38.267532] [INFO ] [LOCAL     ] Saved forecast: MVO	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/MVO.txt
[2025-12-08T20:27:38.267687] [INFO ] [sig       ] [2201/3624] Completed MVO in 0.4s | 2.92 sym/s | Total: 12.6m | ETA: 8.1m
[2025-12-08T20:27:38.267728] [INFO ] [sig       ] [2202/3624] Forecasting MWA...
[2025-12-08T20:27:38.267759] [INFO ] [sig       ] Generating forecast for: MWA
[2025-12-08T20:27:38.267789] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MWA' from 'https://tdm.silogroup.org/data/derivative_storage/MWA.csv'.
[2025-12-08T20:27:38.281971] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MWA'.
[2025-12-08T20:27:38.282370] [INFO ] [FORECASTER] Starting predict_future for MWA
[2025-12-08T20:27:38.283286] [DEBUG] [LOCAL     ] No optimal features file found for MWA: ./output/feature-sets/MWA.txt
[2025-12-08T20:27:38.283338] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:38.283369] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:38.283396] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:38.283452] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:38.344629] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:38.345408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:38.345514] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:38.345548] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:38.470105] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:38.470259] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:38.470298] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:38.470327] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:38.473746] [DEBUG] [FORECASTER] MWA: Forecast T+1@11:T+2@11: DOWN (p=32.57%)
[2025-12-08T20:27:38.474014] [INFO ] [FORECASTER] Completed predict_future for MWA
[2025-12-08T20:27:38.474141] [INFO ] [sig       ] MWA: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:27:38.617247] [INFO ] [LOCAL     ] Saved forecast: MWA	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/MWA.txt
[2025-12-08T20:27:38.617384] [INFO ] [sig       ] [2202/3624] Completed MWA in 0.3s | 2.92 sym/s | Total: 12.6m | ETA: 8.1m
[2025-12-08T20:27:38.617435] [INFO ] [sig       ] [2203/3624] Forecasting MX...
[2025-12-08T20:27:38.617464] [INFO ] [sig       ] Generating forecast for: MX
[2025-12-08T20:27:38.617493] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MX' from 'https://tdm.silogroup.org/data/derivative_storage/MX.csv'.
[2025-12-08T20:27:38.629464] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MX'.
[2025-12-08T20:27:38.629840] [INFO ] [FORECASTER] Starting predict_future for MX
[2025-12-08T20:27:38.630629] [DEBUG] [LOCAL     ] No optimal features file found for MX: ./output/feature-sets/MX.txt
[2025-12-08T20:27:38.630678] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:38.630708] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:38.630733] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:38.630787] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:38.686893] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:38.687935] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:38.688015] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:38.688045] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:38.814153] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:38.814326] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:38.814586] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:38.814628] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:38.818717] [DEBUG] [FORECASTER] MX: Forecast T+1@11:T+2@11: UP (p=60.52%)
[2025-12-08T20:27:38.819014] [INFO ] [FORECASTER] Completed predict_future for MX
[2025-12-08T20:27:38.819141] [INFO ] [sig       ] MX: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:27:38.970445] [INFO ] [LOCAL     ] Saved forecast: MX	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/MX.txt
[2025-12-08T20:27:38.970612] [INFO ] [sig       ] [2203/3624] Completed MX in 0.4s | 2.92 sym/s | Total: 12.6m | ETA: 8.1m
[2025-12-08T20:27:38.970656] [INFO ] [sig       ] [2204/3624] Forecasting MXF...
[2025-12-08T20:27:38.970687] [INFO ] [sig       ] Generating forecast for: MXF
[2025-12-08T20:27:38.970719] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MXF' from 'https://tdm.silogroup.org/data/derivative_storage/MXF.csv'.
[2025-12-08T20:27:38.984366] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MXF'.
[2025-12-08T20:27:38.984771] [INFO ] [FORECASTER] Starting predict_future for MXF
[2025-12-08T20:27:38.985605] [DEBUG] [LOCAL     ] No optimal features file found for MXF: ./output/feature-sets/MXF.txt
[2025-12-08T20:27:38.985656] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:38.985699] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:38.985727] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:38.985782] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:39.045396] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:39.046159] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:39.046241] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:39.046274] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:39.170442] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:39.170624] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:39.170669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:39.170697] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:39.174303] [DEBUG] [FORECASTER] MXF: Forecast T+1@11:T+2@11: UP (p=85.33%)
[2025-12-08T20:27:39.174600] [INFO ] [FORECASTER] Completed predict_future for MXF
[2025-12-08T20:27:39.174728] [INFO ] [sig       ] MXF: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:27:39.325150] [INFO ] [LOCAL     ] Saved forecast: MXF	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/MXF.txt
[2025-12-08T20:27:39.325296] [INFO ] [sig       ] [2204/3624] Completed MXF in 0.4s | 2.92 sym/s | Total: 12.6m | ETA: 8.1m
[2025-12-08T20:27:39.325335] [INFO ] [sig       ] [2205/3624] Forecasting MXL...
[2025-12-08T20:27:39.325367] [INFO ] [sig       ] Generating forecast for: MXL
[2025-12-08T20:27:39.325397] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MXL' from 'https://tdm.silogroup.org/data/derivative_storage/MXL.csv'.
[2025-12-08T20:27:39.338002] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MXL'.
[2025-12-08T20:27:39.338416] [INFO ] [FORECASTER] Starting predict_future for MXL
[2025-12-08T20:27:39.339221] [DEBUG] [LOCAL     ] No optimal features file found for MXL: ./output/feature-sets/MXL.txt
[2025-12-08T20:27:39.339273] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:39.339303] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:39.339331] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:39.339388] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:39.399586] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:39.400419] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:39.400500] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:39.400533] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:39.525378] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:39.525528] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:39.525567] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:39.525616] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:39.529028] [DEBUG] [FORECASTER] MXL: Forecast T+1@11:T+2@11: UP (p=97.53%)
[2025-12-08T20:27:39.529376] [INFO ] [FORECASTER] Completed predict_future for MXL
[2025-12-08T20:27:39.529519] [INFO ] [sig       ] MXL: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:27:39.672275] [INFO ] [LOCAL     ] Saved forecast: MXL	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/MXL.txt
[2025-12-08T20:27:39.672432] [INFO ] [sig       ] [2205/3624] Completed MXL in 0.3s | 2.92 sym/s | Total: 12.6m | ETA: 8.1m
[2025-12-08T20:27:39.672471] [INFO ] [sig       ] [2206/3624] Forecasting MYE...
[2025-12-08T20:27:39.672500] [INFO ] [sig       ] Generating forecast for: MYE
[2025-12-08T20:27:39.672529] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYE' from 'https://tdm.silogroup.org/data/derivative_storage/MYE.csv'.
[2025-12-08T20:27:39.684736] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYE'.
[2025-12-08T20:27:39.685125] [INFO ] [FORECASTER] Starting predict_future for MYE
[2025-12-08T20:27:39.686069] [DEBUG] [LOCAL     ] No optimal features file found for MYE: ./output/feature-sets/MYE.txt
[2025-12-08T20:27:39.686125] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:39.686159] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:39.686186] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:39.686242] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:39.744945] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:39.745656] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:39.745735] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:39.745767] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:39.869189] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:39.869338] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:39.869378] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:39.869406] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:39.872768] [DEBUG] [FORECASTER] MYE: Forecast T+1@11:T+2@11: DOWN (p=32.62%)
[2025-12-08T20:27:39.873042] [INFO ] [FORECASTER] Completed predict_future for MYE
[2025-12-08T20:27:39.873199] [INFO ] [sig       ] MYE: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:27:40.019000] [INFO ] [LOCAL     ] Saved forecast: MYE	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/MYE.txt
[2025-12-08T20:27:40.019130] [INFO ] [sig       ] [2206/3624] Completed MYE in 0.3s | 2.92 sym/s | Total: 12.6m | ETA: 8.1m
[2025-12-08T20:27:40.019168] [INFO ] [sig       ] [2207/3624] Forecasting MYGN...
[2025-12-08T20:27:40.019198] [INFO ] [sig       ] Generating forecast for: MYGN
[2025-12-08T20:27:40.019227] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYGN' from 'https://tdm.silogroup.org/data/derivative_storage/MYGN.csv'.
[2025-12-08T20:27:40.031557] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYGN'.
[2025-12-08T20:27:40.031948] [INFO ] [FORECASTER] Starting predict_future for MYGN
[2025-12-08T20:27:40.032744] [DEBUG] [LOCAL     ] No optimal features file found for MYGN: ./output/feature-sets/MYGN.txt
[2025-12-08T20:27:40.032795] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:40.032827] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:40.032854] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:40.032911] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:40.092751] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:40.093677] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:40.093757] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:40.093789] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:40.217063] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:40.217225] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:40.217278] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:40.217322] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:40.220799] [DEBUG] [FORECASTER] MYGN: Forecast T+1@11:T+2@11: UP (p=93.07%)
[2025-12-08T20:27:40.221078] [INFO ] [FORECASTER] Completed predict_future for MYGN
[2025-12-08T20:27:40.221214] [INFO ] [sig       ] MYGN: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:27:40.359538] [INFO ] [LOCAL     ] Saved forecast: MYGN	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/MYGN.txt
[2025-12-08T20:27:40.359687] [INFO ] [sig       ] [2207/3624] Completed MYGN in 0.3s | 2.92 sym/s | Total: 12.6m | ETA: 8.1m
[2025-12-08T20:27:40.359732] [INFO ] [sig       ] [2208/3624] Forecasting MYI...
[2025-12-08T20:27:40.359761] [INFO ] [sig       ] Generating forecast for: MYI
[2025-12-08T20:27:40.359790] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYI' from 'https://tdm.silogroup.org/data/derivative_storage/MYI.csv'.
[2025-12-08T20:27:40.371703] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYI'.
[2025-12-08T20:27:40.372029] [INFO ] [FORECASTER] Starting predict_future for MYI
[2025-12-08T20:27:40.372810] [DEBUG] [LOCAL     ] No optimal features file found for MYI: ./output/feature-sets/MYI.txt
[2025-12-08T20:27:40.372858] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:40.372888] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:40.372914] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:40.372967] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:40.427967] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:40.428547] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:40.428637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:40.428669] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:40.545418] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:40.545566] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:40.545622] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:40.545650] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:40.548943] [DEBUG] [FORECASTER] MYI: Forecast T+1@11:T+2@11: DOWN (p=13.57%)
[2025-12-08T20:27:40.549208] [INFO ] [FORECASTER] Completed predict_future for MYI
[2025-12-08T20:27:40.549325] [INFO ] [sig       ] MYI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:27:40.685239] [INFO ] [LOCAL     ] Saved forecast: MYI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/MYI.txt
[2025-12-08T20:27:40.685376] [INFO ] [sig       ] [2208/3624] Completed MYI in 0.3s | 2.92 sym/s | Total: 12.6m | ETA: 8.1m
[2025-12-08T20:27:40.685414] [INFO ] [sig       ] [2209/3624] Forecasting MYN...
[2025-12-08T20:27:40.685444] [INFO ] [sig       ] Generating forecast for: MYN
[2025-12-08T20:27:40.685472] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYN' from 'https://tdm.silogroup.org/data/derivative_storage/MYN.csv'.
[2025-12-08T20:27:40.697279] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYN'.
[2025-12-08T20:27:40.697723] [INFO ] [FORECASTER] Starting predict_future for MYN
[2025-12-08T20:27:40.698490] [DEBUG] [LOCAL     ] No optimal features file found for MYN: ./output/feature-sets/MYN.txt
[2025-12-08T20:27:40.698540] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:40.698622] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:40.698651] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:40.698705] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:40.753714] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:40.754513] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:40.754612] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:40.754646] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:40.871914] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:40.872068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:40.872106] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:40.872134] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:40.875415] [DEBUG] [FORECASTER] MYN: Forecast T+1@11:T+2@11: UP (p=54.71%)
[2025-12-08T20:27:40.875701] [INFO ] [FORECASTER] Completed predict_future for MYN
[2025-12-08T20:27:40.875837] [INFO ] [sig       ] MYN: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:27:41.014562] [INFO ] [LOCAL     ] Saved forecast: MYN	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/MYN.txt
[2025-12-08T20:27:41.014711] [INFO ] [sig       ] [2209/3624] Completed MYN in 0.3s | 2.92 sym/s | Total: 12.6m | ETA: 8.1m
[2025-12-08T20:27:41.014751] [INFO ] [sig       ] [2210/3624] Forecasting MYRG...
[2025-12-08T20:27:41.014781] [INFO ] [sig       ] Generating forecast for: MYRG
[2025-12-08T20:27:41.014810] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYRG' from 'https://tdm.silogroup.org/data/derivative_storage/MYRG.csv'.
[2025-12-08T20:27:41.028009] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYRG'.
[2025-12-08T20:27:41.028358] [INFO ] [FORECASTER] Starting predict_future for MYRG
[2025-12-08T20:27:41.029134] [DEBUG] [LOCAL     ] No optimal features file found for MYRG: ./output/feature-sets/MYRG.txt
[2025-12-08T20:27:41.029184] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:41.029214] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:41.029240] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:41.029295] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:41.084369] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:41.084967] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:41.085052] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:41.085099] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:41.202267] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:41.202413] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:41.202451] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:41.202478] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:41.205727] [DEBUG] [FORECASTER] MYRG: Forecast T+1@11:T+2@11: DOWN (p=29.06%)
[2025-12-08T20:27:41.205993] [INFO ] [FORECASTER] Completed predict_future for MYRG
[2025-12-08T20:27:41.206109] [INFO ] [sig       ] MYRG: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:27:41.344234] [INFO ] [LOCAL     ] Saved forecast: MYRG	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/MYRG.txt
[2025-12-08T20:27:41.344392] [INFO ] [sig       ] [2210/3624] Completed MYRG in 0.3s | 2.92 sym/s | Total: 12.6m | ETA: 8.1m
[2025-12-08T20:27:41.344430] [INFO ] [sig       ] [2211/3624] Forecasting NA...
[2025-12-08T20:27:41.344459] [INFO ] [sig       ] Generating forecast for: NA
[2025-12-08T20:27:41.344490] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NA' from 'https://tdm.silogroup.org/data/derivative_storage/NA.csv'.
[2025-12-08T20:27:41.356298] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NA'.
[2025-12-08T20:27:41.356674] [INFO ] [FORECASTER] Starting predict_future for NA
[2025-12-08T20:27:41.357452] [DEBUG] [LOCAL     ] No optimal features file found for NA: ./output/feature-sets/NA.txt
[2025-12-08T20:27:41.357502] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:41.357533] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:41.357558] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:41.357641] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:41.412643] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:41.413502] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:41.413606] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:41.413640] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:41.533409] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:41.533591] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:41.533632] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:41.533677] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:41.536952] [DEBUG] [FORECASTER] NA: Forecast T+1@11:T+2@11: UP (p=60.20%)
[2025-12-08T20:27:41.537217] [INFO ] [FORECASTER] Completed predict_future for NA
[2025-12-08T20:27:41.537341] [INFO ] [sig       ] NA: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:27:41.674645] [INFO ] [LOCAL     ] Saved forecast: NA	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/NA.txt
[2025-12-08T20:27:41.674789] [INFO ] [sig       ] [2211/3624] Completed NA in 0.3s | 2.92 sym/s | Total: 12.6m | ETA: 8.1m
[2025-12-08T20:27:41.674826] [INFO ] [sig       ] [2212/3624] Forecasting NAAS...
[2025-12-08T20:27:41.674856] [INFO ] [sig       ] Generating forecast for: NAAS
[2025-12-08T20:27:41.674886] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAAS' from 'https://tdm.silogroup.org/data/derivative_storage/NAAS.csv'.
[2025-12-08T20:27:41.686757] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAAS'.
[2025-12-08T20:27:41.687096] [INFO ] [FORECASTER] Starting predict_future for NAAS
[2025-12-08T20:27:41.687888] [DEBUG] [LOCAL     ] No optimal features file found for NAAS: ./output/feature-sets/NAAS.txt
[2025-12-08T20:27:41.687938] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:41.687968] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:41.687993] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:41.688048] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:41.743001] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:41.743782] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:41.743857] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:41.743889] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:41.862769] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:41.862928] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:41.862966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:41.863025] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:41.866308] [DEBUG] [FORECASTER] NAAS: Forecast T+1@11:T+2@11: DOWN (p=0.97%)
[2025-12-08T20:27:41.866568] [INFO ] [FORECASTER] Completed predict_future for NAAS
[2025-12-08T20:27:41.866708] [INFO ] [sig       ] NAAS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:27:42.003989] [INFO ] [LOCAL     ] Saved forecast: NAAS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/NAAS.txt
[2025-12-08T20:27:42.004147] [INFO ] [sig       ] [2212/3624] Completed NAAS in 0.3s | 2.92 sym/s | Total: 12.6m | ETA: 8.1m
[2025-12-08T20:27:42.004186] [INFO ] [sig       ] [2213/3624] Forecasting NABL...
[2025-12-08T20:27:42.004216] [INFO ] [sig       ] Generating forecast for: NABL
[2025-12-08T20:27:42.004245] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NABL' from 'https://tdm.silogroup.org/data/derivative_storage/NABL.csv'.
[2025-12-08T20:27:42.015998] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NABL'.
[2025-12-08T20:27:42.016367] [INFO ] [FORECASTER] Starting predict_future for NABL
[2025-12-08T20:27:42.017133] [DEBUG] [LOCAL     ] No optimal features file found for NABL: ./output/feature-sets/NABL.txt
[2025-12-08T20:27:42.017182] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:42.017213] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:42.017238] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:42.017292] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:42.071956] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:42.072796] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:42.072893] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:42.072925] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:42.187544] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:42.187725] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:42.187762] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:42.187790] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:42.191126] [DEBUG] [FORECASTER] NABL: Forecast T+1@11:T+2@11: UP (p=97.32%)
[2025-12-08T20:27:42.191432] [INFO ] [FORECASTER] Completed predict_future for NABL
[2025-12-08T20:27:42.191562] [INFO ] [sig       ] NABL: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:27:42.328176] [INFO ] [LOCAL     ] Saved forecast: NABL	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/NABL.txt
[2025-12-08T20:27:42.328315] [INFO ] [sig       ] [2213/3624] Completed NABL in 0.3s | 2.92 sym/s | Total: 12.6m | ETA: 8.1m
[2025-12-08T20:27:42.328354] [INFO ] [sig       ] [2214/3624] Forecasting NAC...
[2025-12-08T20:27:42.328384] [INFO ] [sig       ] Generating forecast for: NAC
[2025-12-08T20:27:42.328413] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAC' from 'https://tdm.silogroup.org/data/derivative_storage/NAC.csv'.
[2025-12-08T20:27:42.340464] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAC'.
[2025-12-08T20:27:42.340826] [INFO ] [FORECASTER] Starting predict_future for NAC
[2025-12-08T20:27:42.341591] [DEBUG] [LOCAL     ] No optimal features file found for NAC: ./output/feature-sets/NAC.txt
[2025-12-08T20:27:42.341640] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:42.341672] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:42.341697] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:42.341752] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:42.398237] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:42.399008] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:42.399086] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:42.399123] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:42.519778] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:42.519925] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:42.519962] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:42.519990] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:42.523205] [DEBUG] [FORECASTER] NAC: Forecast T+1@11:T+2@11: UP (p=97.49%)
[2025-12-08T20:27:42.523462] [INFO ] [FORECASTER] Completed predict_future for NAC
[2025-12-08T20:27:42.523597] [INFO ] [sig       ] NAC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:27:42.661063] [INFO ] [LOCAL     ] Saved forecast: NAC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/NAC.txt
[2025-12-08T20:27:42.661190] [INFO ] [sig       ] [2214/3624] Completed NAC in 0.3s | 2.92 sym/s | Total: 12.6m | ETA: 8.0m
[2025-12-08T20:27:42.661228] [INFO ] [sig       ] [2215/3624] Forecasting NAD...
[2025-12-08T20:27:42.661256] [INFO ] [sig       ] Generating forecast for: NAD
[2025-12-08T20:27:42.661286] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAD' from 'https://tdm.silogroup.org/data/derivative_storage/NAD.csv'.
[2025-12-08T20:27:42.673731] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAD'.
[2025-12-08T20:27:42.674084] [INFO ] [FORECASTER] Starting predict_future for NAD
[2025-12-08T20:27:42.674848] [DEBUG] [LOCAL     ] No optimal features file found for NAD: ./output/feature-sets/NAD.txt
[2025-12-08T20:27:42.674896] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:42.674927] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:42.674964] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:42.675019] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:42.729950] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:42.730609] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:42.730686] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:42.730717] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:42.851766] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:42.851913] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:42.851952] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:42.851979] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:42.855252] [DEBUG] [FORECASTER] NAD: Forecast T+1@11:T+2@11: DOWN (p=13.26%)
[2025-12-08T20:27:42.855509] [INFO ] [FORECASTER] Completed predict_future for NAD
[2025-12-08T20:27:42.855645] [INFO ] [sig       ] NAD: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:27:42.992888] [INFO ] [LOCAL     ] Saved forecast: NAD	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/NAD.txt
[2025-12-08T20:27:42.993010] [INFO ] [sig       ] [2215/3624] Completed NAD in 0.3s | 2.92 sym/s | Total: 12.6m | ETA: 8.0m
[2025-12-08T20:27:42.993048] [INFO ] [sig       ] [2216/3624] Forecasting NAMS...
[2025-12-08T20:27:42.993075] [INFO ] [sig       ] Generating forecast for: NAMS
[2025-12-08T20:27:42.993105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAMS' from 'https://tdm.silogroup.org/data/derivative_storage/NAMS.csv'.
[2025-12-08T20:27:43.005223] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAMS'.
[2025-12-08T20:27:43.005594] [INFO ] [FORECASTER] Starting predict_future for NAMS
[2025-12-08T20:27:43.006350] [DEBUG] [LOCAL     ] No optimal features file found for NAMS: ./output/feature-sets/NAMS.txt
[2025-12-08T20:27:43.006399] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:43.006430] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:43.006456] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:43.006510] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:43.065189] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:43.065873] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:43.065949] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:43.065981] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:43.185016] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:43.185168] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:43.185215] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:43.185249] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:43.189003] [DEBUG] [FORECASTER] NAMS: Forecast T+1@11:T+2@11: UP (p=92.34%)
[2025-12-08T20:27:43.189280] [INFO ] [FORECASTER] Completed predict_future for NAMS
[2025-12-08T20:27:43.189404] [INFO ] [sig       ] NAMS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:27:43.332180] [INFO ] [LOCAL     ] Saved forecast: NAMS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/NAMS.txt
[2025-12-08T20:27:43.332301] [INFO ] [sig       ] [2216/3624] Completed NAMS in 0.3s | 2.92 sym/s | Total: 12.6m | ETA: 8.0m
[2025-12-08T20:27:43.332340] [INFO ] [sig       ] [2217/3624] Forecasting NATH...
[2025-12-08T20:27:43.332369] [INFO ] [sig       ] Generating forecast for: NATH
[2025-12-08T20:27:43.332397] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NATH' from 'https://tdm.silogroup.org/data/derivative_storage/NATH.csv'.
[2025-12-08T20:27:43.343843] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NATH'.
[2025-12-08T20:27:43.344158] [INFO ] [FORECASTER] Starting predict_future for NATH
[2025-12-08T20:27:43.344948] [DEBUG] [LOCAL     ] No optimal features file found for NATH: ./output/feature-sets/NATH.txt
[2025-12-08T20:27:43.344997] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:43.345028] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:43.345055] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:43.345109] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:43.404187] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:43.405065] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:43.405143] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:43.405175] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:43.517068] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:43.517201] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:43.517238] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:43.517267] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:43.520636] [DEBUG] [FORECASTER] NATH: Forecast T+1@11:T+2@11: DOWN (p=1.83%)
[2025-12-08T20:27:43.520902] [INFO ] [FORECASTER] Completed predict_future for NATH
[2025-12-08T20:27:43.521020] [INFO ] [sig       ] NATH: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:27:43.676505] [INFO ] [LOCAL     ] Saved forecast: NATH	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/NATH.txt
[2025-12-08T20:27:43.676666] [INFO ] [sig       ] [2217/3624] Completed NATH in 0.3s | 2.92 sym/s | Total: 12.7m | ETA: 8.0m
[2025-12-08T20:27:43.676710] [INFO ] [sig       ] [2218/3624] Forecasting NATL...
[2025-12-08T20:27:43.676739] [INFO ] [sig       ] Generating forecast for: NATL
[2025-12-08T20:27:43.676768] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NATL' from 'https://tdm.silogroup.org/data/derivative_storage/NATL.csv'.
[2025-12-08T20:27:43.689941] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NATL'.
[2025-12-08T20:27:43.690312] [INFO ] [FORECASTER] Starting predict_future for NATL
[2025-12-08T20:27:43.691121] [DEBUG] [LOCAL     ] No optimal features file found for NATL: ./output/feature-sets/NATL.txt
[2025-12-08T20:27:43.691177] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:43.691209] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:43.691240] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:43.691299] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:43.757672] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:43.758631] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:43.758729] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:43.758774] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:43.887061] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:43.887207] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:43.887246] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:43.887274] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:43.890778] [DEBUG] [FORECASTER] NATL: Forecast T+1@11:T+2@11: UP (p=96.49%)
[2025-12-08T20:27:43.891043] [INFO ] [FORECASTER] Completed predict_future for NATL
[2025-12-08T20:27:43.891163] [INFO ] [sig       ] NATL: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:27:44.029253] [INFO ] [LOCAL     ] Saved forecast: NATL	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/NATL.txt
[2025-12-08T20:27:44.029368] [INFO ] [sig       ] [2218/3624] Completed NATL in 0.4s | 2.92 sym/s | Total: 12.7m | ETA: 8.0m
[2025-12-08T20:27:44.029405] [INFO ] [sig       ] [2219/3624] Forecasting NAVI...
[2025-12-08T20:27:44.029435] [INFO ] [sig       ] Generating forecast for: NAVI
[2025-12-08T20:27:44.029470] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAVI' from 'https://tdm.silogroup.org/data/derivative_storage/NAVI.csv'.
[2025-12-08T20:27:44.042141] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAVI'.
[2025-12-08T20:27:44.042476] [INFO ] [FORECASTER] Starting predict_future for NAVI
[2025-12-08T20:27:44.043248] [DEBUG] [LOCAL     ] No optimal features file found for NAVI: ./output/feature-sets/NAVI.txt
[2025-12-08T20:27:44.043298] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:44.043330] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:44.043356] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:44.043411] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:44.099643] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:44.100250] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:44.100348] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:44.100382] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:44.224308] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:44.224461] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:44.224501] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:44.224530] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:44.229304] [DEBUG] [FORECASTER] NAVI: Forecast T+1@11:T+2@11: DOWN (p=1.68%)
[2025-12-08T20:27:44.229766] [INFO ] [FORECASTER] Completed predict_future for NAVI
[2025-12-08T20:27:44.229939] [INFO ] [sig       ] NAVI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:27:44.367875] [INFO ] [LOCAL     ] Saved forecast: NAVI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/NAVI.txt
[2025-12-08T20:27:44.367995] [INFO ] [sig       ] [2219/3624] Completed NAVI in 0.3s | 2.92 sym/s | Total: 12.7m | ETA: 8.0m
[2025-12-08T20:27:44.368033] [INFO ] [sig       ] [2220/3624] Forecasting NAZ...
[2025-12-08T20:27:44.368063] [INFO ] [sig       ] Generating forecast for: NAZ
[2025-12-08T20:27:44.368092] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAZ' from 'https://tdm.silogroup.org/data/derivative_storage/NAZ.csv'.
[2025-12-08T20:27:44.380296] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAZ'.
[2025-12-08T20:27:44.380640] [INFO ] [FORECASTER] Starting predict_future for NAZ
[2025-12-08T20:27:44.381399] [DEBUG] [LOCAL     ] No optimal features file found for NAZ: ./output/feature-sets/NAZ.txt
[2025-12-08T20:27:44.381449] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:44.381480] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:44.381506] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:44.381560] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:44.438028] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:44.438646] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:44.438720] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:44.438751] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:44.539017] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:44.539132] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:44.539168] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:44.539197] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:44.542302] [DEBUG] [FORECASTER] NAZ: Forecast T+1@11:T+2@11: UP (p=90.36%)
[2025-12-08T20:27:44.542556] [INFO ] [FORECASTER] Completed predict_future for NAZ
[2025-12-08T20:27:44.542693] [INFO ] [sig       ] NAZ: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:27:44.681974] [INFO ] [LOCAL     ] Saved forecast: NAZ	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/NAZ.txt
[2025-12-08T20:27:44.682094] [INFO ] [sig       ] [2220/3624] Completed NAZ in 0.3s | 2.92 sym/s | Total: 12.7m | ETA: 8.0m
[2025-12-08T20:27:44.682133] [INFO ] [sig       ] [2221/3624] Forecasting NB...
[2025-12-08T20:27:44.682160] [INFO ] [sig       ] Generating forecast for: NB
[2025-12-08T20:27:44.682189] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NB' from 'https://tdm.silogroup.org/data/derivative_storage/NB.csv'.
[2025-12-08T20:27:44.693781] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NB'.
[2025-12-08T20:27:44.694109] [INFO ] [FORECASTER] Starting predict_future for NB
[2025-12-08T20:27:44.694884] [DEBUG] [LOCAL     ] No optimal features file found for NB: ./output/feature-sets/NB.txt
[2025-12-08T20:27:44.694932] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:44.694963] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:44.694988] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:44.695042] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:44.751318] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:44.751942] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:44.752031] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:44.752062] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:44.865659] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:44.865801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:44.865837] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:44.865864] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:44.869163] [DEBUG] [FORECASTER] NB: Forecast T+1@11:T+2@11: UP (p=91.53%)
[2025-12-08T20:27:44.869452] [INFO ] [FORECASTER] Completed predict_future for NB
[2025-12-08T20:27:44.869570] [INFO ] [sig       ] NB: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:27:45.008894] [INFO ] [LOCAL     ] Saved forecast: NB	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/NB.txt
[2025-12-08T20:27:45.009036] [INFO ] [sig       ] [2221/3624] Completed NB in 0.3s | 2.92 sym/s | Total: 12.7m | ETA: 8.0m
[2025-12-08T20:27:45.009076] [INFO ] [sig       ] [2222/3624] Forecasting NBB...
[2025-12-08T20:27:45.009104] [INFO ] [sig       ] Generating forecast for: NBB
[2025-12-08T20:27:45.009134] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBB' from 'https://tdm.silogroup.org/data/derivative_storage/NBB.csv'.
[2025-12-08T20:27:45.021619] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBB'.
[2025-12-08T20:27:45.021987] [INFO ] [FORECASTER] Starting predict_future for NBB
[2025-12-08T20:27:45.022760] [DEBUG] [LOCAL     ] No optimal features file found for NBB: ./output/feature-sets/NBB.txt
[2025-12-08T20:27:45.022809] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:45.022841] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:45.022867] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:45.022922] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:45.078480] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:45.079068] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:45.079139] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:45.079171] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:45.196542] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:45.196707] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:45.196746] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:45.196774] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:45.200105] [DEBUG] [FORECASTER] NBB: Forecast T+1@11:T+2@11: DOWN (p=17.85%)
[2025-12-08T20:27:45.200366] [INFO ] [FORECASTER] Completed predict_future for NBB
[2025-12-08T20:27:45.200482] [INFO ] [sig       ] NBB: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:27:45.340181] [INFO ] [LOCAL     ] Saved forecast: NBB	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/NBB.txt
[2025-12-08T20:27:45.340331] [INFO ] [sig       ] [2222/3624] Completed NBB in 0.3s | 2.92 sym/s | Total: 12.7m | ETA: 8.0m
[2025-12-08T20:27:45.340369] [INFO ] [sig       ] [2223/3624] Forecasting NBBK...
[2025-12-08T20:27:45.340399] [INFO ] [sig       ] Generating forecast for: NBBK
[2025-12-08T20:27:45.340428] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBBK' from 'https://tdm.silogroup.org/data/derivative_storage/NBBK.csv'.
[2025-12-08T20:27:45.352733] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBBK'.
[2025-12-08T20:27:45.353060] [INFO ] [FORECASTER] Starting predict_future for NBBK
[2025-12-08T20:27:45.353859] [DEBUG] [LOCAL     ] No optimal features file found for NBBK: ./output/feature-sets/NBBK.txt
[2025-12-08T20:27:45.353907] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:45.353938] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:45.353965] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:45.354019] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:45.410487] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:45.411088] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:45.411160] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:45.411191] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:45.529649] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:45.529794] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:45.529831] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:45.529859] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:45.533173] [DEBUG] [FORECASTER] NBBK: Forecast T+1@11:T+2@11: DOWN (p=6.05%)
[2025-12-08T20:27:45.533465] [INFO ] [FORECASTER] Completed predict_future for NBBK
[2025-12-08T20:27:45.533601] [INFO ] [sig       ] NBBK: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:27:45.672156] [INFO ] [LOCAL     ] Saved forecast: NBBK	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/NBBK.txt
[2025-12-08T20:27:45.672287] [INFO ] [sig       ] [2223/3624] Completed NBBK in 0.3s | 2.92 sym/s | Total: 12.7m | ETA: 8.0m
[2025-12-08T20:27:45.672324] [INFO ] [sig       ] [2224/3624] Forecasting NBHC...
[2025-12-08T20:27:45.672353] [INFO ] [sig       ] Generating forecast for: NBHC
[2025-12-08T20:27:45.672382] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBHC' from 'https://tdm.silogroup.org/data/derivative_storage/NBHC.csv'.
[2025-12-08T20:27:45.684997] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBHC'.
[2025-12-08T20:27:45.685424] [INFO ] [FORECASTER] Starting predict_future for NBHC
[2025-12-08T20:27:45.686273] [DEBUG] [LOCAL     ] No optimal features file found for NBHC: ./output/feature-sets/NBHC.txt
[2025-12-08T20:27:45.686328] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:45.686359] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:45.686386] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:45.686441] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:45.745512] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:45.746416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:45.746499] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:45.746533] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:45.864955] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:45.865113] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:45.865151] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:45.865178] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:45.868567] [DEBUG] [FORECASTER] NBHC: Forecast T+1@11:T+2@11: DOWN (p=46.84%)
[2025-12-08T20:27:45.868853] [INFO ] [FORECASTER] Completed predict_future for NBHC
[2025-12-08T20:27:45.868974] [INFO ] [sig       ] NBHC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:27:46.009048] [INFO ] [LOCAL     ] Saved forecast: NBHC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/NBHC.txt
[2025-12-08T20:27:46.009201] [INFO ] [sig       ] [2224/3624] Completed NBHC in 0.3s | 2.92 sym/s | Total: 12.7m | ETA: 8.0m
[2025-12-08T20:27:46.009240] [INFO ] [sig       ] [2225/3624] Forecasting NBIX...
[2025-12-08T20:27:46.009269] [INFO ] [sig       ] Generating forecast for: NBIX
[2025-12-08T20:27:46.009301] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBIX' from 'https://tdm.silogroup.org/data/derivative_storage/NBIX.csv'.
[2025-12-08T20:27:46.022026] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBIX'.
[2025-12-08T20:27:46.022417] [INFO ] [FORECASTER] Starting predict_future for NBIX
[2025-12-08T20:27:46.023229] [DEBUG] [LOCAL     ] No optimal features file found for NBIX: ./output/feature-sets/NBIX.txt
[2025-12-08T20:27:46.023282] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:46.023315] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:46.023343] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:46.023400] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:46.082308] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:46.083148] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:46.083230] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:46.083263] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:46.211228] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:46.211373] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:46.211411] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:46.211440] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:46.214713] [DEBUG] [FORECASTER] NBIX: Forecast T+1@11:T+2@11: DOWN (p=6.27%)
[2025-12-08T20:27:46.214980] [INFO ] [FORECASTER] Completed predict_future for NBIX
[2025-12-08T20:27:46.215097] [INFO ] [sig       ] NBIX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:27:46.357493] [INFO ] [LOCAL     ] Saved forecast: NBIX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/NBIX.txt
[2025-12-08T20:27:46.357652] [INFO ] [sig       ] [2225/3624] Completed NBIX in 0.3s | 2.92 sym/s | Total: 12.7m | ETA: 8.0m
[2025-12-08T20:27:46.357695] [INFO ] [sig       ] [2226/3624] Forecasting NBN...
[2025-12-08T20:27:46.357724] [INFO ] [sig       ] Generating forecast for: NBN
[2025-12-08T20:27:46.357752] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBN' from 'https://tdm.silogroup.org/data/derivative_storage/NBN.csv'.
[2025-12-08T20:27:46.373859] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBN'.
[2025-12-08T20:27:46.374318] [INFO ] [FORECASTER] Starting predict_future for NBN
[2025-12-08T20:27:46.375400] [DEBUG] [LOCAL     ] No optimal features file found for NBN: ./output/feature-sets/NBN.txt
[2025-12-08T20:27:46.375473] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:46.375553] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:46.375622] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:46.375710] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:46.443154] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:46.444084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:46.444169] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:46.444201] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:46.568272] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:46.568434] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:46.568474] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:46.568502] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:46.571790] [DEBUG] [FORECASTER] NBN: Forecast T+1@11:T+2@11: UP (p=95.33%)
[2025-12-08T20:27:46.572051] [INFO ] [FORECASTER] Completed predict_future for NBN
[2025-12-08T20:27:46.572170] [INFO ] [sig       ] NBN: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:27:46.750684] [INFO ] [LOCAL     ] Saved forecast: NBN	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/NBN.txt
[2025-12-08T20:27:46.750811] [INFO ] [sig       ] [2226/3624] Completed NBN in 0.4s | 2.92 sym/s | Total: 12.7m | ETA: 8.0m
[2025-12-08T20:27:46.750848] [INFO ] [sig       ] [2227/3624] Forecasting NBTB...
[2025-12-08T20:27:46.750877] [INFO ] [sig       ] Generating forecast for: NBTB
[2025-12-08T20:27:46.750908] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBTB' from 'https://tdm.silogroup.org/data/derivative_storage/NBTB.csv'.
[2025-12-08T20:27:46.766495] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBTB'.
[2025-12-08T20:27:46.767000] [INFO ] [FORECASTER] Starting predict_future for NBTB
[2025-12-08T20:27:46.768142] [DEBUG] [LOCAL     ] No optimal features file found for NBTB: ./output/feature-sets/NBTB.txt
[2025-12-08T20:27:46.768207] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:46.768256] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:46.768301] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:46.768382] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:46.831231] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:46.832150] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:46.832264] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:46.832297] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:46.951017] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:46.951176] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:46.951215] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:46.951244] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:46.954823] [DEBUG] [FORECASTER] NBTB: Forecast T+1@11:T+2@11: UP (p=78.04%)
[2025-12-08T20:27:46.955142] [INFO ] [FORECASTER] Completed predict_future for NBTB
[2025-12-08T20:27:46.955277] [INFO ] [sig       ] NBTB: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:27:47.093691] [INFO ] [LOCAL     ] Saved forecast: NBTB	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/NBTB.txt
[2025-12-08T20:27:47.093822] [INFO ] [sig       ] [2227/3624] Completed NBTB in 0.3s | 2.92 sym/s | Total: 12.7m | ETA: 8.0m
[2025-12-08T20:27:47.093860] [INFO ] [sig       ] [2228/3624] Forecasting NBXG...
[2025-12-08T20:27:47.093889] [INFO ] [sig       ] Generating forecast for: NBXG
[2025-12-08T20:27:47.093917] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBXG' from 'https://tdm.silogroup.org/data/derivative_storage/NBXG.csv'.
[2025-12-08T20:27:47.106226] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBXG'.
[2025-12-08T20:27:47.106626] [INFO ] [FORECASTER] Starting predict_future for NBXG
[2025-12-08T20:27:47.107384] [DEBUG] [LOCAL     ] No optimal features file found for NBXG: ./output/feature-sets/NBXG.txt
[2025-12-08T20:27:47.107468] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:47.107500] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:47.107526] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:47.107604] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:47.164406] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:47.165256] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:47.165335] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:47.165368] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:47.283294] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:47.283441] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:47.283479] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:47.283506] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:47.286768] [DEBUG] [FORECASTER] NBXG: Forecast T+1@11:T+2@11: UP (p=67.20%)
[2025-12-08T20:27:47.287025] [INFO ] [FORECASTER] Completed predict_future for NBXG
[2025-12-08T20:27:47.287142] [INFO ] [sig       ] NBXG: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:27:47.428137] [INFO ] [LOCAL     ] Saved forecast: NBXG	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/NBXG.txt
[2025-12-08T20:27:47.428249] [INFO ] [sig       ] [2228/3624] Completed NBXG in 0.3s | 2.92 sym/s | Total: 12.7m | ETA: 8.0m
[2025-12-08T20:27:47.428286] [INFO ] [sig       ] [2229/3624] Forecasting NC...
[2025-12-08T20:27:47.428315] [INFO ] [sig       ] Generating forecast for: NC
[2025-12-08T20:27:47.428344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NC' from 'https://tdm.silogroup.org/data/derivative_storage/NC.csv'.
[2025-12-08T20:27:47.439826] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NC'.
[2025-12-08T20:27:47.440132] [INFO ] [FORECASTER] Starting predict_future for NC
[2025-12-08T20:27:47.440897] [DEBUG] [LOCAL     ] No optimal features file found for NC: ./output/feature-sets/NC.txt
[2025-12-08T20:27:47.440946] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:47.440976] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:47.441002] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:47.441057] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:47.498190] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:47.498820] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:47.498896] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:47.498929] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:47.604950] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:47.605055] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:47.605089] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:47.605145] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:47.608263] [DEBUG] [FORECASTER] NC: Forecast T+1@11:T+2@11: UP (p=54.77%)
[2025-12-08T20:27:47.608521] [INFO ] [FORECASTER] Completed predict_future for NC
[2025-12-08T20:27:47.608653] [INFO ] [sig       ] NC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:27:47.751145] [INFO ] [LOCAL     ] Saved forecast: NC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/NC.txt
[2025-12-08T20:27:47.751252] [INFO ] [sig       ] [2229/3624] Completed NC in 0.3s | 2.92 sym/s | Total: 12.7m | ETA: 8.0m
[2025-12-08T20:27:47.751289] [INFO ] [sig       ] [2230/3624] Forecasting NCA...
[2025-12-08T20:27:47.751317] [INFO ] [sig       ] Generating forecast for: NCA
[2025-12-08T20:27:47.751347] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCA' from 'https://tdm.silogroup.org/data/derivative_storage/NCA.csv'.
[2025-12-08T20:27:47.764392] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCA'.
[2025-12-08T20:27:47.764838] [INFO ] [FORECASTER] Starting predict_future for NCA
[2025-12-08T20:27:47.765734] [DEBUG] [LOCAL     ] No optimal features file found for NCA: ./output/feature-sets/NCA.txt
[2025-12-08T20:27:47.765788] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:47.765821] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:47.765847] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:47.765903] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:47.824866] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:47.825811] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:47.825909] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:47.825943] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:47.948343] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:47.948509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:47.948547] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:47.948594] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:47.951961] [DEBUG] [FORECASTER] NCA: Forecast T+1@11:T+2@11: UP (p=70.88%)
[2025-12-08T20:27:47.952265] [INFO ] [FORECASTER] Completed predict_future for NCA
[2025-12-08T20:27:47.952397] [INFO ] [sig       ] NCA: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:27:48.094074] [INFO ] [LOCAL     ] Saved forecast: NCA	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/NCA.txt
[2025-12-08T20:27:48.094226] [INFO ] [sig       ] [2230/3624] Completed NCA in 0.3s | 2.92 sym/s | Total: 12.7m | ETA: 8.0m
[2025-12-08T20:27:48.094268] [INFO ] [sig       ] [2231/3624] Forecasting NCLH...
[2025-12-08T20:27:48.094297] [INFO ] [sig       ] Generating forecast for: NCLH
[2025-12-08T20:27:48.094327] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCLH' from 'https://tdm.silogroup.org/data/derivative_storage/NCLH.csv'.
[2025-12-08T20:27:48.106205] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCLH'.
[2025-12-08T20:27:48.106569] [INFO ] [FORECASTER] Starting predict_future for NCLH
[2025-12-08T20:27:48.107371] [DEBUG] [LOCAL     ] No optimal features file found for NCLH: ./output/feature-sets/NCLH.txt
[2025-12-08T20:27:48.107447] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:48.107481] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:48.107508] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:48.107566] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:48.164857] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:48.165653] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:48.165730] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:48.165762] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:48.285976] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:48.286122] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:48.286159] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:48.286187] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:48.289479] [DEBUG] [FORECASTER] NCLH: Forecast T+1@11:T+2@11: UP (p=99.59%)
[2025-12-08T20:27:48.289753] [INFO ] [FORECASTER] Completed predict_future for NCLH
[2025-12-08T20:27:48.289873] [INFO ] [sig       ] NCLH: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:27:48.428489] [INFO ] [LOCAL     ] Saved forecast: NCLH	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/NCLH.txt
[2025-12-08T20:27:48.428629] [INFO ] [sig       ] [2231/3624] Completed NCLH in 0.3s | 2.92 sym/s | Total: 12.7m | ETA: 7.9m
[2025-12-08T20:27:48.428676] [INFO ] [sig       ] [2232/3624] Forecasting NCMI...
[2025-12-08T20:27:48.428705] [INFO ] [sig       ] Generating forecast for: NCMI
[2025-12-08T20:27:48.428735] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCMI' from 'https://tdm.silogroup.org/data/derivative_storage/NCMI.csv'.
[2025-12-08T20:27:48.440372] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCMI'.
[2025-12-08T20:27:48.440723] [INFO ] [FORECASTER] Starting predict_future for NCMI
[2025-12-08T20:27:48.441476] [DEBUG] [LOCAL     ] No optimal features file found for NCMI: ./output/feature-sets/NCMI.txt
[2025-12-08T20:27:48.441525] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:48.441555] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:48.441601] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:48.441657] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:48.497723] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:48.498423] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:48.498509] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:48.498540] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:48.619515] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:48.619681] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:48.619719] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:48.619747] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:48.623035] [DEBUG] [FORECASTER] NCMI: Forecast T+1@11:T+2@11: DOWN (p=8.59%)
[2025-12-08T20:27:48.623292] [INFO ] [FORECASTER] Completed predict_future for NCMI
[2025-12-08T20:27:48.623432] [INFO ] [sig       ] NCMI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:27:48.763222] [INFO ] [LOCAL     ] Saved forecast: NCMI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/NCMI.txt
[2025-12-08T20:27:48.763379] [INFO ] [sig       ] [2232/3624] Completed NCMI in 0.3s | 2.92 sym/s | Total: 12.7m | ETA: 7.9m
[2025-12-08T20:27:48.763426] [INFO ] [sig       ] [2233/3624] Forecasting NCNA...
[2025-12-08T20:27:48.763462] [INFO ] [sig       ] Generating forecast for: NCNA
[2025-12-08T20:27:48.763496] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCNA' from 'https://tdm.silogroup.org/data/derivative_storage/NCNA.csv'.
[2025-12-08T20:27:48.775011] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCNA'.
[2025-12-08T20:27:48.775356] [INFO ] [FORECASTER] Starting predict_future for NCNA
[2025-12-08T20:27:48.776118] [DEBUG] [LOCAL     ] No optimal features file found for NCNA: ./output/feature-sets/NCNA.txt
[2025-12-08T20:27:48.776168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:48.776199] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:48.776225] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:48.776281] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:48.832411] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:48.833047] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:48.833120] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:48.833151] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:48.944225] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:48.944385] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:48.944423] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:48.944450] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:48.947789] [DEBUG] [FORECASTER] NCNA: Forecast T+1@11:T+2@11: UP (p=81.71%)
[2025-12-08T20:27:48.948066] [INFO ] [FORECASTER] Completed predict_future for NCNA
[2025-12-08T20:27:48.948208] [INFO ] [sig       ] NCNA: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:27:49.088220] [INFO ] [LOCAL     ] Saved forecast: NCNA	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/NCNA.txt
[2025-12-08T20:27:49.088348] [INFO ] [sig       ] [2233/3624] Completed NCNA in 0.3s | 2.92 sym/s | Total: 12.7m | ETA: 7.9m
[2025-12-08T20:27:49.088386] [INFO ] [sig       ] [2234/3624] Forecasting NCNO...
[2025-12-08T20:27:49.088415] [INFO ] [sig       ] Generating forecast for: NCNO
[2025-12-08T20:27:49.088443] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCNO' from 'https://tdm.silogroup.org/data/derivative_storage/NCNO.csv'.
[2025-12-08T20:27:49.100398] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCNO'.
[2025-12-08T20:27:49.100803] [INFO ] [FORECASTER] Starting predict_future for NCNO
[2025-12-08T20:27:49.101636] [DEBUG] [LOCAL     ] No optimal features file found for NCNO: ./output/feature-sets/NCNO.txt
[2025-12-08T20:27:49.101687] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:49.101718] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:49.101744] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:49.101799] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:49.161109] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:49.161904] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:49.161982] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:49.162016] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:49.282987] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:49.283136] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:49.283175] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:49.283202] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:49.286474] [DEBUG] [FORECASTER] NCNO: Forecast T+1@11:T+2@11: UP (p=85.62%)
[2025-12-08T20:27:49.286766] [INFO ] [FORECASTER] Completed predict_future for NCNO
[2025-12-08T20:27:49.286889] [INFO ] [sig       ] NCNO: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:27:49.424228] [INFO ] [LOCAL     ] Saved forecast: NCNO	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/NCNO.txt
[2025-12-08T20:27:49.424349] [INFO ] [sig       ] [2234/3624] Completed NCNO in 0.3s | 2.92 sym/s | Total: 12.7m | ETA: 7.9m
[2025-12-08T20:27:49.424390] [INFO ] [sig       ] [2235/3624] Forecasting NCTY...
[2025-12-08T20:27:49.424419] [INFO ] [sig       ] Generating forecast for: NCTY
[2025-12-08T20:27:49.424448] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCTY' from 'https://tdm.silogroup.org/data/derivative_storage/NCTY.csv'.
[2025-12-08T20:27:49.436657] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCTY'.
[2025-12-08T20:27:49.436994] [INFO ] [FORECASTER] Starting predict_future for NCTY
[2025-12-08T20:27:49.437807] [DEBUG] [LOCAL     ] No optimal features file found for NCTY: ./output/feature-sets/NCTY.txt
[2025-12-08T20:27:49.437858] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:49.437891] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:49.437919] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:49.437977] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:49.495266] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:49.496107] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:49.496188] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:49.496221] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:49.619021] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:49.619174] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:49.619229] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:49.619259] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:49.622653] [DEBUG] [FORECASTER] NCTY: Forecast T+1@11:T+2@11: DOWN (p=44.70%)
[2025-12-08T20:27:49.622911] [INFO ] [FORECASTER] Completed predict_future for NCTY
[2025-12-08T20:27:49.623028] [INFO ] [sig       ] NCTY: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:27:49.761869] [INFO ] [LOCAL     ] Saved forecast: NCTY	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/NCTY.txt
[2025-12-08T20:27:49.761987] [INFO ] [sig       ] [2235/3624] Completed NCTY in 0.3s | 2.92 sym/s | Total: 12.8m | ETA: 7.9m
[2025-12-08T20:27:49.762025] [INFO ] [sig       ] [2236/3624] Forecasting NCZ...
[2025-12-08T20:27:49.762053] [INFO ] [sig       ] Generating forecast for: NCZ
[2025-12-08T20:27:49.762082] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCZ' from 'https://tdm.silogroup.org/data/derivative_storage/NCZ.csv'.
[2025-12-08T20:27:49.773923] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCZ'.
[2025-12-08T20:27:49.774252] [INFO ] [FORECASTER] Starting predict_future for NCZ
[2025-12-08T20:27:49.775024] [DEBUG] [LOCAL     ] No optimal features file found for NCZ: ./output/feature-sets/NCZ.txt
[2025-12-08T20:27:49.775072] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:49.775103] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:49.775130] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:49.775185] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:49.830925] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:49.831563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:49.831675] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:49.831707] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:49.948249] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:49.948402] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:49.948442] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:49.948470] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:49.951742] [DEBUG] [FORECASTER] NCZ: Forecast T+1@11:T+2@11: UP (p=88.33%)
[2025-12-08T20:27:49.952017] [INFO ] [FORECASTER] Completed predict_future for NCZ
[2025-12-08T20:27:49.952133] [INFO ] [sig       ] NCZ: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:27:50.094227] [INFO ] [LOCAL     ] Saved forecast: NCZ	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/NCZ.txt
[2025-12-08T20:27:50.094383] [INFO ] [sig       ] [2236/3624] Completed NCZ in 0.3s | 2.92 sym/s | Total: 12.8m | ETA: 7.9m
[2025-12-08T20:27:50.094423] [INFO ] [sig       ] [2237/3624] Forecasting NDAQ...
[2025-12-08T20:27:50.094456] [INFO ] [sig       ] Generating forecast for: NDAQ
[2025-12-08T20:27:50.094487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NDAQ' from 'https://tdm.silogroup.org/data/derivative_storage/NDAQ.csv'.
[2025-12-08T20:27:50.106241] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NDAQ'.
[2025-12-08T20:27:50.106621] [INFO ] [FORECASTER] Starting predict_future for NDAQ
[2025-12-08T20:27:50.107456] [DEBUG] [LOCAL     ] No optimal features file found for NDAQ: ./output/feature-sets/NDAQ.txt
[2025-12-08T20:27:50.107508] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:50.107540] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:50.107566] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:50.107650] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:50.166278] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:50.166973] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:50.167050] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:50.167082] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:50.291583] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:50.291745] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:50.291784] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:50.291812] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:50.295074] [DEBUG] [FORECASTER] NDAQ: Forecast T+1@11:T+2@11: UP (p=69.04%)
[2025-12-08T20:27:50.295333] [INFO ] [FORECASTER] Completed predict_future for NDAQ
[2025-12-08T20:27:50.295472] [INFO ] [sig       ] NDAQ: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:27:50.437589] [INFO ] [LOCAL     ] Saved forecast: NDAQ	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/NDAQ.txt
[2025-12-08T20:27:50.437715] [INFO ] [sig       ] [2237/3624] Completed NDAQ in 0.3s | 2.92 sym/s | Total: 12.8m | ETA: 7.9m
[2025-12-08T20:27:50.437755] [INFO ] [sig       ] [2238/3624] Forecasting NDMO...
[2025-12-08T20:27:50.437786] [INFO ] [sig       ] Generating forecast for: NDMO
[2025-12-08T20:27:50.437815] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NDMO' from 'https://tdm.silogroup.org/data/derivative_storage/NDMO.csv'.
[2025-12-08T20:27:50.449613] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NDMO'.
[2025-12-08T20:27:50.449964] [INFO ] [FORECASTER] Starting predict_future for NDMO
[2025-12-08T20:27:50.450795] [DEBUG] [LOCAL     ] No optimal features file found for NDMO: ./output/feature-sets/NDMO.txt
[2025-12-08T20:27:50.450845] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:50.450877] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:50.450905] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:50.450961] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:50.509988] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:50.510654] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:50.510732] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:50.510764] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:50.630213] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:50.630360] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:50.630402] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:50.630428] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:50.633672] [DEBUG] [FORECASTER] NDMO: Forecast T+1@11:T+2@11: DOWN (p=10.50%)
[2025-12-08T20:27:50.633931] [INFO ] [FORECASTER] Completed predict_future for NDMO
[2025-12-08T20:27:50.634048] [INFO ] [sig       ] NDMO: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:27:50.778657] [INFO ] [LOCAL     ] Saved forecast: NDMO	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/NDMO.txt
[2025-12-08T20:27:50.778784] [INFO ] [sig       ] [2238/3624] Completed NDMO in 0.3s | 2.92 sym/s | Total: 12.8m | ETA: 7.9m
[2025-12-08T20:27:50.778821] [INFO ] [sig       ] [2239/3624] Forecasting NDRA...
[2025-12-08T20:27:50.778849] [INFO ] [sig       ] Generating forecast for: NDRA
[2025-12-08T20:27:50.778877] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NDRA' from 'https://tdm.silogroup.org/data/derivative_storage/NDRA.csv'.
[2025-12-08T20:27:50.790351] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NDRA'.
[2025-12-08T20:27:50.790704] [INFO ] [FORECASTER] Starting predict_future for NDRA
[2025-12-08T20:27:50.791452] [DEBUG] [LOCAL     ] No optimal features file found for NDRA: ./output/feature-sets/NDRA.txt
[2025-12-08T20:27:50.791501] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:50.791542] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:50.791586] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:50.791653] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:50.864026] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:50.864855] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:50.864941] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:50.864975] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:50.982011] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:50.982159] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:50.982196] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:50.982225] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:50.985466] [DEBUG] [FORECASTER] NDRA: Forecast T+1@11:T+2@11: DOWN (p=39.12%)
[2025-12-08T20:27:50.985743] [INFO ] [FORECASTER] Completed predict_future for NDRA
[2025-12-08T20:27:50.985862] [INFO ] [sig       ] NDRA: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:27:51.129111] [INFO ] [LOCAL     ] Saved forecast: NDRA	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/NDRA.txt
[2025-12-08T20:27:51.129303] [INFO ] [sig       ] [2239/3624] Completed NDRA in 0.4s | 2.92 sym/s | Total: 12.8m | ETA: 7.9m
[2025-12-08T20:27:51.129343] [INFO ] [sig       ] [2240/3624] Forecasting NDSN...
[2025-12-08T20:27:51.129372] [INFO ] [sig       ] Generating forecast for: NDSN
[2025-12-08T20:27:51.129403] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NDSN' from 'https://tdm.silogroup.org/data/derivative_storage/NDSN.csv'.
[2025-12-08T20:27:51.141515] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NDSN'.
[2025-12-08T20:27:51.141910] [INFO ] [FORECASTER] Starting predict_future for NDSN
[2025-12-08T20:27:51.142738] [DEBUG] [LOCAL     ] No optimal features file found for NDSN: ./output/feature-sets/NDSN.txt
[2025-12-08T20:27:51.142791] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:51.142823] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:51.142850] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:51.142906] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:51.204183] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:51.205253] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:51.205332] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:51.205365] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:51.327170] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:51.327316] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:51.327353] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:51.327380] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:51.330845] [DEBUG] [FORECASTER] NDSN: Forecast T+1@11:T+2@11: DOWN (p=14.93%)
[2025-12-08T20:27:51.331111] [INFO ] [FORECASTER] Completed predict_future for NDSN
[2025-12-08T20:27:51.331232] [INFO ] [sig       ] NDSN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:27:51.475850] [INFO ] [LOCAL     ] Saved forecast: NDSN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/NDSN.txt
[2025-12-08T20:27:51.475975] [INFO ] [sig       ] [2240/3624] Completed NDSN in 0.3s | 2.92 sym/s | Total: 12.8m | ETA: 7.9m
[2025-12-08T20:27:51.476013] [INFO ] [sig       ] [2241/3624] Forecasting NE...
[2025-12-08T20:27:51.476041] [INFO ] [sig       ] Generating forecast for: NE
[2025-12-08T20:27:51.476070] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NE' from 'https://tdm.silogroup.org/data/derivative_storage/NE.csv'.
[2025-12-08T20:27:51.488034] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NE'.
[2025-12-08T20:27:51.488390] [INFO ] [FORECASTER] Starting predict_future for NE
[2025-12-08T20:27:51.489193] [DEBUG] [LOCAL     ] No optimal features file found for NE: ./output/feature-sets/NE.txt
[2025-12-08T20:27:51.489244] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:51.489275] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:51.489302] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:51.489359] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:51.548831] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:51.549510] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:51.549613] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:51.549650] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:51.669151] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:51.669297] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:51.669336] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:51.669366] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:51.672830] [DEBUG] [FORECASTER] NE: Forecast T+1@11:T+2@11: DOWN (p=22.22%)
[2025-12-08T20:27:51.673103] [INFO ] [FORECASTER] Completed predict_future for NE
[2025-12-08T20:27:51.673224] [INFO ] [sig       ] NE: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:27:51.819622] [INFO ] [LOCAL     ] Saved forecast: NE	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/NE.txt
[2025-12-08T20:27:51.819760] [INFO ] [sig       ] [2241/3624] Completed NE in 0.3s | 2.92 sym/s | Total: 12.8m | ETA: 7.9m
[2025-12-08T20:27:51.819798] [INFO ] [sig       ] [2242/3624] Forecasting NEA...
[2025-12-08T20:27:51.819827] [INFO ] [sig       ] Generating forecast for: NEA
[2025-12-08T20:27:51.819856] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEA' from 'https://tdm.silogroup.org/data/derivative_storage/NEA.csv'.
[2025-12-08T20:27:51.831918] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEA'.
[2025-12-08T20:27:51.832257] [INFO ] [FORECASTER] Starting predict_future for NEA
[2025-12-08T20:27:51.833061] [DEBUG] [LOCAL     ] No optimal features file found for NEA: ./output/feature-sets/NEA.txt
[2025-12-08T20:27:51.833116] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:51.833157] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:51.833192] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:51.833253] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:51.894848] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:51.895612] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:51.895692] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:51.895725] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:52.024124] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:52.024271] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:52.024312] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:52.024343] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:52.027788] [DEBUG] [FORECASTER] NEA: Forecast T+1@11:T+2@11: DOWN (p=44.25%)
[2025-12-08T20:27:52.028059] [INFO ] [FORECASTER] Completed predict_future for NEA
[2025-12-08T20:27:52.028181] [INFO ] [sig       ] NEA: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:27:52.173349] [INFO ] [LOCAL     ] Saved forecast: NEA	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/NEA.txt
[2025-12-08T20:27:52.173509] [INFO ] [sig       ] [2242/3624] Completed NEA in 0.4s | 2.92 sym/s | Total: 12.8m | ETA: 7.9m
[2025-12-08T20:27:52.173557] [INFO ] [sig       ] [2243/3624] Forecasting NECB...
[2025-12-08T20:27:52.173617] [INFO ] [sig       ] Generating forecast for: NECB
[2025-12-08T20:27:52.173649] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NECB' from 'https://tdm.silogroup.org/data/derivative_storage/NECB.csv'.
[2025-12-08T20:27:52.185767] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NECB'.
[2025-12-08T20:27:52.186149] [INFO ] [FORECASTER] Starting predict_future for NECB
[2025-12-08T20:27:52.187001] [DEBUG] [LOCAL     ] No optimal features file found for NECB: ./output/feature-sets/NECB.txt
[2025-12-08T20:27:52.187053] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:52.187111] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:52.187153] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:52.187245] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:52.246639] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:52.247491] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:52.247602] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:52.247639] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:52.365674] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:52.365820] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:52.365858] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:52.365885] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:52.369274] [DEBUG] [FORECASTER] NECB: Forecast T+1@11:T+2@11: DOWN (p=44.21%)
[2025-12-08T20:27:52.369538] [INFO ] [FORECASTER] Completed predict_future for NECB
[2025-12-08T20:27:52.369672] [INFO ] [sig       ] NECB: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:27:52.516194] [INFO ] [LOCAL     ] Saved forecast: NECB	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/NECB.txt
[2025-12-08T20:27:52.516319] [INFO ] [sig       ] [2243/3624] Completed NECB in 0.3s | 2.92 sym/s | Total: 12.8m | ETA: 7.9m
[2025-12-08T20:27:52.516358] [INFO ] [sig       ] [2244/3624] Forecasting NEE...
[2025-12-08T20:27:52.516387] [INFO ] [sig       ] Generating forecast for: NEE
[2025-12-08T20:27:52.516416] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEE' from 'https://tdm.silogroup.org/data/derivative_storage/NEE.csv'.
[2025-12-08T20:27:52.528187] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEE'.
[2025-12-08T20:27:52.528531] [INFO ] [FORECASTER] Starting predict_future for NEE
[2025-12-08T20:27:52.529306] [DEBUG] [LOCAL     ] No optimal features file found for NEE: ./output/feature-sets/NEE.txt
[2025-12-08T20:27:52.529354] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:52.529389] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:52.529421] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:52.529494] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:52.586883] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:52.587699] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:52.587778] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:52.587811] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:52.705755] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:52.705903] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:52.705940] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:52.705967] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:52.709241] [DEBUG] [FORECASTER] NEE: Forecast T+1@11:T+2@11: UP (p=83.40%)
[2025-12-08T20:27:52.709528] [INFO ] [FORECASTER] Completed predict_future for NEE
[2025-12-08T20:27:52.709675] [INFO ] [sig       ] NEE: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:27:52.853740] [INFO ] [LOCAL     ] Saved forecast: NEE	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/NEE.txt
[2025-12-08T20:27:52.853876] [INFO ] [sig       ] [2244/3624] Completed NEE in 0.3s | 2.92 sym/s | Total: 12.8m | ETA: 7.9m
[2025-12-08T20:27:52.853915] [INFO ] [sig       ] [2245/3624] Forecasting NEGG...
[2025-12-08T20:27:52.853943] [INFO ] [sig       ] Generating forecast for: NEGG
[2025-12-08T20:27:52.853972] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEGG' from 'https://tdm.silogroup.org/data/derivative_storage/NEGG.csv'.
[2025-12-08T20:27:52.865803] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEGG'.
[2025-12-08T20:27:52.866160] [INFO ] [FORECASTER] Starting predict_future for NEGG
[2025-12-08T20:27:52.866974] [DEBUG] [LOCAL     ] No optimal features file found for NEGG: ./output/feature-sets/NEGG.txt
[2025-12-08T20:27:52.867023] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:52.867055] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:52.867081] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:52.867136] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:52.923370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:52.924026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:52.924098] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:52.924129] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:53.041946] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:53.042094] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:53.042131] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:53.042159] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:53.045420] [DEBUG] [FORECASTER] NEGG: Forecast T+1@11:T+2@11: UP (p=63.35%)
[2025-12-08T20:27:53.045701] [INFO ] [FORECASTER] Completed predict_future for NEGG
[2025-12-08T20:27:53.045819] [INFO ] [sig       ] NEGG: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:27:53.190559] [INFO ] [LOCAL     ] Saved forecast: NEGG	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/NEGG.txt
[2025-12-08T20:27:53.190708] [INFO ] [sig       ] [2245/3624] Completed NEGG in 0.3s | 2.92 sym/s | Total: 12.8m | ETA: 7.9m
[2025-12-08T20:27:53.190749] [INFO ] [sig       ] [2246/3624] Forecasting NEM...
[2025-12-08T20:27:53.190777] [INFO ] [sig       ] Generating forecast for: NEM
[2025-12-08T20:27:53.190810] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEM' from 'https://tdm.silogroup.org/data/derivative_storage/NEM.csv'.
[2025-12-08T20:27:53.202823] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEM'.
[2025-12-08T20:27:53.203188] [INFO ] [FORECASTER] Starting predict_future for NEM
[2025-12-08T20:27:53.203968] [DEBUG] [LOCAL     ] No optimal features file found for NEM: ./output/feature-sets/NEM.txt
[2025-12-08T20:27:53.204016] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:53.204047] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:53.204073] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:53.204127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:53.260910] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:53.261651] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:53.261730] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:53.261762] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:53.386009] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:53.386148] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:53.386185] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:53.386254] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:53.389763] [DEBUG] [FORECASTER] NEM: Forecast T+1@11:T+2@11: UP (p=95.12%)
[2025-12-08T20:27:53.390032] [INFO ] [FORECASTER] Completed predict_future for NEM
[2025-12-08T20:27:53.390153] [INFO ] [sig       ] NEM: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:27:53.539638] [INFO ] [LOCAL     ] Saved forecast: NEM	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/NEM.txt
[2025-12-08T20:27:53.539773] [INFO ] [sig       ] [2246/3624] Completed NEM in 0.3s | 2.92 sym/s | Total: 12.8m | ETA: 7.9m
[2025-12-08T20:27:53.539813] [INFO ] [sig       ] [2247/3624] Forecasting NEO...
[2025-12-08T20:27:53.539843] [INFO ] [sig       ] Generating forecast for: NEO
[2025-12-08T20:27:53.539874] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEO' from 'https://tdm.silogroup.org/data/derivative_storage/NEO.csv'.
[2025-12-08T20:27:53.551375] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEO'.
[2025-12-08T20:27:53.551734] [INFO ] [FORECASTER] Starting predict_future for NEO
[2025-12-08T20:27:53.552494] [DEBUG] [LOCAL     ] No optimal features file found for NEO: ./output/feature-sets/NEO.txt
[2025-12-08T20:27:53.552543] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:53.552601] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:53.552630] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:53.552688] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:53.611597] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:53.612271] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:53.612348] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:53.612380] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:53.736845] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:53.736992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:53.737031] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:53.737058] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:53.740431] [DEBUG] [FORECASTER] NEO: Forecast T+1@11:T+2@11: UP (p=87.55%)
[2025-12-08T20:27:53.740709] [INFO ] [FORECASTER] Completed predict_future for NEO
[2025-12-08T20:27:53.740828] [INFO ] [sig       ] NEO: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:27:53.879162] [INFO ] [LOCAL     ] Saved forecast: NEO	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/NEO.txt
[2025-12-08T20:27:53.879290] [INFO ] [sig       ] [2247/3624] Completed NEO in 0.3s | 2.92 sym/s | Total: 12.8m | ETA: 7.9m
[2025-12-08T20:27:53.879328] [INFO ] [sig       ] [2248/3624] Forecasting NEOG...
[2025-12-08T20:27:53.879356] [INFO ] [sig       ] Generating forecast for: NEOG
[2025-12-08T20:27:53.879385] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEOG' from 'https://tdm.silogroup.org/data/derivative_storage/NEOG.csv'.
[2025-12-08T20:27:53.891089] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEOG'.
[2025-12-08T20:27:53.891412] [INFO ] [FORECASTER] Starting predict_future for NEOG
[2025-12-08T20:27:53.892178] [DEBUG] [LOCAL     ] No optimal features file found for NEOG: ./output/feature-sets/NEOG.txt
[2025-12-08T20:27:53.892227] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:53.892258] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:53.892284] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:53.892339] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:53.948807] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:53.949395] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:53.949468] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:53.949511] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:54.067017] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:54.067162] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:54.067199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:54.067227] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:54.070459] [DEBUG] [FORECASTER] NEOG: Forecast T+1@11:T+2@11: DOWN (p=15.59%)
[2025-12-08T20:27:54.070740] [INFO ] [FORECASTER] Completed predict_future for NEOG
[2025-12-08T20:27:54.070860] [INFO ] [sig       ] NEOG: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:27:54.210206] [INFO ] [LOCAL     ] Saved forecast: NEOG	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/NEOG.txt
[2025-12-08T20:27:54.210322] [INFO ] [sig       ] [2248/3624] Completed NEOG in 0.3s | 2.92 sym/s | Total: 12.8m | ETA: 7.9m
[2025-12-08T20:27:54.210361] [INFO ] [sig       ] [2249/3624] Forecasting NEON...
[2025-12-08T20:27:54.210390] [INFO ] [sig       ] Generating forecast for: NEON
[2025-12-08T20:27:54.210421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEON' from 'https://tdm.silogroup.org/data/derivative_storage/NEON.csv'.
[2025-12-08T20:27:54.222507] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEON'.
[2025-12-08T20:27:54.222870] [INFO ] [FORECASTER] Starting predict_future for NEON
[2025-12-08T20:27:54.223690] [DEBUG] [LOCAL     ] No optimal features file found for NEON: ./output/feature-sets/NEON.txt
[2025-12-08T20:27:54.223738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:54.223769] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:54.223795] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:54.223861] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:54.282192] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:54.282979] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:54.283058] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:54.283091] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:54.403484] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:54.403664] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:54.403702] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:54.403730] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:54.406999] [DEBUG] [FORECASTER] NEON: Forecast T+1@11:T+2@11: DOWN (p=4.76%)
[2025-12-08T20:27:54.407254] [INFO ] [FORECASTER] Completed predict_future for NEON
[2025-12-08T20:27:54.407369] [INFO ] [sig       ] NEON: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:27:54.546263] [INFO ] [LOCAL     ] Saved forecast: NEON	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/NEON.txt
[2025-12-08T20:27:54.546377] [INFO ] [sig       ] [2249/3624] Completed NEON in 0.3s | 2.92 sym/s | Total: 12.8m | ETA: 7.8m
[2025-12-08T20:27:54.546414] [INFO ] [sig       ] [2250/3624] Forecasting NEXA...
[2025-12-08T20:27:54.546442] [INFO ] [sig       ] Generating forecast for: NEXA
[2025-12-08T20:27:54.546471] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEXA' from 'https://tdm.silogroup.org/data/derivative_storage/NEXA.csv'.
[2025-12-08T20:27:54.557964] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEXA'.
[2025-12-08T20:27:54.558306] [INFO ] [FORECASTER] Starting predict_future for NEXA
[2025-12-08T20:27:54.559088] [DEBUG] [LOCAL     ] No optimal features file found for NEXA: ./output/feature-sets/NEXA.txt
[2025-12-08T20:27:54.559136] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:54.559168] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:54.559205] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:54.559261] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:54.615298] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:54.615901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:54.615974] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:54.616005] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:54.730122] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:54.730271] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:54.730306] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:54.730333] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:54.733610] [DEBUG] [FORECASTER] NEXA: Forecast T+1@11:T+2@11: DOWN (p=39.59%)
[2025-12-08T20:27:54.733871] [INFO ] [FORECASTER] Completed predict_future for NEXA
[2025-12-08T20:27:54.733987] [INFO ] [sig       ] NEXA: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:27:54.873685] [INFO ] [LOCAL     ] Saved forecast: NEXA	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/NEXA.txt
[2025-12-08T20:27:54.873830] [INFO ] [sig       ] [2250/3624] Completed NEXA in 0.3s | 2.92 sym/s | Total: 12.8m | ETA: 7.8m
[2025-12-08T20:27:54.873870] [INFO ] [sig       ] [2251/3624] Forecasting NEXN...
[2025-12-08T20:27:54.873898] [INFO ] [sig       ] Generating forecast for: NEXN
[2025-12-08T20:27:54.873926] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEXN' from 'https://tdm.silogroup.org/data/derivative_storage/NEXN.csv'.
[2025-12-08T20:27:54.886960] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEXN'.
[2025-12-08T20:27:54.887310] [INFO ] [FORECASTER] Starting predict_future for NEXN
[2025-12-08T20:27:54.888194] [DEBUG] [LOCAL     ] No optimal features file found for NEXN: ./output/feature-sets/NEXN.txt
[2025-12-08T20:27:54.888245] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:54.888277] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:54.888309] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:54.888392] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:54.948565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:54.949462] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:54.949548] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:54.949601] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:55.072823] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:55.072970] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:55.073008] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:55.073036] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:55.076269] [DEBUG] [FORECASTER] NEXN: Forecast T+1@11:T+2@11: UP (p=71.13%)
[2025-12-08T20:27:55.076529] [INFO ] [FORECASTER] Completed predict_future for NEXN
[2025-12-08T20:27:55.076686] [INFO ] [sig       ] NEXN: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:27:55.223136] [INFO ] [LOCAL     ] Saved forecast: NEXN	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/NEXN.txt
[2025-12-08T20:27:55.223261] [INFO ] [sig       ] [2251/3624] Completed NEXN in 0.3s | 2.92 sym/s | Total: 12.8m | ETA: 7.8m
[2025-12-08T20:27:55.223301] [INFO ] [sig       ] [2252/3624] Forecasting NFBK...
[2025-12-08T20:27:55.223333] [INFO ] [sig       ] Generating forecast for: NFBK
[2025-12-08T20:27:55.223364] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFBK' from 'https://tdm.silogroup.org/data/derivative_storage/NFBK.csv'.
[2025-12-08T20:27:55.235624] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFBK'.
[2025-12-08T20:27:55.235968] [INFO ] [FORECASTER] Starting predict_future for NFBK
[2025-12-08T20:27:55.236805] [DEBUG] [LOCAL     ] No optimal features file found for NFBK: ./output/feature-sets/NFBK.txt
[2025-12-08T20:27:55.236855] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:55.236888] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:55.236916] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:55.236972] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:55.295687] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:55.296446] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:55.296536] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:55.296598] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:55.414839] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:55.414982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:55.415021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:55.415049] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:55.418464] [DEBUG] [FORECASTER] NFBK: Forecast T+1@11:T+2@11: UP (p=62.55%)
[2025-12-08T20:27:55.418764] [INFO ] [FORECASTER] Completed predict_future for NFBK
[2025-12-08T20:27:55.418893] [INFO ] [sig       ] NFBK: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:27:55.578515] [INFO ] [LOCAL     ] Saved forecast: NFBK	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/NFBK.txt
[2025-12-08T20:27:55.578658] [INFO ] [sig       ] [2252/3624] Completed NFBK in 0.4s | 2.92 sym/s | Total: 12.9m | ETA: 7.8m
[2025-12-08T20:27:55.578701] [INFO ] [sig       ] [2253/3624] Forecasting NFE...
[2025-12-08T20:27:55.578729] [INFO ] [sig       ] Generating forecast for: NFE
[2025-12-08T20:27:55.578758] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFE' from 'https://tdm.silogroup.org/data/derivative_storage/NFE.csv'.
[2025-12-08T20:27:55.590626] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFE'.
[2025-12-08T20:27:55.590961] [INFO ] [FORECASTER] Starting predict_future for NFE
[2025-12-08T20:27:55.591726] [DEBUG] [LOCAL     ] No optimal features file found for NFE: ./output/feature-sets/NFE.txt
[2025-12-08T20:27:55.591775] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:55.591806] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:55.591833] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:55.591888] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:55.648949] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:55.649766] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:55.649876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:55.649910] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:55.772916] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:55.773064] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:55.773102] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:55.773131] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:55.776506] [DEBUG] [FORECASTER] NFE: Forecast T+1@11:T+2@11: DOWN (p=4.79%)
[2025-12-08T20:27:55.776783] [INFO ] [FORECASTER] Completed predict_future for NFE
[2025-12-08T20:27:55.776906] [INFO ] [sig       ] NFE: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:27:55.921500] [INFO ] [LOCAL     ] Saved forecast: NFE	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/NFE.txt
[2025-12-08T20:27:55.921638] [INFO ] [sig       ] [2253/3624] Completed NFE in 0.3s | 2.92 sym/s | Total: 12.9m | ETA: 7.8m
[2025-12-08T20:27:55.921679] [INFO ] [sig       ] [2254/3624] Forecasting NFG...
[2025-12-08T20:27:55.921709] [INFO ] [sig       ] Generating forecast for: NFG
[2025-12-08T20:27:55.921744] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFG' from 'https://tdm.silogroup.org/data/derivative_storage/NFG.csv'.
[2025-12-08T20:27:55.933668] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFG'.
[2025-12-08T20:27:55.934017] [INFO ] [FORECASTER] Starting predict_future for NFG
[2025-12-08T20:27:55.934795] [DEBUG] [LOCAL     ] No optimal features file found for NFG: ./output/feature-sets/NFG.txt
[2025-12-08T20:27:55.934844] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:55.934876] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:55.934901] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:55.934957] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:55.992723] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:55.993410] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:55.993487] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:55.993520] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:56.110163] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:56.110307] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:56.110344] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:56.110372] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:56.113628] [DEBUG] [FORECASTER] NFG: Forecast T+1@11:T+2@11: UP (p=83.90%)
[2025-12-08T20:27:56.113894] [INFO ] [FORECASTER] Completed predict_future for NFG
[2025-12-08T20:27:56.114011] [INFO ] [sig       ] NFG: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:27:56.256308] [INFO ] [LOCAL     ] Saved forecast: NFG	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/NFG.txt
[2025-12-08T20:27:56.256422] [INFO ] [sig       ] [2254/3624] Completed NFG in 0.3s | 2.92 sym/s | Total: 12.9m | ETA: 7.8m
[2025-12-08T20:27:56.256460] [INFO ] [sig       ] [2255/3624] Forecasting NFJ...
[2025-12-08T20:27:56.256488] [INFO ] [sig       ] Generating forecast for: NFJ
[2025-12-08T20:27:56.256516] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFJ' from 'https://tdm.silogroup.org/data/derivative_storage/NFJ.csv'.
[2025-12-08T20:27:56.268378] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFJ'.
[2025-12-08T20:27:56.268763] [INFO ] [FORECASTER] Starting predict_future for NFJ
[2025-12-08T20:27:56.269535] [DEBUG] [LOCAL     ] No optimal features file found for NFJ: ./output/feature-sets/NFJ.txt
[2025-12-08T20:27:56.269616] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:56.269655] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:56.269684] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:56.269738] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:56.327161] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:56.327820] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:56.327895] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:56.327928] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:56.445538] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:56.445698] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:56.445735] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:56.445762] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:56.449005] [DEBUG] [FORECASTER] NFJ: Forecast T+1@11:T+2@11: UP (p=55.28%)
[2025-12-08T20:27:56.449265] [INFO ] [FORECASTER] Completed predict_future for NFJ
[2025-12-08T20:27:56.449383] [INFO ] [sig       ] NFJ: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:27:56.588278] [INFO ] [LOCAL     ] Saved forecast: NFJ	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/NFJ.txt
[2025-12-08T20:27:56.588436] [INFO ] [sig       ] [2255/3624] Completed NFJ in 0.3s | 2.92 sym/s | Total: 12.9m | ETA: 7.8m
[2025-12-08T20:27:56.588478] [INFO ] [sig       ] [2256/3624] Forecasting NFLX...
[2025-12-08T20:27:56.588510] [INFO ] [sig       ] Generating forecast for: NFLX
[2025-12-08T20:27:56.588541] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFLX' from 'https://tdm.silogroup.org/data/derivative_storage/NFLX.csv'.
[2025-12-08T20:27:56.600706] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFLX'.
[2025-12-08T20:27:56.601062] [INFO ] [FORECASTER] Starting predict_future for NFLX
[2025-12-08T20:27:56.601857] [DEBUG] [LOCAL     ] No optimal features file found for NFLX: ./output/feature-sets/NFLX.txt
[2025-12-08T20:27:56.601905] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:56.601936] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:56.601962] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:56.602016] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:56.660411] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:56.661284] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:56.661364] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:56.661398] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:56.784638] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:56.784787] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:56.784827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:56.784858] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:56.788184] [DEBUG] [FORECASTER] NFLX: Forecast T+1@11:T+2@11: UP (p=60.08%)
[2025-12-08T20:27:56.788449] [INFO ] [FORECASTER] Completed predict_future for NFLX
[2025-12-08T20:27:56.788569] [INFO ] [sig       ] NFLX: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:27:56.928602] [INFO ] [LOCAL     ] Saved forecast: NFLX	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/NFLX.txt
[2025-12-08T20:27:56.928803] [INFO ] [sig       ] [2256/3624] Completed NFLX in 0.3s | 2.92 sym/s | Total: 12.9m | ETA: 7.8m
[2025-12-08T20:27:56.928860] [INFO ] [sig       ] [2257/3624] Forecasting NFTY...
[2025-12-08T20:27:56.928900] [INFO ] [sig       ] Generating forecast for: NFTY
[2025-12-08T20:27:56.928943] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFTY' from 'https://tdm.silogroup.org/data/derivative_storage/NFTY.csv'.
[2025-12-08T20:27:56.940779] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFTY'.
[2025-12-08T20:27:56.941127] [INFO ] [FORECASTER] Starting predict_future for NFTY
[2025-12-08T20:27:56.941932] [DEBUG] [LOCAL     ] No optimal features file found for NFTY: ./output/feature-sets/NFTY.txt
[2025-12-08T20:27:56.941981] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:56.942014] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:56.942040] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:56.942096] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:57.000123] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:57.000978] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:57.001057] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:57.001089] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:57.120226] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:57.120372] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:57.120411] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:57.120439] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:57.123804] [DEBUG] [FORECASTER] NFTY: Forecast T+1@11:T+2@11: DOWN (p=44.06%)
[2025-12-08T20:27:57.124089] [INFO ] [FORECASTER] Completed predict_future for NFTY
[2025-12-08T20:27:57.124212] [INFO ] [sig       ] NFTY: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:27:57.263274] [INFO ] [LOCAL     ] Saved forecast: NFTY	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/NFTY.txt
[2025-12-08T20:27:57.263397] [INFO ] [sig       ] [2257/3624] Completed NFTY in 0.3s | 2.92 sym/s | Total: 12.9m | ETA: 7.8m
[2025-12-08T20:27:57.263435] [INFO ] [sig       ] [2258/3624] Forecasting NGG...
[2025-12-08T20:27:57.263464] [INFO ] [sig       ] Generating forecast for: NGG
[2025-12-08T20:27:57.263493] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGG' from 'https://tdm.silogroup.org/data/derivative_storage/NGG.csv'.
[2025-12-08T20:27:57.275229] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGG'.
[2025-12-08T20:27:57.275612] [INFO ] [FORECASTER] Starting predict_future for NGG
[2025-12-08T20:27:57.276382] [DEBUG] [LOCAL     ] No optimal features file found for NGG: ./output/feature-sets/NGG.txt
[2025-12-08T20:27:57.276431] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:57.276462] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:57.276488] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:57.276543] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:57.333408] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:57.334151] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:57.334226] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:57.334258] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:57.456049] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:57.456194] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:57.456231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:57.456258] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:57.459546] [DEBUG] [FORECASTER] NGG: Forecast T+1@11:T+2@11: DOWN (p=22.44%)
[2025-12-08T20:27:57.459843] [INFO ] [FORECASTER] Completed predict_future for NGG
[2025-12-08T20:27:57.459956] [INFO ] [sig       ] NGG: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:27:57.598597] [INFO ] [LOCAL     ] Saved forecast: NGG	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/NGG.txt
[2025-12-08T20:27:57.598738] [INFO ] [sig       ] [2258/3624] Completed NGG in 0.3s | 2.92 sym/s | Total: 12.9m | ETA: 7.8m
[2025-12-08T20:27:57.598776] [INFO ] [sig       ] [2259/3624] Forecasting NGL...
[2025-12-08T20:27:57.598805] [INFO ] [sig       ] Generating forecast for: NGL
[2025-12-08T20:27:57.598834] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGL' from 'https://tdm.silogroup.org/data/derivative_storage/NGL.csv'.
[2025-12-08T20:27:57.611261] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGL'.
[2025-12-08T20:27:57.611669] [INFO ] [FORECASTER] Starting predict_future for NGL
[2025-12-08T20:27:57.612510] [DEBUG] [LOCAL     ] No optimal features file found for NGL: ./output/feature-sets/NGL.txt
[2025-12-08T20:27:57.612562] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:57.612620] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:57.612648] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:57.612704] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:57.670310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:57.671130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:57.671206] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:57.671239] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:57.800159] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:57.800328] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:57.800372] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:57.800402] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:57.803813] [DEBUG] [FORECASTER] NGL: Forecast T+1@11:T+2@11: DOWN (p=1.18%)
[2025-12-08T20:27:57.804102] [INFO ] [FORECASTER] Completed predict_future for NGL
[2025-12-08T20:27:57.804228] [INFO ] [sig       ] NGL: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:27:57.951888] [INFO ] [LOCAL     ] Saved forecast: NGL	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/NGL.txt
[2025-12-08T20:27:57.952042] [INFO ] [sig       ] [2259/3624] Completed NGL in 0.4s | 2.92 sym/s | Total: 12.9m | ETA: 7.8m
[2025-12-08T20:27:57.952081] [INFO ] [sig       ] [2260/3624] Forecasting NGNE...
[2025-12-08T20:27:57.952111] [INFO ] [sig       ] Generating forecast for: NGNE
[2025-12-08T20:27:57.952140] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGNE' from 'https://tdm.silogroup.org/data/derivative_storage/NGNE.csv'.
[2025-12-08T20:27:57.964497] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGNE'.
[2025-12-08T20:27:57.964883] [INFO ] [FORECASTER] Starting predict_future for NGNE
[2025-12-08T20:27:57.965673] [DEBUG] [LOCAL     ] No optimal features file found for NGNE: ./output/feature-sets/NGNE.txt
[2025-12-08T20:27:57.965723] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:57.965779] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:57.965807] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:57.965862] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:58.020625] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:58.021215] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:58.021288] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:58.021319] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:58.142426] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:58.142601] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:58.142643] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:58.142672] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:58.145940] [DEBUG] [FORECASTER] NGNE: Forecast T+1@11:T+2@11: DOWN (p=41.06%)
[2025-12-08T20:27:58.146200] [INFO ] [FORECASTER] Completed predict_future for NGNE
[2025-12-08T20:27:58.146316] [INFO ] [sig       ] NGNE: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:27:58.287003] [INFO ] [LOCAL     ] Saved forecast: NGNE	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/NGNE.txt
[2025-12-08T20:27:58.287149] [INFO ] [sig       ] [2260/3624] Completed NGNE in 0.3s | 2.92 sym/s | Total: 12.9m | ETA: 7.8m
[2025-12-08T20:27:58.287191] [INFO ] [sig       ] [2261/3624] Forecasting NGS...
[2025-12-08T20:27:58.287219] [INFO ] [sig       ] Generating forecast for: NGS
[2025-12-08T20:27:58.287248] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGS' from 'https://tdm.silogroup.org/data/derivative_storage/NGS.csv'.
[2025-12-08T20:27:58.299396] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGS'.
[2025-12-08T20:27:58.299769] [INFO ] [FORECASTER] Starting predict_future for NGS
[2025-12-08T20:27:58.300525] [DEBUG] [LOCAL     ] No optimal features file found for NGS: ./output/feature-sets/NGS.txt
[2025-12-08T20:27:58.300592] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:58.300626] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:58.300653] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:58.300708] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:58.356147] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:58.356873] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:58.356946] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:58.356977] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:58.478246] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:58.478396] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:58.478435] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:58.478462] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:58.481787] [DEBUG] [FORECASTER] NGS: Forecast T+1@11:T+2@11: UP (p=88.17%)
[2025-12-08T20:27:58.482047] [INFO ] [FORECASTER] Completed predict_future for NGS
[2025-12-08T20:27:58.482171] [INFO ] [sig       ] NGS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:27:58.619625] [INFO ] [LOCAL     ] Saved forecast: NGS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/NGS.txt
[2025-12-08T20:27:58.619752] [INFO ] [sig       ] [2261/3624] Completed NGS in 0.3s | 2.92 sym/s | Total: 12.9m | ETA: 7.8m
[2025-12-08T20:27:58.619792] [INFO ] [sig       ] [2262/3624] Forecasting NGVC...
[2025-12-08T20:27:58.619821] [INFO ] [sig       ] Generating forecast for: NGVC
[2025-12-08T20:27:58.619850] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGVC' from 'https://tdm.silogroup.org/data/derivative_storage/NGVC.csv'.
[2025-12-08T20:27:58.631778] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGVC'.
[2025-12-08T20:27:58.632148] [INFO ] [FORECASTER] Starting predict_future for NGVC
[2025-12-08T20:27:58.632941] [DEBUG] [LOCAL     ] No optimal features file found for NGVC: ./output/feature-sets/NGVC.txt
[2025-12-08T20:27:58.632990] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:58.633020] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:58.633046] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:58.633100] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:58.688392] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:58.689108] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:58.689182] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:58.689216] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:58.807554] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:58.807712] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:58.807750] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:58.807777] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:58.811077] [DEBUG] [FORECASTER] NGVC: Forecast T+1@11:T+2@11: DOWN (p=11.53%)
[2025-12-08T20:27:58.811336] [INFO ] [FORECASTER] Completed predict_future for NGVC
[2025-12-08T20:27:58.811452] [INFO ] [sig       ] NGVC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:27:58.947355] [INFO ] [LOCAL     ] Saved forecast: NGVC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/NGVC.txt
[2025-12-08T20:27:58.947507] [INFO ] [sig       ] [2262/3624] Completed NGVC in 0.3s | 2.92 sym/s | Total: 12.9m | ETA: 7.8m
[2025-12-08T20:27:58.947546] [INFO ] [sig       ] [2263/3624] Forecasting NHI...
[2025-12-08T20:27:58.947592] [INFO ] [sig       ] Generating forecast for: NHI
[2025-12-08T20:27:58.947624] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NHI' from 'https://tdm.silogroup.org/data/derivative_storage/NHI.csv'.
[2025-12-08T20:27:58.961894] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NHI'.
[2025-12-08T20:27:58.962246] [INFO ] [FORECASTER] Starting predict_future for NHI
[2025-12-08T20:27:58.963016] [DEBUG] [LOCAL     ] No optimal features file found for NHI: ./output/feature-sets/NHI.txt
[2025-12-08T20:27:58.963064] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:58.963106] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:58.963133] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:58.963187] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:59.019704] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:59.020424] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:59.020504] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:59.020537] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:59.142906] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:59.143068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:59.143110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:59.143171] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:59.146630] [DEBUG] [FORECASTER] NHI: Forecast T+1@11:T+2@11: DOWN (p=14.13%)
[2025-12-08T20:27:59.146904] [INFO ] [FORECASTER] Completed predict_future for NHI
[2025-12-08T20:27:59.147027] [INFO ] [sig       ] NHI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:27:59.290283] [INFO ] [LOCAL     ] Saved forecast: NHI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/NHI.txt
[2025-12-08T20:27:59.290413] [INFO ] [sig       ] [2263/3624] Completed NHI in 0.3s | 2.92 sym/s | Total: 12.9m | ETA: 7.8m
[2025-12-08T20:27:59.290452] [INFO ] [sig       ] [2264/3624] Forecasting NHTC...
[2025-12-08T20:27:59.290481] [INFO ] [sig       ] Generating forecast for: NHTC
[2025-12-08T20:27:59.290510] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NHTC' from 'https://tdm.silogroup.org/data/derivative_storage/NHTC.csv'.
[2025-12-08T20:27:59.301981] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NHTC'.
[2025-12-08T20:27:59.302344] [INFO ] [FORECASTER] Starting predict_future for NHTC
[2025-12-08T20:27:59.303119] [DEBUG] [LOCAL     ] No optimal features file found for NHTC: ./output/feature-sets/NHTC.txt
[2025-12-08T20:27:59.303168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:59.303199] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:59.303226] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:59.303281] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:59.358769] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:59.359617] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:59.359694] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:59.359726] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:59.466869] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:59.467018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:59.467055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:59.467082] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:59.470360] [DEBUG] [FORECASTER] NHTC: Forecast T+1@11:T+2@11: DOWN (p=12.57%)
[2025-12-08T20:27:59.470639] [INFO ] [FORECASTER] Completed predict_future for NHTC
[2025-12-08T20:27:59.470760] [INFO ] [sig       ] NHTC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:27:59.611869] [INFO ] [LOCAL     ] Saved forecast: NHTC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/NHTC.txt
[2025-12-08T20:27:59.611984] [INFO ] [sig       ] [2264/3624] Completed NHTC in 0.3s | 2.92 sym/s | Total: 12.9m | ETA: 7.8m
[2025-12-08T20:27:59.612023] [INFO ] [sig       ] [2265/3624] Forecasting NI...
[2025-12-08T20:27:59.612052] [INFO ] [sig       ] Generating forecast for: NI
[2025-12-08T20:27:59.612083] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NI' from 'https://tdm.silogroup.org/data/derivative_storage/NI.csv'.
[2025-12-08T20:27:59.624263] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NI'.
[2025-12-08T20:27:59.624632] [INFO ] [FORECASTER] Starting predict_future for NI
[2025-12-08T20:27:59.625385] [DEBUG] [LOCAL     ] No optimal features file found for NI: ./output/feature-sets/NI.txt
[2025-12-08T20:27:59.625434] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:59.625465] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:59.625492] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:59.625548] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:27:59.682398] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:27:59.683221] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:27:59.683302] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:27:59.683338] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:27:59.804206] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:27:59.804359] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:27:59.804397] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:27:59.804426] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:27:59.807750] [DEBUG] [FORECASTER] NI: Forecast T+1@11:T+2@11: UP (p=85.40%)
[2025-12-08T20:27:59.808024] [INFO ] [FORECASTER] Completed predict_future for NI
[2025-12-08T20:27:59.808150] [INFO ] [sig       ] NI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:27:59.946961] [INFO ] [LOCAL     ] Saved forecast: NI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/NI.txt
[2025-12-08T20:27:59.947085] [INFO ] [sig       ] [2265/3624] Completed NI in 0.3s | 2.92 sym/s | Total: 12.9m | ETA: 7.8m
[2025-12-08T20:27:59.947123] [INFO ] [sig       ] [2266/3624] Forecasting NIC...
[2025-12-08T20:27:59.947152] [INFO ] [sig       ] Generating forecast for: NIC
[2025-12-08T20:27:59.947181] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIC' from 'https://tdm.silogroup.org/data/derivative_storage/NIC.csv'.
[2025-12-08T20:27:59.959744] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIC'.
[2025-12-08T20:27:59.960094] [INFO ] [FORECASTER] Starting predict_future for NIC
[2025-12-08T20:27:59.960869] [DEBUG] [LOCAL     ] No optimal features file found for NIC: ./output/feature-sets/NIC.txt
[2025-12-08T20:27:59.960922] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:27:59.960952] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:27:59.960978] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:27:59.961033] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:00.015943] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:00.016520] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:00.016610] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:00.016643] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:00.131914] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:00.132067] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:00.132104] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:00.132130] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:00.135386] [DEBUG] [FORECASTER] NIC: Forecast T+1@11:T+2@11: DOWN (p=24.71%)
[2025-12-08T20:28:00.135669] [INFO ] [FORECASTER] Completed predict_future for NIC
[2025-12-08T20:28:00.135788] [INFO ] [sig       ] NIC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:28:00.277426] [INFO ] [LOCAL     ] Saved forecast: NIC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/NIC.txt
[2025-12-08T20:28:00.277547] [INFO ] [sig       ] [2266/3624] Completed NIC in 0.3s | 2.92 sym/s | Total: 12.9m | ETA: 7.7m
[2025-12-08T20:28:00.277609] [INFO ] [sig       ] [2267/3624] Forecasting NICE...
[2025-12-08T20:28:00.277641] [INFO ] [sig       ] Generating forecast for: NICE
[2025-12-08T20:28:00.277669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NICE' from 'https://tdm.silogroup.org/data/derivative_storage/NICE.csv'.
[2025-12-08T20:28:00.289629] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NICE'.
[2025-12-08T20:28:00.289993] [INFO ] [FORECASTER] Starting predict_future for NICE
[2025-12-08T20:28:00.290769] [DEBUG] [LOCAL     ] No optimal features file found for NICE: ./output/feature-sets/NICE.txt
[2025-12-08T20:28:00.290818] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:00.290850] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:00.290883] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:00.290937] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:00.348243] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:00.348919] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:00.348996] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:00.349028] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:00.471461] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:00.471629] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:00.471676] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:00.471704] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:00.474940] [DEBUG] [FORECASTER] NICE: Forecast T+1@11:T+2@11: UP (p=70.84%)
[2025-12-08T20:28:00.475210] [INFO ] [FORECASTER] Completed predict_future for NICE
[2025-12-08T20:28:00.475336] [INFO ] [sig       ] NICE: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:28:00.615609] [INFO ] [LOCAL     ] Saved forecast: NICE	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/NICE.txt
[2025-12-08T20:28:00.615738] [INFO ] [sig       ] [2267/3624] Completed NICE in 0.3s | 2.92 sym/s | Total: 12.9m | ETA: 7.7m
[2025-12-08T20:28:00.615777] [INFO ] [sig       ] [2268/3624] Forecasting NIE...
[2025-12-08T20:28:00.615806] [INFO ] [sig       ] Generating forecast for: NIE
[2025-12-08T20:28:00.615835] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIE' from 'https://tdm.silogroup.org/data/derivative_storage/NIE.csv'.
[2025-12-08T20:28:00.627442] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIE'.
[2025-12-08T20:28:00.627795] [INFO ] [FORECASTER] Starting predict_future for NIE
[2025-12-08T20:28:00.628540] [DEBUG] [LOCAL     ] No optimal features file found for NIE: ./output/feature-sets/NIE.txt
[2025-12-08T20:28:00.628608] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:00.628639] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:00.628665] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:00.628724] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:00.684329] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:00.684997] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:00.685074] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:00.685106] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:00.803212] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:00.803386] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:00.803430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:00.803461] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:00.806944] [DEBUG] [FORECASTER] NIE: Forecast T+1@11:T+2@11: DOWN (p=12.02%)
[2025-12-08T20:28:00.807223] [INFO ] [FORECASTER] Completed predict_future for NIE
[2025-12-08T20:28:00.807369] [INFO ] [sig       ] NIE: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:28:00.951786] [INFO ] [LOCAL     ] Saved forecast: NIE	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/NIE.txt
[2025-12-08T20:28:00.951939] [INFO ] [sig       ] [2268/3624] Completed NIE in 0.3s | 2.92 sym/s | Total: 12.9m | ETA: 7.7m
[2025-12-08T20:28:00.951988] [INFO ] [sig       ] [2269/3624] Forecasting NIKL...
[2025-12-08T20:28:00.952017] [INFO ] [sig       ] Generating forecast for: NIKL
[2025-12-08T20:28:00.952047] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIKL' from 'https://tdm.silogroup.org/data/derivative_storage/NIKL.csv'.
[2025-12-08T20:28:00.964626] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIKL'.
[2025-12-08T20:28:00.965010] [INFO ] [FORECASTER] Starting predict_future for NIKL
[2025-12-08T20:28:00.965825] [DEBUG] [LOCAL     ] No optimal features file found for NIKL: ./output/feature-sets/NIKL.txt
[2025-12-08T20:28:00.965876] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:00.965907] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:00.965933] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:00.965988] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:01.027927] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:01.029404] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:01.029488] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:01.029520] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:01.143417] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:01.143594] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:01.143635] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:01.143662] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:01.147317] [DEBUG] [FORECASTER] NIKL: Forecast T+1@11:T+2@11: UP (p=96.89%)
[2025-12-08T20:28:01.147640] [INFO ] [FORECASTER] Completed predict_future for NIKL
[2025-12-08T20:28:01.147767] [INFO ] [sig       ] NIKL: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:28:01.291128] [INFO ] [LOCAL     ] Saved forecast: NIKL	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/NIKL.txt
[2025-12-08T20:28:01.291278] [INFO ] [sig       ] [2269/3624] Completed NIKL in 0.3s | 2.92 sym/s | Total: 12.9m | ETA: 7.7m
[2025-12-08T20:28:01.291317] [INFO ] [sig       ] [2270/3624] Forecasting NIM...
[2025-12-08T20:28:01.291346] [INFO ] [sig       ] Generating forecast for: NIM
[2025-12-08T20:28:01.291375] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIM' from 'https://tdm.silogroup.org/data/derivative_storage/NIM.csv'.
[2025-12-08T20:28:01.302621] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIM'.
[2025-12-08T20:28:01.303002] [INFO ] [FORECASTER] Starting predict_future for NIM
[2025-12-08T20:28:01.303775] [DEBUG] [LOCAL     ] No optimal features file found for NIM: ./output/feature-sets/NIM.txt
[2025-12-08T20:28:01.303824] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:01.303855] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:01.303882] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:01.303938] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:01.360392] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:01.361231] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:01.361346] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:01.361378] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:01.468074] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:01.468230] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:01.468268] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:01.468313] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:01.471610] [DEBUG] [FORECASTER] NIM: Forecast T+1@11:T+2@11: UP (p=76.78%)
[2025-12-08T20:28:01.471892] [INFO ] [FORECASTER] Completed predict_future for NIM
[2025-12-08T20:28:01.472015] [INFO ] [sig       ] NIM: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:28:01.614413] [INFO ] [LOCAL     ] Saved forecast: NIM	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/NIM.txt
[2025-12-08T20:28:01.614564] [INFO ] [sig       ] [2270/3624] Completed NIM in 0.3s | 2.92 sym/s | Total: 13.0m | ETA: 7.7m
[2025-12-08T20:28:01.614624] [INFO ] [sig       ] [2271/3624] Forecasting NIO...
[2025-12-08T20:28:01.614659] [INFO ] [sig       ] Generating forecast for: NIO
[2025-12-08T20:28:01.614688] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIO' from 'https://tdm.silogroup.org/data/derivative_storage/NIO.csv'.
[2025-12-08T20:28:01.626703] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIO'.
[2025-12-08T20:28:01.627080] [INFO ] [FORECASTER] Starting predict_future for NIO
[2025-12-08T20:28:01.627888] [DEBUG] [LOCAL     ] No optimal features file found for NIO: ./output/feature-sets/NIO.txt
[2025-12-08T20:28:01.627937] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:01.627968] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:01.627994] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:01.628049] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:01.684100] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:01.684919] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:01.684996] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:01.685028] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:01.803514] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:01.803693] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:01.803731] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:01.803758] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:01.807018] [DEBUG] [FORECASTER] NIO: Forecast T+1@11:T+2@11: UP (p=67.52%)
[2025-12-08T20:28:01.807283] [INFO ] [FORECASTER] Completed predict_future for NIO
[2025-12-08T20:28:01.807426] [INFO ] [sig       ] NIO: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:28:01.949017] [INFO ] [LOCAL     ] Saved forecast: NIO	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/NIO.txt
[2025-12-08T20:28:01.949164] [INFO ] [sig       ] [2271/3624] Completed NIO in 0.3s | 2.92 sym/s | Total: 13.0m | ETA: 7.7m
[2025-12-08T20:28:01.949202] [INFO ] [sig       ] [2272/3624] Forecasting NIPG...
[2025-12-08T20:28:01.949233] [INFO ] [sig       ] Generating forecast for: NIPG
[2025-12-08T20:28:01.949263] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIPG' from 'https://tdm.silogroup.org/data/derivative_storage/NIPG.csv'.
[2025-12-08T20:28:01.961998] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIPG'.
[2025-12-08T20:28:01.962369] [INFO ] [FORECASTER] Starting predict_future for NIPG
[2025-12-08T20:28:01.963148] [DEBUG] [LOCAL     ] No optimal features file found for NIPG: ./output/feature-sets/NIPG.txt
[2025-12-08T20:28:01.963198] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:01.963228] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:01.963254] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:01.963309] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:02.019635] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:02.020457] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:02.020553] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:02.020607] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:02.136215] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:02.136369] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:02.136407] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:02.136434] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:02.139717] [DEBUG] [FORECASTER] NIPG: Forecast T+1@11:T+2@11: UP (p=53.02%)
[2025-12-08T20:28:02.139974] [INFO ] [FORECASTER] Completed predict_future for NIPG
[2025-12-08T20:28:02.140091] [INFO ] [sig       ] NIPG: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:28:02.277680] [INFO ] [LOCAL     ] Saved forecast: NIPG	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/NIPG.txt
[2025-12-08T20:28:02.277796] [INFO ] [sig       ] [2272/3624] Completed NIPG in 0.3s | 2.92 sym/s | Total: 13.0m | ETA: 7.7m
[2025-12-08T20:28:02.277833] [INFO ] [sig       ] [2273/3624] Forecasting NISN...
[2025-12-08T20:28:02.277862] [INFO ] [sig       ] Generating forecast for: NISN
[2025-12-08T20:28:02.277891] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NISN' from 'https://tdm.silogroup.org/data/derivative_storage/NISN.csv'.
[2025-12-08T20:28:02.289333] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NISN'.
[2025-12-08T20:28:02.289668] [INFO ] [FORECASTER] Starting predict_future for NISN
[2025-12-08T20:28:02.290412] [DEBUG] [LOCAL     ] No optimal features file found for NISN: ./output/feature-sets/NISN.txt
[2025-12-08T20:28:02.290460] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:02.290491] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:02.290517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:02.290593] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:02.346526] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:02.347120] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:02.347191] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:02.347222] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:02.454302] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:02.454420] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:02.454456] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:02.454484] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:02.457911] [DEBUG] [FORECASTER] NISN: Forecast T+1@11:T+2@11: UP (p=89.11%)
[2025-12-08T20:28:02.458166] [INFO ] [FORECASTER] Completed predict_future for NISN
[2025-12-08T20:28:02.458279] [INFO ] [sig       ] NISN: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:28:02.597150] [INFO ] [LOCAL     ] Saved forecast: NISN	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/NISN.txt
[2025-12-08T20:28:02.597272] [INFO ] [sig       ] [2273/3624] Completed NISN in 0.3s | 2.92 sym/s | Total: 13.0m | ETA: 7.7m
[2025-12-08T20:28:02.597311] [INFO ] [sig       ] [2274/3624] Forecasting NITO...
[2025-12-08T20:28:02.597338] [INFO ] [sig       ] Generating forecast for: NITO
[2025-12-08T20:28:02.597366] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NITO' from 'https://tdm.silogroup.org/data/derivative_storage/NITO.csv'.
[2025-12-08T20:28:02.608897] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NITO'.
[2025-12-08T20:28:02.609199] [INFO ] [FORECASTER] Starting predict_future for NITO
[2025-12-08T20:28:02.609996] [DEBUG] [LOCAL     ] No optimal features file found for NITO: ./output/feature-sets/NITO.txt
[2025-12-08T20:28:02.610045] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:02.610076] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:02.610112] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:02.610168] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:02.666657] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:02.667234] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:02.667306] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:02.667337] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:02.781824] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:02.781936] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:02.781970] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:02.781997] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:02.785145] [DEBUG] [FORECASTER] NITO: Forecast T+1@11:T+2@11: UP (p=78.50%)
[2025-12-08T20:28:02.785399] [INFO ] [FORECASTER] Completed predict_future for NITO
[2025-12-08T20:28:02.785514] [INFO ] [sig       ] NITO: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:28:02.927453] [INFO ] [LOCAL     ] Saved forecast: NITO	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/NITO.txt
[2025-12-08T20:28:02.927557] [INFO ] [sig       ] [2274/3624] Completed NITO in 0.3s | 2.92 sym/s | Total: 13.0m | ETA: 7.7m
[2025-12-08T20:28:02.927612] [INFO ] [sig       ] [2275/3624] Forecasting NKSH...
[2025-12-08T20:28:02.927642] [INFO ] [sig       ] Generating forecast for: NKSH
[2025-12-08T20:28:02.927671] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NKSH' from 'https://tdm.silogroup.org/data/derivative_storage/NKSH.csv'.
[2025-12-08T20:28:02.939019] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NKSH'.
[2025-12-08T20:28:02.939326] [INFO ] [FORECASTER] Starting predict_future for NKSH
[2025-12-08T20:28:02.940209] [DEBUG] [LOCAL     ] No optimal features file found for NKSH: ./output/feature-sets/NKSH.txt
[2025-12-08T20:28:02.940258] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:02.940289] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:02.940315] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:02.940370] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:02.996116] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:02.996688] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:02.996761] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:02.996791] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:03.093954] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:03.094027] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-08T20:28:03.094060] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:03.094087] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:03.096978] [DEBUG] [FORECASTER] NKSH: Forecast T+1@11:T+2@11: DOWN (p=10.43%)
[2025-12-08T20:28:03.097221] [INFO ] [FORECASTER] Completed predict_future for NKSH
[2025-12-08T20:28:03.097331] [INFO ] [sig       ] NKSH: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:28:03.233947] [INFO ] [LOCAL     ] Saved forecast: NKSH	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/NKSH.txt
[2025-12-08T20:28:03.234065] [INFO ] [sig       ] [2275/3624] Completed NKSH in 0.3s | 2.92 sym/s | Total: 13.0m | ETA: 7.7m
[2025-12-08T20:28:03.234103] [INFO ] [sig       ] [2276/3624] Forecasting NKTX...
[2025-12-08T20:28:03.234131] [INFO ] [sig       ] Generating forecast for: NKTX
[2025-12-08T20:28:03.234159] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NKTX' from 'https://tdm.silogroup.org/data/derivative_storage/NKTX.csv'.
[2025-12-08T20:28:03.245853] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NKTX'.
[2025-12-08T20:28:03.246188] [INFO ] [FORECASTER] Starting predict_future for NKTX
[2025-12-08T20:28:03.246974] [DEBUG] [LOCAL     ] No optimal features file found for NKTX: ./output/feature-sets/NKTX.txt
[2025-12-08T20:28:03.247022] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:03.247053] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:03.247079] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:03.247134] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:03.301745] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:03.302340] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:03.302412] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:03.302443] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:03.413429] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:03.413600] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:03.413639] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:03.413668] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:03.416925] [DEBUG] [FORECASTER] NKTX: Forecast T+1@11:T+2@11: DOWN (p=0.41%)
[2025-12-08T20:28:03.417191] [INFO ] [FORECASTER] Completed predict_future for NKTX
[2025-12-08T20:28:03.417312] [INFO ] [sig       ] NKTX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:28:03.555623] [INFO ] [LOCAL     ] Saved forecast: NKTX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/NKTX.txt
[2025-12-08T20:28:03.556689] [INFO ] [sig       ] [2276/3624] Completed NKTX in 0.3s | 2.92 sym/s | Total: 13.0m | ETA: 7.7m
[2025-12-08T20:28:03.556731] [INFO ] [sig       ] [2277/3624] Forecasting NKX...
[2025-12-08T20:28:03.556765] [INFO ] [sig       ] Generating forecast for: NKX
[2025-12-08T20:28:03.556795] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NKX' from 'https://tdm.silogroup.org/data/derivative_storage/NKX.csv'.
[2025-12-08T20:28:03.568418] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NKX'.
[2025-12-08T20:28:03.568776] [INFO ] [FORECASTER] Starting predict_future for NKX
[2025-12-08T20:28:03.569517] [DEBUG] [LOCAL     ] No optimal features file found for NKX: ./output/feature-sets/NKX.txt
[2025-12-08T20:28:03.569566] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:03.569636] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:03.569664] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:03.569723] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:03.627128] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:03.627833] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:03.627906] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:03.627937] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:03.744237] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:03.744395] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:03.744432] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:03.744460] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:03.747754] [DEBUG] [FORECASTER] NKX: Forecast T+1@11:T+2@11: DOWN (p=32.48%)
[2025-12-08T20:28:03.748034] [INFO ] [FORECASTER] Completed predict_future for NKX
[2025-12-08T20:28:03.748163] [INFO ] [sig       ] NKX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:28:03.885362] [INFO ] [LOCAL     ] Saved forecast: NKX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/NKX.txt
[2025-12-08T20:28:03.885503] [INFO ] [sig       ] [2277/3624] Completed NKX in 0.3s | 2.92 sym/s | Total: 13.0m | ETA: 7.7m
[2025-12-08T20:28:03.885542] [INFO ] [sig       ] [2278/3624] Forecasting NLOP...
[2025-12-08T20:28:03.885591] [INFO ] [sig       ] Generating forecast for: NLOP
[2025-12-08T20:28:03.885629] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NLOP' from 'https://tdm.silogroup.org/data/derivative_storage/NLOP.csv'.
[2025-12-08T20:28:03.897637] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NLOP'.
[2025-12-08T20:28:03.897998] [INFO ] [FORECASTER] Starting predict_future for NLOP
[2025-12-08T20:28:03.898766] [DEBUG] [LOCAL     ] No optimal features file found for NLOP: ./output/feature-sets/NLOP.txt
[2025-12-08T20:28:03.898814] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:03.898845] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:03.898872] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:03.898927] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:03.954620] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:03.955420] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:03.955499] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:03.955530] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:04.068678] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:04.068833] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:04.068873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:04.068901] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:04.072171] [DEBUG] [FORECASTER] NLOP: Forecast T+1@11:T+2@11: UP (p=89.39%)
[2025-12-08T20:28:04.072437] [INFO ] [FORECASTER] Completed predict_future for NLOP
[2025-12-08T20:28:04.072557] [INFO ] [sig       ] NLOP: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:28:04.212390] [INFO ] [LOCAL     ] Saved forecast: NLOP	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/NLOP.txt
[2025-12-08T20:28:04.212537] [INFO ] [sig       ] [2278/3624] Completed NLOP in 0.3s | 2.92 sym/s | Total: 13.0m | ETA: 7.7m
[2025-12-08T20:28:04.212595] [INFO ] [sig       ] [2279/3624] Forecasting NLY...
[2025-12-08T20:28:04.212626] [INFO ] [sig       ] Generating forecast for: NLY
[2025-12-08T20:28:04.212656] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NLY' from 'https://tdm.silogroup.org/data/derivative_storage/NLY.csv'.
[2025-12-08T20:28:04.224931] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NLY'.
[2025-12-08T20:28:04.225288] [INFO ] [FORECASTER] Starting predict_future for NLY
[2025-12-08T20:28:04.226060] [DEBUG] [LOCAL     ] No optimal features file found for NLY: ./output/feature-sets/NLY.txt
[2025-12-08T20:28:04.226108] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:04.226139] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:04.226166] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:04.226220] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:04.282083] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:04.282894] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:04.282971] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:04.283003] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:04.401680] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:04.401834] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:04.401872] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:04.401899] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:04.405133] [DEBUG] [FORECASTER] NLY: Forecast T+1@11:T+2@11: UP (p=79.99%)
[2025-12-08T20:28:04.405390] [INFO ] [FORECASTER] Completed predict_future for NLY
[2025-12-08T20:28:04.405504] [INFO ] [sig       ] NLY: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:28:04.549003] [INFO ] [LOCAL     ] Saved forecast: NLY	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/NLY.txt
[2025-12-08T20:28:04.549110] [INFO ] [sig       ] [2279/3624] Completed NLY in 0.3s | 2.92 sym/s | Total: 13.0m | ETA: 7.7m
[2025-12-08T20:28:04.549148] [INFO ] [sig       ] [2280/3624] Forecasting NMAI...
[2025-12-08T20:28:04.549176] [INFO ] [sig       ] Generating forecast for: NMAI
[2025-12-08T20:28:04.549205] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMAI' from 'https://tdm.silogroup.org/data/derivative_storage/NMAI.csv'.
[2025-12-08T20:28:04.561219] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMAI'.
[2025-12-08T20:28:04.561535] [INFO ] [FORECASTER] Starting predict_future for NMAI
[2025-12-08T20:28:04.562296] [DEBUG] [LOCAL     ] No optimal features file found for NMAI: ./output/feature-sets/NMAI.txt
[2025-12-08T20:28:04.562345] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:04.562374] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:04.562400] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:04.562455] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:04.619020] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:04.619614] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:04.619686] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:04.619717] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:04.735672] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:04.735796] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:04.735831] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:04.735885] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:04.739074] [DEBUG] [FORECASTER] NMAI: Forecast T+1@11:T+2@11: UP (p=79.77%)
[2025-12-08T20:28:04.739332] [INFO ] [FORECASTER] Completed predict_future for NMAI
[2025-12-08T20:28:04.739448] [INFO ] [sig       ] NMAI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:28:04.877657] [INFO ] [LOCAL     ] Saved forecast: NMAI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/NMAI.txt
[2025-12-08T20:28:04.877759] [INFO ] [sig       ] [2280/3624] Completed NMAI in 0.3s | 2.92 sym/s | Total: 13.0m | ETA: 7.7m
[2025-12-08T20:28:04.877796] [INFO ] [sig       ] [2281/3624] Forecasting NMCO...
[2025-12-08T20:28:04.877824] [INFO ] [sig       ] Generating forecast for: NMCO
[2025-12-08T20:28:04.877854] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMCO' from 'https://tdm.silogroup.org/data/derivative_storage/NMCO.csv'.
[2025-12-08T20:28:04.889723] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMCO'.
[2025-12-08T20:28:04.890035] [INFO ] [FORECASTER] Starting predict_future for NMCO
[2025-12-08T20:28:04.890796] [DEBUG] [LOCAL     ] No optimal features file found for NMCO: ./output/feature-sets/NMCO.txt
[2025-12-08T20:28:04.890844] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:04.890875] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:04.890901] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:04.890956] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:04.946523] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:04.947157] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:04.947229] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:04.947260] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:05.069026] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:05.069136] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:05.069170] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:05.069212] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:05.072344] [DEBUG] [FORECASTER] NMCO: Forecast T+1@11:T+2@11: UP (p=92.69%)
[2025-12-08T20:28:05.072617] [INFO ] [FORECASTER] Completed predict_future for NMCO
[2025-12-08T20:28:05.072748] [INFO ] [sig       ] NMCO: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:28:05.214085] [INFO ] [LOCAL     ] Saved forecast: NMCO	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/NMCO.txt
[2025-12-08T20:28:05.214194] [INFO ] [sig       ] [2281/3624] Completed NMCO in 0.3s | 2.92 sym/s | Total: 13.0m | ETA: 7.7m
[2025-12-08T20:28:05.214238] [INFO ] [sig       ] [2282/3624] Forecasting NMFC...
[2025-12-08T20:28:05.214267] [INFO ] [sig       ] Generating forecast for: NMFC
[2025-12-08T20:28:05.214296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMFC' from 'https://tdm.silogroup.org/data/derivative_storage/NMFC.csv'.
[2025-12-08T20:28:05.225978] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMFC'.
[2025-12-08T20:28:05.226294] [INFO ] [FORECASTER] Starting predict_future for NMFC
[2025-12-08T20:28:05.227076] [DEBUG] [LOCAL     ] No optimal features file found for NMFC: ./output/feature-sets/NMFC.txt
[2025-12-08T20:28:05.227125] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:05.227156] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:05.227183] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:05.227238] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:05.283420] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:05.284061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:05.284135] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:05.284165] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:05.401889] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:05.402010] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:05.402044] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:05.402072] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:05.405238] [DEBUG] [FORECASTER] NMFC: Forecast T+1@11:T+2@11: UP (p=73.87%)
[2025-12-08T20:28:05.405492] [INFO ] [FORECASTER] Completed predict_future for NMFC
[2025-12-08T20:28:05.405628] [INFO ] [sig       ] NMFC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:28:05.545511] [INFO ] [LOCAL     ] Saved forecast: NMFC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/NMFC.txt
[2025-12-08T20:28:05.545629] [INFO ] [sig       ] [2282/3624] Completed NMFC in 0.3s | 2.92 sym/s | Total: 13.0m | ETA: 7.7m
[2025-12-08T20:28:05.545668] [INFO ] [sig       ] [2283/3624] Forecasting NMG...
[2025-12-08T20:28:05.545703] [INFO ] [sig       ] Generating forecast for: NMG
[2025-12-08T20:28:05.545738] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMG' from 'https://tdm.silogroup.org/data/derivative_storage/NMG.csv'.
[2025-12-08T20:28:05.557527] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMG'.
[2025-12-08T20:28:05.557860] [INFO ] [FORECASTER] Starting predict_future for NMG
[2025-12-08T20:28:05.558617] [DEBUG] [LOCAL     ] No optimal features file found for NMG: ./output/feature-sets/NMG.txt
[2025-12-08T20:28:05.558666] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:05.558701] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:05.558732] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:05.558799] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:05.615930] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:05.616488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:05.616560] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:05.616609] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:05.732967] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:05.733089] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:05.733124] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:05.733151] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:05.736326] [DEBUG] [FORECASTER] NMG: Forecast T+1@11:T+2@11: UP (p=83.12%)
[2025-12-08T20:28:05.736596] [INFO ] [FORECASTER] Completed predict_future for NMG
[2025-12-08T20:28:05.736714] [INFO ] [sig       ] NMG: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:28:05.875084] [INFO ] [LOCAL     ] Saved forecast: NMG	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/NMG.txt
[2025-12-08T20:28:05.875185] [INFO ] [sig       ] [2283/3624] Completed NMG in 0.3s | 2.92 sym/s | Total: 13.0m | ETA: 7.6m
[2025-12-08T20:28:05.875222] [INFO ] [sig       ] [2284/3624] Forecasting NMI...
[2025-12-08T20:28:05.875250] [INFO ] [sig       ] Generating forecast for: NMI
[2025-12-08T20:28:05.875278] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMI' from 'https://tdm.silogroup.org/data/derivative_storage/NMI.csv'.
[2025-12-08T20:28:05.886337] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMI'.
[2025-12-08T20:28:05.886660] [INFO ] [FORECASTER] Starting predict_future for NMI
[2025-12-08T20:28:05.887423] [DEBUG] [LOCAL     ] No optimal features file found for NMI: ./output/feature-sets/NMI.txt
[2025-12-08T20:28:05.887472] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:05.887503] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:05.887529] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:05.887601] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:05.944188] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:05.944771] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:05.944841] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:05.944872] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:06.051011] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:06.051133] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:06.051169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:06.051196] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:06.054393] [DEBUG] [FORECASTER] NMI: Forecast T+1@11:T+2@11: DOWN (p=14.94%)
[2025-12-08T20:28:06.054664] [INFO ] [FORECASTER] Completed predict_future for NMI
[2025-12-08T20:28:06.054782] [INFO ] [sig       ] NMI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:28:06.192126] [INFO ] [LOCAL     ] Saved forecast: NMI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/NMI.txt
[2025-12-08T20:28:06.192226] [INFO ] [sig       ] [2284/3624] Completed NMI in 0.3s | 2.92 sym/s | Total: 13.0m | ETA: 7.6m
[2025-12-08T20:28:06.192264] [INFO ] [sig       ] [2285/3624] Forecasting NMIH...
[2025-12-08T20:28:06.192293] [INFO ] [sig       ] Generating forecast for: NMIH
[2025-12-08T20:28:06.192321] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMIH' from 'https://tdm.silogroup.org/data/derivative_storage/NMIH.csv'.
[2025-12-08T20:28:06.207511] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMIH'.
[2025-12-08T20:28:06.208135] [INFO ] [FORECASTER] Starting predict_future for NMIH
[2025-12-08T20:28:06.209165] [DEBUG] [LOCAL     ] No optimal features file found for NMIH: ./output/feature-sets/NMIH.txt
[2025-12-08T20:28:06.209221] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:06.209256] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:06.209284] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:06.209361] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:06.269070] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:06.270219] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:06.270322] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:06.270358] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:06.386138] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:06.386421] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:06.386484] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:06.386516] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:06.390715] [DEBUG] [FORECASTER] NMIH: Forecast T+1@11:T+2@11: UP (p=97.72%)
[2025-12-08T20:28:06.391043] [INFO ] [FORECASTER] Completed predict_future for NMIH
[2025-12-08T20:28:06.391188] [INFO ] [sig       ] NMIH: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:28:06.535221] [INFO ] [LOCAL     ] Saved forecast: NMIH	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/NMIH.txt
[2025-12-08T20:28:06.535459] [INFO ] [sig       ] [2285/3624] Completed NMIH in 0.3s | 2.92 sym/s | Total: 13.0m | ETA: 7.6m
[2025-12-08T20:28:06.535510] [INFO ] [sig       ] [2286/3624] Forecasting NMM...
[2025-12-08T20:28:06.535543] [INFO ] [sig       ] Generating forecast for: NMM
[2025-12-08T20:28:06.535602] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMM' from 'https://tdm.silogroup.org/data/derivative_storage/NMM.csv'.
[2025-12-08T20:28:06.550415] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMM'.
[2025-12-08T20:28:06.551014] [INFO ] [FORECASTER] Starting predict_future for NMM
[2025-12-08T20:28:06.551953] [DEBUG] [LOCAL     ] No optimal features file found for NMM: ./output/feature-sets/NMM.txt
[2025-12-08T20:28:06.552007] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:06.552041] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:06.552069] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:06.552130] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:06.611665] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:06.612866] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:06.612965] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:06.612999] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:06.739044] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:06.739281] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:06.739325] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:06.739356] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:06.743380] [DEBUG] [FORECASTER] NMM: Forecast T+1@11:T+2@11: UP (p=56.53%)
[2025-12-08T20:28:06.743723] [INFO ] [FORECASTER] Completed predict_future for NMM
[2025-12-08T20:28:06.743864] [INFO ] [sig       ] NMM: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:28:06.888702] [INFO ] [LOCAL     ] Saved forecast: NMM	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/NMM.txt
[2025-12-08T20:28:06.888912] [INFO ] [sig       ] [2286/3624] Completed NMM in 0.4s | 2.92 sym/s | Total: 13.0m | ETA: 7.6m
[2025-12-08T20:28:06.888956] [INFO ] [sig       ] [2287/3624] Forecasting NMRA...
[2025-12-08T20:28:06.888986] [INFO ] [sig       ] Generating forecast for: NMRA
[2025-12-08T20:28:06.889016] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMRA' from 'https://tdm.silogroup.org/data/derivative_storage/NMRA.csv'.
[2025-12-08T20:28:06.903341] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMRA'.
[2025-12-08T20:28:06.903887] [INFO ] [FORECASTER] Starting predict_future for NMRA
[2025-12-08T20:28:06.904714] [DEBUG] [LOCAL     ] No optimal features file found for NMRA: ./output/feature-sets/NMRA.txt
[2025-12-08T20:28:06.904777] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:06.904809] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:06.904840] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:06.904895] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:06.959691] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:06.960617] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:06.960737] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:06.960769] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:07.081295] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:07.081452] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:07.081488] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:07.081516] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:07.084861] [DEBUG] [FORECASTER] NMRA: Forecast T+1@11:T+2@11: DOWN (p=0.57%)
[2025-12-08T20:28:07.085145] [INFO ] [FORECASTER] Completed predict_future for NMRA
[2025-12-08T20:28:07.085269] [INFO ] [sig       ] NMRA: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:28:07.225901] [INFO ] [LOCAL     ] Saved forecast: NMRA	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/NMRA.txt
[2025-12-08T20:28:07.226056] [INFO ] [sig       ] [2287/3624] Completed NMRA in 0.3s | 2.92 sym/s | Total: 13.0m | ETA: 7.6m
[2025-12-08T20:28:07.226094] [INFO ] [sig       ] [2288/3624] Forecasting NMRK...
[2025-12-08T20:28:07.226123] [INFO ] [sig       ] Generating forecast for: NMRK
[2025-12-08T20:28:07.226152] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMRK' from 'https://tdm.silogroup.org/data/derivative_storage/NMRK.csv'.
[2025-12-08T20:28:07.238793] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMRK'.
[2025-12-08T20:28:07.239183] [INFO ] [FORECASTER] Starting predict_future for NMRK
[2025-12-08T20:28:07.239995] [DEBUG] [LOCAL     ] No optimal features file found for NMRK: ./output/feature-sets/NMRK.txt
[2025-12-08T20:28:07.240046] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:07.240076] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:07.240101] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:07.240157] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:07.296077] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:07.296946] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:07.297028] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:07.297060] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:07.420142] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:07.420299] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:07.420338] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:07.420365] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:07.423658] [DEBUG] [FORECASTER] NMRK: Forecast T+1@11:T+2@11: UP (p=92.06%)
[2025-12-08T20:28:07.423974] [INFO ] [FORECASTER] Completed predict_future for NMRK
[2025-12-08T20:28:07.424101] [INFO ] [sig       ] NMRK: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:28:07.565565] [INFO ] [LOCAL     ] Saved forecast: NMRK	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/NMRK.txt
[2025-12-08T20:28:07.565707] [INFO ] [sig       ] [2288/3624] Completed NMRK in 0.3s | 2.92 sym/s | Total: 13.1m | ETA: 7.6m
[2025-12-08T20:28:07.565752] [INFO ] [sig       ] [2289/3624] Forecasting NN...
[2025-12-08T20:28:07.565787] [INFO ] [sig       ] Generating forecast for: NN
[2025-12-08T20:28:07.565821] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NN' from 'https://tdm.silogroup.org/data/derivative_storage/NN.csv'.
[2025-12-08T20:28:07.578856] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NN'.
[2025-12-08T20:28:07.579193] [INFO ] [FORECASTER] Starting predict_future for NN
[2025-12-08T20:28:07.579991] [DEBUG] [LOCAL     ] No optimal features file found for NN: ./output/feature-sets/NN.txt
[2025-12-08T20:28:07.580041] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:07.580072] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:07.580098] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:07.580153] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:07.635957] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:07.636779] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:07.636870] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:07.636909] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:07.757063] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:07.757210] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:07.757247] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:07.757274] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:07.760559] [DEBUG] [FORECASTER] NN: Forecast T+1@11:T+2@11: DOWN (p=46.49%)
[2025-12-08T20:28:07.760850] [INFO ] [FORECASTER] Completed predict_future for NN
[2025-12-08T20:28:07.760982] [INFO ] [sig       ] NN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:28:07.898615] [INFO ] [LOCAL     ] Saved forecast: NN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/NN.txt
[2025-12-08T20:28:07.898749] [INFO ] [sig       ] [2289/3624] Completed NN in 0.3s | 2.92 sym/s | Total: 13.1m | ETA: 7.6m
[2025-12-08T20:28:07.898788] [INFO ] [sig       ] [2290/3624] Forecasting NNDM...
[2025-12-08T20:28:07.898816] [INFO ] [sig       ] Generating forecast for: NNDM
[2025-12-08T20:28:07.898845] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNDM' from 'https://tdm.silogroup.org/data/derivative_storage/NNDM.csv'.
[2025-12-08T20:28:07.911403] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNDM'.
[2025-12-08T20:28:07.911812] [INFO ] [FORECASTER] Starting predict_future for NNDM
[2025-12-08T20:28:07.912564] [DEBUG] [LOCAL     ] No optimal features file found for NNDM: ./output/feature-sets/NNDM.txt
[2025-12-08T20:28:07.912633] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:07.912664] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:07.912691] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:07.912746] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:07.967834] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:07.968630] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:07.968708] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:07.968740] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:08.086644] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:08.086792] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:08.086830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:08.086858] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:08.090112] [DEBUG] [FORECASTER] NNDM: Forecast T+1@11:T+2@11: UP (p=51.86%)
[2025-12-08T20:28:08.090369] [INFO ] [FORECASTER] Completed predict_future for NNDM
[2025-12-08T20:28:08.090488] [INFO ] [sig       ] NNDM: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:28:08.227800] [INFO ] [LOCAL     ] Saved forecast: NNDM	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/NNDM.txt
[2025-12-08T20:28:08.227951] [INFO ] [sig       ] [2290/3624] Completed NNDM in 0.3s | 2.92 sym/s | Total: 13.1m | ETA: 7.6m
[2025-12-08T20:28:08.227997] [INFO ] [sig       ] [2291/3624] Forecasting NNE...
[2025-12-08T20:28:08.228027] [INFO ] [sig       ] Generating forecast for: NNE
[2025-12-08T20:28:08.228056] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNE' from 'https://tdm.silogroup.org/data/derivative_storage/NNE.csv'.
[2025-12-08T20:28:08.242512] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNE'.
[2025-12-08T20:28:08.243123] [INFO ] [FORECASTER] Starting predict_future for NNE
[2025-12-08T20:28:08.244102] [DEBUG] [LOCAL     ] No optimal features file found for NNE: ./output/feature-sets/NNE.txt
[2025-12-08T20:28:08.244347] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:08.244380] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:08.244407] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:08.244464] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:08.305863] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:08.307024] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:08.307119] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:08.307153] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:08.436751] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:08.436990] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:08.437033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:08.437061] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:08.440930] [DEBUG] [FORECASTER] NNE: Forecast T+1@11:T+2@11: UP (p=51.58%)
[2025-12-08T20:28:08.441304] [INFO ] [FORECASTER] Completed predict_future for NNE
[2025-12-08T20:28:08.441462] [INFO ] [sig       ] NNE: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:28:08.584234] [INFO ] [LOCAL     ] Saved forecast: NNE	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/NNE.txt
[2025-12-08T20:28:08.584427] [INFO ] [sig       ] [2291/3624] Completed NNE in 0.4s | 2.92 sym/s | Total: 13.1m | ETA: 7.6m
[2025-12-08T20:28:08.584478] [INFO ] [sig       ] [2292/3624] Forecasting NNI...
[2025-12-08T20:28:08.584509] [INFO ] [sig       ] Generating forecast for: NNI
[2025-12-08T20:28:08.584540] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNI' from 'https://tdm.silogroup.org/data/derivative_storage/NNI.csv'.
[2025-12-08T20:28:08.602651] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNI'.
[2025-12-08T20:28:08.603265] [INFO ] [FORECASTER] Starting predict_future for NNI
[2025-12-08T20:28:08.604269] [DEBUG] [LOCAL     ] No optimal features file found for NNI: ./output/feature-sets/NNI.txt
[2025-12-08T20:28:08.604321] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:08.604352] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:08.604377] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:08.604433] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:08.661969] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:08.663092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:08.663185] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:08.663217] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:08.782668] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:08.782962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:08.783007] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:08.783036] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:08.787022] [DEBUG] [FORECASTER] NNI: Forecast T+1@11:T+2@11: DOWN (p=35.58%)
[2025-12-08T20:28:08.787378] [INFO ] [FORECASTER] Completed predict_future for NNI
[2025-12-08T20:28:08.787617] [INFO ] [sig       ] NNI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:28:08.948536] [INFO ] [LOCAL     ] Saved forecast: NNI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/NNI.txt
[2025-12-08T20:28:08.948772] [INFO ] [sig       ] [2292/3624] Completed NNI in 0.4s | 2.92 sym/s | Total: 13.1m | ETA: 7.6m
[2025-12-08T20:28:08.948815] [INFO ] [sig       ] [2293/3624] Forecasting NNN...
[2025-12-08T20:28:08.948847] [INFO ] [sig       ] Generating forecast for: NNN
[2025-12-08T20:28:08.948878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNN' from 'https://tdm.silogroup.org/data/derivative_storage/NNN.csv'.
[2025-12-08T20:28:08.963772] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNN'.
[2025-12-08T20:28:08.964337] [INFO ] [FORECASTER] Starting predict_future for NNN
[2025-12-08T20:28:08.965352] [DEBUG] [LOCAL     ] No optimal features file found for NNN: ./output/feature-sets/NNN.txt
[2025-12-08T20:28:08.965412] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:08.965450] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:08.965478] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:08.965538] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:09.024861] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:09.026096] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:09.026200] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:09.026235] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:09.146951] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:09.147185] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:09.147230] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:09.147260] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:09.151244] [DEBUG] [FORECASTER] NNN: Forecast T+1@11:T+2@11: UP (p=90.45%)
[2025-12-08T20:28:09.151637] [INFO ] [FORECASTER] Completed predict_future for NNN
[2025-12-08T20:28:09.151794] [INFO ] [sig       ] NNN: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:28:09.299657] [INFO ] [LOCAL     ] Saved forecast: NNN	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/NNN.txt
[2025-12-08T20:28:09.299864] [INFO ] [sig       ] [2293/3624] Completed NNN in 0.4s | 2.92 sym/s | Total: 13.1m | ETA: 7.6m
[2025-12-08T20:28:09.299907] [INFO ] [sig       ] [2294/3624] Forecasting NNOX...
[2025-12-08T20:28:09.299937] [INFO ] [sig       ] Generating forecast for: NNOX
[2025-12-08T20:28:09.299969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNOX' from 'https://tdm.silogroup.org/data/derivative_storage/NNOX.csv'.
[2025-12-08T20:28:09.314487] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNOX'.
[2025-12-08T20:28:09.314955] [INFO ] [FORECASTER] Starting predict_future for NNOX
[2025-12-08T20:28:09.315799] [DEBUG] [LOCAL     ] No optimal features file found for NNOX: ./output/feature-sets/NNOX.txt
[2025-12-08T20:28:09.315852] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:09.315916] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:09.315944] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:09.316002] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:09.374920] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:09.375606] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:09.375687] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:09.375720] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:09.504870] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:09.505037] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:09.505101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:09.505132] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:09.508937] [DEBUG] [FORECASTER] NNOX: Forecast T+1@11:T+2@11: DOWN (p=6.38%)
[2025-12-08T20:28:09.509242] [INFO ] [FORECASTER] Completed predict_future for NNOX
[2025-12-08T20:28:09.509389] [INFO ] [sig       ] NNOX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:28:09.656255] [INFO ] [LOCAL     ] Saved forecast: NNOX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/NNOX.txt
[2025-12-08T20:28:09.656391] [INFO ] [sig       ] [2294/3624] Completed NNOX in 0.4s | 2.92 sym/s | Total: 13.1m | ETA: 7.6m
[2025-12-08T20:28:09.656434] [INFO ] [sig       ] [2295/3624] Forecasting NNY...
[2025-12-08T20:28:09.656477] [INFO ] [sig       ] Generating forecast for: NNY
[2025-12-08T20:28:09.656522] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNY' from 'https://tdm.silogroup.org/data/derivative_storage/NNY.csv'.
[2025-12-08T20:28:09.669807] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNY'.
[2025-12-08T20:28:09.670233] [INFO ] [FORECASTER] Starting predict_future for NNY
[2025-12-08T20:28:09.671088] [DEBUG] [LOCAL     ] No optimal features file found for NNY: ./output/feature-sets/NNY.txt
[2025-12-08T20:28:09.671141] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:09.671172] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:09.671199] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:09.671254] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:09.730927] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:09.731860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:09.731944] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:09.731976] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:09.843647] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:09.843820] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:09.843876] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:09.843918] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:09.847706] [DEBUG] [FORECASTER] NNY: Forecast T+1@11:T+2@11: DOWN (p=6.20%)
[2025-12-08T20:28:09.847984] [INFO ] [FORECASTER] Completed predict_future for NNY
[2025-12-08T20:28:09.848110] [INFO ] [sig       ] NNY: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:28:09.995807] [INFO ] [LOCAL     ] Saved forecast: NNY	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/NNY.txt
[2025-12-08T20:28:09.995973] [INFO ] [sig       ] [2295/3624] Completed NNY in 0.3s | 2.92 sym/s | Total: 13.1m | ETA: 7.6m
[2025-12-08T20:28:09.996014] [INFO ] [sig       ] [2296/3624] Forecasting NOA...
[2025-12-08T20:28:09.996044] [INFO ] [sig       ] Generating forecast for: NOA
[2025-12-08T20:28:09.996073] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOA' from 'https://tdm.silogroup.org/data/derivative_storage/NOA.csv'.
[2025-12-08T20:28:10.008381] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOA'.
[2025-12-08T20:28:10.008761] [INFO ] [FORECASTER] Starting predict_future for NOA
[2025-12-08T20:28:10.009566] [DEBUG] [LOCAL     ] No optimal features file found for NOA: ./output/feature-sets/NOA.txt
[2025-12-08T20:28:10.009635] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:10.009667] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:10.009692] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:10.009746] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:10.068831] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:10.069605] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:10.069686] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:10.069719] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:10.196280] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:10.196438] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:10.196478] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:10.196506] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:10.199946] [DEBUG] [FORECASTER] NOA: Forecast T+1@11:T+2@11: UP (p=99.22%)
[2025-12-08T20:28:10.200235] [INFO ] [FORECASTER] Completed predict_future for NOA
[2025-12-08T20:28:10.200365] [INFO ] [sig       ] NOA: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:28:10.342229] [INFO ] [LOCAL     ] Saved forecast: NOA	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/NOA.txt
[2025-12-08T20:28:10.342386] [INFO ] [sig       ] [2296/3624] Completed NOA in 0.3s | 2.92 sym/s | Total: 13.1m | ETA: 7.6m
[2025-12-08T20:28:10.342425] [INFO ] [sig       ] [2297/3624] Forecasting NOAH...
[2025-12-08T20:28:10.342455] [INFO ] [sig       ] Generating forecast for: NOAH
[2025-12-08T20:28:10.342485] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOAH' from 'https://tdm.silogroup.org/data/derivative_storage/NOAH.csv'.
[2025-12-08T20:28:10.354895] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOAH'.
[2025-12-08T20:28:10.355291] [INFO ] [FORECASTER] Starting predict_future for NOAH
[2025-12-08T20:28:10.356174] [DEBUG] [LOCAL     ] No optimal features file found for NOAH: ./output/feature-sets/NOAH.txt
[2025-12-08T20:28:10.356226] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:10.356258] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:10.356284] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:10.356343] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:10.412922] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:10.413756] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:10.413843] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:10.413882] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:10.540786] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:10.540960] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:10.540999] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:10.541063] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:10.545534] [DEBUG] [FORECASTER] NOAH: Forecast T+1@11:T+2@11: UP (p=99.10%)
[2025-12-08T20:28:10.545883] [INFO ] [FORECASTER] Completed predict_future for NOAH
[2025-12-08T20:28:10.546020] [INFO ] [sig       ] NOAH: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:28:10.682649] [INFO ] [LOCAL     ] Saved forecast: NOAH	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/NOAH.txt
[2025-12-08T20:28:10.682777] [INFO ] [sig       ] [2297/3624] Completed NOAH in 0.3s | 2.92 sym/s | Total: 13.1m | ETA: 7.6m
[2025-12-08T20:28:10.682816] [INFO ] [sig       ] [2298/3624] Forecasting NODK...
[2025-12-08T20:28:10.682846] [INFO ] [sig       ] Generating forecast for: NODK
[2025-12-08T20:28:10.682875] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NODK' from 'https://tdm.silogroup.org/data/derivative_storage/NODK.csv'.
[2025-12-08T20:28:10.692857] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NODK'.
[2025-12-08T20:28:10.693133] [INFO ] [FORECASTER] Starting predict_future for NODK
[2025-12-08T20:28:10.693953] [DEBUG] [LOCAL     ] No optimal features file found for NODK: ./output/feature-sets/NODK.txt
[2025-12-08T20:28:10.694004] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:10.694060] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:10.694099] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:10.694158] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:10.750732] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:10.751327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:10.751403] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:10.751434] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:10.848271] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:10.848400] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:10.848436] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:10.848463] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:10.851668] [DEBUG] [FORECASTER] NODK: Forecast T+1@11:T+2@11: UP (p=62.01%)
[2025-12-08T20:28:10.851930] [INFO ] [FORECASTER] Completed predict_future for NODK
[2025-12-08T20:28:10.852047] [INFO ] [sig       ] NODK: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:28:10.989071] [INFO ] [LOCAL     ] Saved forecast: NODK	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/NODK.txt
[2025-12-08T20:28:10.989201] [INFO ] [sig       ] [2298/3624] Completed NODK in 0.3s | 2.92 sym/s | Total: 13.1m | ETA: 7.6m
[2025-12-08T20:28:10.989239] [INFO ] [sig       ] [2299/3624] Forecasting NOG...
[2025-12-08T20:28:10.989269] [INFO ] [sig       ] Generating forecast for: NOG
[2025-12-08T20:28:10.989297] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOG' from 'https://tdm.silogroup.org/data/derivative_storage/NOG.csv'.
[2025-12-08T20:28:11.002454] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOG'.
[2025-12-08T20:28:11.002895] [INFO ] [FORECASTER] Starting predict_future for NOG
[2025-12-08T20:28:11.003723] [DEBUG] [LOCAL     ] No optimal features file found for NOG: ./output/feature-sets/NOG.txt
[2025-12-08T20:28:11.003774] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:11.003805] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:11.003831] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:11.003889] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:11.061481] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:11.062336] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:11.062418] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:11.062451] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:11.187164] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:11.187318] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:11.187357] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:11.187386] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:11.190923] [DEBUG] [FORECASTER] NOG: Forecast T+1@11:T+2@11: DOWN (p=45.30%)
[2025-12-08T20:28:11.191231] [INFO ] [FORECASTER] Completed predict_future for NOG
[2025-12-08T20:28:11.191363] [INFO ] [sig       ] NOG: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:28:11.328180] [INFO ] [LOCAL     ] Saved forecast: NOG	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/NOG.txt
[2025-12-08T20:28:11.328310] [INFO ] [sig       ] [2299/3624] Completed NOG in 0.3s | 2.92 sym/s | Total: 13.1m | ETA: 7.6m
[2025-12-08T20:28:11.328349] [INFO ] [sig       ] [2300/3624] Forecasting NOMD...
[2025-12-08T20:28:11.328378] [INFO ] [sig       ] Generating forecast for: NOMD
[2025-12-08T20:28:11.328408] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOMD' from 'https://tdm.silogroup.org/data/derivative_storage/NOMD.csv'.
[2025-12-08T20:28:11.340612] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOMD'.
[2025-12-08T20:28:11.340995] [INFO ] [FORECASTER] Starting predict_future for NOMD
[2025-12-08T20:28:11.341781] [DEBUG] [LOCAL     ] No optimal features file found for NOMD: ./output/feature-sets/NOMD.txt
[2025-12-08T20:28:11.341831] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:11.341868] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:11.341900] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:11.341966] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:11.396734] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:11.397360] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:11.397529] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:11.397595] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:11.516213] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:11.516372] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:11.516414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:11.516442] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:11.519928] [DEBUG] [FORECASTER] NOMD: Forecast T+1@11:T+2@11: UP (p=99.02%)
[2025-12-08T20:28:11.520190] [INFO ] [FORECASTER] Completed predict_future for NOMD
[2025-12-08T20:28:11.520312] [INFO ] [sig       ] NOMD: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:28:11.657116] [INFO ] [LOCAL     ] Saved forecast: NOMD	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/NOMD.txt
[2025-12-08T20:28:11.657252] [INFO ] [sig       ] [2300/3624] Completed NOMD in 0.3s | 2.92 sym/s | Total: 13.1m | ETA: 7.6m
[2025-12-08T20:28:11.657289] [INFO ] [sig       ] [2301/3624] Forecasting NOTE...
[2025-12-08T20:28:11.657317] [INFO ] [sig       ] Generating forecast for: NOTE
[2025-12-08T20:28:11.657346] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOTE' from 'https://tdm.silogroup.org/data/derivative_storage/NOTE.csv'.
[2025-12-08T20:28:11.668971] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOTE'.
[2025-12-08T20:28:11.669337] [INFO ] [FORECASTER] Starting predict_future for NOTE
[2025-12-08T20:28:11.670157] [DEBUG] [LOCAL     ] No optimal features file found for NOTE: ./output/feature-sets/NOTE.txt
[2025-12-08T20:28:11.670207] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:11.670239] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:11.670265] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:11.670320] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:11.725903] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:11.726565] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:11.726658] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:11.726689] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:11.845769] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:11.845928] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:11.845968] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:11.845994] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:11.849317] [DEBUG] [FORECASTER] NOTE: Forecast T+1@11:T+2@11: DOWN (p=16.27%)
[2025-12-08T20:28:11.849593] [INFO ] [FORECASTER] Completed predict_future for NOTE
[2025-12-08T20:28:11.849715] [INFO ] [sig       ] NOTE: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:28:11.987435] [INFO ] [LOCAL     ] Saved forecast: NOTE	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/NOTE.txt
[2025-12-08T20:28:11.987559] [INFO ] [sig       ] [2301/3624] Completed NOTE in 0.3s | 2.92 sym/s | Total: 13.1m | ETA: 7.5m
[2025-12-08T20:28:11.987615] [INFO ] [sig       ] [2302/3624] Forecasting NPCE...
[2025-12-08T20:28:11.987652] [INFO ] [sig       ] Generating forecast for: NPCE
[2025-12-08T20:28:11.987683] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPCE' from 'https://tdm.silogroup.org/data/derivative_storage/NPCE.csv'.
[2025-12-08T20:28:11.999834] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NPCE'.
[2025-12-08T20:28:12.000191] [INFO ] [FORECASTER] Starting predict_future for NPCE
[2025-12-08T20:28:12.000961] [DEBUG] [LOCAL     ] No optimal features file found for NPCE: ./output/feature-sets/NPCE.txt
[2025-12-08T20:28:12.001011] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:12.001041] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:12.001068] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:12.001122] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:12.056134] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:12.056797] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:12.056874] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:12.056904] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:12.175467] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:12.175640] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:12.175680] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:12.175708] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:12.179026] [DEBUG] [FORECASTER] NPCE: Forecast T+1@11:T+2@11: DOWN (p=46.10%)
[2025-12-08T20:28:12.179315] [INFO ] [FORECASTER] Completed predict_future for NPCE
[2025-12-08T20:28:12.179442] [INFO ] [sig       ] NPCE: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:28:12.319551] [INFO ] [LOCAL     ] Saved forecast: NPCE	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/NPCE.txt
[2025-12-08T20:28:12.319738] [INFO ] [sig       ] [2302/3624] Completed NPCE in 0.3s | 2.92 sym/s | Total: 13.1m | ETA: 7.5m
[2025-12-08T20:28:12.319784] [INFO ] [sig       ] [2303/3624] Forecasting NPFD...
[2025-12-08T20:28:12.319815] [INFO ] [sig       ] Generating forecast for: NPFD
[2025-12-08T20:28:12.319846] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPFD' from 'https://tdm.silogroup.org/data/derivative_storage/NPFD.csv'.
[2025-12-08T20:28:12.332339] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NPFD'.
[2025-12-08T20:28:12.332734] [INFO ] [FORECASTER] Starting predict_future for NPFD
[2025-12-08T20:28:12.333534] [DEBUG] [LOCAL     ] No optimal features file found for NPFD: ./output/feature-sets/NPFD.txt
[2025-12-08T20:28:12.333603] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:12.333636] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:12.333662] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:12.333717] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:12.388711] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:12.389500] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:12.389598] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:12.389634] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:12.510073] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:12.510226] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:12.510265] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:12.510292] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:12.513603] [DEBUG] [FORECASTER] NPFD: Forecast T+1@11:T+2@11: UP (p=95.60%)
[2025-12-08T20:28:12.513870] [INFO ] [FORECASTER] Completed predict_future for NPFD
[2025-12-08T20:28:12.513993] [INFO ] [sig       ] NPFD: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:28:12.652900] [INFO ] [LOCAL     ] Saved forecast: NPFD	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/NPFD.txt
[2025-12-08T20:28:12.653048] [INFO ] [sig       ] [2303/3624] Completed NPFD in 0.3s | 2.92 sym/s | Total: 13.1m | ETA: 7.5m
[2025-12-08T20:28:12.653085] [INFO ] [sig       ] [2304/3624] Forecasting NPK...
[2025-12-08T20:28:12.653115] [INFO ] [sig       ] Generating forecast for: NPK
[2025-12-08T20:28:12.653143] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPK' from 'https://tdm.silogroup.org/data/derivative_storage/NPK.csv'.
[2025-12-08T20:28:12.665209] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NPK'.
[2025-12-08T20:28:12.665604] [INFO ] [FORECASTER] Starting predict_future for NPK
[2025-12-08T20:28:12.666364] [DEBUG] [LOCAL     ] No optimal features file found for NPK: ./output/feature-sets/NPK.txt
[2025-12-08T20:28:12.666414] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:12.666445] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:12.666472] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:12.666528] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:12.722507] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:12.723296] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:12.723403] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:12.723437] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:12.847690] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:12.847861] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:12.847900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:12.847929] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:12.851295] [DEBUG] [FORECASTER] NPK: Forecast T+1@11:T+2@11: UP (p=93.31%)
[2025-12-08T20:28:12.851563] [INFO ] [FORECASTER] Completed predict_future for NPK
[2025-12-08T20:28:12.851703] [INFO ] [sig       ] NPK: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:28:12.990993] [INFO ] [LOCAL     ] Saved forecast: NPK	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/NPK.txt
[2025-12-08T20:28:12.991136] [INFO ] [sig       ] [2304/3624] Completed NPK in 0.3s | 2.92 sym/s | Total: 13.1m | ETA: 7.5m
[2025-12-08T20:28:12.991176] [INFO ] [sig       ] [2305/3624] Forecasting NPO...
[2025-12-08T20:28:12.991207] [INFO ] [sig       ] Generating forecast for: NPO
[2025-12-08T20:28:12.991242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPO' from 'https://tdm.silogroup.org/data/derivative_storage/NPO.csv'.
[2025-12-08T20:28:13.003828] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NPO'.
[2025-12-08T20:28:13.004184] [INFO ] [FORECASTER] Starting predict_future for NPO
[2025-12-08T20:28:13.004996] [DEBUG] [LOCAL     ] No optimal features file found for NPO: ./output/feature-sets/NPO.txt
[2025-12-08T20:28:13.005047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:13.005078] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:13.005104] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:13.005163] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:13.062456] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:13.063261] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:13.063340] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:13.063373] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:13.191350] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:13.191516] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:13.191554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:13.191619] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:13.195182] [DEBUG] [FORECASTER] NPO: Forecast T+1@11:T+2@11: DOWN (p=3.10%)
[2025-12-08T20:28:13.195463] [INFO ] [FORECASTER] Completed predict_future for NPO
[2025-12-08T20:28:13.195613] [INFO ] [sig       ] NPO: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:28:13.339455] [INFO ] [LOCAL     ] Saved forecast: NPO	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/NPO.txt
[2025-12-08T20:28:13.339608] [INFO ] [sig       ] [2305/3624] Completed NPO in 0.3s | 2.92 sym/s | Total: 13.1m | ETA: 7.5m
[2025-12-08T20:28:13.339648] [INFO ] [sig       ] [2306/3624] Forecasting NQP...
[2025-12-08T20:28:13.339677] [INFO ] [sig       ] Generating forecast for: NQP
[2025-12-08T20:28:13.339706] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NQP' from 'https://tdm.silogroup.org/data/derivative_storage/NQP.csv'.
[2025-12-08T20:28:13.352361] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NQP'.
[2025-12-08T20:28:13.352760] [INFO ] [FORECASTER] Starting predict_future for NQP
[2025-12-08T20:28:13.353556] [DEBUG] [LOCAL     ] No optimal features file found for NQP: ./output/feature-sets/NQP.txt
[2025-12-08T20:28:13.353626] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:13.353659] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:13.353686] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:13.353742] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:13.414711] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:13.415547] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:13.415667] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:13.415703] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:13.539791] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:13.539951] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:13.539991] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:13.540023] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:13.543462] [DEBUG] [FORECASTER] NQP: Forecast T+1@11:T+2@11: UP (p=56.73%)
[2025-12-08T20:28:13.543756] [INFO ] [FORECASTER] Completed predict_future for NQP
[2025-12-08T20:28:13.543880] [INFO ] [sig       ] NQP: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:28:13.693166] [INFO ] [LOCAL     ] Saved forecast: NQP	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/NQP.txt
[2025-12-08T20:28:13.693311] [INFO ] [sig       ] [2306/3624] Completed NQP in 0.4s | 2.92 sym/s | Total: 13.2m | ETA: 7.5m
[2025-12-08T20:28:13.693352] [INFO ] [sig       ] [2307/3624] Forecasting NRC...
[2025-12-08T20:28:13.693381] [INFO ] [sig       ] Generating forecast for: NRC
[2025-12-08T20:28:13.693412] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRC' from 'https://tdm.silogroup.org/data/derivative_storage/NRC.csv'.
[2025-12-08T20:28:13.709375] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRC'.
[2025-12-08T20:28:13.710037] [INFO ] [FORECASTER] Starting predict_future for NRC
[2025-12-08T20:28:13.711148] [DEBUG] [LOCAL     ] No optimal features file found for NRC: ./output/feature-sets/NRC.txt
[2025-12-08T20:28:13.711211] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:13.711248] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:13.711276] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:13.711336] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:13.775205] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:13.776614] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:13.776752] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:13.776833] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:13.903566] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:13.903756] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:13.903802] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:13.903832] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:13.907347] [DEBUG] [FORECASTER] NRC: Forecast T+1@11:T+2@11: DOWN (p=38.63%)
[2025-12-08T20:28:13.907670] [INFO ] [FORECASTER] Completed predict_future for NRC
[2025-12-08T20:28:13.907803] [INFO ] [sig       ] NRC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:28:14.051174] [INFO ] [LOCAL     ] Saved forecast: NRC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/NRC.txt
[2025-12-08T20:28:14.051390] [INFO ] [sig       ] [2307/3624] Completed NRC in 0.4s | 2.92 sym/s | Total: 13.2m | ETA: 7.5m
[2025-12-08T20:28:14.051434] [INFO ] [sig       ] [2308/3624] Forecasting NRDS...
[2025-12-08T20:28:14.051463] [INFO ] [sig       ] Generating forecast for: NRDS
[2025-12-08T20:28:14.051496] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRDS' from 'https://tdm.silogroup.org/data/derivative_storage/NRDS.csv'.
[2025-12-08T20:28:14.064320] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRDS'.
[2025-12-08T20:28:14.064716] [INFO ] [FORECASTER] Starting predict_future for NRDS
[2025-12-08T20:28:14.065545] [DEBUG] [LOCAL     ] No optimal features file found for NRDS: ./output/feature-sets/NRDS.txt
[2025-12-08T20:28:14.065619] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:14.065655] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:14.065681] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:14.065744] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:14.120750] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:14.121556] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:14.121678] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:14.121712] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:14.240047] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:14.240206] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:14.240245] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:14.240273] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:14.243628] [DEBUG] [FORECASTER] NRDS: Forecast T+1@11:T+2@11: UP (p=75.89%)
[2025-12-08T20:28:14.243905] [INFO ] [FORECASTER] Completed predict_future for NRDS
[2025-12-08T20:28:14.244034] [INFO ] [sig       ] NRDS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:28:14.385679] [INFO ] [LOCAL     ] Saved forecast: NRDS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/NRDS.txt
[2025-12-08T20:28:14.385833] [INFO ] [sig       ] [2308/3624] Completed NRDS in 0.3s | 2.92 sym/s | Total: 13.2m | ETA: 7.5m
[2025-12-08T20:28:14.385873] [INFO ] [sig       ] [2309/3624] Forecasting NREF...
[2025-12-08T20:28:14.385903] [INFO ] [sig       ] Generating forecast for: NREF
[2025-12-08T20:28:14.385932] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NREF' from 'https://tdm.silogroup.org/data/derivative_storage/NREF.csv'.
[2025-12-08T20:28:14.398624] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NREF'.
[2025-12-08T20:28:14.399012] [INFO ] [FORECASTER] Starting predict_future for NREF
[2025-12-08T20:28:14.399843] [DEBUG] [LOCAL     ] No optimal features file found for NREF: ./output/feature-sets/NREF.txt
[2025-12-08T20:28:14.399894] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:14.399926] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:14.399954] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:14.400020] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:14.454924] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:14.455625] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:14.455699] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:14.455730] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:14.574181] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:14.574334] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:14.574372] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:14.574399] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:14.577726] [DEBUG] [FORECASTER] NREF: Forecast T+1@11:T+2@11: DOWN (p=12.08%)
[2025-12-08T20:28:14.577990] [INFO ] [FORECASTER] Completed predict_future for NREF
[2025-12-08T20:28:14.578111] [INFO ] [sig       ] NREF: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:28:14.718084] [INFO ] [LOCAL     ] Saved forecast: NREF	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/NREF.txt
[2025-12-08T20:28:14.718254] [INFO ] [sig       ] [2309/3624] Completed NREF in 0.3s | 2.92 sym/s | Total: 13.2m | ETA: 7.5m
[2025-12-08T20:28:14.718295] [INFO ] [sig       ] [2310/3624] Forecasting NRG...
[2025-12-08T20:28:14.718323] [INFO ] [sig       ] Generating forecast for: NRG
[2025-12-08T20:28:14.718353] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRG' from 'https://tdm.silogroup.org/data/derivative_storage/NRG.csv'.
[2025-12-08T20:28:14.730827] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRG'.
[2025-12-08T20:28:14.731212] [INFO ] [FORECASTER] Starting predict_future for NRG
[2025-12-08T20:28:14.732109] [DEBUG] [LOCAL     ] No optimal features file found for NRG: ./output/feature-sets/NRG.txt
[2025-12-08T20:28:14.732161] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:14.732194] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:14.732221] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:14.732287] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:14.793332] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:14.794254] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:14.794367] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:14.794404] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:14.927238] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:14.927388] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:14.927452] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:14.927483] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:14.930849] [DEBUG] [FORECASTER] NRG: Forecast T+1@11:T+2@11: UP (p=97.69%)
[2025-12-08T20:28:14.931138] [INFO ] [FORECASTER] Completed predict_future for NRG
[2025-12-08T20:28:14.931264] [INFO ] [sig       ] NRG: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:28:15.078839] [INFO ] [LOCAL     ] Saved forecast: NRG	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/NRG.txt
[2025-12-08T20:28:15.078988] [INFO ] [sig       ] [2310/3624] Completed NRG in 0.4s | 2.92 sym/s | Total: 13.2m | ETA: 7.5m
[2025-12-08T20:28:15.079035] [INFO ] [sig       ] [2311/3624] Forecasting NRIM...
[2025-12-08T20:28:15.079070] [INFO ] [sig       ] Generating forecast for: NRIM
[2025-12-08T20:28:15.079103] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRIM' from 'https://tdm.silogroup.org/data/derivative_storage/NRIM.csv'.
[2025-12-08T20:28:15.091206] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRIM'.
[2025-12-08T20:28:15.091590] [INFO ] [FORECASTER] Starting predict_future for NRIM
[2025-12-08T20:28:15.092395] [DEBUG] [LOCAL     ] No optimal features file found for NRIM: ./output/feature-sets/NRIM.txt
[2025-12-08T20:28:15.092445] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:15.092503] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:15.092532] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:15.092608] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:15.151784] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:15.152500] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:15.152602] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:15.152665] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:15.298828] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:15.298987] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:15.299025] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:15.299052] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:15.302375] [DEBUG] [FORECASTER] NRIM: Forecast T+1@11:T+2@11: UP (p=56.86%)
[2025-12-08T20:28:15.302676] [INFO ] [FORECASTER] Completed predict_future for NRIM
[2025-12-08T20:28:15.302798] [INFO ] [sig       ] NRIM: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:28:15.444665] [INFO ] [LOCAL     ] Saved forecast: NRIM	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/NRIM.txt
[2025-12-08T20:28:15.444822] [INFO ] [sig       ] [2311/3624] Completed NRIM in 0.4s | 2.92 sym/s | Total: 13.2m | ETA: 7.5m
[2025-12-08T20:28:15.444863] [INFO ] [sig       ] [2312/3624] Forecasting NRIX...
[2025-12-08T20:28:15.444894] [INFO ] [sig       ] Generating forecast for: NRIX
[2025-12-08T20:28:15.444924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRIX' from 'https://tdm.silogroup.org/data/derivative_storage/NRIX.csv'.
[2025-12-08T20:28:15.457317] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRIX'.
[2025-12-08T20:28:15.457740] [INFO ] [FORECASTER] Starting predict_future for NRIX
[2025-12-08T20:28:15.458513] [DEBUG] [LOCAL     ] No optimal features file found for NRIX: ./output/feature-sets/NRIX.txt
[2025-12-08T20:28:15.458565] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:15.458628] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:15.458655] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:15.458710] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:15.515348] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:15.516191] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:15.516273] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:15.516306] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:15.639773] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:15.639943] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:15.639982] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:15.640011] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:15.643247] [DEBUG] [FORECASTER] NRIX: Forecast T+1@11:T+2@11: UP (p=92.11%)
[2025-12-08T20:28:15.643506] [INFO ] [FORECASTER] Completed predict_future for NRIX
[2025-12-08T20:28:15.643639] [INFO ] [sig       ] NRIX: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:28:15.788238] [INFO ] [LOCAL     ] Saved forecast: NRIX	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/NRIX.txt
[2025-12-08T20:28:15.788394] [INFO ] [sig       ] [2312/3624] Completed NRIX in 0.3s | 2.92 sym/s | Total: 13.2m | ETA: 7.5m
[2025-12-08T20:28:15.788435] [INFO ] [sig       ] [2313/3624] Forecasting NRK...
[2025-12-08T20:28:15.788464] [INFO ] [sig       ] Generating forecast for: NRK
[2025-12-08T20:28:15.788493] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRK' from 'https://tdm.silogroup.org/data/derivative_storage/NRK.csv'.
[2025-12-08T20:28:15.800495] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRK'.
[2025-12-08T20:28:15.800842] [INFO ] [FORECASTER] Starting predict_future for NRK
[2025-12-08T20:28:15.801626] [DEBUG] [LOCAL     ] No optimal features file found for NRK: ./output/feature-sets/NRK.txt
[2025-12-08T20:28:15.801676] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:15.801707] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:15.801732] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:15.801787] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:15.858085] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:15.858737] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:15.858814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:15.858846] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:15.971193] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:15.971327] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:15.971363] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:15.971390] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:15.974566] [DEBUG] [FORECASTER] NRK: Forecast T+1@11:T+2@11: DOWN (p=29.94%)
[2025-12-08T20:28:15.974844] [INFO ] [FORECASTER] Completed predict_future for NRK
[2025-12-08T20:28:15.974961] [INFO ] [sig       ] NRK: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:28:16.114755] [INFO ] [LOCAL     ] Saved forecast: NRK	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/NRK.txt
[2025-12-08T20:28:16.114876] [INFO ] [sig       ] [2313/3624] Completed NRK in 0.3s | 2.92 sym/s | Total: 13.2m | ETA: 7.5m
[2025-12-08T20:28:16.114914] [INFO ] [sig       ] [2314/3624] Forecasting NRP...
[2025-12-08T20:28:16.114942] [INFO ] [sig       ] Generating forecast for: NRP
[2025-12-08T20:28:16.114970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRP' from 'https://tdm.silogroup.org/data/derivative_storage/NRP.csv'.
[2025-12-08T20:28:16.127645] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRP'.
[2025-12-08T20:28:16.127974] [INFO ] [FORECASTER] Starting predict_future for NRP
[2025-12-08T20:28:16.128743] [DEBUG] [LOCAL     ] No optimal features file found for NRP: ./output/feature-sets/NRP.txt
[2025-12-08T20:28:16.128792] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:16.128822] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:16.128848] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:16.128903] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:16.183958] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:16.184553] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:16.184643] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:16.184675] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:16.296016] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:16.296161] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:16.296198] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:16.296261] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:16.299544] [DEBUG] [FORECASTER] NRP: Forecast T+1@11:T+2@11: DOWN (p=33.03%)
[2025-12-08T20:28:16.299822] [INFO ] [FORECASTER] Completed predict_future for NRP
[2025-12-08T20:28:16.299939] [INFO ] [sig       ] NRP: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:28:16.442390] [INFO ] [LOCAL     ] Saved forecast: NRP	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/NRP.txt
[2025-12-08T20:28:16.442520] [INFO ] [sig       ] [2314/3624] Completed NRP in 0.3s | 2.92 sym/s | Total: 13.2m | ETA: 7.5m
[2025-12-08T20:28:16.442560] [INFO ] [sig       ] [2315/3624] Forecasting NRXP...
[2025-12-08T20:28:16.442610] [INFO ] [sig       ] Generating forecast for: NRXP
[2025-12-08T20:28:16.442641] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRXP' from 'https://tdm.silogroup.org/data/derivative_storage/NRXP.csv'.
[2025-12-08T20:28:16.456175] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRXP'.
[2025-12-08T20:28:16.456529] [INFO ] [FORECASTER] Starting predict_future for NRXP
[2025-12-08T20:28:16.457346] [DEBUG] [LOCAL     ] No optimal features file found for NRXP: ./output/feature-sets/NRXP.txt
[2025-12-08T20:28:16.460401] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:16.460476] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:16.460505] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:16.460597] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:16.519141] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:16.519836] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:16.519923] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:16.519957] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:16.636905] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:16.637066] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:16.637104] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:16.637131] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:16.640552] [DEBUG] [FORECASTER] NRXP: Forecast T+1@11:T+2@11: DOWN (p=23.40%)
[2025-12-08T20:28:16.640846] [INFO ] [FORECASTER] Completed predict_future for NRXP
[2025-12-08T20:28:16.640968] [INFO ] [sig       ] NRXP: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:28:16.785234] [INFO ] [LOCAL     ] Saved forecast: NRXP	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/NRXP.txt
[2025-12-08T20:28:16.785385] [INFO ] [sig       ] [2315/3624] Completed NRXP in 0.3s | 2.92 sym/s | Total: 13.2m | ETA: 7.5m
[2025-12-08T20:28:16.785424] [INFO ] [sig       ] [2316/3624] Forecasting NSC...
[2025-12-08T20:28:16.785453] [INFO ] [sig       ] Generating forecast for: NSC
[2025-12-08T20:28:16.785482] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NSC' from 'https://tdm.silogroup.org/data/derivative_storage/NSC.csv'.
[2025-12-08T20:28:16.797175] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NSC'.
[2025-12-08T20:28:16.797564] [INFO ] [FORECASTER] Starting predict_future for NSC
[2025-12-08T20:28:16.798345] [DEBUG] [LOCAL     ] No optimal features file found for NSC: ./output/feature-sets/NSC.txt
[2025-12-08T20:28:16.798394] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:16.798424] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:16.798450] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:16.798505] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:16.856042] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:16.857095] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:16.857179] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:16.857213] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:16.980314] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:16.980459] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:16.980499] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:16.980542] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:16.983932] [DEBUG] [FORECASTER] NSC: Forecast T+1@11:T+2@11: UP (p=83.58%)
[2025-12-08T20:28:16.984251] [INFO ] [FORECASTER] Completed predict_future for NSC
[2025-12-08T20:28:16.984371] [INFO ] [sig       ] NSC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:28:17.124525] [INFO ] [LOCAL     ] Saved forecast: NSC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/NSC.txt
[2025-12-08T20:28:17.124671] [INFO ] [sig       ] [2316/3624] Completed NSC in 0.3s | 2.92 sym/s | Total: 13.2m | ETA: 7.5m
[2025-12-08T20:28:17.124709] [INFO ] [sig       ] [2317/3624] Forecasting NSP...
[2025-12-08T20:28:17.124738] [INFO ] [sig       ] Generating forecast for: NSP
[2025-12-08T20:28:17.124766] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NSP' from 'https://tdm.silogroup.org/data/derivative_storage/NSP.csv'.
[2025-12-08T20:28:17.136441] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NSP'.
[2025-12-08T20:28:17.136789] [INFO ] [FORECASTER] Starting predict_future for NSP
[2025-12-08T20:28:17.137588] [DEBUG] [LOCAL     ] No optimal features file found for NSP: ./output/feature-sets/NSP.txt
[2025-12-08T20:28:17.137637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:17.137667] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:17.137693] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:17.137747] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:17.194095] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:17.194733] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:17.194808] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:17.194838] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:17.322133] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:17.322303] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:17.322346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:17.322375] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:17.325765] [DEBUG] [FORECASTER] NSP: Forecast T+1@11:T+2@11: UP (p=67.77%)
[2025-12-08T20:28:17.326060] [INFO ] [FORECASTER] Completed predict_future for NSP
[2025-12-08T20:28:17.326208] [INFO ] [sig       ] NSP: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:28:17.465591] [INFO ] [LOCAL     ] Saved forecast: NSP	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/NSP.txt
[2025-12-08T20:28:17.465729] [INFO ] [sig       ] [2317/3624] Completed NSP in 0.3s | 2.92 sym/s | Total: 13.2m | ETA: 7.5m
[2025-12-08T20:28:17.465768] [INFO ] [sig       ] [2318/3624] Forecasting NSSC...
[2025-12-08T20:28:17.465796] [INFO ] [sig       ] Generating forecast for: NSSC
[2025-12-08T20:28:17.465825] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NSSC' from 'https://tdm.silogroup.org/data/derivative_storage/NSSC.csv'.
[2025-12-08T20:28:17.477955] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NSSC'.
[2025-12-08T20:28:17.478317] [INFO ] [FORECASTER] Starting predict_future for NSSC
[2025-12-08T20:28:17.479121] [DEBUG] [LOCAL     ] No optimal features file found for NSSC: ./output/feature-sets/NSSC.txt
[2025-12-08T20:28:17.479175] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:17.479206] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:17.479232] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:17.479287] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:17.534870] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:17.535512] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:17.535603] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:17.535637] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:17.656885] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:17.657076] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:17.657116] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:17.657144] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:17.660421] [DEBUG] [FORECASTER] NSSC: Forecast T+1@11:T+2@11: DOWN (p=36.47%)
[2025-12-08T20:28:17.660705] [INFO ] [FORECASTER] Completed predict_future for NSSC
[2025-12-08T20:28:17.660825] [INFO ] [sig       ] NSSC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:28:17.797188] [INFO ] [LOCAL     ] Saved forecast: NSSC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/NSSC.txt
[2025-12-08T20:28:17.797312] [INFO ] [sig       ] [2318/3624] Completed NSSC in 0.3s | 2.92 sym/s | Total: 13.2m | ETA: 7.4m
[2025-12-08T20:28:17.797351] [INFO ] [sig       ] [2319/3624] Forecasting NTAP...
[2025-12-08T20:28:17.797379] [INFO ] [sig       ] Generating forecast for: NTAP
[2025-12-08T20:28:17.797443] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTAP' from 'https://tdm.silogroup.org/data/derivative_storage/NTAP.csv'.
[2025-12-08T20:28:17.810183] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTAP'.
[2025-12-08T20:28:17.810586] [INFO ] [FORECASTER] Starting predict_future for NTAP
[2025-12-08T20:28:17.811377] [DEBUG] [LOCAL     ] No optimal features file found for NTAP: ./output/feature-sets/NTAP.txt
[2025-12-08T20:28:17.811427] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:17.811458] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:17.811483] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:17.811537] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:17.867158] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:17.867985] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:17.868082] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:17.868119] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:17.988911] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:17.989064] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:17.989101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:17.989128] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:17.992400] [DEBUG] [FORECASTER] NTAP: Forecast T+1@11:T+2@11: DOWN (p=30.85%)
[2025-12-08T20:28:17.992708] [INFO ] [FORECASTER] Completed predict_future for NTAP
[2025-12-08T20:28:17.992833] [INFO ] [sig       ] NTAP: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:28:18.129548] [INFO ] [LOCAL     ] Saved forecast: NTAP	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/NTAP.txt
[2025-12-08T20:28:18.129708] [INFO ] [sig       ] [2319/3624] Completed NTAP in 0.3s | 2.92 sym/s | Total: 13.2m | ETA: 7.4m
[2025-12-08T20:28:18.129749] [INFO ] [sig       ] [2320/3624] Forecasting NTB...
[2025-12-08T20:28:18.129777] [INFO ] [sig       ] Generating forecast for: NTB
[2025-12-08T20:28:18.129807] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTB' from 'https://tdm.silogroup.org/data/derivative_storage/NTB.csv'.
[2025-12-08T20:28:18.141807] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTB'.
[2025-12-08T20:28:18.142181] [INFO ] [FORECASTER] Starting predict_future for NTB
[2025-12-08T20:28:18.142953] [DEBUG] [LOCAL     ] No optimal features file found for NTB: ./output/feature-sets/NTB.txt
[2025-12-08T20:28:18.143002] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:18.143033] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:18.143059] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:18.143113] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:18.198092] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:18.198912] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:18.198988] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:18.199020] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:18.316074] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:18.316232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:18.316269] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:18.316296] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:18.319688] [DEBUG] [FORECASTER] NTB: Forecast T+1@11:T+2@11: UP (p=83.35%)
[2025-12-08T20:28:18.319951] [INFO ] [FORECASTER] Completed predict_future for NTB
[2025-12-08T20:28:18.320068] [INFO ] [sig       ] NTB: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:28:18.458180] [INFO ] [LOCAL     ] Saved forecast: NTB	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/NTB.txt
[2025-12-08T20:28:18.458319] [INFO ] [sig       ] [2320/3624] Completed NTB in 0.3s | 2.92 sym/s | Total: 13.2m | ETA: 7.4m
[2025-12-08T20:28:18.458358] [INFO ] [sig       ] [2321/3624] Forecasting NTES...
[2025-12-08T20:28:18.458387] [INFO ] [sig       ] Generating forecast for: NTES
[2025-12-08T20:28:18.458416] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTES' from 'https://tdm.silogroup.org/data/derivative_storage/NTES.csv'.
[2025-12-08T20:28:18.470921] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTES'.
[2025-12-08T20:28:18.471305] [INFO ] [FORECASTER] Starting predict_future for NTES
[2025-12-08T20:28:18.472114] [DEBUG] [LOCAL     ] No optimal features file found for NTES: ./output/feature-sets/NTES.txt
[2025-12-08T20:28:18.472162] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:18.472192] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:18.472219] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:18.472273] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:18.527676] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:18.528527] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:18.528657] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:18.528689] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:18.655310] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:18.655488] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:18.655528] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:18.655555] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:18.659087] [DEBUG] [FORECASTER] NTES: Forecast T+1@11:T+2@11: DOWN (p=6.38%)
[2025-12-08T20:28:18.659368] [INFO ] [FORECASTER] Completed predict_future for NTES
[2025-12-08T20:28:18.659493] [INFO ] [sig       ] NTES: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:28:18.805071] [INFO ] [LOCAL     ] Saved forecast: NTES	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/NTES.txt
[2025-12-08T20:28:18.805224] [INFO ] [sig       ] [2321/3624] Completed NTES in 0.3s | 2.92 sym/s | Total: 13.2m | ETA: 7.4m
[2025-12-08T20:28:18.805266] [INFO ] [sig       ] [2322/3624] Forecasting NTIC...
[2025-12-08T20:28:18.805296] [INFO ] [sig       ] Generating forecast for: NTIC
[2025-12-08T20:28:18.805326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTIC' from 'https://tdm.silogroup.org/data/derivative_storage/NTIC.csv'.
[2025-12-08T20:28:18.817832] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTIC'.
[2025-12-08T20:28:18.818236] [INFO ] [FORECASTER] Starting predict_future for NTIC
[2025-12-08T20:28:18.819111] [DEBUG] [LOCAL     ] No optimal features file found for NTIC: ./output/feature-sets/NTIC.txt
[2025-12-08T20:28:18.819164] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:18.819209] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:18.819239] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:18.819295] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:18.880382] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:18.881256] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:18.881339] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:18.881371] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:18.986335] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:18.986491] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:18.986528] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:18.986557] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:18.989879] [DEBUG] [FORECASTER] NTIC: Forecast T+1@11:T+2@11: UP (p=98.27%)
[2025-12-08T20:28:18.990151] [INFO ] [FORECASTER] Completed predict_future for NTIC
[2025-12-08T20:28:18.990270] [INFO ] [sig       ] NTIC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:28:19.129539] [INFO ] [LOCAL     ] Saved forecast: NTIC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/NTIC.txt
[2025-12-08T20:28:19.129720] [INFO ] [sig       ] [2322/3624] Completed NTIC in 0.3s | 2.92 sym/s | Total: 13.2m | ETA: 7.4m
[2025-12-08T20:28:19.129762] [INFO ] [sig       ] [2323/3624] Forecasting NTLA...
[2025-12-08T20:28:19.129792] [INFO ] [sig       ] Generating forecast for: NTLA
[2025-12-08T20:28:19.129821] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTLA' from 'https://tdm.silogroup.org/data/derivative_storage/NTLA.csv'.
[2025-12-08T20:28:19.142176] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTLA'.
[2025-12-08T20:28:19.142538] [INFO ] [FORECASTER] Starting predict_future for NTLA
[2025-12-08T20:28:19.143349] [DEBUG] [LOCAL     ] No optimal features file found for NTLA: ./output/feature-sets/NTLA.txt
[2025-12-08T20:28:19.143399] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:19.143430] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:19.143455] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:19.143510] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:19.198497] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:19.199225] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:19.199301] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:19.199332] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:19.318731] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:19.318882] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:19.318919] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:19.318947] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:19.322301] [DEBUG] [FORECASTER] NTLA: Forecast T+1@11:T+2@11: DOWN (p=40.45%)
[2025-12-08T20:28:19.322565] [INFO ] [FORECASTER] Completed predict_future for NTLA
[2025-12-08T20:28:19.322703] [INFO ] [sig       ] NTLA: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:28:19.463511] [INFO ] [LOCAL     ] Saved forecast: NTLA	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/NTLA.txt
[2025-12-08T20:28:19.463683] [INFO ] [sig       ] [2323/3624] Completed NTLA in 0.3s | 2.92 sym/s | Total: 13.2m | ETA: 7.4m
[2025-12-08T20:28:19.463726] [INFO ] [sig       ] [2324/3624] Forecasting NTNX...
[2025-12-08T20:28:19.463755] [INFO ] [sig       ] Generating forecast for: NTNX
[2025-12-08T20:28:19.463784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTNX' from 'https://tdm.silogroup.org/data/derivative_storage/NTNX.csv'.
[2025-12-08T20:28:19.475840] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTNX'.
[2025-12-08T20:28:19.476191] [INFO ] [FORECASTER] Starting predict_future for NTNX
[2025-12-08T20:28:19.476987] [DEBUG] [LOCAL     ] No optimal features file found for NTNX: ./output/feature-sets/NTNX.txt
[2025-12-08T20:28:19.477038] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:19.477069] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:19.477095] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:19.477151] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:19.532505] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:19.533293] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:19.533370] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:19.533403] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:19.653136] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:19.653284] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:19.653324] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:19.653354] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:19.656787] [DEBUG] [FORECASTER] NTNX: Forecast T+1@11:T+2@11: UP (p=74.84%)
[2025-12-08T20:28:19.657072] [INFO ] [FORECASTER] Completed predict_future for NTNX
[2025-12-08T20:28:19.657198] [INFO ] [sig       ] NTNX: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:28:19.797638] [INFO ] [LOCAL     ] Saved forecast: NTNX	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/NTNX.txt
[2025-12-08T20:28:19.797792] [INFO ] [sig       ] [2324/3624] Completed NTNX in 0.3s | 2.92 sym/s | Total: 13.3m | ETA: 7.4m
[2025-12-08T20:28:19.797832] [INFO ] [sig       ] [2325/3624] Forecasting NTRA...
[2025-12-08T20:28:19.797861] [INFO ] [sig       ] Generating forecast for: NTRA
[2025-12-08T20:28:19.797891] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTRA' from 'https://tdm.silogroup.org/data/derivative_storage/NTRA.csv'.
[2025-12-08T20:28:19.809965] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTRA'.
[2025-12-08T20:28:19.810305] [INFO ] [FORECASTER] Starting predict_future for NTRA
[2025-12-08T20:28:19.811072] [DEBUG] [LOCAL     ] No optimal features file found for NTRA: ./output/feature-sets/NTRA.txt
[2025-12-08T20:28:19.811121] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:19.811151] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:19.811177] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:19.811232] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:19.866917] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:19.867817] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:19.867898] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:19.867930] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:19.988183] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:19.988334] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:19.988371] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:19.988399] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:19.991645] [DEBUG] [FORECASTER] NTRA: Forecast T+1@11:T+2@11: UP (p=79.92%)
[2025-12-08T20:28:19.991909] [INFO ] [FORECASTER] Completed predict_future for NTRA
[2025-12-08T20:28:19.992029] [INFO ] [sig       ] NTRA: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:28:20.131191] [INFO ] [LOCAL     ] Saved forecast: NTRA	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/NTRA.txt
[2025-12-08T20:28:20.131337] [INFO ] [sig       ] [2325/3624] Completed NTRA in 0.3s | 2.92 sym/s | Total: 13.3m | ETA: 7.4m
[2025-12-08T20:28:20.131382] [INFO ] [sig       ] [2326/3624] Forecasting NTRB...
[2025-12-08T20:28:20.131412] [INFO ] [sig       ] Generating forecast for: NTRB
[2025-12-08T20:28:20.131440] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTRB' from 'https://tdm.silogroup.org/data/derivative_storage/NTRB.csv'.
[2025-12-08T20:28:20.147515] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTRB'.
[2025-12-08T20:28:20.147918] [INFO ] [FORECASTER] Starting predict_future for NTRB
[2025-12-08T20:28:20.148766] [DEBUG] [LOCAL     ] No optimal features file found for NTRB: ./output/feature-sets/NTRB.txt
[2025-12-08T20:28:20.148817] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:20.148849] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:20.148875] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:20.148933] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:20.206037] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:20.206755] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:20.206832] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:20.206865] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:20.319221] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:20.319371] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:20.319410] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:20.319439] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:20.322869] [DEBUG] [FORECASTER] NTRB: Forecast T+1@11:T+2@11: DOWN (p=12.57%)
[2025-12-08T20:28:20.323147] [INFO ] [FORECASTER] Completed predict_future for NTRB
[2025-12-08T20:28:20.323270] [INFO ] [sig       ] NTRB: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:28:20.464250] [INFO ] [LOCAL     ] Saved forecast: NTRB	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/NTRB.txt
[2025-12-08T20:28:20.464380] [INFO ] [sig       ] [2326/3624] Completed NTRB in 0.3s | 2.92 sym/s | Total: 13.3m | ETA: 7.4m
[2025-12-08T20:28:20.464419] [INFO ] [sig       ] [2327/3624] Forecasting NTRS...
[2025-12-08T20:28:20.464449] [INFO ] [sig       ] Generating forecast for: NTRS
[2025-12-08T20:28:20.464477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTRS' from 'https://tdm.silogroup.org/data/derivative_storage/NTRS.csv'.
[2025-12-08T20:28:20.478538] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTRS'.
[2025-12-08T20:28:20.479015] [INFO ] [FORECASTER] Starting predict_future for NTRS
[2025-12-08T20:28:20.479951] [DEBUG] [LOCAL     ] No optimal features file found for NTRS: ./output/feature-sets/NTRS.txt
[2025-12-08T20:28:20.480004] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:20.480038] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:20.480065] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:20.480127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:20.536277] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:20.537229] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:20.537316] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:20.537349] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:20.655416] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:20.655594] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:20.655636] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:20.655666] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:20.659101] [DEBUG] [FORECASTER] NTRS: Forecast T+1@11:T+2@11: UP (p=70.70%)
[2025-12-08T20:28:20.659380] [INFO ] [FORECASTER] Completed predict_future for NTRS
[2025-12-08T20:28:20.659521] [INFO ] [sig       ] NTRS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:28:20.800443] [INFO ] [LOCAL     ] Saved forecast: NTRS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/NTRS.txt
[2025-12-08T20:28:20.800610] [INFO ] [sig       ] [2327/3624] Completed NTRS in 0.3s | 2.92 sym/s | Total: 13.3m | ETA: 7.4m
[2025-12-08T20:28:20.800652] [INFO ] [sig       ] [2328/3624] Forecasting NTRSO...
[2025-12-08T20:28:20.800680] [INFO ] [sig       ] Generating forecast for: NTRSO
[2025-12-08T20:28:20.800710] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTRSO' from 'https://tdm.silogroup.org/data/derivative_storage/NTRSO.csv'.
[2025-12-08T20:28:20.813567] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTRSO'.
[2025-12-08T20:28:20.814017] [INFO ] [FORECASTER] Starting predict_future for NTRSO
[2025-12-08T20:28:20.814829] [DEBUG] [LOCAL     ] No optimal features file found for NTRSO: ./output/feature-sets/NTRSO.txt
[2025-12-08T20:28:20.814879] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:20.814939] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:20.814966] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:20.815021] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:20.875705] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:20.876570] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:20.876672] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:20.876706] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:21.005472] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:21.005664] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:21.005721] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:21.005758] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:21.009477] [DEBUG] [FORECASTER] NTRSO: Forecast T+1@11:T+2@11: DOWN (p=2.00%)
[2025-12-08T20:28:21.009798] [INFO ] [FORECASTER] Completed predict_future for NTRSO
[2025-12-08T20:28:21.009955] [INFO ] [sig       ] NTRSO: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:28:21.171240] [INFO ] [LOCAL     ] Saved forecast: NTRSO	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/NTRSO.txt
[2025-12-08T20:28:21.171388] [INFO ] [sig       ] [2328/3624] Completed NTRSO in 0.4s | 2.92 sym/s | Total: 13.3m | ETA: 7.4m
[2025-12-08T20:28:21.171429] [INFO ] [sig       ] [2329/3624] Forecasting NUKK...
[2025-12-08T20:28:21.171458] [INFO ] [sig       ] Generating forecast for: NUKK
[2025-12-08T20:28:21.171486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUKK' from 'https://tdm.silogroup.org/data/derivative_storage/NUKK.csv'.
[2025-12-08T20:28:21.184687] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUKK'.
[2025-12-08T20:28:21.185075] [INFO ] [FORECASTER] Starting predict_future for NUKK
[2025-12-08T20:28:21.185925] [DEBUG] [LOCAL     ] No optimal features file found for NUKK: ./output/feature-sets/NUKK.txt
[2025-12-08T20:28:21.185986] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:21.186021] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:21.186048] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:21.186107] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:21.244725] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:21.245562] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:21.245661] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:21.245694] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:21.376081] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:21.376243] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:21.376308] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:21.376340] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:21.379925] [DEBUG] [FORECASTER] NUKK: Forecast T+1@11:T+2@11: DOWN (p=0.41%)
[2025-12-08T20:28:21.380225] [INFO ] [FORECASTER] Completed predict_future for NUKK
[2025-12-08T20:28:21.380352] [INFO ] [sig       ] NUKK: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:28:21.525795] [INFO ] [LOCAL     ] Saved forecast: NUKK	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/NUKK.txt
[2025-12-08T20:28:21.525929] [INFO ] [sig       ] [2329/3624] Completed NUKK in 0.4s | 2.92 sym/s | Total: 13.3m | ETA: 7.4m
[2025-12-08T20:28:21.525968] [INFO ] [sig       ] [2330/3624] Forecasting NUS...
[2025-12-08T20:28:21.525998] [INFO ] [sig       ] Generating forecast for: NUS
[2025-12-08T20:28:21.526027] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUS' from 'https://tdm.silogroup.org/data/derivative_storage/NUS.csv'.
[2025-12-08T20:28:21.538208] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUS'.
[2025-12-08T20:28:21.538566] [INFO ] [FORECASTER] Starting predict_future for NUS
[2025-12-08T20:28:21.539430] [DEBUG] [LOCAL     ] No optimal features file found for NUS: ./output/feature-sets/NUS.txt
[2025-12-08T20:28:21.539481] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:21.539513] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:21.539540] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:21.539623] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:21.596973] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:21.597859] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:21.597943] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:21.597974] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:21.721277] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:21.721433] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:21.721473] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:21.721502] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:21.724882] [DEBUG] [FORECASTER] NUS: Forecast T+1@11:T+2@11: UP (p=76.85%)
[2025-12-08T20:28:21.725165] [INFO ] [FORECASTER] Completed predict_future for NUS
[2025-12-08T20:28:21.725290] [INFO ] [sig       ] NUS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:28:21.884136] [INFO ] [LOCAL     ] Saved forecast: NUS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/NUS.txt
[2025-12-08T20:28:21.884287] [INFO ] [sig       ] [2330/3624] Completed NUS in 0.4s | 2.92 sym/s | Total: 13.3m | ETA: 7.4m
[2025-12-08T20:28:21.884325] [INFO ] [sig       ] [2331/3624] Forecasting NUTX...
[2025-12-08T20:28:21.884353] [INFO ] [sig       ] Generating forecast for: NUTX
[2025-12-08T20:28:21.884385] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUTX' from 'https://tdm.silogroup.org/data/derivative_storage/NUTX.csv'.
[2025-12-08T20:28:21.897744] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUTX'.
[2025-12-08T20:28:21.898185] [INFO ] [FORECASTER] Starting predict_future for NUTX
[2025-12-08T20:28:21.899175] [DEBUG] [LOCAL     ] No optimal features file found for NUTX: ./output/feature-sets/NUTX.txt
[2025-12-08T20:28:21.899234] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:21.899272] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:21.899308] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:21.899382] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:21.959067] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:21.959975] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:21.960063] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:21.960095] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:22.085228] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:22.085388] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:22.085427] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:22.085491] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:22.089093] [DEBUG] [FORECASTER] NUTX: Forecast T+1@11:T+2@11: UP (p=81.85%)
[2025-12-08T20:28:22.089382] [INFO ] [FORECASTER] Completed predict_future for NUTX
[2025-12-08T20:28:22.089511] [INFO ] [sig       ] NUTX: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:28:22.236612] [INFO ] [LOCAL     ] Saved forecast: NUTX	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/NUTX.txt
[2025-12-08T20:28:22.236768] [INFO ] [sig       ] [2331/3624] Completed NUTX in 0.4s | 2.92 sym/s | Total: 13.3m | ETA: 7.4m
[2025-12-08T20:28:22.236810] [INFO ] [sig       ] [2332/3624] Forecasting NUVB...
[2025-12-08T20:28:22.236842] [INFO ] [sig       ] Generating forecast for: NUVB
[2025-12-08T20:28:22.236871] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUVB' from 'https://tdm.silogroup.org/data/derivative_storage/NUVB.csv'.
[2025-12-08T20:28:22.250030] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUVB'.
[2025-12-08T20:28:22.250401] [INFO ] [FORECASTER] Starting predict_future for NUVB
[2025-12-08T20:28:22.251203] [DEBUG] [LOCAL     ] No optimal features file found for NUVB: ./output/feature-sets/NUVB.txt
[2025-12-08T20:28:22.251253] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:22.251285] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:22.251311] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:22.251366] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:22.310711] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:22.311533] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:22.311645] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:22.311686] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:22.436025] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:22.436173] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:22.436212] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:22.436240] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:22.439609] [DEBUG] [FORECASTER] NUVB: Forecast T+1@11:T+2@11: UP (p=61.57%)
[2025-12-08T20:28:22.439869] [INFO ] [FORECASTER] Completed predict_future for NUVB
[2025-12-08T20:28:22.439987] [INFO ] [sig       ] NUVB: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:28:22.583280] [INFO ] [LOCAL     ] Saved forecast: NUVB	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/NUVB.txt
[2025-12-08T20:28:22.583411] [INFO ] [sig       ] [2332/3624] Completed NUVB in 0.3s | 2.92 sym/s | Total: 13.3m | ETA: 7.4m
[2025-12-08T20:28:22.583450] [INFO ] [sig       ] [2333/3624] Forecasting NUVL...
[2025-12-08T20:28:22.583480] [INFO ] [sig       ] Generating forecast for: NUVL
[2025-12-08T20:28:22.583511] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUVL' from 'https://tdm.silogroup.org/data/derivative_storage/NUVL.csv'.
[2025-12-08T20:28:22.594983] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUVL'.
[2025-12-08T20:28:22.595333] [INFO ] [FORECASTER] Starting predict_future for NUVL
[2025-12-08T20:28:22.596110] [DEBUG] [LOCAL     ] No optimal features file found for NUVL: ./output/feature-sets/NUVL.txt
[2025-12-08T20:28:22.596160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:22.596203] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:22.596231] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:22.596287] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:22.651598] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:22.652236] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:22.652314] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:22.652345] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:22.772689] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:22.772844] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:22.772881] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:22.772910] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:22.776200] [DEBUG] [FORECASTER] NUVL: Forecast T+1@11:T+2@11: UP (p=93.34%)
[2025-12-08T20:28:22.776461] [INFO ] [FORECASTER] Completed predict_future for NUVL
[2025-12-08T20:28:22.776596] [INFO ] [sig       ] NUVL: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:28:22.917970] [INFO ] [LOCAL     ] Saved forecast: NUVL	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/NUVL.txt
[2025-12-08T20:28:22.918092] [INFO ] [sig       ] [2333/3624] Completed NUVL in 0.3s | 2.92 sym/s | Total: 13.3m | ETA: 7.4m
[2025-12-08T20:28:22.918129] [INFO ] [sig       ] [2334/3624] Forecasting NUWE...
[2025-12-08T20:28:22.918157] [INFO ] [sig       ] Generating forecast for: NUWE
[2025-12-08T20:28:22.918187] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUWE' from 'https://tdm.silogroup.org/data/derivative_storage/NUWE.csv'.
[2025-12-08T20:28:22.929929] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUWE'.
[2025-12-08T20:28:22.930274] [INFO ] [FORECASTER] Starting predict_future for NUWE
[2025-12-08T20:28:22.931051] [DEBUG] [LOCAL     ] No optimal features file found for NUWE: ./output/feature-sets/NUWE.txt
[2025-12-08T20:28:22.931100] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:22.931131] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:22.931156] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:22.931211] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:22.988299] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:22.988950] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:22.989026] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:22.989058] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:23.105583] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:23.105736] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:23.105774] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:23.105801] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:23.109137] [DEBUG] [FORECASTER] NUWE: Forecast T+1@11:T+2@11: UP (p=98.18%)
[2025-12-08T20:28:23.109399] [INFO ] [FORECASTER] Completed predict_future for NUWE
[2025-12-08T20:28:23.109517] [INFO ] [sig       ] NUWE: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:28:23.248105] [INFO ] [LOCAL     ] Saved forecast: NUWE	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/NUWE.txt
[2025-12-08T20:28:23.248238] [INFO ] [sig       ] [2334/3624] Completed NUWE in 0.3s | 2.92 sym/s | Total: 13.3m | ETA: 7.4m
[2025-12-08T20:28:23.248279] [INFO ] [sig       ] [2335/3624] Forecasting NVA...
[2025-12-08T20:28:23.248311] [INFO ] [sig       ] Generating forecast for: NVA
[2025-12-08T20:28:23.248342] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVA' from 'https://tdm.silogroup.org/data/derivative_storage/NVA.csv'.
[2025-12-08T20:28:23.260233] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVA'.
[2025-12-08T20:28:23.260638] [INFO ] [FORECASTER] Starting predict_future for NVA
[2025-12-08T20:28:23.261429] [DEBUG] [LOCAL     ] No optimal features file found for NVA: ./output/feature-sets/NVA.txt
[2025-12-08T20:28:23.261479] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:23.261512] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:23.261540] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:23.261615] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:23.318250] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:23.319215] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:23.319304] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:23.319336] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:23.438483] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:23.438650] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:23.438689] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:23.438716] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:23.442067] [DEBUG] [FORECASTER] NVA: Forecast T+1@11:T+2@11: UP (p=96.04%)
[2025-12-08T20:28:23.442345] [INFO ] [FORECASTER] Completed predict_future for NVA
[2025-12-08T20:28:23.442470] [INFO ] [sig       ] NVA: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:28:23.584617] [INFO ] [LOCAL     ] Saved forecast: NVA	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/NVA.txt
[2025-12-08T20:28:23.584748] [INFO ] [sig       ] [2335/3624] Completed NVA in 0.3s | 2.92 sym/s | Total: 13.3m | ETA: 7.4m
[2025-12-08T20:28:23.584788] [INFO ] [sig       ] [2336/3624] Forecasting NVAX...
[2025-12-08T20:28:23.584816] [INFO ] [sig       ] Generating forecast for: NVAX
[2025-12-08T20:28:23.584845] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVAX' from 'https://tdm.silogroup.org/data/derivative_storage/NVAX.csv'.
[2025-12-08T20:28:23.596729] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVAX'.
[2025-12-08T20:28:23.597054] [INFO ] [FORECASTER] Starting predict_future for NVAX
[2025-12-08T20:28:23.597861] [DEBUG] [LOCAL     ] No optimal features file found for NVAX: ./output/feature-sets/NVAX.txt
[2025-12-08T20:28:23.597911] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:23.597942] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:23.597968] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:23.598022] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:23.657924] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:23.658926] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:23.659007] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:23.659040] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:23.782527] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:23.782703] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:23.782746] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:23.782776] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:23.786475] [DEBUG] [FORECASTER] NVAX: Forecast T+1@11:T+2@11: UP (p=80.35%)
[2025-12-08T20:28:23.786819] [INFO ] [FORECASTER] Completed predict_future for NVAX
[2025-12-08T20:28:23.786979] [INFO ] [sig       ] NVAX: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:28:23.933897] [INFO ] [LOCAL     ] Saved forecast: NVAX	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/NVAX.txt
[2025-12-08T20:28:23.934046] [INFO ] [sig       ] [2336/3624] Completed NVAX in 0.3s | 2.92 sym/s | Total: 13.3m | ETA: 7.3m
[2025-12-08T20:28:23.934086] [INFO ] [sig       ] [2337/3624] Forecasting NVD...
[2025-12-08T20:28:23.934122] [INFO ] [sig       ] Generating forecast for: NVD
[2025-12-08T20:28:23.934153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVD' from 'https://tdm.silogroup.org/data/derivative_storage/NVD.csv'.
[2025-12-08T20:28:23.947360] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVD'.
[2025-12-08T20:28:23.947769] [INFO ] [FORECASTER] Starting predict_future for NVD
[2025-12-08T20:28:23.948531] [DEBUG] [LOCAL     ] No optimal features file found for NVD: ./output/feature-sets/NVD.txt
[2025-12-08T20:28:23.948599] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:23.948631] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:23.948658] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:23.948713] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:24.004801] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:24.005629] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:24.005705] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:24.005736] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:24.119697] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:24.119860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:24.119899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:24.119927] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:24.123684] [DEBUG] [FORECASTER] NVD: Forecast T+1@11:T+2@11: UP (p=74.87%)
[2025-12-08T20:28:24.123988] [INFO ] [FORECASTER] Completed predict_future for NVD
[2025-12-08T20:28:24.124119] [INFO ] [sig       ] NVD: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:28:24.270315] [INFO ] [LOCAL     ] Saved forecast: NVD	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/NVD.txt
[2025-12-08T20:28:24.270488] [INFO ] [sig       ] [2337/3624] Completed NVD in 0.3s | 2.92 sym/s | Total: 13.3m | ETA: 7.3m
[2025-12-08T20:28:24.270527] [INFO ] [sig       ] [2338/3624] Forecasting NVDA...
[2025-12-08T20:28:24.270557] [INFO ] [sig       ] Generating forecast for: NVDA
[2025-12-08T20:28:24.270608] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVDA' from 'https://tdm.silogroup.org/data/derivative_storage/NVDA.csv'.
[2025-12-08T20:28:24.283404] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVDA'.
[2025-12-08T20:28:24.283765] [INFO ] [FORECASTER] Starting predict_future for NVDA
[2025-12-08T20:28:24.284561] [DEBUG] [LOCAL     ] No optimal features file found for NVDA: ./output/feature-sets/NVDA.txt
[2025-12-08T20:28:24.284629] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:24.284660] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:24.284687] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:24.284742] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:24.345669] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:24.346490] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:24.346624] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:24.346658] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:24.471880] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:24.472059] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:24.472099] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:24.472127] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:24.475404] [DEBUG] [FORECASTER] NVDA: Forecast T+1@11:T+2@11: UP (p=84.93%)
[2025-12-08T20:28:24.475691] [INFO ] [FORECASTER] Completed predict_future for NVDA
[2025-12-08T20:28:24.475814] [INFO ] [sig       ] NVDA: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:28:24.615639] [INFO ] [LOCAL     ] Saved forecast: NVDA	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/NVDA.txt
[2025-12-08T20:28:24.615787] [INFO ] [sig       ] [2338/3624] Completed NVDA in 0.3s | 2.92 sym/s | Total: 13.3m | ETA: 7.3m
[2025-12-08T20:28:24.615826] [INFO ] [sig       ] [2339/3624] Forecasting NVDD...
[2025-12-08T20:28:24.615856] [INFO ] [sig       ] Generating forecast for: NVDD
[2025-12-08T20:28:24.615885] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVDD' from 'https://tdm.silogroup.org/data/derivative_storage/NVDD.csv'.
[2025-12-08T20:28:24.628108] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVDD'.
[2025-12-08T20:28:24.628449] [INFO ] [FORECASTER] Starting predict_future for NVDD
[2025-12-08T20:28:24.629223] [DEBUG] [LOCAL     ] No optimal features file found for NVDD: ./output/feature-sets/NVDD.txt
[2025-12-08T20:28:24.629273] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:24.629303] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:24.629329] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:24.629384] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:24.687924] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:24.688624] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:24.688701] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:24.688733] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:24.811816] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:24.811967] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:24.812006] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:24.812036] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:24.815357] [DEBUG] [FORECASTER] NVDD: Forecast T+1@11:T+2@11: DOWN (p=22.72%)
[2025-12-08T20:28:24.815644] [INFO ] [FORECASTER] Completed predict_future for NVDD
[2025-12-08T20:28:24.815775] [INFO ] [sig       ] NVDD: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:28:24.955377] [INFO ] [LOCAL     ] Saved forecast: NVDD	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/NVDD.txt
[2025-12-08T20:28:24.955501] [INFO ] [sig       ] [2339/3624] Completed NVDD in 0.3s | 2.92 sym/s | Total: 13.3m | ETA: 7.3m
[2025-12-08T20:28:24.955538] [INFO ] [sig       ] [2340/3624] Forecasting NVDL...
[2025-12-08T20:28:24.955566] [INFO ] [sig       ] Generating forecast for: NVDL
[2025-12-08T20:28:24.955615] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVDL' from 'https://tdm.silogroup.org/data/derivative_storage/NVDL.csv'.
[2025-12-08T20:28:24.968054] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVDL'.
[2025-12-08T20:28:24.968413] [INFO ] [FORECASTER] Starting predict_future for NVDL
[2025-12-08T20:28:24.969211] [DEBUG] [LOCAL     ] No optimal features file found for NVDL: ./output/feature-sets/NVDL.txt
[2025-12-08T20:28:24.969262] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:24.969294] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:24.969322] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:24.969379] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:25.028273] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:25.029113] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:25.029192] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:25.029225] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:25.151024] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:25.151172] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:25.151208] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:25.151253] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:25.154525] [DEBUG] [FORECASTER] NVDL: Forecast T+1@11:T+2@11: DOWN (p=18.78%)
[2025-12-08T20:28:25.154801] [INFO ] [FORECASTER] Completed predict_future for NVDL
[2025-12-08T20:28:25.154919] [INFO ] [sig       ] NVDL: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:28:25.300483] [INFO ] [LOCAL     ] Saved forecast: NVDL	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/NVDL.txt
[2025-12-08T20:28:25.300623] [INFO ] [sig       ] [2340/3624] Completed NVDL in 0.3s | 2.92 sym/s | Total: 13.3m | ETA: 7.3m
[2025-12-08T20:28:25.300664] [INFO ] [sig       ] [2341/3624] Forecasting NVDS...
[2025-12-08T20:28:25.300692] [INFO ] [sig       ] Generating forecast for: NVDS
[2025-12-08T20:28:25.300721] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVDS' from 'https://tdm.silogroup.org/data/derivative_storage/NVDS.csv'.
[2025-12-08T20:28:25.312096] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVDS'.
[2025-12-08T20:28:25.312434] [INFO ] [FORECASTER] Starting predict_future for NVDS
[2025-12-08T20:28:25.313222] [DEBUG] [LOCAL     ] No optimal features file found for NVDS: ./output/feature-sets/NVDS.txt
[2025-12-08T20:28:25.313272] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:25.313304] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:25.313329] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:25.313384] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:25.370323] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:25.370954] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:25.371028] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:25.371061] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:25.491091] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:25.491241] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:25.491280] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:25.491311] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:25.494756] [DEBUG] [FORECASTER] NVDS: Forecast T+1@11:T+2@11: DOWN (p=17.23%)
[2025-12-08T20:28:25.495019] [INFO ] [FORECASTER] Completed predict_future for NVDS
[2025-12-08T20:28:25.495140] [INFO ] [sig       ] NVDS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:28:25.639231] [INFO ] [LOCAL     ] Saved forecast: NVDS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/NVDS.txt
[2025-12-08T20:28:25.639398] [INFO ] [sig       ] [2341/3624] Completed NVDS in 0.3s | 2.92 sym/s | Total: 13.4m | ETA: 7.3m
[2025-12-08T20:28:25.639438] [INFO ] [sig       ] [2342/3624] Forecasting NVEC...
[2025-12-08T20:28:25.639467] [INFO ] [sig       ] Generating forecast for: NVEC
[2025-12-08T20:28:25.639496] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVEC' from 'https://tdm.silogroup.org/data/derivative_storage/NVEC.csv'.
[2025-12-08T20:28:25.650888] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVEC'.
[2025-12-08T20:28:25.651235] [INFO ] [FORECASTER] Starting predict_future for NVEC
[2025-12-08T20:28:25.652005] [DEBUG] [LOCAL     ] No optimal features file found for NVEC: ./output/feature-sets/NVEC.txt
[2025-12-08T20:28:25.652055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:25.652087] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:25.652114] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:25.652169] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:25.709094] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:25.709742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:25.709830] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:25.709862] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:25.825902] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:25.826053] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:25.826090] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:25.826118] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:25.829429] [DEBUG] [FORECASTER] NVEC: Forecast T+1@11:T+2@11: UP (p=52.99%)
[2025-12-08T20:28:25.829713] [INFO ] [FORECASTER] Completed predict_future for NVEC
[2025-12-08T20:28:25.829841] [INFO ] [sig       ] NVEC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:28:25.974319] [INFO ] [LOCAL     ] Saved forecast: NVEC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/NVEC.txt
[2025-12-08T20:28:25.974450] [INFO ] [sig       ] [2342/3624] Completed NVEC in 0.3s | 2.92 sym/s | Total: 13.4m | ETA: 7.3m
[2025-12-08T20:28:25.974488] [INFO ] [sig       ] [2343/3624] Forecasting NVG...
[2025-12-08T20:28:25.974519] [INFO ] [sig       ] Generating forecast for: NVG
[2025-12-08T20:28:25.974549] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVG' from 'https://tdm.silogroup.org/data/derivative_storage/NVG.csv'.
[2025-12-08T20:28:25.986762] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVG'.
[2025-12-08T20:28:25.987097] [INFO ] [FORECASTER] Starting predict_future for NVG
[2025-12-08T20:28:25.987892] [DEBUG] [LOCAL     ] No optimal features file found for NVG: ./output/feature-sets/NVG.txt
[2025-12-08T20:28:25.987942] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:25.987973] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:25.988000] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:25.988055] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:26.044858] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:26.045611] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:26.045693] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:26.045726] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:26.170324] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:26.170473] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:26.170512] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:26.170540] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:26.173972] [DEBUG] [FORECASTER] NVG: Forecast T+1@11:T+2@11: DOWN (p=23.19%)
[2025-12-08T20:28:26.174240] [INFO ] [FORECASTER] Completed predict_future for NVG
[2025-12-08T20:28:26.174360] [INFO ] [sig       ] NVG: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:28:26.318191] [INFO ] [LOCAL     ] Saved forecast: NVG	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/NVG.txt
[2025-12-08T20:28:26.318329] [INFO ] [sig       ] [2343/3624] Completed NVG in 0.3s | 2.92 sym/s | Total: 13.4m | ETA: 7.3m
[2025-12-08T20:28:26.318368] [INFO ] [sig       ] [2344/3624] Forecasting NVGS...
[2025-12-08T20:28:26.318397] [INFO ] [sig       ] Generating forecast for: NVGS
[2025-12-08T20:28:26.318425] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVGS' from 'https://tdm.silogroup.org/data/derivative_storage/NVGS.csv'.
[2025-12-08T20:28:26.330772] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVGS'.
[2025-12-08T20:28:26.331105] [INFO ] [FORECASTER] Starting predict_future for NVGS
[2025-12-08T20:28:26.331902] [DEBUG] [LOCAL     ] No optimal features file found for NVGS: ./output/feature-sets/NVGS.txt
[2025-12-08T20:28:26.331951] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:26.331983] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:26.332019] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:26.332075] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:26.405590] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:26.406592] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:26.406686] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:26.406727] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:26.528673] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:26.528828] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:26.528867] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:26.528897] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:26.532268] [DEBUG] [FORECASTER] NVGS: Forecast T+1@11:T+2@11: UP (p=62.36%)
[2025-12-08T20:28:26.532543] [INFO ] [FORECASTER] Completed predict_future for NVGS
[2025-12-08T20:28:26.532687] [INFO ] [sig       ] NVGS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:28:26.676698] [INFO ] [LOCAL     ] Saved forecast: NVGS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/NVGS.txt
[2025-12-08T20:28:26.676828] [INFO ] [sig       ] [2344/3624] Completed NVGS in 0.4s | 2.92 sym/s | Total: 13.4m | ETA: 7.3m
[2025-12-08T20:28:26.676868] [INFO ] [sig       ] [2345/3624] Forecasting NVMI...
[2025-12-08T20:28:26.676895] [INFO ] [sig       ] Generating forecast for: NVMI
[2025-12-08T20:28:26.676924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVMI' from 'https://tdm.silogroup.org/data/derivative_storage/NVMI.csv'.
[2025-12-08T20:28:26.688696] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVMI'.
[2025-12-08T20:28:26.689031] [INFO ] [FORECASTER] Starting predict_future for NVMI
[2025-12-08T20:28:26.689802] [DEBUG] [LOCAL     ] No optimal features file found for NVMI: ./output/feature-sets/NVMI.txt
[2025-12-08T20:28:26.689852] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:26.689907] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:26.689934] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:26.689989] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:26.745768] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:26.746423] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:26.746497] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:26.746528] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:26.861615] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:26.861762] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:26.861800] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:26.861827] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:26.865103] [DEBUG] [FORECASTER] NVMI: Forecast T+1@11:T+2@11: UP (p=66.10%)
[2025-12-08T20:28:26.865362] [INFO ] [FORECASTER] Completed predict_future for NVMI
[2025-12-08T20:28:26.865477] [INFO ] [sig       ] NVMI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:28:27.009203] [INFO ] [LOCAL     ] Saved forecast: NVMI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/NVMI.txt
[2025-12-08T20:28:27.009335] [INFO ] [sig       ] [2345/3624] Completed NVMI in 0.3s | 2.92 sym/s | Total: 13.4m | ETA: 7.3m
[2025-12-08T20:28:27.009376] [INFO ] [sig       ] [2346/3624] Forecasting NVO...
[2025-12-08T20:28:27.009405] [INFO ] [sig       ] Generating forecast for: NVO
[2025-12-08T20:28:27.009433] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVO' from 'https://tdm.silogroup.org/data/derivative_storage/NVO.csv'.
[2025-12-08T20:28:27.021093] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVO'.
[2025-12-08T20:28:27.021469] [INFO ] [FORECASTER] Starting predict_future for NVO
[2025-12-08T20:28:27.022285] [DEBUG] [LOCAL     ] No optimal features file found for NVO: ./output/feature-sets/NVO.txt
[2025-12-08T20:28:27.022335] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:27.022365] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:27.022390] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:27.022443] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:27.083086] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:27.084130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:27.084223] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:27.084260] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:27.200522] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:27.200688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:27.200728] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:27.200756] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:27.204022] [DEBUG] [FORECASTER] NVO: Forecast T+1@11:T+2@11: UP (p=78.66%)
[2025-12-08T20:28:27.204284] [INFO ] [FORECASTER] Completed predict_future for NVO
[2025-12-08T20:28:27.204400] [INFO ] [sig       ] NVO: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:28:27.352328] [INFO ] [LOCAL     ] Saved forecast: NVO	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/NVO.txt
[2025-12-08T20:28:27.352467] [INFO ] [sig       ] [2346/3624] Completed NVO in 0.3s | 2.92 sym/s | Total: 13.4m | ETA: 7.3m
[2025-12-08T20:28:27.352506] [INFO ] [sig       ] [2347/3624] Forecasting NVRI...
[2025-12-08T20:28:27.352535] [INFO ] [sig       ] Generating forecast for: NVRI
[2025-12-08T20:28:27.352564] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVRI' from 'https://tdm.silogroup.org/data/derivative_storage/NVRI.csv'.
[2025-12-08T20:28:27.366622] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVRI'.
[2025-12-08T20:28:27.367032] [INFO ] [FORECASTER] Starting predict_future for NVRI
[2025-12-08T20:28:27.367977] [DEBUG] [LOCAL     ] No optimal features file found for NVRI: ./output/feature-sets/NVRI.txt
[2025-12-08T20:28:27.368032] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:27.368068] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:27.368098] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:27.368165] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:27.428907] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:27.429810] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:27.429893] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:27.429926] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:27.555944] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:27.556109] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:27.556150] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:27.556179] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:27.559638] [DEBUG] [FORECASTER] NVRI: Forecast T+1@11:T+2@11: UP (p=52.84%)
[2025-12-08T20:28:27.559912] [INFO ] [FORECASTER] Completed predict_future for NVRI
[2025-12-08T20:28:27.560033] [INFO ] [sig       ] NVRI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:28:27.707594] [INFO ] [LOCAL     ] Saved forecast: NVRI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/NVRI.txt
[2025-12-08T20:28:27.707777] [INFO ] [sig       ] [2347/3624] Completed NVRI in 0.4s | 2.92 sym/s | Total: 13.4m | ETA: 7.3m
[2025-12-08T20:28:27.707823] [INFO ] [sig       ] [2348/3624] Forecasting NVS...
[2025-12-08T20:28:27.707859] [INFO ] [sig       ] Generating forecast for: NVS
[2025-12-08T20:28:27.707903] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVS' from 'https://tdm.silogroup.org/data/derivative_storage/NVS.csv'.
[2025-12-08T20:28:27.721652] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVS'.
[2025-12-08T20:28:27.722023] [INFO ] [FORECASTER] Starting predict_future for NVS
[2025-12-08T20:28:27.722846] [DEBUG] [LOCAL     ] No optimal features file found for NVS: ./output/feature-sets/NVS.txt
[2025-12-08T20:28:27.722897] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:27.722929] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:27.722956] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:27.723011] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:27.784130] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:27.784994] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:27.785077] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:27.785110] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:27.908053] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:27.908205] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:27.908249] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:27.908319] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:27.911670] [DEBUG] [FORECASTER] NVS: Forecast T+1@11:T+2@11: DOWN (p=31.03%)
[2025-12-08T20:28:27.911960] [INFO ] [FORECASTER] Completed predict_future for NVS
[2025-12-08T20:28:27.912081] [INFO ] [sig       ] NVS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:28:28.058712] [INFO ] [LOCAL     ] Saved forecast: NVS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/NVS.txt
[2025-12-08T20:28:28.058834] [INFO ] [sig       ] [2348/3624] Completed NVS in 0.4s | 2.92 sym/s | Total: 13.4m | ETA: 7.3m
[2025-12-08T20:28:28.058873] [INFO ] [sig       ] [2349/3624] Forecasting NVTS...
[2025-12-08T20:28:28.058901] [INFO ] [sig       ] Generating forecast for: NVTS
[2025-12-08T20:28:28.058929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVTS' from 'https://tdm.silogroup.org/data/derivative_storage/NVTS.csv'.
[2025-12-08T20:28:28.070910] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVTS'.
[2025-12-08T20:28:28.071234] [INFO ] [FORECASTER] Starting predict_future for NVTS
[2025-12-08T20:28:28.072082] [DEBUG] [LOCAL     ] No optimal features file found for NVTS: ./output/feature-sets/NVTS.txt
[2025-12-08T20:28:28.072133] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:28.072165] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:28.072193] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:28.072249] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:28.130618] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:28.131360] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:28.131438] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:28.131470] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:28.242177] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:28.242313] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:28.242349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:28.242377] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:28.245984] [DEBUG] [FORECASTER] NVTS: Forecast T+1@11:T+2@11: DOWN (p=23.01%)
[2025-12-08T20:28:28.246241] [INFO ] [FORECASTER] Completed predict_future for NVTS
[2025-12-08T20:28:28.246359] [INFO ] [sig       ] NVTS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:28:28.398758] [INFO ] [LOCAL     ] Saved forecast: NVTS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/NVTS.txt
[2025-12-08T20:28:28.398936] [INFO ] [sig       ] [2349/3624] Completed NVTS in 0.3s | 2.92 sym/s | Total: 13.4m | ETA: 7.3m
[2025-12-08T20:28:28.398977] [INFO ] [sig       ] [2350/3624] Forecasting NVX...
[2025-12-08T20:28:28.399009] [INFO ] [sig       ] Generating forecast for: NVX
[2025-12-08T20:28:28.399040] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVX' from 'https://tdm.silogroup.org/data/derivative_storage/NVX.csv'.
[2025-12-08T20:28:28.411725] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVX'.
[2025-12-08T20:28:28.412082] [INFO ] [FORECASTER] Starting predict_future for NVX
[2025-12-08T20:28:28.412946] [DEBUG] [LOCAL     ] No optimal features file found for NVX: ./output/feature-sets/NVX.txt
[2025-12-08T20:28:28.412999] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:28.413032] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:28.413059] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:28.413125] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:28.471666] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:28.472480] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:28.472588] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:28.472633] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:28.597728] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:28.597877] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:28.597918] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:28.597947] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:28.601420] [DEBUG] [FORECASTER] NVX: Forecast T+1@11:T+2@11: UP (p=71.15%)
[2025-12-08T20:28:28.601744] [INFO ] [FORECASTER] Completed predict_future for NVX
[2025-12-08T20:28:28.601881] [INFO ] [sig       ] NVX: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:28:28.744431] [INFO ] [LOCAL     ] Saved forecast: NVX	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/NVX.txt
[2025-12-08T20:28:28.744562] [INFO ] [sig       ] [2350/3624] Completed NVX in 0.3s | 2.92 sym/s | Total: 13.4m | ETA: 7.3m
[2025-12-08T20:28:28.744621] [INFO ] [sig       ] [2351/3624] Forecasting NWBI...
[2025-12-08T20:28:28.744651] [INFO ] [sig       ] Generating forecast for: NWBI
[2025-12-08T20:28:28.744680] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWBI' from 'https://tdm.silogroup.org/data/derivative_storage/NWBI.csv'.
[2025-12-08T20:28:28.757856] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWBI'.
[2025-12-08T20:28:28.758252] [INFO ] [FORECASTER] Starting predict_future for NWBI
[2025-12-08T20:28:28.759071] [DEBUG] [LOCAL     ] No optimal features file found for NWBI: ./output/feature-sets/NWBI.txt
[2025-12-08T20:28:28.759123] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:28.759155] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:28.759182] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:28.759238] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:28.819193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:28.819939] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:28.820034] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:28.820083] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:28.944843] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:28.944996] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:28.945039] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:28.945077] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:28.948699] [DEBUG] [FORECASTER] NWBI: Forecast T+1@11:T+2@11: DOWN (p=6.80%)
[2025-12-08T20:28:28.948970] [INFO ] [FORECASTER] Completed predict_future for NWBI
[2025-12-08T20:28:28.949092] [INFO ] [sig       ] NWBI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:28:29.099082] [INFO ] [LOCAL     ] Saved forecast: NWBI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/NWBI.txt
[2025-12-08T20:28:29.099235] [INFO ] [sig       ] [2351/3624] Completed NWBI in 0.4s | 2.92 sym/s | Total: 13.4m | ETA: 7.3m
[2025-12-08T20:28:29.099285] [INFO ] [sig       ] [2352/3624] Forecasting NWE...
[2025-12-08T20:28:29.099316] [INFO ] [sig       ] Generating forecast for: NWE
[2025-12-08T20:28:29.099346] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWE' from 'https://tdm.silogroup.org/data/derivative_storage/NWE.csv'.
[2025-12-08T20:28:29.112267] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWE'.
[2025-12-08T20:28:29.112658] [INFO ] [FORECASTER] Starting predict_future for NWE
[2025-12-08T20:28:29.113461] [DEBUG] [LOCAL     ] No optimal features file found for NWE: ./output/feature-sets/NWE.txt
[2025-12-08T20:28:29.113521] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:29.113558] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:29.113612] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:29.113679] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:29.173305] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:29.174008] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:29.174086] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:29.174118] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:29.304556] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:29.304730] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:29.304770] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:29.304800] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:29.308559] [DEBUG] [FORECASTER] NWE: Forecast T+1@11:T+2@11: UP (p=91.96%)
[2025-12-08T20:28:29.308874] [INFO ] [FORECASTER] Completed predict_future for NWE
[2025-12-08T20:28:29.309022] [INFO ] [sig       ] NWE: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:28:29.452655] [INFO ] [LOCAL     ] Saved forecast: NWE	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/NWE.txt
[2025-12-08T20:28:29.452797] [INFO ] [sig       ] [2352/3624] Completed NWE in 0.4s | 2.92 sym/s | Total: 13.4m | ETA: 7.3m
[2025-12-08T20:28:29.452838] [INFO ] [sig       ] [2353/3624] Forecasting NWFL...
[2025-12-08T20:28:29.452867] [INFO ] [sig       ] Generating forecast for: NWFL
[2025-12-08T20:28:29.452897] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWFL' from 'https://tdm.silogroup.org/data/derivative_storage/NWFL.csv'.
[2025-12-08T20:28:29.464946] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWFL'.
[2025-12-08T20:28:29.465315] [INFO ] [FORECASTER] Starting predict_future for NWFL
[2025-12-08T20:28:29.466124] [DEBUG] [LOCAL     ] No optimal features file found for NWFL: ./output/feature-sets/NWFL.txt
[2025-12-08T20:28:29.466175] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:29.466207] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:29.466233] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:29.466288] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:29.526283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:29.527068] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:29.527148] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:29.527182] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:29.637778] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:29.637930] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:29.637971] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:29.638000] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:29.641487] [DEBUG] [FORECASTER] NWFL: Forecast T+1@11:T+2@11: UP (p=77.91%)
[2025-12-08T20:28:29.641777] [INFO ] [FORECASTER] Completed predict_future for NWFL
[2025-12-08T20:28:29.641904] [INFO ] [sig       ] NWFL: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:28:29.787946] [INFO ] [LOCAL     ] Saved forecast: NWFL	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/NWFL.txt
[2025-12-08T20:28:29.788076] [INFO ] [sig       ] [2353/3624] Completed NWFL in 0.3s | 2.92 sym/s | Total: 13.4m | ETA: 7.2m
[2025-12-08T20:28:29.788117] [INFO ] [sig       ] [2354/3624] Forecasting NWG...
[2025-12-08T20:28:29.788148] [INFO ] [sig       ] Generating forecast for: NWG
[2025-12-08T20:28:29.788179] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWG' from 'https://tdm.silogroup.org/data/derivative_storage/NWG.csv'.
[2025-12-08T20:28:29.801809] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWG'.
[2025-12-08T20:28:29.802231] [INFO ] [FORECASTER] Starting predict_future for NWG
[2025-12-08T20:28:29.803105] [DEBUG] [LOCAL     ] No optimal features file found for NWG: ./output/feature-sets/NWG.txt
[2025-12-08T20:28:29.803158] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:29.803189] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:29.803216] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:29.803273] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:29.861768] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:29.862650] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:29.862740] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:29.862774] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:29.987097] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:29.987278] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:29.987323] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:29.987352] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:29.991644] [DEBUG] [FORECASTER] NWG: Forecast T+1@11:T+2@11: DOWN (p=10.53%)
[2025-12-08T20:28:29.992013] [INFO ] [FORECASTER] Completed predict_future for NWG
[2025-12-08T20:28:29.992170] [INFO ] [sig       ] NWG: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:28:30.140246] [INFO ] [LOCAL     ] Saved forecast: NWG	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/NWG.txt
[2025-12-08T20:28:30.140400] [INFO ] [sig       ] [2354/3624] Completed NWG in 0.4s | 2.92 sym/s | Total: 13.4m | ETA: 7.2m
[2025-12-08T20:28:30.140442] [INFO ] [sig       ] [2355/3624] Forecasting NWL...
[2025-12-08T20:28:30.140472] [INFO ] [sig       ] Generating forecast for: NWL
[2025-12-08T20:28:30.140502] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWL' from 'https://tdm.silogroup.org/data/derivative_storage/NWL.csv'.
[2025-12-08T20:28:30.153391] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWL'.
[2025-12-08T20:28:30.153792] [INFO ] [FORECASTER] Starting predict_future for NWL
[2025-12-08T20:28:30.154614] [DEBUG] [LOCAL     ] No optimal features file found for NWL: ./output/feature-sets/NWL.txt
[2025-12-08T20:28:30.154666] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:30.154700] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:30.154729] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:30.154786] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:30.214619] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:30.215410] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:30.215523] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:30.215556] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:30.343460] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:30.343628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:30.343668] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:30.343698] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:30.347156] [DEBUG] [FORECASTER] NWL: Forecast T+1@11:T+2@11: UP (p=85.26%)
[2025-12-08T20:28:30.347446] [INFO ] [FORECASTER] Completed predict_future for NWL
[2025-12-08T20:28:30.347588] [INFO ] [sig       ] NWL: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:28:30.494287] [INFO ] [LOCAL     ] Saved forecast: NWL	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/NWL.txt
[2025-12-08T20:28:30.494438] [INFO ] [sig       ] [2355/3624] Completed NWL in 0.4s | 2.92 sym/s | Total: 13.4m | ETA: 7.2m
[2025-12-08T20:28:30.494480] [INFO ] [sig       ] [2356/3624] Forecasting NWPX...
[2025-12-08T20:28:30.494510] [INFO ] [sig       ] Generating forecast for: NWPX
[2025-12-08T20:28:30.494541] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWPX' from 'https://tdm.silogroup.org/data/derivative_storage/NWPX.csv'.
[2025-12-08T20:28:30.506939] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWPX'.
[2025-12-08T20:28:30.507319] [INFO ] [FORECASTER] Starting predict_future for NWPX
[2025-12-08T20:28:30.508207] [DEBUG] [LOCAL     ] No optimal features file found for NWPX: ./output/feature-sets/NWPX.txt
[2025-12-08T20:28:30.508259] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:30.508292] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:30.508319] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:30.508377] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:30.583397] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:30.584253] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:30.584336] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:30.584368] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:30.702736] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:30.702886] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:30.702927] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:30.702956] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:30.706316] [DEBUG] [FORECASTER] NWPX: Forecast T+1@11:T+2@11: UP (p=71.46%)
[2025-12-08T20:28:30.706617] [INFO ] [FORECASTER] Completed predict_future for NWPX
[2025-12-08T20:28:30.706746] [INFO ] [sig       ] NWPX: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:28:30.842949] [INFO ] [LOCAL     ] Saved forecast: NWPX	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/NWPX.txt
[2025-12-08T20:28:30.843074] [INFO ] [sig       ] [2356/3624] Completed NWPX in 0.3s | 2.92 sym/s | Total: 13.4m | ETA: 7.2m
[2025-12-08T20:28:30.843113] [INFO ] [sig       ] [2357/3624] Forecasting NWS...
[2025-12-08T20:28:30.843143] [INFO ] [sig       ] Generating forecast for: NWS
[2025-12-08T20:28:30.843172] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWS' from 'https://tdm.silogroup.org/data/derivative_storage/NWS.csv'.
[2025-12-08T20:28:30.856088] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWS'.
[2025-12-08T20:28:30.856477] [INFO ] [FORECASTER] Starting predict_future for NWS
[2025-12-08T20:28:30.857289] [DEBUG] [LOCAL     ] No optimal features file found for NWS: ./output/feature-sets/NWS.txt
[2025-12-08T20:28:30.857350] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:30.857385] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:30.857430] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:30.857486] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:30.913621] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:30.914473] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:30.914554] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:30.914605] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:31.042015] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:31.042181] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:31.042219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:31.042246] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:31.045558] [DEBUG] [FORECASTER] NWS: Forecast T+1@11:T+2@11: UP (p=99.45%)
[2025-12-08T20:28:31.045849] [INFO ] [FORECASTER] Completed predict_future for NWS
[2025-12-08T20:28:31.045976] [INFO ] [sig       ] NWS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:28:31.239922] [INFO ] [LOCAL     ] Saved forecast: NWS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/NWS.txt
[2025-12-08T20:28:31.240072] [INFO ] [sig       ] [2357/3624] Completed NWS in 0.4s | 2.92 sym/s | Total: 13.4m | ETA: 7.2m
[2025-12-08T20:28:31.240111] [INFO ] [sig       ] [2358/3624] Forecasting NWSA...
[2025-12-08T20:28:31.240140] [INFO ] [sig       ] Generating forecast for: NWSA
[2025-12-08T20:28:31.240169] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWSA' from 'https://tdm.silogroup.org/data/derivative_storage/NWSA.csv'.
[2025-12-08T20:28:31.252747] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWSA'.
[2025-12-08T20:28:31.253134] [INFO ] [FORECASTER] Starting predict_future for NWSA
[2025-12-08T20:28:31.253936] [DEBUG] [LOCAL     ] No optimal features file found for NWSA: ./output/feature-sets/NWSA.txt
[2025-12-08T20:28:31.253985] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:31.254016] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:31.254042] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:31.254096] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:31.308721] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:31.309363] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:31.309437] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:31.309467] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:31.425769] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:31.425918] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:31.425956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:31.425986] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:31.429334] [DEBUG] [FORECASTER] NWSA: Forecast T+1@11:T+2@11: UP (p=93.49%)
[2025-12-08T20:28:31.429633] [INFO ] [FORECASTER] Completed predict_future for NWSA
[2025-12-08T20:28:31.429759] [INFO ] [sig       ] NWSA: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:28:31.569347] [INFO ] [LOCAL     ] Saved forecast: NWSA	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/NWSA.txt
[2025-12-08T20:28:31.569484] [INFO ] [sig       ] [2358/3624] Completed NWSA in 0.3s | 2.92 sym/s | Total: 13.5m | ETA: 7.2m
[2025-12-08T20:28:31.569524] [INFO ] [sig       ] [2359/3624] Forecasting NX...
[2025-12-08T20:28:31.569553] [INFO ] [sig       ] Generating forecast for: NX
[2025-12-08T20:28:31.569600] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NX' from 'https://tdm.silogroup.org/data/derivative_storage/NX.csv'.
[2025-12-08T20:28:31.581341] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NX'.
[2025-12-08T20:28:31.581676] [INFO ] [FORECASTER] Starting predict_future for NX
[2025-12-08T20:28:31.582429] [DEBUG] [LOCAL     ] No optimal features file found for NX: ./output/feature-sets/NX.txt
[2025-12-08T20:28:31.582478] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:31.582509] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:31.582535] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:31.582607] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:31.638850] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:31.639497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:31.639596] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:31.639642] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:31.761845] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:31.761991] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:31.762028] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:31.762056] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:31.765302] [DEBUG] [FORECASTER] NX: Forecast T+1@11:T+2@11: UP (p=72.10%)
[2025-12-08T20:28:31.765560] [INFO ] [FORECASTER] Completed predict_future for NX
[2025-12-08T20:28:31.765699] [INFO ] [sig       ] NX: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:28:31.907317] [INFO ] [LOCAL     ] Saved forecast: NX	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/NX.txt
[2025-12-08T20:28:31.907458] [INFO ] [sig       ] [2359/3624] Completed NX in 0.3s | 2.92 sym/s | Total: 13.5m | ETA: 7.2m
[2025-12-08T20:28:31.907501] [INFO ] [sig       ] [2360/3624] Forecasting NXC...
[2025-12-08T20:28:31.907531] [INFO ] [sig       ] Generating forecast for: NXC
[2025-12-08T20:28:31.907562] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXC' from 'https://tdm.silogroup.org/data/derivative_storage/NXC.csv'.
[2025-12-08T20:28:31.919147] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXC'.
[2025-12-08T20:28:31.919484] [INFO ] [FORECASTER] Starting predict_future for NXC
[2025-12-08T20:28:31.920297] [DEBUG] [LOCAL     ] No optimal features file found for NXC: ./output/feature-sets/NXC.txt
[2025-12-08T20:28:31.920350] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:31.920382] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:31.920409] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:31.920465] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:31.977529] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:31.978183] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:31.978260] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:31.978293] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:32.080705] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:32.080856] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:32.080895] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:32.080924] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:32.084255] [DEBUG] [FORECASTER] NXC: Forecast T+1@11:T+2@11: DOWN (p=1.61%)
[2025-12-08T20:28:32.084530] [INFO ] [FORECASTER] Completed predict_future for NXC
[2025-12-08T20:28:32.084670] [INFO ] [sig       ] NXC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:28:32.223063] [INFO ] [LOCAL     ] Saved forecast: NXC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/NXC.txt
[2025-12-08T20:28:32.223186] [INFO ] [sig       ] [2360/3624] Completed NXC in 0.3s | 2.92 sym/s | Total: 13.5m | ETA: 7.2m
[2025-12-08T20:28:32.223230] [INFO ] [sig       ] [2361/3624] Forecasting NXE...
[2025-12-08T20:28:32.223260] [INFO ] [sig       ] Generating forecast for: NXE
[2025-12-08T20:28:32.223288] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXE' from 'https://tdm.silogroup.org/data/derivative_storage/NXE.csv'.
[2025-12-08T20:28:32.234651] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXE'.
[2025-12-08T20:28:32.234982] [INFO ] [FORECASTER] Starting predict_future for NXE
[2025-12-08T20:28:32.235753] [DEBUG] [LOCAL     ] No optimal features file found for NXE: ./output/feature-sets/NXE.txt
[2025-12-08T20:28:32.235802] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:32.235833] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:32.235859] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:32.235914] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:32.300057] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:32.300892] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:32.300974] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:32.301005] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:32.418843] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:32.418992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:32.419030] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:32.419058] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:32.422314] [DEBUG] [FORECASTER] NXE: Forecast T+1@11:T+2@11: UP (p=68.58%)
[2025-12-08T20:28:32.422596] [INFO ] [FORECASTER] Completed predict_future for NXE
[2025-12-08T20:28:32.422716] [INFO ] [sig       ] NXE: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:28:32.561135] [INFO ] [LOCAL     ] Saved forecast: NXE	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/NXE.txt
[2025-12-08T20:28:32.561250] [INFO ] [sig       ] [2361/3624] Completed NXE in 0.3s | 2.92 sym/s | Total: 13.5m | ETA: 7.2m
[2025-12-08T20:28:32.561289] [INFO ] [sig       ] [2362/3624] Forecasting NXG...
[2025-12-08T20:28:32.561317] [INFO ] [sig       ] Generating forecast for: NXG
[2025-12-08T20:28:32.561346] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXG' from 'https://tdm.silogroup.org/data/derivative_storage/NXG.csv'.
[2025-12-08T20:28:32.572910] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXG'.
[2025-12-08T20:28:32.573240] [INFO ] [FORECASTER] Starting predict_future for NXG
[2025-12-08T20:28:32.574046] [DEBUG] [LOCAL     ] No optimal features file found for NXG: ./output/feature-sets/NXG.txt
[2025-12-08T20:28:32.574096] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:32.574149] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:32.574177] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:32.574232] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:32.630277] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:32.630944] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:32.631018] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:32.631049] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:32.751054] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:32.751209] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:32.751248] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:32.751275] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:32.754949] [DEBUG] [FORECASTER] NXG: Forecast T+1@11:T+2@11: UP (p=73.32%)
[2025-12-08T20:28:32.755228] [INFO ] [FORECASTER] Completed predict_future for NXG
[2025-12-08T20:28:32.755379] [INFO ] [sig       ] NXG: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:28:32.903832] [INFO ] [LOCAL     ] Saved forecast: NXG	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/NXG.txt
[2025-12-08T20:28:32.903971] [INFO ] [sig       ] [2362/3624] Completed NXG in 0.3s | 2.92 sym/s | Total: 13.5m | ETA: 7.2m
[2025-12-08T20:28:32.904013] [INFO ] [sig       ] [2363/3624] Forecasting NXGL...
[2025-12-08T20:28:32.904041] [INFO ] [sig       ] Generating forecast for: NXGL
[2025-12-08T20:28:32.904071] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXGL' from 'https://tdm.silogroup.org/data/derivative_storage/NXGL.csv'.
[2025-12-08T20:28:32.915969] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXGL'.
[2025-12-08T20:28:32.916339] [INFO ] [FORECASTER] Starting predict_future for NXGL
[2025-12-08T20:28:32.917198] [DEBUG] [LOCAL     ] No optimal features file found for NXGL: ./output/feature-sets/NXGL.txt
[2025-12-08T20:28:32.917250] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:32.917285] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:32.917324] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:32.917438] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:32.978726] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:32.979485] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:32.979561] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:32.979612] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:33.101654] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:33.101806] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:33.101844] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:33.101871] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:33.105154] [DEBUG] [FORECASTER] NXGL: Forecast T+1@11:T+2@11: DOWN (p=25.93%)
[2025-12-08T20:28:33.105426] [INFO ] [FORECASTER] Completed predict_future for NXGL
[2025-12-08T20:28:33.105549] [INFO ] [sig       ] NXGL: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:28:33.241777] [INFO ] [LOCAL     ] Saved forecast: NXGL	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/NXGL.txt
[2025-12-08T20:28:33.241911] [INFO ] [sig       ] [2363/3624] Completed NXGL in 0.3s | 2.92 sym/s | Total: 13.5m | ETA: 7.2m
[2025-12-08T20:28:33.241951] [INFO ] [sig       ] [2364/3624] Forecasting NXP...
[2025-12-08T20:28:33.241980] [INFO ] [sig       ] Generating forecast for: NXP
[2025-12-08T20:28:33.242009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXP' from 'https://tdm.silogroup.org/data/derivative_storage/NXP.csv'.
[2025-12-08T20:28:33.254086] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXP'.
[2025-12-08T20:28:33.254450] [INFO ] [FORECASTER] Starting predict_future for NXP
[2025-12-08T20:28:33.255232] [DEBUG] [LOCAL     ] No optimal features file found for NXP: ./output/feature-sets/NXP.txt
[2025-12-08T20:28:33.255281] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:33.255313] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:33.255339] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:33.255394] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:33.310268] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:33.310961] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:33.311036] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:33.311068] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:33.429359] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:33.429521] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:33.429559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:33.429630] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:33.432938] [DEBUG] [FORECASTER] NXP: Forecast T+1@11:T+2@11: DOWN (p=44.76%)
[2025-12-08T20:28:33.433206] [INFO ] [FORECASTER] Completed predict_future for NXP
[2025-12-08T20:28:33.433326] [INFO ] [sig       ] NXP: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:28:33.569687] [INFO ] [LOCAL     ] Saved forecast: NXP	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/NXP.txt
[2025-12-08T20:28:33.569820] [INFO ] [sig       ] [2364/3624] Completed NXP in 0.3s | 2.92 sym/s | Total: 13.5m | ETA: 7.2m
[2025-12-08T20:28:33.569858] [INFO ] [sig       ] [2365/3624] Forecasting NXPI...
[2025-12-08T20:28:33.569887] [INFO ] [sig       ] Generating forecast for: NXPI
[2025-12-08T20:28:33.569917] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXPI' from 'https://tdm.silogroup.org/data/derivative_storage/NXPI.csv'.
[2025-12-08T20:28:33.581836] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXPI'.
[2025-12-08T20:28:33.582209] [INFO ] [FORECASTER] Starting predict_future for NXPI
[2025-12-08T20:28:33.583005] [DEBUG] [LOCAL     ] No optimal features file found for NXPI: ./output/feature-sets/NXPI.txt
[2025-12-08T20:28:33.583054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:33.583084] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:33.583109] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:33.583163] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:33.637864] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:33.638560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:33.638654] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:33.638685] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:33.759376] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:33.759524] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:33.759562] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:33.759638] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:33.763094] [DEBUG] [FORECASTER] NXPI: Forecast T+1@11:T+2@11: UP (p=80.10%)
[2025-12-08T20:28:33.763431] [INFO ] [FORECASTER] Completed predict_future for NXPI
[2025-12-08T20:28:33.763613] [INFO ] [sig       ] NXPI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:28:33.900452] [INFO ] [LOCAL     ] Saved forecast: NXPI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/NXPI.txt
[2025-12-08T20:28:33.900595] [INFO ] [sig       ] [2365/3624] Completed NXPI in 0.3s | 2.92 sym/s | Total: 13.5m | ETA: 7.2m
[2025-12-08T20:28:33.900637] [INFO ] [sig       ] [2366/3624] Forecasting NYXH...
[2025-12-08T20:28:33.900667] [INFO ] [sig       ] Generating forecast for: NYXH
[2025-12-08T20:28:33.900697] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NYXH' from 'https://tdm.silogroup.org/data/derivative_storage/NYXH.csv'.
[2025-12-08T20:28:33.912344] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NYXH'.
[2025-12-08T20:28:33.912690] [INFO ] [FORECASTER] Starting predict_future for NYXH
[2025-12-08T20:28:33.913444] [DEBUG] [LOCAL     ] No optimal features file found for NYXH: ./output/feature-sets/NYXH.txt
[2025-12-08T20:28:33.913493] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:33.913523] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:33.913550] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:33.913625] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:33.969179] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:33.969788] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:33.969874] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:33.969906] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:34.085999] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:34.086153] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:34.086191] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:34.086218] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:34.089470] [DEBUG] [FORECASTER] NYXH: Forecast T+1@11:T+2@11: UP (p=76.48%)
[2025-12-08T20:28:34.089748] [INFO ] [FORECASTER] Completed predict_future for NYXH
[2025-12-08T20:28:34.089868] [INFO ] [sig       ] NYXH: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:28:34.228419] [INFO ] [LOCAL     ] Saved forecast: NYXH	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/NYXH.txt
[2025-12-08T20:28:34.228553] [INFO ] [sig       ] [2366/3624] Completed NYXH in 0.3s | 2.92 sym/s | Total: 13.5m | ETA: 7.2m
[2025-12-08T20:28:34.228610] [INFO ] [sig       ] [2367/3624] Forecasting NZF...
[2025-12-08T20:28:34.228641] [INFO ] [sig       ] Generating forecast for: NZF
[2025-12-08T20:28:34.228670] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NZF' from 'https://tdm.silogroup.org/data/derivative_storage/NZF.csv'.
[2025-12-08T20:28:34.240740] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NZF'.
[2025-12-08T20:28:34.241061] [INFO ] [FORECASTER] Starting predict_future for NZF
[2025-12-08T20:28:34.241831] [DEBUG] [LOCAL     ] No optimal features file found for NZF: ./output/feature-sets/NZF.txt
[2025-12-08T20:28:34.241880] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:34.241910] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:34.241936] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:34.241992] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:34.299496] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:34.300305] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:34.300384] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:34.300416] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:34.418809] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:34.418959] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:34.418995] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:34.419024] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:34.422256] [DEBUG] [FORECASTER] NZF: Forecast T+1@11:T+2@11: DOWN (p=21.15%)
[2025-12-08T20:28:34.422514] [INFO ] [FORECASTER] Completed predict_future for NZF
[2025-12-08T20:28:34.422650] [INFO ] [sig       ] NZF: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:28:34.562344] [INFO ] [LOCAL     ] Saved forecast: NZF	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/NZF.txt
[2025-12-08T20:28:34.562456] [INFO ] [sig       ] [2367/3624] Completed NZF in 0.3s | 2.92 sym/s | Total: 13.5m | ETA: 7.2m
[2025-12-08T20:28:34.562494] [INFO ] [sig       ] [2368/3624] Forecasting OABI...
[2025-12-08T20:28:34.562522] [INFO ] [sig       ] Generating forecast for: OABI
[2025-12-08T20:28:34.562551] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OABI' from 'https://tdm.silogroup.org/data/derivative_storage/OABI.csv'.
[2025-12-08T20:28:34.574668] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OABI'.
[2025-12-08T20:28:34.574994] [INFO ] [FORECASTER] Starting predict_future for OABI
[2025-12-08T20:28:34.575755] [DEBUG] [LOCAL     ] No optimal features file found for OABI: ./output/feature-sets/OABI.txt
[2025-12-08T20:28:34.575804] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:34.575846] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:34.575873] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:34.575927] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:34.630951] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:34.631554] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:34.631652] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:34.631684] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:34.752725] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:34.752870] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:34.752906] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:34.752934] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:34.756139] [DEBUG] [FORECASTER] OABI: Forecast T+1@11:T+2@11: DOWN (p=8.49%)
[2025-12-08T20:28:34.756393] [INFO ] [FORECASTER] Completed predict_future for OABI
[2025-12-08T20:28:34.756507] [INFO ] [sig       ] OABI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:28:34.893552] [INFO ] [LOCAL     ] Saved forecast: OABI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/OABI.txt
[2025-12-08T20:28:34.893708] [INFO ] [sig       ] [2368/3624] Completed OABI in 0.3s | 2.92 sym/s | Total: 13.5m | ETA: 7.2m
[2025-12-08T20:28:34.893748] [INFO ] [sig       ] [2369/3624] Forecasting OBDC...
[2025-12-08T20:28:34.893776] [INFO ] [sig       ] Generating forecast for: OBDC
[2025-12-08T20:28:34.893805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBDC' from 'https://tdm.silogroup.org/data/derivative_storage/OBDC.csv'.
[2025-12-08T20:28:34.906094] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OBDC'.
[2025-12-08T20:28:34.906426] [INFO ] [FORECASTER] Starting predict_future for OBDC
[2025-12-08T20:28:34.907204] [DEBUG] [LOCAL     ] No optimal features file found for OBDC: ./output/feature-sets/OBDC.txt
[2025-12-08T20:28:34.907254] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:34.907285] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:34.907311] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:34.907366] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:34.962237] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:34.962834] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:34.962904] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:34.962935] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:35.079983] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:35.080136] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:35.080174] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:35.080201] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:35.083459] [DEBUG] [FORECASTER] OBDC: Forecast T+1@11:T+2@11: UP (p=95.55%)
[2025-12-08T20:28:35.083742] [INFO ] [FORECASTER] Completed predict_future for OBDC
[2025-12-08T20:28:35.083858] [INFO ] [sig       ] OBDC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:28:35.220516] [INFO ] [LOCAL     ] Saved forecast: OBDC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/OBDC.txt
[2025-12-08T20:28:35.220645] [INFO ] [sig       ] [2369/3624] Completed OBDC in 0.3s | 2.92 sym/s | Total: 13.5m | ETA: 7.2m
[2025-12-08T20:28:35.220686] [INFO ] [sig       ] [2370/3624] Forecasting OBIL...
[2025-12-08T20:28:35.220714] [INFO ] [sig       ] Generating forecast for: OBIL
[2025-12-08T20:28:35.220743] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBIL' from 'https://tdm.silogroup.org/data/derivative_storage/OBIL.csv'.
[2025-12-08T20:28:35.233288] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OBIL'.
[2025-12-08T20:28:35.233746] [INFO ] [FORECASTER] Starting predict_future for OBIL
[2025-12-08T20:28:35.234553] [DEBUG] [LOCAL     ] No optimal features file found for OBIL: ./output/feature-sets/OBIL.txt
[2025-12-08T20:28:35.234622] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:35.234654] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:35.234680] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:35.234735] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:35.290369] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:35.291231] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:35.291312] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:35.291343] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:35.399159] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:35.399324] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:35.399360] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:35.399387] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:35.402821] [DEBUG] [FORECASTER] OBIL: Forecast T+1@11:T+2@11: UP (p=81.25%)
[2025-12-08T20:28:35.403091] [INFO ] [FORECASTER] Completed predict_future for OBIL
[2025-12-08T20:28:35.403209] [INFO ] [sig       ] OBIL: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:28:35.542086] [INFO ] [LOCAL     ] Saved forecast: OBIL	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/OBIL.txt
[2025-12-08T20:28:35.542215] [INFO ] [sig       ] [2370/3624] Completed OBIL in 0.3s | 2.92 sym/s | Total: 13.5m | ETA: 7.2m
[2025-12-08T20:28:35.542253] [INFO ] [sig       ] [2371/3624] Forecasting OBIO...
[2025-12-08T20:28:35.542281] [INFO ] [sig       ] Generating forecast for: OBIO
[2025-12-08T20:28:35.542310] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBIO' from 'https://tdm.silogroup.org/data/derivative_storage/OBIO.csv'.
[2025-12-08T20:28:35.555024] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OBIO'.
[2025-12-08T20:28:35.555385] [INFO ] [FORECASTER] Starting predict_future for OBIO
[2025-12-08T20:28:35.556208] [DEBUG] [LOCAL     ] No optimal features file found for OBIO: ./output/feature-sets/OBIO.txt
[2025-12-08T20:28:35.556258] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:35.556289] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:35.556314] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:35.556369] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:35.613252] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:35.613957] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:35.614037] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:35.614069] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:35.729898] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:35.730038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:35.730075] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:35.730102] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:35.733334] [DEBUG] [FORECASTER] OBIO: Forecast T+1@11:T+2@11: DOWN (p=18.01%)
[2025-12-08T20:28:35.733623] [INFO ] [FORECASTER] Completed predict_future for OBIO
[2025-12-08T20:28:35.733748] [INFO ] [sig       ] OBIO: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:28:35.874527] [INFO ] [LOCAL     ] Saved forecast: OBIO	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/OBIO.txt
[2025-12-08T20:28:35.874659] [INFO ] [sig       ] [2371/3624] Completed OBIO in 0.3s | 2.92 sym/s | Total: 13.5m | ETA: 7.1m
[2025-12-08T20:28:35.874699] [INFO ] [sig       ] [2372/3624] Forecasting OBK...
[2025-12-08T20:28:35.874733] [INFO ] [sig       ] Generating forecast for: OBK
[2025-12-08T20:28:35.874763] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBK' from 'https://tdm.silogroup.org/data/derivative_storage/OBK.csv'.
[2025-12-08T20:28:35.886653] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OBK'.
[2025-12-08T20:28:35.886988] [INFO ] [FORECASTER] Starting predict_future for OBK
[2025-12-08T20:28:35.887831] [DEBUG] [LOCAL     ] No optimal features file found for OBK: ./output/feature-sets/OBK.txt
[2025-12-08T20:28:35.887881] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:35.887911] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:35.887937] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:35.887990] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:35.943441] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:35.944046] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:35.944144] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:35.944176] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:36.061213] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:36.061357] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:36.061393] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:36.061421] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:36.064698] [DEBUG] [FORECASTER] OBK: Forecast T+1@11:T+2@11: UP (p=84.39%)
[2025-12-08T20:28:36.064956] [INFO ] [FORECASTER] Completed predict_future for OBK
[2025-12-08T20:28:36.065073] [INFO ] [sig       ] OBK: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:28:36.203474] [INFO ] [LOCAL     ] Saved forecast: OBK	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/OBK.txt
[2025-12-08T20:28:36.203627] [INFO ] [sig       ] [2372/3624] Completed OBK in 0.3s | 2.92 sym/s | Total: 13.5m | ETA: 7.1m
[2025-12-08T20:28:36.203666] [INFO ] [sig       ] [2373/3624] Forecasting OBLG...
[2025-12-08T20:28:36.203696] [INFO ] [sig       ] Generating forecast for: OBLG
[2025-12-08T20:28:36.203725] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBLG' from 'https://tdm.silogroup.org/data/derivative_storage/OBLG.csv'.
[2025-12-08T20:28:36.215199] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OBLG'.
[2025-12-08T20:28:36.215530] [INFO ] [FORECASTER] Starting predict_future for OBLG
[2025-12-08T20:28:36.216393] [DEBUG] [LOCAL     ] No optimal features file found for OBLG: ./output/feature-sets/OBLG.txt
[2025-12-08T20:28:36.216444] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:36.216475] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:36.216501] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:36.216556] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:36.272969] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:36.273600] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:36.273676] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:36.273709] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:36.388760] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:36.388886] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:36.388923] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:36.388951] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:36.392168] [DEBUG] [FORECASTER] OBLG: Forecast T+1@11:T+2@11: UP (p=93.14%)
[2025-12-08T20:28:36.392426] [INFO ] [FORECASTER] Completed predict_future for OBLG
[2025-12-08T20:28:36.392543] [INFO ] [sig       ] OBLG: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:28:36.533031] [INFO ] [LOCAL     ] Saved forecast: OBLG	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/OBLG.txt
[2025-12-08T20:28:36.533151] [INFO ] [sig       ] [2373/3624] Completed OBLG in 0.3s | 2.92 sym/s | Total: 13.5m | ETA: 7.1m
[2025-12-08T20:28:36.533190] [INFO ] [sig       ] [2374/3624] Forecasting OC...
[2025-12-08T20:28:36.533218] [INFO ] [sig       ] Generating forecast for: OC
[2025-12-08T20:28:36.533247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OC' from 'https://tdm.silogroup.org/data/derivative_storage/OC.csv'.
[2025-12-08T20:28:36.545564] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OC'.
[2025-12-08T20:28:36.545913] [INFO ] [FORECASTER] Starting predict_future for OC
[2025-12-08T20:28:36.546729] [DEBUG] [LOCAL     ] No optimal features file found for OC: ./output/feature-sets/OC.txt
[2025-12-08T20:28:36.546779] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:36.546810] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:36.546837] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:36.546892] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:36.603453] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:36.604094] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:36.604169] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:36.604201] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:36.723849] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:36.723993] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:36.724033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:36.724061] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:36.727450] [DEBUG] [FORECASTER] OC: Forecast T+1@11:T+2@11: UP (p=57.24%)
[2025-12-08T20:28:36.727737] [INFO ] [FORECASTER] Completed predict_future for OC
[2025-12-08T20:28:36.727859] [INFO ] [sig       ] OC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:28:36.870101] [INFO ] [LOCAL     ] Saved forecast: OC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/OC.txt
[2025-12-08T20:28:36.870226] [INFO ] [sig       ] [2374/3624] Completed OC in 0.3s | 2.92 sym/s | Total: 13.5m | ETA: 7.1m
[2025-12-08T20:28:36.870264] [INFO ] [sig       ] [2375/3624] Forecasting OCCI...
[2025-12-08T20:28:36.870292] [INFO ] [sig       ] Generating forecast for: OCCI
[2025-12-08T20:28:36.870321] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCCI' from 'https://tdm.silogroup.org/data/derivative_storage/OCCI.csv'.
[2025-12-08T20:28:36.882201] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCCI'.
[2025-12-08T20:28:36.882611] [INFO ] [FORECASTER] Starting predict_future for OCCI
[2025-12-08T20:28:36.883663] [DEBUG] [LOCAL     ] No optimal features file found for OCCI: ./output/feature-sets/OCCI.txt
[2025-12-08T20:28:36.883728] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:36.883777] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:36.883819] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:36.883903] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:36.940748] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:36.941375] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:36.941449] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:36.941484] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:37.058916] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:37.059068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:37.059107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:37.059153] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:37.062540] [DEBUG] [FORECASTER] OCCI: Forecast T+1@11:T+2@11: DOWN (p=23.56%)
[2025-12-08T20:28:37.062842] [INFO ] [FORECASTER] Completed predict_future for OCCI
[2025-12-08T20:28:37.062964] [INFO ] [sig       ] OCCI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:28:37.203666] [INFO ] [LOCAL     ] Saved forecast: OCCI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/OCCI.txt
[2025-12-08T20:28:37.203802] [INFO ] [sig       ] [2375/3624] Completed OCCI in 0.3s | 2.92 sym/s | Total: 13.5m | ETA: 7.1m
[2025-12-08T20:28:37.203846] [INFO ] [sig       ] [2376/3624] Forecasting OCFC...
[2025-12-08T20:28:37.203875] [INFO ] [sig       ] Generating forecast for: OCFC
[2025-12-08T20:28:37.203903] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCFC' from 'https://tdm.silogroup.org/data/derivative_storage/OCFC.csv'.
[2025-12-08T20:28:37.215874] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCFC'.
[2025-12-08T20:28:37.216209] [INFO ] [FORECASTER] Starting predict_future for OCFC
[2025-12-08T20:28:37.217073] [DEBUG] [LOCAL     ] No optimal features file found for OCFC: ./output/feature-sets/OCFC.txt
[2025-12-08T20:28:37.217124] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:37.217155] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:37.217180] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:37.217235] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:37.274994] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:37.275679] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:37.275753] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:37.275784] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:37.397824] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:37.397968] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:37.398005] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:37.398032] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:37.401266] [DEBUG] [FORECASTER] OCFC: Forecast T+1@11:T+2@11: DOWN (p=7.59%)
[2025-12-08T20:28:37.401536] [INFO ] [FORECASTER] Completed predict_future for OCFC
[2025-12-08T20:28:37.401678] [INFO ] [sig       ] OCFC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:28:37.542652] [INFO ] [LOCAL     ] Saved forecast: OCFC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/OCFC.txt
[2025-12-08T20:28:37.542780] [INFO ] [sig       ] [2376/3624] Completed OCFC in 0.3s | 2.92 sym/s | Total: 13.6m | ETA: 7.1m
[2025-12-08T20:28:37.542819] [INFO ] [sig       ] [2377/3624] Forecasting OCGN...
[2025-12-08T20:28:37.542848] [INFO ] [sig       ] Generating forecast for: OCGN
[2025-12-08T20:28:37.542878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCGN' from 'https://tdm.silogroup.org/data/derivative_storage/OCGN.csv'.
[2025-12-08T20:28:37.554863] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCGN'.
[2025-12-08T20:28:37.555195] [INFO ] [FORECASTER] Starting predict_future for OCGN
[2025-12-08T20:28:37.556025] [DEBUG] [LOCAL     ] No optimal features file found for OCGN: ./output/feature-sets/OCGN.txt
[2025-12-08T20:28:37.556076] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:37.556107] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:37.556133] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:37.556190] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:37.613802] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:37.614433] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:37.614507] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:37.614539] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:37.732355] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:37.732500] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:37.732538] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:37.732565] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:37.735813] [DEBUG] [FORECASTER] OCGN: Forecast T+1@11:T+2@11: DOWN (p=22.65%)
[2025-12-08T20:28:37.736072] [INFO ] [FORECASTER] Completed predict_future for OCGN
[2025-12-08T20:28:37.736188] [INFO ] [sig       ] OCGN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:28:37.877850] [INFO ] [LOCAL     ] Saved forecast: OCGN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/OCGN.txt
[2025-12-08T20:28:37.877967] [INFO ] [sig       ] [2377/3624] Completed OCGN in 0.3s | 2.92 sym/s | Total: 13.6m | ETA: 7.1m
[2025-12-08T20:28:37.878005] [INFO ] [sig       ] [2378/3624] Forecasting OCSL...
[2025-12-08T20:28:37.878034] [INFO ] [sig       ] Generating forecast for: OCSL
[2025-12-08T20:28:37.878062] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCSL' from 'https://tdm.silogroup.org/data/derivative_storage/OCSL.csv'.
[2025-12-08T20:28:37.889912] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCSL'.
[2025-12-08T20:28:37.890229] [INFO ] [FORECASTER] Starting predict_future for OCSL
[2025-12-08T20:28:37.891082] [DEBUG] [LOCAL     ] No optimal features file found for OCSL: ./output/feature-sets/OCSL.txt
[2025-12-08T20:28:37.891133] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:37.891166] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:37.891193] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:37.891249] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:37.948297] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:37.948946] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:37.949021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:37.949054] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:38.070127] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:38.070271] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:38.070307] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:38.070335] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:38.073543] [DEBUG] [FORECASTER] OCSL: Forecast T+1@11:T+2@11: DOWN (p=12.29%)
[2025-12-08T20:28:38.073821] [INFO ] [FORECASTER] Completed predict_future for OCSL
[2025-12-08T20:28:38.073936] [INFO ] [sig       ] OCSL: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:28:38.218321] [INFO ] [LOCAL     ] Saved forecast: OCSL	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/OCSL.txt
[2025-12-08T20:28:38.218434] [INFO ] [sig       ] [2378/3624] Completed OCSL in 0.3s | 2.92 sym/s | Total: 13.6m | ETA: 7.1m
[2025-12-08T20:28:38.218474] [INFO ] [sig       ] [2379/3624] Forecasting OCUL...
[2025-12-08T20:28:38.218503] [INFO ] [sig       ] Generating forecast for: OCUL
[2025-12-08T20:28:38.218536] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCUL' from 'https://tdm.silogroup.org/data/derivative_storage/OCUL.csv'.
[2025-12-08T20:28:38.230627] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCUL'.
[2025-12-08T20:28:38.230967] [INFO ] [FORECASTER] Starting predict_future for OCUL
[2025-12-08T20:28:38.231759] [DEBUG] [LOCAL     ] No optimal features file found for OCUL: ./output/feature-sets/OCUL.txt
[2025-12-08T20:28:38.231810] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:38.231867] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:38.231900] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:38.231986] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:38.292087] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:38.292727] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:38.292799] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:38.292831] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:38.411316] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:38.411457] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:38.411494] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:38.411521] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:38.414827] [DEBUG] [FORECASTER] OCUL: Forecast T+1@11:T+2@11: UP (p=83.09%)
[2025-12-08T20:28:38.415096] [INFO ] [FORECASTER] Completed predict_future for OCUL
[2025-12-08T20:28:38.415216] [INFO ] [sig       ] OCUL: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:28:38.556494] [INFO ] [LOCAL     ] Saved forecast: OCUL	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/OCUL.txt
[2025-12-08T20:28:38.556627] [INFO ] [sig       ] [2379/3624] Completed OCUL in 0.3s | 2.92 sym/s | Total: 13.6m | ETA: 7.1m
[2025-12-08T20:28:38.556667] [INFO ] [sig       ] [2380/3624] Forecasting ODC...
[2025-12-08T20:28:38.556696] [INFO ] [sig       ] Generating forecast for: ODC
[2025-12-08T20:28:38.556724] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ODC' from 'https://tdm.silogroup.org/data/derivative_storage/ODC.csv'.
[2025-12-08T20:28:38.568504] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ODC'.
[2025-12-08T20:28:38.568865] [INFO ] [FORECASTER] Starting predict_future for ODC
[2025-12-08T20:28:38.569661] [DEBUG] [LOCAL     ] No optimal features file found for ODC: ./output/feature-sets/ODC.txt
[2025-12-08T20:28:38.569711] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:38.569741] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:38.569767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:38.569836] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:38.628121] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:38.628774] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:38.628849] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:38.628881] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:38.749313] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:38.749465] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:38.749503] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:38.749532] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:38.753121] [DEBUG] [FORECASTER] ODC: Forecast T+1@11:T+2@11: UP (p=68.32%)
[2025-12-08T20:28:38.753431] [INFO ] [FORECASTER] Completed predict_future for ODC
[2025-12-08T20:28:38.753564] [INFO ] [sig       ] ODC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:28:38.905558] [INFO ] [LOCAL     ] Saved forecast: ODC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ODC.txt
[2025-12-08T20:28:38.905721] [INFO ] [sig       ] [2380/3624] Completed ODC in 0.3s | 2.92 sym/s | Total: 13.6m | ETA: 7.1m
[2025-12-08T20:28:38.905761] [INFO ] [sig       ] [2381/3624] Forecasting ODD...
[2025-12-08T20:28:38.905790] [INFO ] [sig       ] Generating forecast for: ODD
[2025-12-08T20:28:38.905818] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ODD' from 'https://tdm.silogroup.org/data/derivative_storage/ODD.csv'.
[2025-12-08T20:28:38.917519] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ODD'.
[2025-12-08T20:28:38.917914] [INFO ] [FORECASTER] Starting predict_future for ODD
[2025-12-08T20:28:38.918721] [DEBUG] [LOCAL     ] No optimal features file found for ODD: ./output/feature-sets/ODD.txt
[2025-12-08T20:28:38.918783] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:38.918817] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:38.918844] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:38.918899] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:38.979642] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:38.980440] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:38.980520] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:38.980553] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:39.099177] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:39.099324] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:39.099362] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:39.099391] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:39.102810] [DEBUG] [FORECASTER] ODD: Forecast T+1@11:T+2@11: UP (p=80.42%)
[2025-12-08T20:28:39.103078] [INFO ] [FORECASTER] Completed predict_future for ODD
[2025-12-08T20:28:39.103201] [INFO ] [sig       ] ODD: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:28:39.256938] [INFO ] [LOCAL     ] Saved forecast: ODD	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ODD.txt
[2025-12-08T20:28:39.257076] [INFO ] [sig       ] [2381/3624] Completed ODD in 0.4s | 2.92 sym/s | Total: 13.6m | ETA: 7.1m
[2025-12-08T20:28:39.257115] [INFO ] [sig       ] [2382/3624] Forecasting ODFL...
[2025-12-08T20:28:39.257144] [INFO ] [sig       ] Generating forecast for: ODFL
[2025-12-08T20:28:39.257174] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ODFL' from 'https://tdm.silogroup.org/data/derivative_storage/ODFL.csv'.
[2025-12-08T20:28:39.269254] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ODFL'.
[2025-12-08T20:28:39.269612] [INFO ] [FORECASTER] Starting predict_future for ODFL
[2025-12-08T20:28:39.270377] [DEBUG] [LOCAL     ] No optimal features file found for ODFL: ./output/feature-sets/ODFL.txt
[2025-12-08T20:28:39.270426] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:39.270457] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:39.270485] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:39.270546] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:39.341755] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:39.342720] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:39.342824] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:39.342871] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:39.464090] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:39.464236] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:39.464274] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:39.464332] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:39.467608] [DEBUG] [FORECASTER] ODFL: Forecast T+1@11:T+2@11: UP (p=63.71%)
[2025-12-08T20:28:39.467865] [INFO ] [FORECASTER] Completed predict_future for ODFL
[2025-12-08T20:28:39.467981] [INFO ] [sig       ] ODFL: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:28:39.607807] [INFO ] [LOCAL     ] Saved forecast: ODFL	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ODFL.txt
[2025-12-08T20:28:39.607932] [INFO ] [sig       ] [2382/3624] Completed ODFL in 0.4s | 2.92 sym/s | Total: 13.6m | ETA: 7.1m
[2025-12-08T20:28:39.607970] [INFO ] [sig       ] [2383/3624] Forecasting ODP...
[2025-12-08T20:28:39.608000] [INFO ] [sig       ] Generating forecast for: ODP
[2025-12-08T20:28:39.608029] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ODP' from 'https://tdm.silogroup.org/data/derivative_storage/ODP.csv'.
[2025-12-08T20:28:39.620617] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ODP'.
[2025-12-08T20:28:39.620950] [INFO ] [FORECASTER] Starting predict_future for ODP
[2025-12-08T20:28:39.621733] [DEBUG] [LOCAL     ] No optimal features file found for ODP: ./output/feature-sets/ODP.txt
[2025-12-08T20:28:39.621781] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:39.621812] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:39.621838] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:39.621893] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:39.677147] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:39.677783] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:39.677856] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:39.677887] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:39.798377] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:39.798550] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:39.798613] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:39.798644] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:39.801977] [DEBUG] [FORECASTER] ODP: Forecast T+1@11:T+2@11: DOWN (p=12.58%)
[2025-12-08T20:28:39.802251] [INFO ] [FORECASTER] Completed predict_future for ODP
[2025-12-08T20:28:39.802376] [INFO ] [sig       ] ODP: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:28:39.951100] [INFO ] [LOCAL     ] Saved forecast: ODP	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ODP.txt
[2025-12-08T20:28:39.951265] [INFO ] [sig       ] [2383/3624] Completed ODP in 0.3s | 2.92 sym/s | Total: 13.6m | ETA: 7.1m
[2025-12-08T20:28:39.951308] [INFO ] [sig       ] [2384/3624] Forecasting OEC...
[2025-12-08T20:28:39.951335] [INFO ] [sig       ] Generating forecast for: OEC
[2025-12-08T20:28:39.951365] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OEC' from 'https://tdm.silogroup.org/data/derivative_storage/OEC.csv'.
[2025-12-08T20:28:39.968599] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OEC'.
[2025-12-08T20:28:39.969260] [INFO ] [FORECASTER] Starting predict_future for OEC
[2025-12-08T20:28:39.970420] [DEBUG] [LOCAL     ] No optimal features file found for OEC: ./output/feature-sets/OEC.txt
[2025-12-08T20:28:39.970489] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:39.970547] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:39.970629] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:39.970727] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:40.046976] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:40.047951] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:40.048033] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:40.048066] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:40.186491] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:40.186693] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:40.186749] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:40.186790] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:40.192096] [DEBUG] [FORECASTER] OEC: Forecast T+1@11:T+2@11: DOWN (p=22.58%)
[2025-12-08T20:28:40.192564] [INFO ] [FORECASTER] Completed predict_future for OEC
[2025-12-08T20:28:40.192780] [INFO ] [sig       ] OEC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:28:40.392195] [INFO ] [LOCAL     ] Saved forecast: OEC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/OEC.txt
[2025-12-08T20:28:40.392419] [INFO ] [sig       ] [2384/3624] Completed OEC in 0.4s | 2.92 sym/s | Total: 13.6m | ETA: 7.1m
[2025-12-08T20:28:40.392479] [INFO ] [sig       ] [2385/3624] Forecasting OESX...
[2025-12-08T20:28:40.392521] [INFO ] [sig       ] Generating forecast for: OESX
[2025-12-08T20:28:40.392566] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OESX' from 'https://tdm.silogroup.org/data/derivative_storage/OESX.csv'.
[2025-12-08T20:28:40.411890] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OESX'.
[2025-12-08T20:28:40.412387] [INFO ] [FORECASTER] Starting predict_future for OESX
[2025-12-08T20:28:40.413542] [DEBUG] [LOCAL     ] No optimal features file found for OESX: ./output/feature-sets/OESX.txt
[2025-12-08T20:28:40.413643] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:40.413694] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:40.413724] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:40.413801] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:40.485949] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:40.487169] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:40.487309] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:40.487362] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:40.638764] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:40.638948] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:40.638997] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:40.639027] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:40.644108] [DEBUG] [FORECASTER] OESX: Forecast T+1@11:T+2@11: UP (p=85.84%)
[2025-12-08T20:28:40.644635] [INFO ] [FORECASTER] Completed predict_future for OESX
[2025-12-08T20:28:40.644844] [INFO ] [sig       ] OESX: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:28:40.830710] [INFO ] [LOCAL     ] Saved forecast: OESX	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/OESX.txt
[2025-12-08T20:28:40.830876] [INFO ] [sig       ] [2385/3624] Completed OESX in 0.4s | 2.92 sym/s | Total: 13.6m | ETA: 7.1m
[2025-12-08T20:28:40.830917] [INFO ] [sig       ] [2386/3624] Forecasting OFG...
[2025-12-08T20:28:40.830949] [INFO ] [sig       ] Generating forecast for: OFG
[2025-12-08T20:28:40.830981] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OFG' from 'https://tdm.silogroup.org/data/derivative_storage/OFG.csv'.
[2025-12-08T20:28:40.846717] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OFG'.
[2025-12-08T20:28:40.847177] [INFO ] [FORECASTER] Starting predict_future for OFG
[2025-12-08T20:28:40.848324] [DEBUG] [LOCAL     ] No optimal features file found for OFG: ./output/feature-sets/OFG.txt
[2025-12-08T20:28:40.848389] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:40.848429] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:40.848463] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:40.848546] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:40.928934] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:40.930082] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:40.930186] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:40.930229] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:41.099355] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:41.099542] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:41.099627] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:41.099676] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:41.104728] [DEBUG] [FORECASTER] OFG: Forecast T+1@11:T+2@11: UP (p=93.80%)
[2025-12-08T20:28:41.105178] [INFO ] [FORECASTER] Completed predict_future for OFG
[2025-12-08T20:28:41.105370] [INFO ] [sig       ] OFG: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:28:41.263995] [INFO ] [LOCAL     ] Saved forecast: OFG	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/OFG.txt
[2025-12-08T20:28:41.264165] [INFO ] [sig       ] [2386/3624] Completed OFG in 0.4s | 2.92 sym/s | Total: 13.6m | ETA: 7.1m
[2025-12-08T20:28:41.264215] [INFO ] [sig       ] [2387/3624] Forecasting OFIX...
[2025-12-08T20:28:41.264246] [INFO ] [sig       ] Generating forecast for: OFIX
[2025-12-08T20:28:41.264276] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OFIX' from 'https://tdm.silogroup.org/data/derivative_storage/OFIX.csv'.
[2025-12-08T20:28:41.277599] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OFIX'.
[2025-12-08T20:28:41.278014] [INFO ] [FORECASTER] Starting predict_future for OFIX
[2025-12-08T20:28:41.278884] [DEBUG] [LOCAL     ] No optimal features file found for OFIX: ./output/feature-sets/OFIX.txt
[2025-12-08T20:28:41.278936] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:41.278967] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:41.278993] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:41.279047] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:41.339527] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:41.340547] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:41.340666] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:41.340715] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:41.476054] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:41.476225] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:41.476274] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:41.476308] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:41.479833] [DEBUG] [FORECASTER] OFIX: Forecast T+1@11:T+2@11: UP (p=62.57%)
[2025-12-08T20:28:41.480115] [INFO ] [FORECASTER] Completed predict_future for OFIX
[2025-12-08T20:28:41.480239] [INFO ] [sig       ] OFIX: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:28:41.623908] [INFO ] [LOCAL     ] Saved forecast: OFIX	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/OFIX.txt
[2025-12-08T20:28:41.624050] [INFO ] [sig       ] [2387/3624] Completed OFIX in 0.4s | 2.92 sym/s | Total: 13.6m | ETA: 7.1m
[2025-12-08T20:28:41.624090] [INFO ] [sig       ] [2388/3624] Forecasting OFLX...
[2025-12-08T20:28:41.624120] [INFO ] [sig       ] Generating forecast for: OFLX
[2025-12-08T20:28:41.624149] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OFLX' from 'https://tdm.silogroup.org/data/derivative_storage/OFLX.csv'.
[2025-12-08T20:28:41.636296] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OFLX'.
[2025-12-08T20:28:41.636693] [INFO ] [FORECASTER] Starting predict_future for OFLX
[2025-12-08T20:28:41.637631] [DEBUG] [LOCAL     ] No optimal features file found for OFLX: ./output/feature-sets/OFLX.txt
[2025-12-08T20:28:41.637687] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:41.637733] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:41.637776] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:41.637842] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:41.698165] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:41.698975] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:41.699053] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:41.699087] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:41.829108] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:41.829287] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:41.829328] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:41.829357] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:41.832820] [DEBUG] [FORECASTER] OFLX: Forecast T+1@11:T+2@11: UP (p=91.85%)
[2025-12-08T20:28:41.833160] [INFO ] [FORECASTER] Completed predict_future for OFLX
[2025-12-08T20:28:41.833313] [INFO ] [sig       ] OFLX: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:28:41.977672] [INFO ] [LOCAL     ] Saved forecast: OFLX	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/OFLX.txt
[2025-12-08T20:28:41.977827] [INFO ] [sig       ] [2388/3624] Completed OFLX in 0.4s | 2.92 sym/s | Total: 13.6m | ETA: 7.1m
[2025-12-08T20:28:41.977880] [INFO ] [sig       ] [2389/3624] Forecasting OFS...
[2025-12-08T20:28:41.977921] [INFO ] [sig       ] Generating forecast for: OFS
[2025-12-08T20:28:41.977953] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OFS' from 'https://tdm.silogroup.org/data/derivative_storage/OFS.csv'.
[2025-12-08T20:28:41.989678] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OFS'.
[2025-12-08T20:28:41.990040] [INFO ] [FORECASTER] Starting predict_future for OFS
[2025-12-08T20:28:41.990864] [DEBUG] [LOCAL     ] No optimal features file found for OFS: ./output/feature-sets/OFS.txt
[2025-12-08T20:28:41.990915] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:41.990946] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:41.990973] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:41.991029] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:42.049275] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:42.050162] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:42.050273] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:42.050307] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:42.175625] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:42.175777] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:42.175818] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:42.175849] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:42.179614] [DEBUG] [FORECASTER] OFS: Forecast T+1@11:T+2@11: DOWN (p=14.69%)
[2025-12-08T20:28:42.179918] [INFO ] [FORECASTER] Completed predict_future for OFS
[2025-12-08T20:28:42.180083] [INFO ] [sig       ] OFS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:28:42.327021] [INFO ] [LOCAL     ] Saved forecast: OFS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/OFS.txt
[2025-12-08T20:28:42.327224] [INFO ] [sig       ] [2389/3624] Completed OFS in 0.3s | 2.92 sym/s | Total: 13.6m | ETA: 7.0m
[2025-12-08T20:28:42.327285] [INFO ] [sig       ] [2390/3624] Forecasting OGE...
[2025-12-08T20:28:42.327332] [INFO ] [sig       ] Generating forecast for: OGE
[2025-12-08T20:28:42.327375] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OGE' from 'https://tdm.silogroup.org/data/derivative_storage/OGE.csv'.
[2025-12-08T20:28:42.340973] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OGE'.
[2025-12-08T20:28:42.341450] [INFO ] [FORECASTER] Starting predict_future for OGE
[2025-12-08T20:28:42.342428] [DEBUG] [LOCAL     ] No optimal features file found for OGE: ./output/feature-sets/OGE.txt
[2025-12-08T20:28:42.342482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:42.342514] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:42.342541] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:42.342616] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:42.404604] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:42.405919] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:42.406002] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:42.406035] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:42.532978] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:42.533136] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:42.533177] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:42.533204] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:42.536615] [DEBUG] [FORECASTER] OGE: Forecast T+1@11:T+2@11: UP (p=90.96%)
[2025-12-08T20:28:42.536930] [INFO ] [FORECASTER] Completed predict_future for OGE
[2025-12-08T20:28:42.537064] [INFO ] [sig       ] OGE: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:28:42.678421] [INFO ] [LOCAL     ] Saved forecast: OGE	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/OGE.txt
[2025-12-08T20:28:42.678630] [INFO ] [sig       ] [2390/3624] Completed OGE in 0.4s | 2.92 sym/s | Total: 13.6m | ETA: 7.0m
[2025-12-08T20:28:42.678680] [INFO ] [sig       ] [2391/3624] Forecasting OGI...
[2025-12-08T20:28:42.678724] [INFO ] [sig       ] Generating forecast for: OGI
[2025-12-08T20:28:42.678765] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OGI' from 'https://tdm.silogroup.org/data/derivative_storage/OGI.csv'.
[2025-12-08T20:28:42.692401] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OGI'.
[2025-12-08T20:28:42.692815] [INFO ] [FORECASTER] Starting predict_future for OGI
[2025-12-08T20:28:42.693637] [DEBUG] [LOCAL     ] No optimal features file found for OGI: ./output/feature-sets/OGI.txt
[2025-12-08T20:28:42.693689] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:42.693721] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:42.693747] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:42.693802] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:42.751908] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:42.752788] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:42.752871] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:42.752901] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:42.882454] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:42.882652] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:42.882702] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:42.882737] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:42.886202] [DEBUG] [FORECASTER] OGI: Forecast T+1@11:T+2@11: DOWN (p=13.40%)
[2025-12-08T20:28:42.886497] [INFO ] [FORECASTER] Completed predict_future for OGI
[2025-12-08T20:28:42.886661] [INFO ] [sig       ] OGI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:28:43.030286] [INFO ] [LOCAL     ] Saved forecast: OGI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/OGI.txt
[2025-12-08T20:28:43.030423] [INFO ] [sig       ] [2391/3624] Completed OGI in 0.4s | 2.92 sym/s | Total: 13.6m | ETA: 7.0m
[2025-12-08T20:28:43.030461] [INFO ] [sig       ] [2392/3624] Forecasting OGN...
[2025-12-08T20:28:43.030489] [INFO ] [sig       ] Generating forecast for: OGN
[2025-12-08T20:28:43.030516] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OGN' from 'https://tdm.silogroup.org/data/derivative_storage/OGN.csv'.
[2025-12-08T20:28:43.042895] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OGN'.
[2025-12-08T20:28:43.043274] [INFO ] [FORECASTER] Starting predict_future for OGN
[2025-12-08T20:28:43.044112] [DEBUG] [LOCAL     ] No optimal features file found for OGN: ./output/feature-sets/OGN.txt
[2025-12-08T20:28:43.044165] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:43.044211] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:43.044240] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:43.044298] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:43.103159] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:43.103960] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:43.104039] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:43.104073] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:43.230106] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:43.230256] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:43.230303] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:43.230340] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:43.233780] [DEBUG] [FORECASTER] OGN: Forecast T+1@11:T+2@11: UP (p=51.05%)
[2025-12-08T20:28:43.234068] [INFO ] [FORECASTER] Completed predict_future for OGN
[2025-12-08T20:28:43.234227] [INFO ] [sig       ] OGN: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:28:43.380788] [INFO ] [LOCAL     ] Saved forecast: OGN	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/OGN.txt
[2025-12-08T20:28:43.380985] [INFO ] [sig       ] [2392/3624] Completed OGN in 0.4s | 2.92 sym/s | Total: 13.6m | ETA: 7.0m
[2025-12-08T20:28:43.381036] [INFO ] [sig       ] [2393/3624] Forecasting OHI...
[2025-12-08T20:28:43.381069] [INFO ] [sig       ] Generating forecast for: OHI
[2025-12-08T20:28:43.381110] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OHI' from 'https://tdm.silogroup.org/data/derivative_storage/OHI.csv'.
[2025-12-08T20:28:43.394471] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OHI'.
[2025-12-08T20:28:43.394863] [INFO ] [FORECASTER] Starting predict_future for OHI
[2025-12-08T20:28:43.395685] [DEBUG] [LOCAL     ] No optimal features file found for OHI: ./output/feature-sets/OHI.txt
[2025-12-08T20:28:43.395736] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:43.395770] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:43.395800] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:43.395856] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:43.457477] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:43.458300] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:43.458382] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:43.458428] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:43.580605] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:43.580759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:43.580800] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:43.580831] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:43.584399] [DEBUG] [FORECASTER] OHI: Forecast T+1@11:T+2@11: DOWN (p=42.69%)
[2025-12-08T20:28:43.584709] [INFO ] [FORECASTER] Completed predict_future for OHI
[2025-12-08T20:28:43.584863] [INFO ] [sig       ] OHI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:28:43.731531] [INFO ] [LOCAL     ] Saved forecast: OHI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/OHI.txt
[2025-12-08T20:28:43.731694] [INFO ] [sig       ] [2393/3624] Completed OHI in 0.4s | 2.92 sym/s | Total: 13.7m | ETA: 7.0m
[2025-12-08T20:28:43.731736] [INFO ] [sig       ] [2394/3624] Forecasting OI...
[2025-12-08T20:28:43.731767] [INFO ] [sig       ] Generating forecast for: OI
[2025-12-08T20:28:43.731800] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OI' from 'https://tdm.silogroup.org/data/derivative_storage/OI.csv'.
[2025-12-08T20:28:43.744337] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OI'.
[2025-12-08T20:28:43.744753] [INFO ] [FORECASTER] Starting predict_future for OI
[2025-12-08T20:28:43.745600] [DEBUG] [LOCAL     ] No optimal features file found for OI: ./output/feature-sets/OI.txt
[2025-12-08T20:28:43.745656] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:43.745699] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:43.745733] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:43.745806] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:43.806999] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:43.807965] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:43.808050] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:43.808085] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:43.935161] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:43.935315] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:43.935357] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:43.935388] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:43.938870] [DEBUG] [FORECASTER] OI: Forecast T+1@11:T+2@11: DOWN (p=20.42%)
[2025-12-08T20:28:43.939194] [INFO ] [FORECASTER] Completed predict_future for OI
[2025-12-08T20:28:43.939352] [INFO ] [sig       ] OI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:28:44.085036] [INFO ] [LOCAL     ] Saved forecast: OI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/OI.txt
[2025-12-08T20:28:44.085183] [INFO ] [sig       ] [2394/3624] Completed OI in 0.4s | 2.92 sym/s | Total: 13.7m | ETA: 7.0m
[2025-12-08T20:28:44.085224] [INFO ] [sig       ] [2395/3624] Forecasting OIA...
[2025-12-08T20:28:44.085253] [INFO ] [sig       ] Generating forecast for: OIA
[2025-12-08T20:28:44.085283] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OIA' from 'https://tdm.silogroup.org/data/derivative_storage/OIA.csv'.
[2025-12-08T20:28:44.098504] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OIA'.
[2025-12-08T20:28:44.098923] [INFO ] [FORECASTER] Starting predict_future for OIA
[2025-12-08T20:28:44.099747] [DEBUG] [LOCAL     ] No optimal features file found for OIA: ./output/feature-sets/OIA.txt
[2025-12-08T20:28:44.099798] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:44.099829] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:44.099856] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:44.099912] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:44.159890] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:44.160616] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:44.160696] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:44.160727] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:44.284005] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:44.284152] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:44.284191] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:44.284219] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:44.287462] [DEBUG] [FORECASTER] OIA: Forecast T+1@11:T+2@11: UP (p=52.56%)
[2025-12-08T20:28:44.287743] [INFO ] [FORECASTER] Completed predict_future for OIA
[2025-12-08T20:28:44.287864] [INFO ] [sig       ] OIA: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:28:44.425976] [INFO ] [LOCAL     ] Saved forecast: OIA	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/OIA.txt
[2025-12-08T20:28:44.426124] [INFO ] [sig       ] [2395/3624] Completed OIA in 0.3s | 2.92 sym/s | Total: 13.7m | ETA: 7.0m
[2025-12-08T20:28:44.426162] [INFO ] [sig       ] [2396/3624] Forecasting OII...
[2025-12-08T20:28:44.426197] [INFO ] [sig       ] Generating forecast for: OII
[2025-12-08T20:28:44.426227] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OII' from 'https://tdm.silogroup.org/data/derivative_storage/OII.csv'.
[2025-12-08T20:28:44.439382] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OII'.
[2025-12-08T20:28:44.439800] [INFO ] [FORECASTER] Starting predict_future for OII
[2025-12-08T20:28:44.440604] [DEBUG] [LOCAL     ] No optimal features file found for OII: ./output/feature-sets/OII.txt
[2025-12-08T20:28:44.440660] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:44.440719] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:44.440749] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:44.440805] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:44.499878] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:44.500671] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:44.500748] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:44.500781] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:44.626378] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:44.626540] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:44.626618] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:44.626657] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:44.630173] [DEBUG] [FORECASTER] OII: Forecast T+1@11:T+2@11: DOWN (p=2.23%)
[2025-12-08T20:28:44.630440] [INFO ] [FORECASTER] Completed predict_future for OII
[2025-12-08T20:28:44.630560] [INFO ] [sig       ] OII: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:28:44.770486] [INFO ] [LOCAL     ] Saved forecast: OII	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/OII.txt
[2025-12-08T20:28:44.770642] [INFO ] [sig       ] [2396/3624] Completed OII in 0.3s | 2.92 sym/s | Total: 13.7m | ETA: 7.0m
[2025-12-08T20:28:44.770697] [INFO ] [sig       ] [2397/3624] Forecasting OIS...
[2025-12-08T20:28:44.770730] [INFO ] [sig       ] Generating forecast for: OIS
[2025-12-08T20:28:44.770759] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OIS' from 'https://tdm.silogroup.org/data/derivative_storage/OIS.csv'.
[2025-12-08T20:28:44.783470] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OIS'.
[2025-12-08T20:28:44.783899] [INFO ] [FORECASTER] Starting predict_future for OIS
[2025-12-08T20:28:44.784684] [DEBUG] [LOCAL     ] No optimal features file found for OIS: ./output/feature-sets/OIS.txt
[2025-12-08T20:28:44.784734] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:44.784764] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:44.784791] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:44.784846] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:44.841176] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:44.841897] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:44.841975] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:44.842007] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:44.958715] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:44.958870] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:44.958936] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:44.958969] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:44.962297] [DEBUG] [FORECASTER] OIS: Forecast T+1@11:T+2@11: DOWN (p=19.04%)
[2025-12-08T20:28:44.962597] [INFO ] [FORECASTER] Completed predict_future for OIS
[2025-12-08T20:28:44.962726] [INFO ] [sig       ] OIS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:28:45.106653] [INFO ] [LOCAL     ] Saved forecast: OIS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/OIS.txt
[2025-12-08T20:28:45.106780] [INFO ] [sig       ] [2397/3624] Completed OIS in 0.3s | 2.92 sym/s | Total: 13.7m | ETA: 7.0m
[2025-12-08T20:28:45.106818] [INFO ] [sig       ] [2398/3624] Forecasting OKE...
[2025-12-08T20:28:45.106847] [INFO ] [sig       ] Generating forecast for: OKE
[2025-12-08T20:28:45.106876] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OKE' from 'https://tdm.silogroup.org/data/derivative_storage/OKE.csv'.
[2025-12-08T20:28:45.119476] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OKE'.
[2025-12-08T20:28:45.119833] [INFO ] [FORECASTER] Starting predict_future for OKE
[2025-12-08T20:28:45.120630] [DEBUG] [LOCAL     ] No optimal features file found for OKE: ./output/feature-sets/OKE.txt
[2025-12-08T20:28:45.120699] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:45.120747] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:45.120776] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:45.120837] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:45.179324] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:45.180002] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:45.180078] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:45.180109] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:45.304044] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:45.304201] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:45.304242] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:45.304270] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:45.307939] [DEBUG] [FORECASTER] OKE: Forecast T+1@11:T+2@11: DOWN (p=6.85%)
[2025-12-08T20:28:45.308211] [INFO ] [FORECASTER] Completed predict_future for OKE
[2025-12-08T20:28:45.308331] [INFO ] [sig       ] OKE: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:28:45.451516] [INFO ] [LOCAL     ] Saved forecast: OKE	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/OKE.txt
[2025-12-08T20:28:45.451658] [INFO ] [sig       ] [2398/3624] Completed OKE in 0.3s | 2.92 sym/s | Total: 13.7m | ETA: 7.0m
[2025-12-08T20:28:45.451700] [INFO ] [sig       ] [2399/3624] Forecasting OKTA...
[2025-12-08T20:28:45.451729] [INFO ] [sig       ] Generating forecast for: OKTA
[2025-12-08T20:28:45.451759] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OKTA' from 'https://tdm.silogroup.org/data/derivative_storage/OKTA.csv'.
[2025-12-08T20:28:45.466316] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OKTA'.
[2025-12-08T20:28:45.466887] [INFO ] [FORECASTER] Starting predict_future for OKTA
[2025-12-08T20:28:45.467895] [DEBUG] [LOCAL     ] No optimal features file found for OKTA: ./output/feature-sets/OKTA.txt
[2025-12-08T20:28:45.467946] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:45.467979] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:45.468005] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:45.468062] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:45.524685] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:45.525626] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:45.525720] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:45.525752] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:45.648685] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:45.648920] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:45.648962] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:45.649056] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:45.652852] [DEBUG] [FORECASTER] OKTA: Forecast T+1@11:T+2@11: UP (p=94.61%)
[2025-12-08T20:28:45.653154] [INFO ] [FORECASTER] Completed predict_future for OKTA
[2025-12-08T20:28:45.653288] [INFO ] [sig       ] OKTA: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:28:45.796361] [INFO ] [LOCAL     ] Saved forecast: OKTA	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/OKTA.txt
[2025-12-08T20:28:45.796562] [INFO ] [sig       ] [2399/3624] Completed OKTA in 0.3s | 2.92 sym/s | Total: 13.7m | ETA: 7.0m
[2025-12-08T20:28:45.796625] [INFO ] [sig       ] [2400/3624] Forecasting OKYO...
[2025-12-08T20:28:45.796658] [INFO ] [sig       ] Generating forecast for: OKYO
[2025-12-08T20:28:45.796689] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OKYO' from 'https://tdm.silogroup.org/data/derivative_storage/OKYO.csv'.
[2025-12-08T20:28:45.810827] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OKYO'.
[2025-12-08T20:28:45.811259] [INFO ] [FORECASTER] Starting predict_future for OKYO
[2025-12-08T20:28:45.812085] [DEBUG] [LOCAL     ] No optimal features file found for OKYO: ./output/feature-sets/OKYO.txt
[2025-12-08T20:28:45.812136] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:45.812167] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:45.812193] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:45.812247] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:45.868316] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:45.868948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:45.869025] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:45.869057] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:45.982352] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:45.982515] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:45.982553] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:45.982600] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:45.986011] [DEBUG] [FORECASTER] OKYO: Forecast T+1@11:T+2@11: UP (p=67.88%)
[2025-12-08T20:28:45.986279] [INFO ] [FORECASTER] Completed predict_future for OKYO
[2025-12-08T20:28:45.986400] [INFO ] [sig       ] OKYO: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:28:46.128607] [INFO ] [LOCAL     ] Saved forecast: OKYO	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/OKYO.txt
[2025-12-08T20:28:46.128738] [INFO ] [sig       ] [2400/3624] Completed OKYO in 0.3s | 2.92 sym/s | Total: 13.7m | ETA: 7.0m
[2025-12-08T20:28:46.128776] [INFO ] [sig       ] [2401/3624] Forecasting OLED...
[2025-12-08T20:28:46.128805] [INFO ] [sig       ] Generating forecast for: OLED
[2025-12-08T20:28:46.128833] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLED' from 'https://tdm.silogroup.org/data/derivative_storage/OLED.csv'.
[2025-12-08T20:28:46.141548] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLED'.
[2025-12-08T20:28:46.141949] [INFO ] [FORECASTER] Starting predict_future for OLED
[2025-12-08T20:28:46.142733] [DEBUG] [LOCAL     ] No optimal features file found for OLED: ./output/feature-sets/OLED.txt
[2025-12-08T20:28:46.142782] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:46.142813] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:46.142838] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:46.142893] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:46.200964] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:46.201649] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:46.201729] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:46.201776] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:46.321337] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:46.321496] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:46.321533] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:46.321562] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:46.324830] [DEBUG] [FORECASTER] OLED: Forecast T+1@11:T+2@11: UP (p=81.58%)
[2025-12-08T20:28:46.325090] [INFO ] [FORECASTER] Completed predict_future for OLED
[2025-12-08T20:28:46.325205] [INFO ] [sig       ] OLED: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:28:46.502396] [INFO ] [LOCAL     ] Saved forecast: OLED	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/OLED.txt
[2025-12-08T20:28:46.502548] [INFO ] [sig       ] [2401/3624] Completed OLED in 0.4s | 2.92 sym/s | Total: 13.7m | ETA: 7.0m
[2025-12-08T20:28:46.502607] [INFO ] [sig       ] [2402/3624] Forecasting OLLI...
[2025-12-08T20:28:46.502638] [INFO ] [sig       ] Generating forecast for: OLLI
[2025-12-08T20:28:46.502668] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLLI' from 'https://tdm.silogroup.org/data/derivative_storage/OLLI.csv'.
[2025-12-08T20:28:46.516619] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLLI'.
[2025-12-08T20:28:46.517010] [INFO ] [FORECASTER] Starting predict_future for OLLI
[2025-12-08T20:28:46.517913] [DEBUG] [LOCAL     ] No optimal features file found for OLLI: ./output/feature-sets/OLLI.txt
[2025-12-08T20:28:46.517968] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:46.518001] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:46.518028] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:46.518090] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:46.579724] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:46.580547] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:46.580645] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:46.580680] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:46.697686] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:46.697835] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:46.697875] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:46.697904] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:46.701251] [DEBUG] [FORECASTER] OLLI: Forecast T+1@11:T+2@11: DOWN (p=36.67%)
[2025-12-08T20:28:46.701520] [INFO ] [FORECASTER] Completed predict_future for OLLI
[2025-12-08T20:28:46.701658] [INFO ] [sig       ] OLLI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:28:46.843969] [INFO ] [LOCAL     ] Saved forecast: OLLI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/OLLI.txt
[2025-12-08T20:28:46.844092] [INFO ] [sig       ] [2402/3624] Completed OLLI in 0.3s | 2.92 sym/s | Total: 13.7m | ETA: 7.0m
[2025-12-08T20:28:46.844130] [INFO ] [sig       ] [2403/3624] Forecasting OLMA...
[2025-12-08T20:28:46.844159] [INFO ] [sig       ] Generating forecast for: OLMA
[2025-12-08T20:28:46.844188] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLMA' from 'https://tdm.silogroup.org/data/derivative_storage/OLMA.csv'.
[2025-12-08T20:28:46.856640] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLMA'.
[2025-12-08T20:28:46.856982] [INFO ] [FORECASTER] Starting predict_future for OLMA
[2025-12-08T20:28:46.857817] [DEBUG] [LOCAL     ] No optimal features file found for OLMA: ./output/feature-sets/OLMA.txt
[2025-12-08T20:28:46.857868] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:46.857900] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:46.857927] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:46.857995] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:46.914847] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:46.915469] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:46.915545] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:46.915596] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:47.043965] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:47.044115] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:47.044154] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:47.044184] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:47.047623] [DEBUG] [FORECASTER] OLMA: Forecast T+1@11:T+2@11: UP (p=81.88%)
[2025-12-08T20:28:47.047911] [INFO ] [FORECASTER] Completed predict_future for OLMA
[2025-12-08T20:28:47.048032] [INFO ] [sig       ] OLMA: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:28:47.195388] [INFO ] [LOCAL     ] Saved forecast: OLMA	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/OLMA.txt
[2025-12-08T20:28:47.195510] [INFO ] [sig       ] [2403/3624] Completed OLMA in 0.4s | 2.92 sym/s | Total: 13.7m | ETA: 7.0m
[2025-12-08T20:28:47.195548] [INFO ] [sig       ] [2404/3624] Forecasting OLN...
[2025-12-08T20:28:47.195594] [INFO ] [sig       ] Generating forecast for: OLN
[2025-12-08T20:28:47.195626] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLN' from 'https://tdm.silogroup.org/data/derivative_storage/OLN.csv'.
[2025-12-08T20:28:47.211016] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLN'.
[2025-12-08T20:28:47.211697] [INFO ] [FORECASTER] Starting predict_future for OLN
[2025-12-08T20:28:47.212801] [DEBUG] [LOCAL     ] No optimal features file found for OLN: ./output/feature-sets/OLN.txt
[2025-12-08T20:28:47.212854] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:47.212888] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:47.212915] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:47.212972] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:47.272230] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:47.273485] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:47.273600] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:47.273637] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:47.396511] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:47.396750] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:47.396793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:47.396820] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:47.400551] [DEBUG] [FORECASTER] OLN: Forecast T+1@11:T+2@11: UP (p=64.49%)
[2025-12-08T20:28:47.400859] [INFO ] [FORECASTER] Completed predict_future for OLN
[2025-12-08T20:28:47.400991] [INFO ] [sig       ] OLN: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:28:47.544354] [INFO ] [LOCAL     ] Saved forecast: OLN	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/OLN.txt
[2025-12-08T20:28:47.544558] [INFO ] [sig       ] [2404/3624] Completed OLN in 0.3s | 2.92 sym/s | Total: 13.7m | ETA: 7.0m
[2025-12-08T20:28:47.544624] [INFO ] [sig       ] [2405/3624] Forecasting OLP...
[2025-12-08T20:28:47.544660] [INFO ] [sig       ] Generating forecast for: OLP
[2025-12-08T20:28:47.544692] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLP' from 'https://tdm.silogroup.org/data/derivative_storage/OLP.csv'.
[2025-12-08T20:28:47.558729] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLP'.
[2025-12-08T20:28:47.559210] [INFO ] [FORECASTER] Starting predict_future for OLP
[2025-12-08T20:28:47.560051] [DEBUG] [LOCAL     ] No optimal features file found for OLP: ./output/feature-sets/OLP.txt
[2025-12-08T20:28:47.560115] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:47.560146] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:47.560172] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:47.560227] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:47.616932] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:47.617837] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:47.617920] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:47.617951] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:47.736893] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:47.737044] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:47.737081] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:47.737107] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:47.740470] [DEBUG] [FORECASTER] OLP: Forecast T+1@11:T+2@11: UP (p=77.17%)
[2025-12-08T20:28:47.740745] [INFO ] [FORECASTER] Completed predict_future for OLP
[2025-12-08T20:28:47.740863] [INFO ] [sig       ] OLP: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:28:47.884171] [INFO ] [LOCAL     ] Saved forecast: OLP	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/OLP.txt
[2025-12-08T20:28:47.884295] [INFO ] [sig       ] [2405/3624] Completed OLP in 0.3s | 2.92 sym/s | Total: 13.7m | ETA: 7.0m
[2025-12-08T20:28:47.884333] [INFO ] [sig       ] [2406/3624] Forecasting OLPX...
[2025-12-08T20:28:47.884361] [INFO ] [sig       ] Generating forecast for: OLPX
[2025-12-08T20:28:47.884389] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLPX' from 'https://tdm.silogroup.org/data/derivative_storage/OLPX.csv'.
[2025-12-08T20:28:47.900022] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLPX'.
[2025-12-08T20:28:47.900679] [INFO ] [FORECASTER] Starting predict_future for OLPX
[2025-12-08T20:28:47.901716] [DEBUG] [LOCAL     ] No optimal features file found for OLPX: ./output/feature-sets/OLPX.txt
[2025-12-08T20:28:47.901768] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:47.901801] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:47.901828] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:47.901886] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:47.962799] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:47.964148] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:47.964319] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:47.964364] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:48.104490] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:48.104766] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:48.104815] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:48.104844] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:48.109250] [DEBUG] [FORECASTER] OLPX: Forecast T+1@11:T+2@11: UP (p=84.54%)
[2025-12-08T20:28:48.109595] [INFO ] [FORECASTER] Completed predict_future for OLPX
[2025-12-08T20:28:48.109738] [INFO ] [sig       ] OLPX: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:28:48.254381] [INFO ] [LOCAL     ] Saved forecast: OLPX	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/OLPX.txt
[2025-12-08T20:28:48.254604] [INFO ] [sig       ] [2406/3624] Completed OLPX in 0.4s | 2.92 sym/s | Total: 13.7m | ETA: 7.0m
[2025-12-08T20:28:48.254650] [INFO ] [sig       ] [2407/3624] Forecasting OM...
[2025-12-08T20:28:48.254683] [INFO ] [sig       ] Generating forecast for: OM
[2025-12-08T20:28:48.254712] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OM' from 'https://tdm.silogroup.org/data/derivative_storage/OM.csv'.
[2025-12-08T20:28:48.268963] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OM'.
[2025-12-08T20:28:48.269377] [INFO ] [FORECASTER] Starting predict_future for OM
[2025-12-08T20:28:48.270427] [DEBUG] [LOCAL     ] No optimal features file found for OM: ./output/feature-sets/OM.txt
[2025-12-08T20:28:48.270477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:48.270507] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:48.270532] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:48.270614] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:48.327927] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:48.328650] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:48.328744] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:48.328778] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:48.448943] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:48.449099] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:48.449137] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:48.449165] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:48.452433] [DEBUG] [FORECASTER] OM: Forecast T+1@11:T+2@11: UP (p=70.04%)
[2025-12-08T20:28:48.452706] [INFO ] [FORECASTER] Completed predict_future for OM
[2025-12-08T20:28:48.452821] [INFO ] [sig       ] OM: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:28:48.598641] [INFO ] [LOCAL     ] Saved forecast: OM	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/OM.txt
[2025-12-08T20:28:48.598795] [INFO ] [sig       ] [2407/3624] Completed OM in 0.3s | 2.92 sym/s | Total: 13.7m | ETA: 6.9m
[2025-12-08T20:28:48.598836] [INFO ] [sig       ] [2408/3624] Forecasting OMAB...
[2025-12-08T20:28:48.598864] [INFO ] [sig       ] Generating forecast for: OMAB
[2025-12-08T20:28:48.598892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMAB' from 'https://tdm.silogroup.org/data/derivative_storage/OMAB.csv'.
[2025-12-08T20:28:48.611830] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMAB'.
[2025-12-08T20:28:48.612201] [INFO ] [FORECASTER] Starting predict_future for OMAB
[2025-12-08T20:28:48.613014] [DEBUG] [LOCAL     ] No optimal features file found for OMAB: ./output/feature-sets/OMAB.txt
[2025-12-08T20:28:48.613063] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:48.613094] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:48.613120] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:48.613174] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:48.669984] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:48.670760] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:48.670838] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:48.670876] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:48.789609] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:48.789751] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:48.789787] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:48.789814] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:48.793041] [DEBUG] [FORECASTER] OMAB: Forecast T+1@11:T+2@11: DOWN (p=36.46%)
[2025-12-08T20:28:48.793295] [INFO ] [FORECASTER] Completed predict_future for OMAB
[2025-12-08T20:28:48.793414] [INFO ] [sig       ] OMAB: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:28:48.933769] [INFO ] [LOCAL     ] Saved forecast: OMAB	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/OMAB.txt
[2025-12-08T20:28:48.933899] [INFO ] [sig       ] [2408/3624] Completed OMAB in 0.3s | 2.92 sym/s | Total: 13.7m | ETA: 6.9m
[2025-12-08T20:28:48.933938] [INFO ] [sig       ] [2409/3624] Forecasting OMC...
[2025-12-08T20:28:48.933966] [INFO ] [sig       ] Generating forecast for: OMC
[2025-12-08T20:28:48.933995] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMC' from 'https://tdm.silogroup.org/data/derivative_storage/OMC.csv'.
[2025-12-08T20:28:48.946491] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMC'.
[2025-12-08T20:28:48.946845] [INFO ] [FORECASTER] Starting predict_future for OMC
[2025-12-08T20:28:48.947631] [DEBUG] [LOCAL     ] No optimal features file found for OMC: ./output/feature-sets/OMC.txt
[2025-12-08T20:28:48.947679] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:48.947710] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:48.947735] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:48.947789] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:49.003556] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:49.004178] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:49.004251] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:49.004282] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:49.122096] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:49.122254] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:49.122292] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:49.122320] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:49.125616] [DEBUG] [FORECASTER] OMC: Forecast T+1@11:T+2@11: DOWN (p=24.68%)
[2025-12-08T20:28:49.125884] [INFO ] [FORECASTER] Completed predict_future for OMC
[2025-12-08T20:28:49.125999] [INFO ] [sig       ] OMC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:28:49.264024] [INFO ] [LOCAL     ] Saved forecast: OMC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/OMC.txt
[2025-12-08T20:28:49.264178] [INFO ] [sig       ] [2409/3624] Completed OMC in 0.3s | 2.92 sym/s | Total: 13.7m | ETA: 6.9m
[2025-12-08T20:28:49.264218] [INFO ] [sig       ] [2410/3624] Forecasting OMCL...
[2025-12-08T20:28:49.264247] [INFO ] [sig       ] Generating forecast for: OMCL
[2025-12-08T20:28:49.264275] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMCL' from 'https://tdm.silogroup.org/data/derivative_storage/OMCL.csv'.
[2025-12-08T20:28:49.276627] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMCL'.
[2025-12-08T20:28:49.276964] [INFO ] [FORECASTER] Starting predict_future for OMCL
[2025-12-08T20:28:49.277776] [DEBUG] [LOCAL     ] No optimal features file found for OMCL: ./output/feature-sets/OMCL.txt
[2025-12-08T20:28:49.277826] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:49.277858] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:49.277884] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:49.277939] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:49.333877] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:49.334461] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:49.334535] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:49.334565] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:49.455663] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:49.455820] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:49.455856] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:49.455883] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:49.459206] [DEBUG] [FORECASTER] OMCL: Forecast T+1@11:T+2@11: UP (p=51.09%)
[2025-12-08T20:28:49.459478] [INFO ] [FORECASTER] Completed predict_future for OMCL
[2025-12-08T20:28:49.459621] [INFO ] [sig       ] OMCL: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:28:49.604459] [INFO ] [LOCAL     ] Saved forecast: OMCL	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/OMCL.txt
[2025-12-08T20:28:49.604595] [INFO ] [sig       ] [2410/3624] Completed OMCL in 0.3s | 2.92 sym/s | Total: 13.8m | ETA: 6.9m
[2025-12-08T20:28:49.604635] [INFO ] [sig       ] [2411/3624] Forecasting OMEX...
[2025-12-08T20:28:49.604663] [INFO ] [sig       ] Generating forecast for: OMEX
[2025-12-08T20:28:49.604692] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMEX' from 'https://tdm.silogroup.org/data/derivative_storage/OMEX.csv'.
[2025-12-08T20:28:49.617511] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMEX'.
[2025-12-08T20:28:49.617909] [INFO ] [FORECASTER] Starting predict_future for OMEX
[2025-12-08T20:28:49.618687] [DEBUG] [LOCAL     ] No optimal features file found for OMEX: ./output/feature-sets/OMEX.txt
[2025-12-08T20:28:49.618736] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:49.618766] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:49.618793] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:49.618851] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:49.675788] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:49.676468] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:49.676545] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:49.676599] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:49.796830] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:49.796994] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:49.797032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:49.797060] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:49.800393] [DEBUG] [FORECASTER] OMEX: Forecast T+1@11:T+2@11: DOWN (p=39.83%)
[2025-12-08T20:28:49.800670] [INFO ] [FORECASTER] Completed predict_future for OMEX
[2025-12-08T20:28:49.800800] [INFO ] [sig       ] OMEX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:28:49.939519] [INFO ] [LOCAL     ] Saved forecast: OMEX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/OMEX.txt
[2025-12-08T20:28:49.939652] [INFO ] [sig       ] [2411/3624] Completed OMEX in 0.3s | 2.92 sym/s | Total: 13.8m | ETA: 6.9m
[2025-12-08T20:28:49.939693] [INFO ] [sig       ] [2412/3624] Forecasting OMF...
[2025-12-08T20:28:49.939722] [INFO ] [sig       ] Generating forecast for: OMF
[2025-12-08T20:28:49.939752] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMF' from 'https://tdm.silogroup.org/data/derivative_storage/OMF.csv'.
[2025-12-08T20:28:49.952224] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMF'.
[2025-12-08T20:28:49.952553] [INFO ] [FORECASTER] Starting predict_future for OMF
[2025-12-08T20:28:49.953322] [DEBUG] [LOCAL     ] No optimal features file found for OMF: ./output/feature-sets/OMF.txt
[2025-12-08T20:28:49.953371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:49.953403] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:49.953429] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:49.953484] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:50.009469] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:50.010216] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:50.010291] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:50.010323] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:50.128594] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:50.128766] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:50.128803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:50.128832] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:50.132085] [DEBUG] [FORECASTER] OMF: Forecast T+1@11:T+2@11: DOWN (p=2.56%)
[2025-12-08T20:28:50.132340] [INFO ] [FORECASTER] Completed predict_future for OMF
[2025-12-08T20:28:50.132458] [INFO ] [sig       ] OMF: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:28:50.269916] [INFO ] [LOCAL     ] Saved forecast: OMF	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/OMF.txt
[2025-12-08T20:28:50.270043] [INFO ] [sig       ] [2412/3624] Completed OMF in 0.3s | 2.92 sym/s | Total: 13.8m | ETA: 6.9m
[2025-12-08T20:28:50.270081] [INFO ] [sig       ] [2413/3624] Forecasting OMI...
[2025-12-08T20:28:50.270110] [INFO ] [sig       ] Generating forecast for: OMI
[2025-12-08T20:28:50.270139] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMI' from 'https://tdm.silogroup.org/data/derivative_storage/OMI.csv'.
[2025-12-08T20:28:50.282596] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMI'.
[2025-12-08T20:28:50.282936] [INFO ] [FORECASTER] Starting predict_future for OMI
[2025-12-08T20:28:50.283740] [DEBUG] [LOCAL     ] No optimal features file found for OMI: ./output/feature-sets/OMI.txt
[2025-12-08T20:28:50.283790] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:50.283847] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:50.283874] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:50.283935] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:50.342504] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:50.343196] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:50.343274] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:50.343306] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:50.461608] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:50.461774] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:50.461818] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:50.461845] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:50.465128] [DEBUG] [FORECASTER] OMI: Forecast T+1@11:T+2@11: DOWN (p=29.20%)
[2025-12-08T20:28:50.465384] [INFO ] [FORECASTER] Completed predict_future for OMI
[2025-12-08T20:28:50.465500] [INFO ] [sig       ] OMI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:28:50.605397] [INFO ] [LOCAL     ] Saved forecast: OMI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/OMI.txt
[2025-12-08T20:28:50.605518] [INFO ] [sig       ] [2413/3624] Completed OMI in 0.3s | 2.92 sym/s | Total: 13.8m | ETA: 6.9m
[2025-12-08T20:28:50.605556] [INFO ] [sig       ] [2414/3624] Forecasting ON...
[2025-12-08T20:28:50.605606] [INFO ] [sig       ] Generating forecast for: ON
[2025-12-08T20:28:50.605638] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ON' from 'https://tdm.silogroup.org/data/derivative_storage/ON.csv'.
[2025-12-08T20:28:50.620505] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ON'.
[2025-12-08T20:28:50.621107] [INFO ] [FORECASTER] Starting predict_future for ON
[2025-12-08T20:28:50.622092] [DEBUG] [LOCAL     ] No optimal features file found for ON: ./output/feature-sets/ON.txt
[2025-12-08T20:28:50.622143] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:50.622175] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:50.622201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:50.622259] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:50.677769] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:50.678970] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:50.679067] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:50.679099] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:50.803739] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:50.803968] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:50.804011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:50.804040] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:50.807853] [DEBUG] [FORECASTER] ON: Forecast T+1@11:T+2@11: DOWN (p=0.46%)
[2025-12-08T20:28:50.808173] [INFO ] [FORECASTER] Completed predict_future for ON
[2025-12-08T20:28:50.808304] [INFO ] [sig       ] ON: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:28:50.962878] [INFO ] [LOCAL     ] Saved forecast: ON	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ON.txt
[2025-12-08T20:28:50.963085] [INFO ] [sig       ] [2414/3624] Completed ON in 0.4s | 2.92 sym/s | Total: 13.8m | ETA: 6.9m
[2025-12-08T20:28:50.963128] [INFO ] [sig       ] [2415/3624] Forecasting ONB...
[2025-12-08T20:28:50.963159] [INFO ] [sig       ] Generating forecast for: ONB
[2025-12-08T20:28:50.963190] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONB' from 'https://tdm.silogroup.org/data/derivative_storage/ONB.csv'.
[2025-12-08T20:28:50.978566] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONB'.
[2025-12-08T20:28:50.979180] [INFO ] [FORECASTER] Starting predict_future for ONB
[2025-12-08T20:28:50.980243] [DEBUG] [LOCAL     ] No optimal features file found for ONB: ./output/feature-sets/ONB.txt
[2025-12-08T20:28:50.980301] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:50.980335] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:50.980362] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:50.980420] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:51.037665] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:51.038865] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:51.038966] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:51.038999] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:51.162626] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:51.162792] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:51.162832] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:51.162859] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:51.166292] [DEBUG] [FORECASTER] ONB: Forecast T+1@11:T+2@11: UP (p=77.32%)
[2025-12-08T20:28:51.166601] [INFO ] [FORECASTER] Completed predict_future for ONB
[2025-12-08T20:28:51.166735] [INFO ] [sig       ] ONB: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:28:51.308749] [INFO ] [LOCAL     ] Saved forecast: ONB	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ONB.txt
[2025-12-08T20:28:51.308891] [INFO ] [sig       ] [2415/3624] Completed ONB in 0.3s | 2.92 sym/s | Total: 13.8m | ETA: 6.9m
[2025-12-08T20:28:51.308930] [INFO ] [sig       ] [2416/3624] Forecasting ONCO...
[2025-12-08T20:28:51.308958] [INFO ] [sig       ] Generating forecast for: ONCO
[2025-12-08T20:28:51.308988] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONCO' from 'https://tdm.silogroup.org/data/derivative_storage/ONCO.csv'.
[2025-12-08T20:28:51.320898] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONCO'.
[2025-12-08T20:28:51.321218] [INFO ] [FORECASTER] Starting predict_future for ONCO
[2025-12-08T20:28:51.321994] [DEBUG] [LOCAL     ] No optimal features file found for ONCO: ./output/feature-sets/ONCO.txt
[2025-12-08T20:28:51.322043] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:51.322084] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:51.322111] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:51.322165] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:51.376657] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:51.377240] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:51.377323] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:51.377355] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:51.493168] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:51.493315] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:51.493353] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:51.493379] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:51.496650] [DEBUG] [FORECASTER] ONCO: Forecast T+1@11:T+2@11: UP (p=94.97%)
[2025-12-08T20:28:51.496910] [INFO ] [FORECASTER] Completed predict_future for ONCO
[2025-12-08T20:28:51.497026] [INFO ] [sig       ] ONCO: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:28:51.633591] [INFO ] [LOCAL     ] Saved forecast: ONCO	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ONCO.txt
[2025-12-08T20:28:51.633740] [INFO ] [sig       ] [2416/3624] Completed ONCO in 0.3s | 2.92 sym/s | Total: 13.8m | ETA: 6.9m
[2025-12-08T20:28:51.633781] [INFO ] [sig       ] [2417/3624] Forecasting ONDS...
[2025-12-08T20:28:51.633809] [INFO ] [sig       ] Generating forecast for: ONDS
[2025-12-08T20:28:51.633838] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONDS' from 'https://tdm.silogroup.org/data/derivative_storage/ONDS.csv'.
[2025-12-08T20:28:51.646617] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONDS'.
[2025-12-08T20:28:51.647014] [INFO ] [FORECASTER] Starting predict_future for ONDS
[2025-12-08T20:28:51.647860] [DEBUG] [LOCAL     ] No optimal features file found for ONDS: ./output/feature-sets/ONDS.txt
[2025-12-08T20:28:51.647910] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:51.647941] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:51.647966] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:51.648020] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:51.704332] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:51.705216] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:51.705299] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:51.705333] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:51.826129] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:51.826296] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:51.826335] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:51.826362] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:51.829729] [DEBUG] [FORECASTER] ONDS: Forecast T+1@11:T+2@11: UP (p=75.92%)
[2025-12-08T20:28:51.830024] [INFO ] [FORECASTER] Completed predict_future for ONDS
[2025-12-08T20:28:51.830153] [INFO ] [sig       ] ONDS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:28:51.973677] [INFO ] [LOCAL     ] Saved forecast: ONDS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ONDS.txt
[2025-12-08T20:28:51.973829] [INFO ] [sig       ] [2417/3624] Completed ONDS in 0.3s | 2.92 sym/s | Total: 13.8m | ETA: 6.9m
[2025-12-08T20:28:51.973869] [INFO ] [sig       ] [2418/3624] Forecasting ONEQ...
[2025-12-08T20:28:51.973900] [INFO ] [sig       ] Generating forecast for: ONEQ
[2025-12-08T20:28:51.973929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONEQ' from 'https://tdm.silogroup.org/data/derivative_storage/ONEQ.csv'.
[2025-12-08T20:28:51.987039] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONEQ'.
[2025-12-08T20:28:51.987516] [INFO ] [FORECASTER] Starting predict_future for ONEQ
[2025-12-08T20:28:51.988367] [DEBUG] [LOCAL     ] No optimal features file found for ONEQ: ./output/feature-sets/ONEQ.txt
[2025-12-08T20:28:51.988419] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:51.988450] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:51.988477] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:51.988533] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:52.048479] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:52.049354] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:52.049446] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:52.049493] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:52.174706] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:52.174864] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:52.174903] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:52.174930] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:52.178221] [DEBUG] [FORECASTER] ONEQ: Forecast T+1@11:T+2@11: DOWN (p=6.30%)
[2025-12-08T20:28:52.178490] [INFO ] [FORECASTER] Completed predict_future for ONEQ
[2025-12-08T20:28:52.178627] [INFO ] [sig       ] ONEQ: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:28:52.317972] [INFO ] [LOCAL     ] Saved forecast: ONEQ	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ONEQ.txt
[2025-12-08T20:28:52.318120] [INFO ] [sig       ] [2418/3624] Completed ONEQ in 0.3s | 2.92 sym/s | Total: 13.8m | ETA: 6.9m
[2025-12-08T20:28:52.318160] [INFO ] [sig       ] [2419/3624] Forecasting ONL...
[2025-12-08T20:28:52.318189] [INFO ] [sig       ] Generating forecast for: ONL
[2025-12-08T20:28:52.318219] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONL' from 'https://tdm.silogroup.org/data/derivative_storage/ONL.csv'.
[2025-12-08T20:28:52.330335] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONL'.
[2025-12-08T20:28:52.330731] [INFO ] [FORECASTER] Starting predict_future for ONL
[2025-12-08T20:28:52.331546] [DEBUG] [LOCAL     ] No optimal features file found for ONL: ./output/feature-sets/ONL.txt
[2025-12-08T20:28:52.331614] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:52.331647] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:52.331673] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:52.331728] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:52.388084] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:52.388961] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:52.389041] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:52.389074] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:52.515070] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:52.515240] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:52.515278] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:52.515306] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:52.518914] [DEBUG] [FORECASTER] ONL: Forecast T+1@11:T+2@11: DOWN (p=24.52%)
[2025-12-08T20:28:52.519192] [INFO ] [FORECASTER] Completed predict_future for ONL
[2025-12-08T20:28:52.519308] [INFO ] [sig       ] ONL: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:28:52.656415] [INFO ] [LOCAL     ] Saved forecast: ONL	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ONL.txt
[2025-12-08T20:28:52.656550] [INFO ] [sig       ] [2419/3624] Completed ONL in 0.3s | 2.92 sym/s | Total: 13.8m | ETA: 6.9m
[2025-12-08T20:28:52.656614] [INFO ] [sig       ] [2420/3624] Forecasting ONON...
[2025-12-08T20:28:52.656646] [INFO ] [sig       ] Generating forecast for: ONON
[2025-12-08T20:28:52.656675] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONON' from 'https://tdm.silogroup.org/data/derivative_storage/ONON.csv'.
[2025-12-08T20:28:52.670170] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONON'.
[2025-12-08T20:28:52.670521] [INFO ] [FORECASTER] Starting predict_future for ONON
[2025-12-08T20:28:52.671298] [DEBUG] [LOCAL     ] No optimal features file found for ONON: ./output/feature-sets/ONON.txt
[2025-12-08T20:28:52.671348] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:52.671378] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:52.671404] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:52.671463] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:52.726398] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:52.727160] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:52.727237] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:52.727267] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:52.851334] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:52.851490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:52.851529] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:52.851557] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:52.855058] [DEBUG] [FORECASTER] ONON: Forecast T+1@11:T+2@11: UP (p=68.58%)
[2025-12-08T20:28:52.855377] [INFO ] [FORECASTER] Completed predict_future for ONON
[2025-12-08T20:28:52.855508] [INFO ] [sig       ] ONON: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:28:52.997511] [INFO ] [LOCAL     ] Saved forecast: ONON	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ONON.txt
[2025-12-08T20:28:52.997663] [INFO ] [sig       ] [2420/3624] Completed ONON in 0.3s | 2.92 sym/s | Total: 13.8m | ETA: 6.9m
[2025-12-08T20:28:52.997705] [INFO ] [sig       ] [2421/3624] Forecasting ONTF...
[2025-12-08T20:28:52.997735] [INFO ] [sig       ] Generating forecast for: ONTF
[2025-12-08T20:28:52.997764] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONTF' from 'https://tdm.silogroup.org/data/derivative_storage/ONTF.csv'.
[2025-12-08T20:28:53.009727] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONTF'.
[2025-12-08T20:28:53.010080] [INFO ] [FORECASTER] Starting predict_future for ONTF
[2025-12-08T20:28:53.010861] [DEBUG] [LOCAL     ] No optimal features file found for ONTF: ./output/feature-sets/ONTF.txt
[2025-12-08T20:28:53.010910] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:53.010941] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:53.010968] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:53.011022] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:53.066993] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:53.067900] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:53.067995] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:53.068036] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:53.193193] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:53.193347] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:53.193386] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:53.193413] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:53.196775] [DEBUG] [FORECASTER] ONTF: Forecast T+1@11:T+2@11: DOWN (p=22.03%)
[2025-12-08T20:28:53.197052] [INFO ] [FORECASTER] Completed predict_future for ONTF
[2025-12-08T20:28:53.197198] [INFO ] [sig       ] ONTF: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:28:53.343262] [INFO ] [LOCAL     ] Saved forecast: ONTF	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ONTF.txt
[2025-12-08T20:28:53.343413] [INFO ] [sig       ] [2421/3624] Completed ONTF in 0.3s | 2.92 sym/s | Total: 13.8m | ETA: 6.9m
[2025-12-08T20:28:53.343456] [INFO ] [sig       ] [2422/3624] Forecasting ONTO...
[2025-12-08T20:28:53.343485] [INFO ] [sig       ] Generating forecast for: ONTO
[2025-12-08T20:28:53.343513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONTO' from 'https://tdm.silogroup.org/data/derivative_storage/ONTO.csv'.
[2025-12-08T20:28:53.356651] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONTO'.
[2025-12-08T20:28:53.357006] [INFO ] [FORECASTER] Starting predict_future for ONTO
[2025-12-08T20:28:53.357831] [DEBUG] [LOCAL     ] No optimal features file found for ONTO: ./output/feature-sets/ONTO.txt
[2025-12-08T20:28:53.357882] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:53.357913] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:53.357940] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:53.358006] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:53.412754] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:53.413381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:53.413468] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:53.413503] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:53.535001] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:53.535161] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:53.535199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:53.535228] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:53.538611] [DEBUG] [FORECASTER] ONTO: Forecast T+1@11:T+2@11: UP (p=67.53%)
[2025-12-08T20:28:53.538881] [INFO ] [FORECASTER] Completed predict_future for ONTO
[2025-12-08T20:28:53.539002] [INFO ] [sig       ] ONTO: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:28:53.676393] [INFO ] [LOCAL     ] Saved forecast: ONTO	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ONTO.txt
[2025-12-08T20:28:53.676537] [INFO ] [sig       ] [2422/3624] Completed ONTO in 0.3s | 2.92 sym/s | Total: 13.8m | ETA: 6.9m
[2025-12-08T20:28:53.676600] [INFO ] [sig       ] [2423/3624] Forecasting OOMA...
[2025-12-08T20:28:53.676633] [INFO ] [sig       ] Generating forecast for: OOMA
[2025-12-08T20:28:53.676663] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OOMA' from 'https://tdm.silogroup.org/data/derivative_storage/OOMA.csv'.
[2025-12-08T20:28:53.689412] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OOMA'.
[2025-12-08T20:28:53.689796] [INFO ] [FORECASTER] Starting predict_future for OOMA
[2025-12-08T20:28:53.690566] [DEBUG] [LOCAL     ] No optimal features file found for OOMA: ./output/feature-sets/OOMA.txt
[2025-12-08T20:28:53.690636] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:53.690668] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:53.690695] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:53.690750] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:53.745518] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:53.746261] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:53.746367] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:53.746400] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:53.863441] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:53.863617] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:53.863658] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:53.863729] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:53.866995] [DEBUG] [FORECASTER] OOMA: Forecast T+1@11:T+2@11: DOWN (p=30.32%)
[2025-12-08T20:28:53.867249] [INFO ] [FORECASTER] Completed predict_future for OOMA
[2025-12-08T20:28:53.867365] [INFO ] [sig       ] OOMA: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:28:54.004040] [INFO ] [LOCAL     ] Saved forecast: OOMA	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/OOMA.txt
[2025-12-08T20:28:54.004145] [INFO ] [sig       ] [2423/3624] Completed OOMA in 0.3s | 2.92 sym/s | Total: 13.8m | ETA: 6.9m
[2025-12-08T20:28:54.004182] [INFO ] [sig       ] [2424/3624] Forecasting OPAD...
[2025-12-08T20:28:54.004210] [INFO ] [sig       ] Generating forecast for: OPAD
[2025-12-08T20:28:54.004239] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPAD' from 'https://tdm.silogroup.org/data/derivative_storage/OPAD.csv'.
[2025-12-08T20:28:54.016388] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPAD'.
[2025-12-08T20:28:54.016751] [INFO ] [FORECASTER] Starting predict_future for OPAD
[2025-12-08T20:28:54.017528] [DEBUG] [LOCAL     ] No optimal features file found for OPAD: ./output/feature-sets/OPAD.txt
[2025-12-08T20:28:54.017594] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:54.017627] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:54.017653] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:54.017708] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:54.072410] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:54.072995] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:54.073066] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:54.073097] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:54.197489] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:54.197658] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:54.197694] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:54.197721] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:54.200979] [DEBUG] [FORECASTER] OPAD: Forecast T+1@11:T+2@11: DOWN (p=6.85%)
[2025-12-08T20:28:54.201234] [INFO ] [FORECASTER] Completed predict_future for OPAD
[2025-12-08T20:28:54.201361] [INFO ] [sig       ] OPAD: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:28:54.337934] [INFO ] [LOCAL     ] Saved forecast: OPAD	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/OPAD.txt
[2025-12-08T20:28:54.338041] [INFO ] [sig       ] [2424/3624] Completed OPAD in 0.3s | 2.92 sym/s | Total: 13.8m | ETA: 6.8m
[2025-12-08T20:28:54.338078] [INFO ] [sig       ] [2425/3624] Forecasting OPAL...
[2025-12-08T20:28:54.338107] [INFO ] [sig       ] Generating forecast for: OPAL
[2025-12-08T20:28:54.338135] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPAL' from 'https://tdm.silogroup.org/data/derivative_storage/OPAL.csv'.
[2025-12-08T20:28:54.350831] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPAL'.
[2025-12-08T20:28:54.351210] [INFO ] [FORECASTER] Starting predict_future for OPAL
[2025-12-08T20:28:54.352075] [DEBUG] [LOCAL     ] No optimal features file found for OPAL: ./output/feature-sets/OPAL.txt
[2025-12-08T20:28:54.352125] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:54.352157] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:54.352183] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:54.352237] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:54.410074] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:54.410822] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:54.410922] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:54.410958] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:54.529782] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:54.529941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:54.529979] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:54.530008] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:54.533451] [DEBUG] [FORECASTER] OPAL: Forecast T+1@11:T+2@11: UP (p=73.62%)
[2025-12-08T20:28:54.533739] [INFO ] [FORECASTER] Completed predict_future for OPAL
[2025-12-08T20:28:54.533864] [INFO ] [sig       ] OPAL: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:28:54.671012] [INFO ] [LOCAL     ] Saved forecast: OPAL	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/OPAL.txt
[2025-12-08T20:28:54.671146] [INFO ] [sig       ] [2425/3624] Completed OPAL in 0.3s | 2.92 sym/s | Total: 13.8m | ETA: 6.8m
[2025-12-08T20:28:54.671185] [INFO ] [sig       ] [2426/3624] Forecasting OPBK...
[2025-12-08T20:28:54.671213] [INFO ] [sig       ] Generating forecast for: OPBK
[2025-12-08T20:28:54.671241] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPBK' from 'https://tdm.silogroup.org/data/derivative_storage/OPBK.csv'.
[2025-12-08T20:28:54.683379] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPBK'.
[2025-12-08T20:28:54.683762] [INFO ] [FORECASTER] Starting predict_future for OPBK
[2025-12-08T20:28:54.684688] [DEBUG] [LOCAL     ] No optimal features file found for OPBK: ./output/feature-sets/OPBK.txt
[2025-12-08T20:28:54.684739] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:54.684770] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:54.684795] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:54.684850] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:54.741363] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:54.742061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:54.742140] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:54.742172] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:54.863900] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:54.864253] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-08T20:28:54.864293] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:54.864322] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:54.867872] [DEBUG] [FORECASTER] OPBK: Forecast T+1@11:T+2@11: UP (p=84.90%)
[2025-12-08T20:28:54.868142] [INFO ] [FORECASTER] Completed predict_future for OPBK
[2025-12-08T20:28:54.868265] [INFO ] [sig       ] OPBK: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:28:55.007315] [INFO ] [LOCAL     ] Saved forecast: OPBK	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/OPBK.txt
[2025-12-08T20:28:55.007513] [INFO ] [sig       ] [2426/3624] Completed OPBK in 0.3s | 2.92 sym/s | Total: 13.8m | ETA: 6.8m
[2025-12-08T20:28:55.007555] [INFO ] [sig       ] [2427/3624] Forecasting OPCH...
[2025-12-08T20:28:55.007612] [INFO ] [sig       ] Generating forecast for: OPCH
[2025-12-08T20:28:55.007656] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPCH' from 'https://tdm.silogroup.org/data/derivative_storage/OPCH.csv'.
[2025-12-08T20:28:55.019820] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPCH'.
[2025-12-08T20:28:55.020182] [INFO ] [FORECASTER] Starting predict_future for OPCH
[2025-12-08T20:28:55.020983] [DEBUG] [LOCAL     ] No optimal features file found for OPCH: ./output/feature-sets/OPCH.txt
[2025-12-08T20:28:55.021033] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:55.021076] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:55.021103] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:55.021157] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:55.075617] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:55.076227] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:55.076304] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:55.076335] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:55.194949] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:55.195105] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:55.195143] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:55.195171] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:55.198436] [DEBUG] [FORECASTER] OPCH: Forecast T+1@11:T+2@11: DOWN (p=5.15%)
[2025-12-08T20:28:55.198713] [INFO ] [FORECASTER] Completed predict_future for OPCH
[2025-12-08T20:28:55.198831] [INFO ] [sig       ] OPCH: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:28:55.335332] [INFO ] [LOCAL     ] Saved forecast: OPCH	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/OPCH.txt
[2025-12-08T20:28:55.335460] [INFO ] [sig       ] [2427/3624] Completed OPCH in 0.3s | 2.92 sym/s | Total: 13.8m | ETA: 6.8m
[2025-12-08T20:28:55.335498] [INFO ] [sig       ] [2428/3624] Forecasting OPEN...
[2025-12-08T20:28:55.335526] [INFO ] [sig       ] Generating forecast for: OPEN
[2025-12-08T20:28:55.335554] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPEN' from 'https://tdm.silogroup.org/data/derivative_storage/OPEN.csv'.
[2025-12-08T20:28:55.347791] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPEN'.
[2025-12-08T20:28:55.348142] [INFO ] [FORECASTER] Starting predict_future for OPEN
[2025-12-08T20:28:55.348931] [DEBUG] [LOCAL     ] No optimal features file found for OPEN: ./output/feature-sets/OPEN.txt
[2025-12-08T20:28:55.348991] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:55.349028] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:55.349061] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:55.349123] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:55.403740] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:55.404366] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:55.404441] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:55.404473] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:55.522713] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:55.522862] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:55.522900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:55.522927] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:55.526170] [DEBUG] [FORECASTER] OPEN: Forecast T+1@11:T+2@11: DOWN (p=18.91%)
[2025-12-08T20:28:55.526427] [INFO ] [FORECASTER] Completed predict_future for OPEN
[2025-12-08T20:28:55.526545] [INFO ] [sig       ] OPEN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:28:55.665990] [INFO ] [LOCAL     ] Saved forecast: OPEN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/OPEN.txt
[2025-12-08T20:28:55.666136] [INFO ] [sig       ] [2428/3624] Completed OPEN in 0.3s | 2.92 sym/s | Total: 13.9m | ETA: 6.8m
[2025-12-08T20:28:55.666174] [INFO ] [sig       ] [2429/3624] Forecasting OPFI...
[2025-12-08T20:28:55.666203] [INFO ] [sig       ] Generating forecast for: OPFI
[2025-12-08T20:28:55.666232] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPFI' from 'https://tdm.silogroup.org/data/derivative_storage/OPFI.csv'.
[2025-12-08T20:28:55.678491] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPFI'.
[2025-12-08T20:28:55.678878] [INFO ] [FORECASTER] Starting predict_future for OPFI
[2025-12-08T20:28:55.679678] [DEBUG] [LOCAL     ] No optimal features file found for OPFI: ./output/feature-sets/OPFI.txt
[2025-12-08T20:28:55.679727] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:55.679757] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:55.679783] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:55.679836] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:55.735116] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:55.735986] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:55.736063] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:55.736095] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:55.855708] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:55.855868] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:55.855905] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:55.855934] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:55.859164] [DEBUG] [FORECASTER] OPFI: Forecast T+1@11:T+2@11: UP (p=87.53%)
[2025-12-08T20:28:55.859423] [INFO ] [FORECASTER] Completed predict_future for OPFI
[2025-12-08T20:28:55.859542] [INFO ] [sig       ] OPFI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:28:55.998689] [INFO ] [LOCAL     ] Saved forecast: OPFI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/OPFI.txt
[2025-12-08T20:28:55.998794] [INFO ] [sig       ] [2429/3624] Completed OPFI in 0.3s | 2.92 sym/s | Total: 13.9m | ETA: 6.8m
[2025-12-08T20:28:55.998832] [INFO ] [sig       ] [2430/3624] Forecasting OPK...
[2025-12-08T20:28:55.998860] [INFO ] [sig       ] Generating forecast for: OPK
[2025-12-08T20:28:55.998889] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPK' from 'https://tdm.silogroup.org/data/derivative_storage/OPK.csv'.
[2025-12-08T20:28:56.010789] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPK'.
[2025-12-08T20:28:56.011115] [INFO ] [FORECASTER] Starting predict_future for OPK
[2025-12-08T20:28:56.011889] [DEBUG] [LOCAL     ] No optimal features file found for OPK: ./output/feature-sets/OPK.txt
[2025-12-08T20:28:56.011942] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:56.012006] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:56.012045] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:56.012125] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:56.069435] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:56.070074] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:56.070151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:56.070185] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:56.186306] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:56.186438] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:56.186474] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:56.186502] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:56.189713] [DEBUG] [FORECASTER] OPK: Forecast T+1@11:T+2@11: DOWN (p=49.49%)
[2025-12-08T20:28:56.189969] [INFO ] [FORECASTER] Completed predict_future for OPK
[2025-12-08T20:28:56.190085] [INFO ] [sig       ] OPK: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:28:56.331955] [INFO ] [LOCAL     ] Saved forecast: OPK	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/OPK.txt
[2025-12-08T20:28:56.332068] [INFO ] [sig       ] [2430/3624] Completed OPK in 0.3s | 2.92 sym/s | Total: 13.9m | ETA: 6.8m
[2025-12-08T20:28:56.332104] [INFO ] [sig       ] [2431/3624] Forecasting OPP...
[2025-12-08T20:28:56.332140] [INFO ] [sig       ] Generating forecast for: OPP
[2025-12-08T20:28:56.332169] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPP' from 'https://tdm.silogroup.org/data/derivative_storage/OPP.csv'.
[2025-12-08T20:28:56.344093] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPP'.
[2025-12-08T20:28:56.344452] [INFO ] [FORECASTER] Starting predict_future for OPP
[2025-12-08T20:28:56.345275] [DEBUG] [LOCAL     ] No optimal features file found for OPP: ./output/feature-sets/OPP.txt
[2025-12-08T20:28:56.345325] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:56.345357] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:56.345383] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:56.345439] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:56.406770] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:56.407438] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:56.407522] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:56.407556] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:56.522611] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:56.522744] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:56.522779] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:56.522807] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:56.526013] [DEBUG] [FORECASTER] OPP: Forecast T+1@11:T+2@11: DOWN (p=30.13%)
[2025-12-08T20:28:56.526277] [INFO ] [FORECASTER] Completed predict_future for OPP
[2025-12-08T20:28:56.526404] [INFO ] [sig       ] OPP: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:28:56.668112] [INFO ] [LOCAL     ] Saved forecast: OPP	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/OPP.txt
[2025-12-08T20:28:56.668235] [INFO ] [sig       ] [2431/3624] Completed OPP in 0.3s | 2.92 sym/s | Total: 13.9m | ETA: 6.8m
[2025-12-08T20:28:56.668274] [INFO ] [sig       ] [2432/3624] Forecasting OPRA...
[2025-12-08T20:28:56.668304] [INFO ] [sig       ] Generating forecast for: OPRA
[2025-12-08T20:28:56.668333] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPRA' from 'https://tdm.silogroup.org/data/derivative_storage/OPRA.csv'.
[2025-12-08T20:28:56.680803] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPRA'.
[2025-12-08T20:28:56.681150] [INFO ] [FORECASTER] Starting predict_future for OPRA
[2025-12-08T20:28:56.682003] [DEBUG] [LOCAL     ] No optimal features file found for OPRA: ./output/feature-sets/OPRA.txt
[2025-12-08T20:28:56.682053] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:56.682086] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:56.682114] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:56.682172] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:56.740104] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:56.740735] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:56.740810] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:56.740843] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:56.860058] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:56.860203] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:56.860240] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:56.860268] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:56.863480] [DEBUG] [FORECASTER] OPRA: Forecast T+1@11:T+2@11: UP (p=90.63%)
[2025-12-08T20:28:56.863753] [INFO ] [FORECASTER] Completed predict_future for OPRA
[2025-12-08T20:28:56.863868] [INFO ] [sig       ] OPRA: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:28:57.007105] [INFO ] [LOCAL     ] Saved forecast: OPRA	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/OPRA.txt
[2025-12-08T20:28:57.007225] [INFO ] [sig       ] [2432/3624] Completed OPRA in 0.3s | 2.92 sym/s | Total: 13.9m | ETA: 6.8m
[2025-12-08T20:28:57.007263] [INFO ] [sig       ] [2433/3624] Forecasting OPRX...
[2025-12-08T20:28:57.007293] [INFO ] [sig       ] Generating forecast for: OPRX
[2025-12-08T20:28:57.007321] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPRX' from 'https://tdm.silogroup.org/data/derivative_storage/OPRX.csv'.
[2025-12-08T20:28:57.019549] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPRX'.
[2025-12-08T20:28:57.019914] [INFO ] [FORECASTER] Starting predict_future for OPRX
[2025-12-08T20:28:57.020721] [DEBUG] [LOCAL     ] No optimal features file found for OPRX: ./output/feature-sets/OPRX.txt
[2025-12-08T20:28:57.020776] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:57.020808] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:57.020836] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:57.020893] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:57.080158] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:57.080834] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:57.080909] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:57.080942] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:57.205815] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:57.205983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:57.206026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:57.206093] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:57.209695] [DEBUG] [FORECASTER] OPRX: Forecast T+1@11:T+2@11: UP (p=93.60%)
[2025-12-08T20:28:57.209967] [INFO ] [FORECASTER] Completed predict_future for OPRX
[2025-12-08T20:28:57.210089] [INFO ] [sig       ] OPRX: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:28:57.354658] [INFO ] [LOCAL     ] Saved forecast: OPRX	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/OPRX.txt
[2025-12-08T20:28:57.354776] [INFO ] [sig       ] [2433/3624] Completed OPRX in 0.3s | 2.92 sym/s | Total: 13.9m | ETA: 6.8m
[2025-12-08T20:28:57.354813] [INFO ] [sig       ] [2434/3624] Forecasting OPTX...
[2025-12-08T20:28:57.354842] [INFO ] [sig       ] Generating forecast for: OPTX
[2025-12-08T20:28:57.354870] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPTX' from 'https://tdm.silogroup.org/data/derivative_storage/OPTX.csv'.
[2025-12-08T20:28:57.366939] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPTX'.
[2025-12-08T20:28:57.367281] [INFO ] [FORECASTER] Starting predict_future for OPTX
[2025-12-08T20:28:57.368124] [DEBUG] [LOCAL     ] No optimal features file found for OPTX: ./output/feature-sets/OPTX.txt
[2025-12-08T20:28:57.368175] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:57.368207] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:57.368234] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:57.368291] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:57.427078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:57.427744] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:57.427818] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:57.427850] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:57.544087] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:57.544234] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:57.544270] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:57.544315] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:57.547558] [DEBUG] [FORECASTER] OPTX: Forecast T+1@11:T+2@11: DOWN (p=43.07%)
[2025-12-08T20:28:57.547831] [INFO ] [FORECASTER] Completed predict_future for OPTX
[2025-12-08T20:28:57.547949] [INFO ] [sig       ] OPTX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:28:57.685751] [INFO ] [LOCAL     ] Saved forecast: OPTX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/OPTX.txt
[2025-12-08T20:28:57.685867] [INFO ] [sig       ] [2434/3624] Completed OPTX in 0.3s | 2.92 sym/s | Total: 13.9m | ETA: 6.8m
[2025-12-08T20:28:57.685904] [INFO ] [sig       ] [2435/3624] Forecasting OPXS...
[2025-12-08T20:28:57.685934] [INFO ] [sig       ] Generating forecast for: OPXS
[2025-12-08T20:28:57.685964] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPXS' from 'https://tdm.silogroup.org/data/derivative_storage/OPXS.csv'.
[2025-12-08T20:28:57.697594] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPXS'.
[2025-12-08T20:28:57.697923] [INFO ] [FORECASTER] Starting predict_future for OPXS
[2025-12-08T20:28:57.698697] [DEBUG] [LOCAL     ] No optimal features file found for OPXS: ./output/feature-sets/OPXS.txt
[2025-12-08T20:28:57.698746] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:57.698777] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:57.698802] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:57.698857] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:57.754525] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:57.755129] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:57.755201] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:57.755233] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:57.869761] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:57.869901] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:57.869938] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:57.869967] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:57.873166] [DEBUG] [FORECASTER] OPXS: Forecast T+1@11:T+2@11: UP (p=98.29%)
[2025-12-08T20:28:57.873421] [INFO ] [FORECASTER] Completed predict_future for OPXS
[2025-12-08T20:28:57.873537] [INFO ] [sig       ] OPXS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:28:58.014170] [INFO ] [LOCAL     ] Saved forecast: OPXS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/OPXS.txt
[2025-12-08T20:28:58.014321] [INFO ] [sig       ] [2435/3624] Completed OPXS in 0.3s | 2.92 sym/s | Total: 13.9m | ETA: 6.8m
[2025-12-08T20:28:58.014359] [INFO ] [sig       ] [2436/3624] Forecasting ORA...
[2025-12-08T20:28:58.014389] [INFO ] [sig       ] Generating forecast for: ORA
[2025-12-08T20:28:58.014417] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORA' from 'https://tdm.silogroup.org/data/derivative_storage/ORA.csv'.
[2025-12-08T20:28:58.026348] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORA'.
[2025-12-08T20:28:58.026697] [INFO ] [FORECASTER] Starting predict_future for ORA
[2025-12-08T20:28:58.027472] [DEBUG] [LOCAL     ] No optimal features file found for ORA: ./output/feature-sets/ORA.txt
[2025-12-08T20:28:58.027521] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:58.027552] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:58.027597] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:58.027654] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:58.082847] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:58.083465] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:58.083542] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:58.083602] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:58.202871] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:58.203023] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:58.203060] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:58.203088] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:58.206335] [DEBUG] [FORECASTER] ORA: Forecast T+1@11:T+2@11: DOWN (p=12.24%)
[2025-12-08T20:28:58.206609] [INFO ] [FORECASTER] Completed predict_future for ORA
[2025-12-08T20:28:58.206724] [INFO ] [sig       ] ORA: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:28:58.344800] [INFO ] [LOCAL     ] Saved forecast: ORA	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ORA.txt
[2025-12-08T20:28:58.344918] [INFO ] [sig       ] [2436/3624] Completed ORA in 0.3s | 2.92 sym/s | Total: 13.9m | ETA: 6.8m
[2025-12-08T20:28:58.344956] [INFO ] [sig       ] [2437/3624] Forecasting ORC...
[2025-12-08T20:28:58.344988] [INFO ] [sig       ] Generating forecast for: ORC
[2025-12-08T20:28:58.345018] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORC' from 'https://tdm.silogroup.org/data/derivative_storage/ORC.csv'.
[2025-12-08T20:28:58.356760] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORC'.
[2025-12-08T20:28:58.357118] [INFO ] [FORECASTER] Starting predict_future for ORC
[2025-12-08T20:28:58.357944] [DEBUG] [LOCAL     ] No optimal features file found for ORC: ./output/feature-sets/ORC.txt
[2025-12-08T20:28:58.357993] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:58.358024] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:58.358050] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:58.358104] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:58.416126] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:58.416773] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:58.416850] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:58.416883] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:58.534547] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:58.534698] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:58.534735] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:58.534762] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:58.537961] [DEBUG] [FORECASTER] ORC: Forecast T+1@11:T+2@11: UP (p=78.16%)
[2025-12-08T20:28:58.538220] [INFO ] [FORECASTER] Completed predict_future for ORC
[2025-12-08T20:28:58.538333] [INFO ] [sig       ] ORC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:28:58.678397] [INFO ] [LOCAL     ] Saved forecast: ORC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ORC.txt
[2025-12-08T20:28:58.678521] [INFO ] [sig       ] [2437/3624] Completed ORC in 0.3s | 2.92 sym/s | Total: 13.9m | ETA: 6.8m
[2025-12-08T20:28:58.678559] [INFO ] [sig       ] [2438/3624] Forecasting ORGO...
[2025-12-08T20:28:58.678606] [INFO ] [sig       ] Generating forecast for: ORGO
[2025-12-08T20:28:58.678635] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORGO' from 'https://tdm.silogroup.org/data/derivative_storage/ORGO.csv'.
[2025-12-08T20:28:58.690600] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORGO'.
[2025-12-08T20:28:58.690952] [INFO ] [FORECASTER] Starting predict_future for ORGO
[2025-12-08T20:28:58.691755] [DEBUG] [LOCAL     ] No optimal features file found for ORGO: ./output/feature-sets/ORGO.txt
[2025-12-08T20:28:58.691806] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:58.691838] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:58.691865] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:58.691933] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:58.750355] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:58.751036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:58.751115] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:58.751148] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:58.868631] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:58.868771] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:58.868808] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:58.868835] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:58.872068] [DEBUG] [FORECASTER] ORGO: Forecast T+1@11:T+2@11: DOWN (p=13.73%)
[2025-12-08T20:28:58.872324] [INFO ] [FORECASTER] Completed predict_future for ORGO
[2025-12-08T20:28:58.872439] [INFO ] [sig       ] ORGO: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:28:59.010946] [INFO ] [LOCAL     ] Saved forecast: ORGO	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ORGO.txt
[2025-12-08T20:28:59.011076] [INFO ] [sig       ] [2438/3624] Completed ORGO in 0.3s | 2.92 sym/s | Total: 13.9m | ETA: 6.8m
[2025-12-08T20:28:59.011114] [INFO ] [sig       ] [2439/3624] Forecasting ORIC...
[2025-12-08T20:28:59.011144] [INFO ] [sig       ] Generating forecast for: ORIC
[2025-12-08T20:28:59.011172] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORIC' from 'https://tdm.silogroup.org/data/derivative_storage/ORIC.csv'.
[2025-12-08T20:28:59.022976] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORIC'.
[2025-12-08T20:28:59.023318] [INFO ] [FORECASTER] Starting predict_future for ORIC
[2025-12-08T20:28:59.024092] [DEBUG] [LOCAL     ] No optimal features file found for ORIC: ./output/feature-sets/ORIC.txt
[2025-12-08T20:28:59.024141] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:59.024172] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:59.024198] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:59.024252] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:59.080914] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:59.081513] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:59.081604] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:59.081638] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:59.202919] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:59.203069] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:59.203105] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:59.203132] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:59.206362] [DEBUG] [FORECASTER] ORIC: Forecast T+1@11:T+2@11: DOWN (p=4.60%)
[2025-12-08T20:28:59.206631] [INFO ] [FORECASTER] Completed predict_future for ORIC
[2025-12-08T20:28:59.206748] [INFO ] [sig       ] ORIC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:28:59.344965] [INFO ] [LOCAL     ] Saved forecast: ORIC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ORIC.txt
[2025-12-08T20:28:59.345092] [INFO ] [sig       ] [2439/3624] Completed ORIC in 0.3s | 2.92 sym/s | Total: 13.9m | ETA: 6.8m
[2025-12-08T20:28:59.345130] [INFO ] [sig       ] [2440/3624] Forecasting ORKA...
[2025-12-08T20:28:59.345158] [INFO ] [sig       ] Generating forecast for: ORKA
[2025-12-08T20:28:59.345186] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORKA' from 'https://tdm.silogroup.org/data/derivative_storage/ORKA.csv'.
[2025-12-08T20:28:59.356878] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORKA'.
[2025-12-08T20:28:59.357207] [INFO ] [FORECASTER] Starting predict_future for ORKA
[2025-12-08T20:28:59.358020] [DEBUG] [LOCAL     ] No optimal features file found for ORKA: ./output/feature-sets/ORKA.txt
[2025-12-08T20:28:59.358079] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:59.358110] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:59.358136] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:59.358190] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:59.416873] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:59.417557] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:59.417670] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:59.417708] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:59.539860] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:59.540009] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:59.540047] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:59.540075] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:59.543313] [DEBUG] [FORECASTER] ORKA: Forecast T+1@11:T+2@11: DOWN (p=18.04%)
[2025-12-08T20:28:59.543569] [INFO ] [FORECASTER] Completed predict_future for ORKA
[2025-12-08T20:28:59.543706] [INFO ] [sig       ] ORKA: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:28:59.682943] [INFO ] [LOCAL     ] Saved forecast: ORKA	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ORKA.txt
[2025-12-08T20:28:59.683082] [INFO ] [sig       ] [2440/3624] Completed ORKA in 0.3s | 2.92 sym/s | Total: 13.9m | ETA: 6.8m
[2025-12-08T20:28:59.683127] [INFO ] [sig       ] [2441/3624] Forecasting ORLY...
[2025-12-08T20:28:59.683160] [INFO ] [sig       ] Generating forecast for: ORLY
[2025-12-08T20:28:59.683188] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORLY' from 'https://tdm.silogroup.org/data/derivative_storage/ORLY.csv'.
[2025-12-08T20:28:59.694802] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORLY'.
[2025-12-08T20:28:59.695136] [INFO ] [FORECASTER] Starting predict_future for ORLY
[2025-12-08T20:28:59.695925] [DEBUG] [LOCAL     ] No optimal features file found for ORLY: ./output/feature-sets/ORLY.txt
[2025-12-08T20:28:59.695974] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:28:59.696008] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:28:59.696036] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:28:59.696091] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:28:59.752012] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:28:59.752617] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:28:59.752688] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:28:59.752720] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:28:59.870006] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:28:59.870160] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:28:59.870197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:28:59.870225] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:28:59.873473] [DEBUG] [FORECASTER] ORLY: Forecast T+1@11:T+2@11: UP (p=83.45%)
[2025-12-08T20:28:59.873748] [INFO ] [FORECASTER] Completed predict_future for ORLY
[2025-12-08T20:28:59.873868] [INFO ] [sig       ] ORLY: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:29:00.012394] [INFO ] [LOCAL     ] Saved forecast: ORLY	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ORLY.txt
[2025-12-08T20:29:00.012545] [INFO ] [sig       ] [2441/3624] Completed ORLY in 0.3s | 2.92 sym/s | Total: 13.9m | ETA: 6.7m
[2025-12-08T20:29:00.012604] [INFO ] [sig       ] [2442/3624] Forecasting ORMP...
[2025-12-08T20:29:00.012637] [INFO ] [sig       ] Generating forecast for: ORMP
[2025-12-08T20:29:00.012665] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORMP' from 'https://tdm.silogroup.org/data/derivative_storage/ORMP.csv'.
[2025-12-08T20:29:00.024316] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORMP'.
[2025-12-08T20:29:00.024666] [INFO ] [FORECASTER] Starting predict_future for ORMP
[2025-12-08T20:29:00.025417] [DEBUG] [LOCAL     ] No optimal features file found for ORMP: ./output/feature-sets/ORMP.txt
[2025-12-08T20:29:00.025466] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:00.025497] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:00.025525] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:00.025604] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:00.081670] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:00.082274] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:00.082347] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:00.082379] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:00.200609] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:00.200763] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:00.200801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:00.200828] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:00.204173] [DEBUG] [FORECASTER] ORMP: Forecast T+1@11:T+2@11: DOWN (p=46.23%)
[2025-12-08T20:29:00.204429] [INFO ] [FORECASTER] Completed predict_future for ORMP
[2025-12-08T20:29:00.204545] [INFO ] [sig       ] ORMP: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:29:00.342618] [INFO ] [LOCAL     ] Saved forecast: ORMP	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ORMP.txt
[2025-12-08T20:29:00.342737] [INFO ] [sig       ] [2442/3624] Completed ORMP in 0.3s | 2.92 sym/s | Total: 13.9m | ETA: 6.7m
[2025-12-08T20:29:00.342775] [INFO ] [sig       ] [2443/3624] Forecasting ORN...
[2025-12-08T20:29:00.342804] [INFO ] [sig       ] Generating forecast for: ORN
[2025-12-08T20:29:00.342832] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORN' from 'https://tdm.silogroup.org/data/derivative_storage/ORN.csv'.
[2025-12-08T20:29:00.354432] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORN'.
[2025-12-08T20:29:00.354786] [INFO ] [FORECASTER] Starting predict_future for ORN
[2025-12-08T20:29:00.355545] [DEBUG] [LOCAL     ] No optimal features file found for ORN: ./output/feature-sets/ORN.txt
[2025-12-08T20:29:00.355618] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:00.355654] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:00.355682] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:00.355736] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:00.411159] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:00.411777] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:00.411850] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:00.411882] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:00.532128] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:00.532241] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:00.532279] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:00.532308] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:00.535670] [DEBUG] [FORECASTER] ORN: Forecast T+1@11:T+2@11: DOWN (p=0.55%)
[2025-12-08T20:29:00.535951] [INFO ] [FORECASTER] Completed predict_future for ORN
[2025-12-08T20:29:00.536081] [INFO ] [sig       ] ORN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:29:00.677142] [INFO ] [LOCAL     ] Saved forecast: ORN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ORN.txt
[2025-12-08T20:29:00.677313] [INFO ] [sig       ] [2443/3624] Completed ORN in 0.3s | 2.92 sym/s | Total: 13.9m | ETA: 6.7m
[2025-12-08T20:29:00.677353] [INFO ] [sig       ] [2444/3624] Forecasting ORRF...
[2025-12-08T20:29:00.677383] [INFO ] [sig       ] Generating forecast for: ORRF
[2025-12-08T20:29:00.677433] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORRF' from 'https://tdm.silogroup.org/data/derivative_storage/ORRF.csv'.
[2025-12-08T20:29:00.688613] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORRF'.
[2025-12-08T20:29:00.688938] [INFO ] [FORECASTER] Starting predict_future for ORRF
[2025-12-08T20:29:00.689724] [DEBUG] [LOCAL     ] No optimal features file found for ORRF: ./output/feature-sets/ORRF.txt
[2025-12-08T20:29:00.689773] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:00.689804] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:00.689831] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:00.689887] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:00.745917] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:00.746697] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:00.746772] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:00.746803] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:00.867955] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:00.868069] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:00.868106] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:00.868133] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:00.871381] [DEBUG] [FORECASTER] ORRF: Forecast T+1@11:T+2@11: DOWN (p=17.93%)
[2025-12-08T20:29:00.871666] [INFO ] [FORECASTER] Completed predict_future for ORRF
[2025-12-08T20:29:00.871784] [INFO ] [sig       ] ORRF: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:29:01.013738] [INFO ] [LOCAL     ] Saved forecast: ORRF	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ORRF.txt
[2025-12-08T20:29:01.013871] [INFO ] [sig       ] [2444/3624] Completed ORRF in 0.3s | 2.92 sym/s | Total: 13.9m | ETA: 6.7m
[2025-12-08T20:29:01.013908] [INFO ] [sig       ] [2445/3624] Forecasting OS...
[2025-12-08T20:29:01.013936] [INFO ] [sig       ] Generating forecast for: OS
[2025-12-08T20:29:01.013966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OS' from 'https://tdm.silogroup.org/data/derivative_storage/OS.csv'.
[2025-12-08T20:29:01.025335] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OS'.
[2025-12-08T20:29:01.025712] [INFO ] [FORECASTER] Starting predict_future for OS
[2025-12-08T20:29:01.026462] [DEBUG] [LOCAL     ] No optimal features file found for OS: ./output/feature-sets/OS.txt
[2025-12-08T20:29:01.026511] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:01.026542] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:01.026568] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:01.026645] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:01.081635] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:01.082389] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:01.082465] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:01.082496] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:01.199942] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:01.200052] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:01.200089] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:01.200117] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:01.203345] [DEBUG] [FORECASTER] OS: Forecast T+1@11:T+2@11: UP (p=95.58%)
[2025-12-08T20:29:01.203661] [INFO ] [FORECASTER] Completed predict_future for OS
[2025-12-08T20:29:01.203788] [INFO ] [sig       ] OS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:29:01.341908] [INFO ] [LOCAL     ] Saved forecast: OS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/OS.txt
[2025-12-08T20:29:01.342030] [INFO ] [sig       ] [2445/3624] Completed OS in 0.3s | 2.92 sym/s | Total: 13.9m | ETA: 6.7m
[2025-12-08T20:29:01.342068] [INFO ] [sig       ] [2446/3624] Forecasting OSBC...
[2025-12-08T20:29:01.342096] [INFO ] [sig       ] Generating forecast for: OSBC
[2025-12-08T20:29:01.342125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OSBC' from 'https://tdm.silogroup.org/data/derivative_storage/OSBC.csv'.
[2025-12-08T20:29:01.356484] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OSBC'.
[2025-12-08T20:29:01.356938] [INFO ] [FORECASTER] Starting predict_future for OSBC
[2025-12-08T20:29:01.357841] [DEBUG] [LOCAL     ] No optimal features file found for OSBC: ./output/feature-sets/OSBC.txt
[2025-12-08T20:29:01.357894] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:01.357926] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:01.357952] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:01.358008] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:01.416880] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:01.417835] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:01.417925] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:01.417957] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:01.537046] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:01.537201] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:01.537239] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:01.537269] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:01.540835] [DEBUG] [FORECASTER] OSBC: Forecast T+1@11:T+2@11: DOWN (p=13.77%)
[2025-12-08T20:29:01.541190] [INFO ] [FORECASTER] Completed predict_future for OSBC
[2025-12-08T20:29:01.541332] [INFO ] [sig       ] OSBC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:29:01.685440] [INFO ] [LOCAL     ] Saved forecast: OSBC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/OSBC.txt
[2025-12-08T20:29:01.685605] [INFO ] [sig       ] [2446/3624] Completed OSBC in 0.3s | 2.92 sym/s | Total: 14.0m | ETA: 6.7m
[2025-12-08T20:29:01.685647] [INFO ] [sig       ] [2447/3624] Forecasting OSIS...
[2025-12-08T20:29:01.685677] [INFO ] [sig       ] Generating forecast for: OSIS
[2025-12-08T20:29:01.685707] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OSIS' from 'https://tdm.silogroup.org/data/derivative_storage/OSIS.csv'.
[2025-12-08T20:29:01.698037] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OSIS'.
[2025-12-08T20:29:01.698385] [INFO ] [FORECASTER] Starting predict_future for OSIS
[2025-12-08T20:29:01.699171] [DEBUG] [LOCAL     ] No optimal features file found for OSIS: ./output/feature-sets/OSIS.txt
[2025-12-08T20:29:01.699221] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:01.699276] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:01.699475] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:01.699529] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:01.758886] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:01.759923] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:01.760000] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:01.760035] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:01.884674] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:01.884842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:01.884882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:01.884911] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:01.888383] [DEBUG] [FORECASTER] OSIS: Forecast T+1@11:T+2@11: DOWN (p=36.27%)
[2025-12-08T20:29:01.888669] [INFO ] [FORECASTER] Completed predict_future for OSIS
[2025-12-08T20:29:01.888790] [INFO ] [sig       ] OSIS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:29:02.029342] [INFO ] [LOCAL     ] Saved forecast: OSIS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/OSIS.txt
[2025-12-08T20:29:02.029492] [INFO ] [sig       ] [2447/3624] Completed OSIS in 0.3s | 2.92 sym/s | Total: 14.0m | ETA: 6.7m
[2025-12-08T20:29:02.029531] [INFO ] [sig       ] [2448/3624] Forecasting OSPN...
[2025-12-08T20:29:02.029561] [INFO ] [sig       ] Generating forecast for: OSPN
[2025-12-08T20:29:02.029610] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OSPN' from 'https://tdm.silogroup.org/data/derivative_storage/OSPN.csv'.
[2025-12-08T20:29:02.043028] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OSPN'.
[2025-12-08T20:29:02.043397] [INFO ] [FORECASTER] Starting predict_future for OSPN
[2025-12-08T20:29:02.044210] [DEBUG] [LOCAL     ] No optimal features file found for OSPN: ./output/feature-sets/OSPN.txt
[2025-12-08T20:29:02.044259] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:02.044290] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:02.044316] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:02.044369] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:02.099771] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:02.100560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:02.100658] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:02.100690] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:02.220191] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:02.220342] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:02.220380] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:02.220408] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:02.223755] [DEBUG] [FORECASTER] OSPN: Forecast T+1@11:T+2@11: DOWN (p=38.65%)
[2025-12-08T20:29:02.224018] [INFO ] [FORECASTER] Completed predict_future for OSPN
[2025-12-08T20:29:02.224135] [INFO ] [sig       ] OSPN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:29:02.364349] [INFO ] [LOCAL     ] Saved forecast: OSPN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/OSPN.txt
[2025-12-08T20:29:02.364487] [INFO ] [sig       ] [2448/3624] Completed OSPN in 0.3s | 2.92 sym/s | Total: 14.0m | ETA: 6.7m
[2025-12-08T20:29:02.364525] [INFO ] [sig       ] [2449/3624] Forecasting OSS...
[2025-12-08T20:29:02.364556] [INFO ] [sig       ] Generating forecast for: OSS
[2025-12-08T20:29:02.364603] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OSS' from 'https://tdm.silogroup.org/data/derivative_storage/OSS.csv'.
[2025-12-08T20:29:02.376217] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OSS'.
[2025-12-08T20:29:02.376592] [INFO ] [FORECASTER] Starting predict_future for OSS
[2025-12-08T20:29:02.377429] [DEBUG] [LOCAL     ] No optimal features file found for OSS: ./output/feature-sets/OSS.txt
[2025-12-08T20:29:02.377480] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:02.377512] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:02.377538] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:02.377618] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:02.434860] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:02.435669] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:02.435747] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:02.435778] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:02.552062] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:02.552212] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:02.552249] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:02.552277] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:02.555525] [DEBUG] [FORECASTER] OSS: Forecast T+1@11:T+2@11: DOWN (p=29.37%)
[2025-12-08T20:29:02.555800] [INFO ] [FORECASTER] Completed predict_future for OSS
[2025-12-08T20:29:02.555916] [INFO ] [sig       ] OSS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:29:02.700561] [INFO ] [LOCAL     ] Saved forecast: OSS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/OSS.txt
[2025-12-08T20:29:02.700730] [INFO ] [sig       ] [2449/3624] Completed OSS in 0.3s | 2.92 sym/s | Total: 14.0m | ETA: 6.7m
[2025-12-08T20:29:02.700769] [INFO ] [sig       ] [2450/3624] Forecasting OTEX...
[2025-12-08T20:29:02.700798] [INFO ] [sig       ] Generating forecast for: OTEX
[2025-12-08T20:29:02.700827] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OTEX' from 'https://tdm.silogroup.org/data/derivative_storage/OTEX.csv'.
[2025-12-08T20:29:02.712594] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OTEX'.
[2025-12-08T20:29:02.712943] [INFO ] [FORECASTER] Starting predict_future for OTEX
[2025-12-08T20:29:02.713775] [DEBUG] [LOCAL     ] No optimal features file found for OTEX: ./output/feature-sets/OTEX.txt
[2025-12-08T20:29:02.713826] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:02.713859] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:02.713887] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:02.713944] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:02.770361] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:02.771129] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:02.771219] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:02.771251] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:02.897168] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:02.897314] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:02.897352] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:02.897430] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:02.900704] [DEBUG] [FORECASTER] OTEX: Forecast T+1@11:T+2@11: UP (p=91.75%)
[2025-12-08T20:29:02.900961] [INFO ] [FORECASTER] Completed predict_future for OTEX
[2025-12-08T20:29:02.901078] [INFO ] [sig       ] OTEX: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:29:03.044015] [INFO ] [LOCAL     ] Saved forecast: OTEX	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/OTEX.txt
[2025-12-08T20:29:03.044154] [INFO ] [sig       ] [2450/3624] Completed OTEX in 0.3s | 2.92 sym/s | Total: 14.0m | ETA: 6.7m
[2025-12-08T20:29:03.044203] [INFO ] [sig       ] [2451/3624] Forecasting OTIS...
[2025-12-08T20:29:03.044241] [INFO ] [sig       ] Generating forecast for: OTIS
[2025-12-08T20:29:03.044272] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OTIS' from 'https://tdm.silogroup.org/data/derivative_storage/OTIS.csv'.
[2025-12-08T20:29:03.056563] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OTIS'.
[2025-12-08T20:29:03.056961] [INFO ] [FORECASTER] Starting predict_future for OTIS
[2025-12-08T20:29:03.057878] [DEBUG] [LOCAL     ] No optimal features file found for OTIS: ./output/feature-sets/OTIS.txt
[2025-12-08T20:29:03.057946] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:03.057980] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:03.058010] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:03.058067] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:03.116788] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:03.117623] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:03.117704] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:03.117738] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:03.239894] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:03.240062] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:03.240100] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:03.240127] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:03.243515] [DEBUG] [FORECASTER] OTIS: Forecast T+1@11:T+2@11: UP (p=98.78%)
[2025-12-08T20:29:03.243822] [INFO ] [FORECASTER] Completed predict_future for OTIS
[2025-12-08T20:29:03.243944] [INFO ] [sig       ] OTIS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:29:03.389242] [INFO ] [LOCAL     ] Saved forecast: OTIS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/OTIS.txt
[2025-12-08T20:29:03.389366] [INFO ] [sig       ] [2451/3624] Completed OTIS in 0.3s | 2.92 sym/s | Total: 14.0m | ETA: 6.7m
[2025-12-08T20:29:03.389405] [INFO ] [sig       ] [2452/3624] Forecasting OTLY...
[2025-12-08T20:29:03.389434] [INFO ] [sig       ] Generating forecast for: OTLY
[2025-12-08T20:29:03.389462] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OTLY' from 'https://tdm.silogroup.org/data/derivative_storage/OTLY.csv'.
[2025-12-08T20:29:03.403724] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OTLY'.
[2025-12-08T20:29:03.404160] [INFO ] [FORECASTER] Starting predict_future for OTLY
[2025-12-08T20:29:03.405185] [DEBUG] [LOCAL     ] No optimal features file found for OTLY: ./output/feature-sets/OTLY.txt
[2025-12-08T20:29:03.405247] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:03.405288] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:03.405325] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:03.405408] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:03.463950] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:03.464647] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:03.464725] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:03.464757] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:03.582256] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:03.582396] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:03.582433] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:03.582462] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:03.585764] [DEBUG] [FORECASTER] OTLY: Forecast T+1@11:T+2@11: DOWN (p=45.22%)
[2025-12-08T20:29:03.586022] [INFO ] [FORECASTER] Completed predict_future for OTLY
[2025-12-08T20:29:03.586138] [INFO ] [sig       ] OTLY: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:29:03.731058] [INFO ] [LOCAL     ] Saved forecast: OTLY	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/OTLY.txt
[2025-12-08T20:29:03.731199] [INFO ] [sig       ] [2452/3624] Completed OTLY in 0.3s | 2.92 sym/s | Total: 14.0m | ETA: 6.7m
[2025-12-08T20:29:03.731238] [INFO ] [sig       ] [2453/3624] Forecasting OVID...
[2025-12-08T20:29:03.731267] [INFO ] [sig       ] Generating forecast for: OVID
[2025-12-08T20:29:03.731297] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OVID' from 'https://tdm.silogroup.org/data/derivative_storage/OVID.csv'.
[2025-12-08T20:29:03.743627] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OVID'.
[2025-12-08T20:29:03.743985] [INFO ] [FORECASTER] Starting predict_future for OVID
[2025-12-08T20:29:03.744789] [DEBUG] [LOCAL     ] No optimal features file found for OVID: ./output/feature-sets/OVID.txt
[2025-12-08T20:29:03.744838] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:03.744868] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:03.744895] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:03.744950] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:03.803133] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:03.803811] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:03.803890] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:03.803922] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:03.923782] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:03.923938] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:03.923978] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:03.924006] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:03.927526] [DEBUG] [FORECASTER] OVID: Forecast T+1@11:T+2@11: UP (p=81.22%)
[2025-12-08T20:29:03.927831] [INFO ] [FORECASTER] Completed predict_future for OVID
[2025-12-08T20:29:03.927959] [INFO ] [sig       ] OVID: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:29:04.084440] [INFO ] [LOCAL     ] Saved forecast: OVID	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/OVID.txt
[2025-12-08T20:29:04.084619] [INFO ] [sig       ] [2453/3624] Completed OVID in 0.4s | 2.92 sym/s | Total: 14.0m | ETA: 6.7m
[2025-12-08T20:29:04.084662] [INFO ] [sig       ] [2454/3624] Forecasting OVLY...
[2025-12-08T20:29:04.084691] [INFO ] [sig       ] Generating forecast for: OVLY
[2025-12-08T20:29:04.084719] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OVLY' from 'https://tdm.silogroup.org/data/derivative_storage/OVLY.csv'.
[2025-12-08T20:29:04.095879] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OVLY'.
[2025-12-08T20:29:04.096300] [INFO ] [FORECASTER] Starting predict_future for OVLY
[2025-12-08T20:29:04.097154] [DEBUG] [LOCAL     ] No optimal features file found for OVLY: ./output/feature-sets/OVLY.txt
[2025-12-08T20:29:04.097206] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:04.097239] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:04.097265] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:04.097321] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:04.155641] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:04.156523] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:04.156625] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:04.156660] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:04.253494] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:04.253670] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:04.253710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:04.253739] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:04.257455] [DEBUG] [FORECASTER] OVLY: Forecast T+1@11:T+2@11: DOWN (p=23.68%)
[2025-12-08T20:29:04.257799] [INFO ] [FORECASTER] Completed predict_future for OVLY
[2025-12-08T20:29:04.257934] [INFO ] [sig       ] OVLY: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:29:04.400198] [INFO ] [LOCAL     ] Saved forecast: OVLY	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/OVLY.txt
[2025-12-08T20:29:04.400336] [INFO ] [sig       ] [2454/3624] Completed OVLY in 0.3s | 2.92 sym/s | Total: 14.0m | ETA: 6.7m
[2025-12-08T20:29:04.400380] [INFO ] [sig       ] [2455/3624] Forecasting OWL...
[2025-12-08T20:29:04.400410] [INFO ] [sig       ] Generating forecast for: OWL
[2025-12-08T20:29:04.400439] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OWL' from 'https://tdm.silogroup.org/data/derivative_storage/OWL.csv'.
[2025-12-08T20:29:04.412204] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OWL'.
[2025-12-08T20:29:04.412567] [INFO ] [FORECASTER] Starting predict_future for OWL
[2025-12-08T20:29:04.413353] [DEBUG] [LOCAL     ] No optimal features file found for OWL: ./output/feature-sets/OWL.txt
[2025-12-08T20:29:04.413403] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:04.413435] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:04.413461] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:04.413515] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:04.469742] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:04.470387] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:04.470464] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:04.470496] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:04.589324] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:04.589456] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:04.589492] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:04.589519] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:04.592826] [DEBUG] [FORECASTER] OWL: Forecast T+1@11:T+2@11: UP (p=86.90%)
[2025-12-08T20:29:04.593093] [INFO ] [FORECASTER] Completed predict_future for OWL
[2025-12-08T20:29:04.593210] [INFO ] [sig       ] OWL: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:29:04.733346] [INFO ] [LOCAL     ] Saved forecast: OWL	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/OWL.txt
[2025-12-08T20:29:04.733490] [INFO ] [sig       ] [2455/3624] Completed OWL in 0.3s | 2.92 sym/s | Total: 14.0m | ETA: 6.7m
[2025-12-08T20:29:04.733538] [INFO ] [sig       ] [2456/3624] Forecasting OXLC...
[2025-12-08T20:29:04.733588] [INFO ] [sig       ] Generating forecast for: OXLC
[2025-12-08T20:29:04.733620] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OXLC' from 'https://tdm.silogroup.org/data/derivative_storage/OXLC.csv'.
[2025-12-08T20:29:04.745742] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OXLC'.
[2025-12-08T20:29:04.746089] [INFO ] [FORECASTER] Starting predict_future for OXLC
[2025-12-08T20:29:04.746910] [DEBUG] [LOCAL     ] No optimal features file found for OXLC: ./output/feature-sets/OXLC.txt
[2025-12-08T20:29:04.746960] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:04.746990] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:04.747016] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:04.747071] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:04.801934] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:04.802523] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:04.802614] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:04.802647] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:04.922156] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:04.922311] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:04.922349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:04.922375] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:04.925718] [DEBUG] [FORECASTER] OXLC: Forecast T+1@11:T+2@11: UP (p=98.47%)
[2025-12-08T20:29:04.925984] [INFO ] [FORECASTER] Completed predict_future for OXLC
[2025-12-08T20:29:04.926121] [INFO ] [sig       ] OXLC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:29:05.062110] [INFO ] [LOCAL     ] Saved forecast: OXLC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/OXLC.txt
[2025-12-08T20:29:05.062223] [INFO ] [sig       ] [2456/3624] Completed OXLC in 0.3s | 2.92 sym/s | Total: 14.0m | ETA: 6.7m
[2025-12-08T20:29:05.062263] [INFO ] [sig       ] [2457/3624] Forecasting OXM...
[2025-12-08T20:29:05.062292] [INFO ] [sig       ] Generating forecast for: OXM
[2025-12-08T20:29:05.062320] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OXM' from 'https://tdm.silogroup.org/data/derivative_storage/OXM.csv'.
[2025-12-08T20:29:05.074196] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OXM'.
[2025-12-08T20:29:05.074519] [INFO ] [FORECASTER] Starting predict_future for OXM
[2025-12-08T20:29:05.075296] [DEBUG] [LOCAL     ] No optimal features file found for OXM: ./output/feature-sets/OXM.txt
[2025-12-08T20:29:05.075345] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:05.075376] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:05.075403] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:05.075459] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:05.130451] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:05.131040] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:05.131140] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:05.131173] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:05.249009] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:05.249144] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:05.249181] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:05.249212] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:05.252451] [DEBUG] [FORECASTER] OXM: Forecast T+1@11:T+2@11: UP (p=55.84%)
[2025-12-08T20:29:05.252732] [INFO ] [FORECASTER] Completed predict_future for OXM
[2025-12-08T20:29:05.252851] [INFO ] [sig       ] OXM: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:29:05.390879] [INFO ] [LOCAL     ] Saved forecast: OXM	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/OXM.txt
[2025-12-08T20:29:05.390982] [INFO ] [sig       ] [2457/3624] Completed OXM in 0.3s | 2.92 sym/s | Total: 14.0m | ETA: 6.7m
[2025-12-08T20:29:05.391019] [INFO ] [sig       ] [2458/3624] Forecasting OXSQ...
[2025-12-08T20:29:05.391048] [INFO ] [sig       ] Generating forecast for: OXSQ
[2025-12-08T20:29:05.391077] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OXSQ' from 'https://tdm.silogroup.org/data/derivative_storage/OXSQ.csv'.
[2025-12-08T20:29:05.402718] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OXSQ'.
[2025-12-08T20:29:05.403037] [INFO ] [FORECASTER] Starting predict_future for OXSQ
[2025-12-08T20:29:05.403815] [DEBUG] [LOCAL     ] No optimal features file found for OXSQ: ./output/feature-sets/OXSQ.txt
[2025-12-08T20:29:05.403863] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:05.403894] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:05.403920] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:05.403976] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:05.460423] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:05.461019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:05.461092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:05.461123] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:05.579461] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:05.579597] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:05.579650] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:05.579679] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:05.582814] [DEBUG] [FORECASTER] OXSQ: Forecast T+1@11:T+2@11: UP (p=69.27%)
[2025-12-08T20:29:05.583072] [INFO ] [FORECASTER] Completed predict_future for OXSQ
[2025-12-08T20:29:05.583208] [INFO ] [sig       ] OXSQ: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:29:05.721332] [INFO ] [LOCAL     ] Saved forecast: OXSQ	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/OXSQ.txt
[2025-12-08T20:29:05.721442] [INFO ] [sig       ] [2458/3624] Completed OXSQ in 0.3s | 2.92 sym/s | Total: 14.0m | ETA: 6.7m
[2025-12-08T20:29:05.721480] [INFO ] [sig       ] [2459/3624] Forecasting OZEM...
[2025-12-08T20:29:05.721509] [INFO ] [sig       ] Generating forecast for: OZEM
[2025-12-08T20:29:05.721538] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OZEM' from 'https://tdm.silogroup.org/data/derivative_storage/OZEM.csv'.
[2025-12-08T20:29:05.734330] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OZEM'.
[2025-12-08T20:29:05.734714] [INFO ] [FORECASTER] Starting predict_future for OZEM
[2025-12-08T20:29:05.735555] [DEBUG] [LOCAL     ] No optimal features file found for OZEM: ./output/feature-sets/OZEM.txt
[2025-12-08T20:29:05.735625] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:05.735657] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:05.735684] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:05.735741] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:05.798251] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:05.798924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:05.799002] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:05.799034] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:05.908860] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:05.909003] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:05.909043] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:05.909072] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:05.912497] [DEBUG] [FORECASTER] OZEM: Forecast T+1@11:T+2@11: UP (p=82.97%)
[2025-12-08T20:29:05.912807] [INFO ] [FORECASTER] Completed predict_future for OZEM
[2025-12-08T20:29:05.912937] [INFO ] [sig       ] OZEM: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:29:06.055687] [INFO ] [LOCAL     ] Saved forecast: OZEM	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/OZEM.txt
[2025-12-08T20:29:06.055853] [INFO ] [sig       ] [2459/3624] Completed OZEM in 0.3s | 2.92 sym/s | Total: 14.0m | ETA: 6.6m
[2025-12-08T20:29:06.055904] [INFO ] [sig       ] [2460/3624] Forecasting OZK...
[2025-12-08T20:29:06.055936] [INFO ] [sig       ] Generating forecast for: OZK
[2025-12-08T20:29:06.055965] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OZK' from 'https://tdm.silogroup.org/data/derivative_storage/OZK.csv'.
[2025-12-08T20:29:06.068058] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OZK'.
[2025-12-08T20:29:06.068419] [INFO ] [FORECASTER] Starting predict_future for OZK
[2025-12-08T20:29:06.069215] [DEBUG] [LOCAL     ] No optimal features file found for OZK: ./output/feature-sets/OZK.txt
[2025-12-08T20:29:06.069264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:06.069295] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:06.069320] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:06.069374] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:06.126140] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:06.126791] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:06.126867] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:06.126898] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:06.249910] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:06.250072] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:06.250110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:06.250139] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:06.253596] [DEBUG] [FORECASTER] OZK: Forecast T+1@11:T+2@11: DOWN (p=42.26%)
[2025-12-08T20:29:06.253873] [INFO ] [FORECASTER] Completed predict_future for OZK
[2025-12-08T20:29:06.253995] [INFO ] [sig       ] OZK: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:29:06.400745] [INFO ] [LOCAL     ] Saved forecast: OZK	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/OZK.txt
[2025-12-08T20:29:06.400911] [INFO ] [sig       ] [2460/3624] Completed OZK in 0.3s | 2.92 sym/s | Total: 14.0m | ETA: 6.6m
[2025-12-08T20:29:06.400952] [INFO ] [sig       ] [2461/3624] Forecasting OZKAP...
[2025-12-08T20:29:06.400981] [INFO ] [sig       ] Generating forecast for: OZKAP
[2025-12-08T20:29:06.401010] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OZKAP' from 'https://tdm.silogroup.org/data/derivative_storage/OZKAP.csv'.
[2025-12-08T20:29:06.413154] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OZKAP'.
[2025-12-08T20:29:06.413542] [INFO ] [FORECASTER] Starting predict_future for OZKAP
[2025-12-08T20:29:06.414335] [DEBUG] [LOCAL     ] No optimal features file found for OZKAP: ./output/feature-sets/OZKAP.txt
[2025-12-08T20:29:06.414385] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:06.414415] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:06.414441] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:06.414495] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:06.470899] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:06.471498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:06.471592] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:06.471627] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:06.590544] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:06.590682] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:06.590719] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:06.590745] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:06.593854] [DEBUG] [FORECASTER] OZKAP: Forecast T+1@11:T+2@11: DOWN (p=0.24%)
[2025-12-08T20:29:06.594111] [INFO ] [FORECASTER] Completed predict_future for OZKAP
[2025-12-08T20:29:06.594232] [INFO ] [sig       ] OZKAP: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:29:06.733233] [INFO ] [LOCAL     ] Saved forecast: OZKAP	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/OZKAP.txt
[2025-12-08T20:29:06.733355] [INFO ] [sig       ] [2461/3624] Completed OZKAP in 0.3s | 2.92 sym/s | Total: 14.0m | ETA: 6.6m
[2025-12-08T20:29:06.733393] [INFO ] [sig       ] [2462/3624] Forecasting PAA...
[2025-12-08T20:29:06.733421] [INFO ] [sig       ] Generating forecast for: PAA
[2025-12-08T20:29:06.733450] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAA' from 'https://tdm.silogroup.org/data/derivative_storage/PAA.csv'.
[2025-12-08T20:29:06.745784] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAA'.
[2025-12-08T20:29:06.746099] [INFO ] [FORECASTER] Starting predict_future for PAA
[2025-12-08T20:29:06.746868] [DEBUG] [LOCAL     ] No optimal features file found for PAA: ./output/feature-sets/PAA.txt
[2025-12-08T20:29:06.746917] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:06.746959] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:06.746986] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:06.747041] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:06.803982] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:06.804827] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:06.804920] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:06.804966] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:06.926072] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:06.926220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:06.926259] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:06.926287] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:06.929665] [DEBUG] [FORECASTER] PAA: Forecast T+1@11:T+2@11: UP (p=68.45%)
[2025-12-08T20:29:06.929935] [INFO ] [FORECASTER] Completed predict_future for PAA
[2025-12-08T20:29:06.930060] [INFO ] [sig       ] PAA: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:29:07.078788] [INFO ] [LOCAL     ] Saved forecast: PAA	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/PAA.txt
[2025-12-08T20:29:07.078914] [INFO ] [sig       ] [2462/3624] Completed PAA in 0.3s | 2.92 sym/s | Total: 14.0m | ETA: 6.6m
[2025-12-08T20:29:07.078952] [INFO ] [sig       ] [2463/3624] Forecasting PAAS...
[2025-12-08T20:29:07.078981] [INFO ] [sig       ] Generating forecast for: PAAS
[2025-12-08T20:29:07.079009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAAS' from 'https://tdm.silogroup.org/data/derivative_storage/PAAS.csv'.
[2025-12-08T20:29:07.091417] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAAS'.
[2025-12-08T20:29:07.091818] [INFO ] [FORECASTER] Starting predict_future for PAAS
[2025-12-08T20:29:07.092626] [DEBUG] [LOCAL     ] No optimal features file found for PAAS: ./output/feature-sets/PAAS.txt
[2025-12-08T20:29:07.092676] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:07.092708] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:07.092734] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:07.092789] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:07.148752] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:07.149393] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:07.149469] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:07.149501] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:07.274120] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:07.274286] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:07.274324] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:07.274353] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:07.277731] [DEBUG] [FORECASTER] PAAS: Forecast T+1@11:T+2@11: UP (p=71.63%)
[2025-12-08T20:29:07.278016] [INFO ] [FORECASTER] Completed predict_future for PAAS
[2025-12-08T20:29:07.278142] [INFO ] [sig       ] PAAS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:29:07.417905] [INFO ] [LOCAL     ] Saved forecast: PAAS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/PAAS.txt
[2025-12-08T20:29:07.418033] [INFO ] [sig       ] [2463/3624] Completed PAAS in 0.3s | 2.92 sym/s | Total: 14.0m | ETA: 6.6m
[2025-12-08T20:29:07.418070] [INFO ] [sig       ] [2464/3624] Forecasting PAC...
[2025-12-08T20:29:07.418099] [INFO ] [sig       ] Generating forecast for: PAC
[2025-12-08T20:29:07.418128] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAC' from 'https://tdm.silogroup.org/data/derivative_storage/PAC.csv'.
[2025-12-08T20:29:07.429996] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAC'.
[2025-12-08T20:29:07.430339] [INFO ] [FORECASTER] Starting predict_future for PAC
[2025-12-08T20:29:07.431124] [DEBUG] [LOCAL     ] No optimal features file found for PAC: ./output/feature-sets/PAC.txt
[2025-12-08T20:29:07.431174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:07.431230] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:07.431258] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:07.431313] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:07.488511] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:07.489230] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:07.489320] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:07.489356] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:07.613588] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:07.613760] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:07.613799] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:07.613828] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:07.617250] [DEBUG] [FORECASTER] PAC: Forecast T+1@11:T+2@11: DOWN (p=28.80%)
[2025-12-08T20:29:07.617554] [INFO ] [FORECASTER] Completed predict_future for PAC
[2025-12-08T20:29:07.617702] [INFO ] [sig       ] PAC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:29:07.757259] [INFO ] [LOCAL     ] Saved forecast: PAC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/PAC.txt
[2025-12-08T20:29:07.757380] [INFO ] [sig       ] [2464/3624] Completed PAC in 0.3s | 2.92 sym/s | Total: 14.1m | ETA: 6.6m
[2025-12-08T20:29:07.757433] [INFO ] [sig       ] [2465/3624] Forecasting PACB...
[2025-12-08T20:29:07.757464] [INFO ] [sig       ] Generating forecast for: PACB
[2025-12-08T20:29:07.757493] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PACB' from 'https://tdm.silogroup.org/data/derivative_storage/PACB.csv'.
[2025-12-08T20:29:07.769476] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PACB'.
[2025-12-08T20:29:07.769852] [INFO ] [FORECASTER] Starting predict_future for PACB
[2025-12-08T20:29:07.770621] [DEBUG] [LOCAL     ] No optimal features file found for PACB: ./output/feature-sets/PACB.txt
[2025-12-08T20:29:07.770671] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:07.770705] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:07.770732] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:07.770787] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:07.827441] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:07.828117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:07.828194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:07.828226] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:07.944856] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:07.945007] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:07.945044] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:07.945072] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:07.948343] [DEBUG] [FORECASTER] PACB: Forecast T+1@11:T+2@11: DOWN (p=1.21%)
[2025-12-08T20:29:07.948616] [INFO ] [FORECASTER] Completed predict_future for PACB
[2025-12-08T20:29:07.948732] [INFO ] [sig       ] PACB: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:29:08.088212] [INFO ] [LOCAL     ] Saved forecast: PACB	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/PACB.txt
[2025-12-08T20:29:08.088348] [INFO ] [sig       ] [2465/3624] Completed PACB in 0.3s | 2.92 sym/s | Total: 14.1m | ETA: 6.6m
[2025-12-08T20:29:08.088387] [INFO ] [sig       ] [2466/3624] Forecasting PACK...
[2025-12-08T20:29:08.088423] [INFO ] [sig       ] Generating forecast for: PACK
[2025-12-08T20:29:08.088452] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PACK' from 'https://tdm.silogroup.org/data/derivative_storage/PACK.csv'.
[2025-12-08T20:29:08.100106] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PACK'.
[2025-12-08T20:29:08.100449] [INFO ] [FORECASTER] Starting predict_future for PACK
[2025-12-08T20:29:08.101247] [DEBUG] [LOCAL     ] No optimal features file found for PACK: ./output/feature-sets/PACK.txt
[2025-12-08T20:29:08.101298] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:08.101331] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:08.101358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:08.101416] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:08.159556] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:08.160232] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:08.160324] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:08.160356] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:08.282339] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:08.282492] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:08.282529] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:08.282557] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:08.285820] [DEBUG] [FORECASTER] PACK: Forecast T+1@11:T+2@11: UP (p=91.70%)
[2025-12-08T20:29:08.286084] [INFO ] [FORECASTER] Completed predict_future for PACK
[2025-12-08T20:29:08.286201] [INFO ] [sig       ] PACK: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:29:08.428091] [INFO ] [LOCAL     ] Saved forecast: PACK	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/PACK.txt
[2025-12-08T20:29:08.428228] [INFO ] [sig       ] [2466/3624] Completed PACK in 0.3s | 2.92 sym/s | Total: 14.1m | ETA: 6.6m
[2025-12-08T20:29:08.428274] [INFO ] [sig       ] [2467/3624] Forecasting PAGP...
[2025-12-08T20:29:08.428312] [INFO ] [sig       ] Generating forecast for: PAGP
[2025-12-08T20:29:08.428348] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAGP' from 'https://tdm.silogroup.org/data/derivative_storage/PAGP.csv'.
[2025-12-08T20:29:08.440191] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAGP'.
[2025-12-08T20:29:08.440539] [INFO ] [FORECASTER] Starting predict_future for PAGP
[2025-12-08T20:29:08.441387] [DEBUG] [LOCAL     ] No optimal features file found for PAGP: ./output/feature-sets/PAGP.txt
[2025-12-08T20:29:08.441442] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:08.441475] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:08.441502] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:08.441560] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:08.499887] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:08.500629] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:08.500708] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:08.500740] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:08.623650] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:08.623798] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:08.623835] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:08.623892] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:08.627203] [DEBUG] [FORECASTER] PAGP: Forecast T+1@11:T+2@11: UP (p=91.23%)
[2025-12-08T20:29:08.627479] [INFO ] [FORECASTER] Completed predict_future for PAGP
[2025-12-08T20:29:08.627619] [INFO ] [sig       ] PAGP: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:29:08.768416] [INFO ] [LOCAL     ] Saved forecast: PAGP	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/PAGP.txt
[2025-12-08T20:29:08.768548] [INFO ] [sig       ] [2467/3624] Completed PAGP in 0.3s | 2.92 sym/s | Total: 14.1m | ETA: 6.6m
[2025-12-08T20:29:08.768604] [INFO ] [sig       ] [2468/3624] Forecasting PAGS...
[2025-12-08T20:29:08.768635] [INFO ] [sig       ] Generating forecast for: PAGS
[2025-12-08T20:29:08.768665] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAGS' from 'https://tdm.silogroup.org/data/derivative_storage/PAGS.csv'.
[2025-12-08T20:29:08.780131] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAGS'.
[2025-12-08T20:29:08.780480] [INFO ] [FORECASTER] Starting predict_future for PAGS
[2025-12-08T20:29:08.781253] [DEBUG] [LOCAL     ] No optimal features file found for PAGS: ./output/feature-sets/PAGS.txt
[2025-12-08T20:29:08.781302] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:08.781332] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:08.781358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:08.781413] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:08.839970] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:08.840815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:08.840894] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:08.840927] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:08.964656] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:08.964806] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:08.964843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:08.964871] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:08.968339] [DEBUG] [FORECASTER] PAGS: Forecast T+1@11:T+2@11: DOWN (p=4.52%)
[2025-12-08T20:29:08.968615] [INFO ] [FORECASTER] Completed predict_future for PAGS
[2025-12-08T20:29:08.968737] [INFO ] [sig       ] PAGS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:29:09.107972] [INFO ] [LOCAL     ] Saved forecast: PAGS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/PAGS.txt
[2025-12-08T20:29:09.108101] [INFO ] [sig       ] [2468/3624] Completed PAGS in 0.3s | 2.92 sym/s | Total: 14.1m | ETA: 6.6m
[2025-12-08T20:29:09.108140] [INFO ] [sig       ] [2469/3624] Forecasting PAHC...
[2025-12-08T20:29:09.108170] [INFO ] [sig       ] Generating forecast for: PAHC
[2025-12-08T20:29:09.108204] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAHC' from 'https://tdm.silogroup.org/data/derivative_storage/PAHC.csv'.
[2025-12-08T20:29:09.120202] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAHC'.
[2025-12-08T20:29:09.120551] [INFO ] [FORECASTER] Starting predict_future for PAHC
[2025-12-08T20:29:09.121345] [DEBUG] [LOCAL     ] No optimal features file found for PAHC: ./output/feature-sets/PAHC.txt
[2025-12-08T20:29:09.121395] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:09.121427] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:09.121454] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:09.121512] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:09.181943] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:09.182768] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:09.182846] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:09.182879] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:09.298350] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:09.298499] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:09.298538] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:09.298612] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:09.301895] [DEBUG] [FORECASTER] PAHC: Forecast T+1@11:T+2@11: UP (p=88.46%)
[2025-12-08T20:29:09.302157] [INFO ] [FORECASTER] Completed predict_future for PAHC
[2025-12-08T20:29:09.302277] [INFO ] [sig       ] PAHC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:29:09.449373] [INFO ] [LOCAL     ] Saved forecast: PAHC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/PAHC.txt
[2025-12-08T20:29:09.449548] [INFO ] [sig       ] [2469/3624] Completed PAHC in 0.3s | 2.92 sym/s | Total: 14.1m | ETA: 6.6m
[2025-12-08T20:29:09.449628] [INFO ] [sig       ] [2470/3624] Forecasting PAL...
[2025-12-08T20:29:09.449669] [INFO ] [sig       ] Generating forecast for: PAL
[2025-12-08T20:29:09.449716] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAL' from 'https://tdm.silogroup.org/data/derivative_storage/PAL.csv'.
[2025-12-08T20:29:09.461954] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAL'.
[2025-12-08T20:29:09.462319] [INFO ] [FORECASTER] Starting predict_future for PAL
[2025-12-08T20:29:09.463141] [DEBUG] [LOCAL     ] No optimal features file found for PAL: ./output/feature-sets/PAL.txt
[2025-12-08T20:29:09.463190] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:09.463222] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:09.463248] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:09.463303] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:09.518172] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:09.518989] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:09.519070] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:09.519101] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:09.633204] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:09.633367] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:09.633410] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:09.633438] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:09.636812] [DEBUG] [FORECASTER] PAL: Forecast T+1@11:T+2@11: DOWN (p=28.55%)
[2025-12-08T20:29:09.637079] [INFO ] [FORECASTER] Completed predict_future for PAL
[2025-12-08T20:29:09.637204] [INFO ] [sig       ] PAL: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:29:09.778871] [INFO ] [LOCAL     ] Saved forecast: PAL	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/PAL.txt
[2025-12-08T20:29:09.779023] [INFO ] [sig       ] [2470/3624] Completed PAL in 0.3s | 2.92 sym/s | Total: 14.1m | ETA: 6.6m
[2025-12-08T20:29:09.779063] [INFO ] [sig       ] [2471/3624] Forecasting PAM...
[2025-12-08T20:29:09.779092] [INFO ] [sig       ] Generating forecast for: PAM
[2025-12-08T20:29:09.779121] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAM' from 'https://tdm.silogroup.org/data/derivative_storage/PAM.csv'.
[2025-12-08T20:29:09.791476] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAM'.
[2025-12-08T20:29:09.791829] [INFO ] [FORECASTER] Starting predict_future for PAM
[2025-12-08T20:29:09.792606] [DEBUG] [LOCAL     ] No optimal features file found for PAM: ./output/feature-sets/PAM.txt
[2025-12-08T20:29:09.792655] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:09.792686] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:09.792712] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:09.792767] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:09.848027] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:09.848707] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:09.848781] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:09.848825] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:09.969250] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:09.969420] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:09.969460] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:09.969487] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:09.972981] [DEBUG] [FORECASTER] PAM: Forecast T+1@11:T+2@11: DOWN (p=15.32%)
[2025-12-08T20:29:09.973257] [INFO ] [FORECASTER] Completed predict_future for PAM
[2025-12-08T20:29:09.973383] [INFO ] [sig       ] PAM: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:29:10.110533] [INFO ] [LOCAL     ] Saved forecast: PAM	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/PAM.txt
[2025-12-08T20:29:10.110705] [INFO ] [sig       ] [2471/3624] Completed PAM in 0.3s | 2.92 sym/s | Total: 14.1m | ETA: 6.6m
[2025-12-08T20:29:10.110748] [INFO ] [sig       ] [2472/3624] Forecasting PANL...
[2025-12-08T20:29:10.110777] [INFO ] [sig       ] Generating forecast for: PANL
[2025-12-08T20:29:10.110806] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PANL' from 'https://tdm.silogroup.org/data/derivative_storage/PANL.csv'.
[2025-12-08T20:29:10.122407] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PANL'.
[2025-12-08T20:29:10.122782] [INFO ] [FORECASTER] Starting predict_future for PANL
[2025-12-08T20:29:10.123555] [DEBUG] [LOCAL     ] No optimal features file found for PANL: ./output/feature-sets/PANL.txt
[2025-12-08T20:29:10.123621] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:10.123654] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:10.123680] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:10.123736] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:10.181654] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:10.182505] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:10.182606] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:10.182642] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:10.300029] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:10.300177] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:10.300216] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:10.300243] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:10.303504] [DEBUG] [FORECASTER] PANL: Forecast T+1@11:T+2@11: UP (p=84.12%)
[2025-12-08T20:29:10.303783] [INFO ] [FORECASTER] Completed predict_future for PANL
[2025-12-08T20:29:10.303902] [INFO ] [sig       ] PANL: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:29:10.450056] [INFO ] [LOCAL     ] Saved forecast: PANL	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/PANL.txt
[2025-12-08T20:29:10.450218] [INFO ] [sig       ] [2472/3624] Completed PANL in 0.3s | 2.92 sym/s | Total: 14.1m | ETA: 6.6m
[2025-12-08T20:29:10.450263] [INFO ] [sig       ] [2473/3624] Forecasting PASG...
[2025-12-08T20:29:10.450294] [INFO ] [sig       ] Generating forecast for: PASG
[2025-12-08T20:29:10.450323] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PASG' from 'https://tdm.silogroup.org/data/derivative_storage/PASG.csv'.
[2025-12-08T20:29:10.462171] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PASG'.
[2025-12-08T20:29:10.462525] [INFO ] [FORECASTER] Starting predict_future for PASG
[2025-12-08T20:29:10.463326] [DEBUG] [LOCAL     ] No optimal features file found for PASG: ./output/feature-sets/PASG.txt
[2025-12-08T20:29:10.463376] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:10.463409] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:10.463446] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:10.463504] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:10.521851] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:10.522693] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:10.522772] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:10.522805] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:10.639318] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:10.639470] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:10.639509] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:10.639538] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:10.642853] [DEBUG] [FORECASTER] PASG: Forecast T+1@11:T+2@11: DOWN (p=20.55%)
[2025-12-08T20:29:10.643130] [INFO ] [FORECASTER] Completed predict_future for PASG
[2025-12-08T20:29:10.643256] [INFO ] [sig       ] PASG: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:29:10.785714] [INFO ] [LOCAL     ] Saved forecast: PASG	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/PASG.txt
[2025-12-08T20:29:10.785872] [INFO ] [sig       ] [2473/3624] Completed PASG in 0.3s | 2.92 sym/s | Total: 14.1m | ETA: 6.6m
[2025-12-08T20:29:10.785913] [INFO ] [sig       ] [2474/3624] Forecasting PATH...
[2025-12-08T20:29:10.785941] [INFO ] [sig       ] Generating forecast for: PATH
[2025-12-08T20:29:10.785969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PATH' from 'https://tdm.silogroup.org/data/derivative_storage/PATH.csv'.
[2025-12-08T20:29:10.799061] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PATH'.
[2025-12-08T20:29:10.799460] [INFO ] [FORECASTER] Starting predict_future for PATH
[2025-12-08T20:29:10.800240] [DEBUG] [LOCAL     ] No optimal features file found for PATH: ./output/feature-sets/PATH.txt
[2025-12-08T20:29:10.800289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:10.800320] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:10.800346] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:10.800399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:10.856081] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:10.856917] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:10.857024] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:10.857056] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:10.978458] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:10.978627] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:10.978666] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:10.978694] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:10.981991] [DEBUG] [FORECASTER] PATH: Forecast T+1@11:T+2@11: DOWN (p=35.61%)
[2025-12-08T20:29:10.982267] [INFO ] [FORECASTER] Completed predict_future for PATH
[2025-12-08T20:29:10.982392] [INFO ] [sig       ] PATH: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:29:11.118512] [INFO ] [LOCAL     ] Saved forecast: PATH	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/PATH.txt
[2025-12-08T20:29:11.118677] [INFO ] [sig       ] [2474/3624] Completed PATH in 0.3s | 2.92 sym/s | Total: 14.1m | ETA: 6.6m
[2025-12-08T20:29:11.118719] [INFO ] [sig       ] [2475/3624] Forecasting PATK...
[2025-12-08T20:29:11.118748] [INFO ] [sig       ] Generating forecast for: PATK
[2025-12-08T20:29:11.118777] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PATK' from 'https://tdm.silogroup.org/data/derivative_storage/PATK.csv'.
[2025-12-08T20:29:11.130819] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PATK'.
[2025-12-08T20:29:11.131168] [INFO ] [FORECASTER] Starting predict_future for PATK
[2025-12-08T20:29:11.131974] [DEBUG] [LOCAL     ] No optimal features file found for PATK: ./output/feature-sets/PATK.txt
[2025-12-08T20:29:11.132022] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:11.132052] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:11.132077] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:11.132131] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:11.186836] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:11.187589] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:11.187664] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:11.187696] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:11.300846] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:11.300998] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:11.301035] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:11.301063] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:11.304287] [DEBUG] [FORECASTER] PATK: Forecast T+1@11:T+2@11: DOWN (p=8.95%)
[2025-12-08T20:29:11.304544] [INFO ] [FORECASTER] Completed predict_future for PATK
[2025-12-08T20:29:11.304681] [INFO ] [sig       ] PATK: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:29:11.441047] [INFO ] [LOCAL     ] Saved forecast: PATK	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/PATK.txt
[2025-12-08T20:29:11.441189] [INFO ] [sig       ] [2475/3624] Completed PATK in 0.3s | 2.92 sym/s | Total: 14.1m | ETA: 6.6m
[2025-12-08T20:29:11.441228] [INFO ] [sig       ] [2476/3624] Forecasting PAX...
[2025-12-08T20:29:11.441258] [INFO ] [sig       ] Generating forecast for: PAX
[2025-12-08T20:29:11.441288] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAX' from 'https://tdm.silogroup.org/data/derivative_storage/PAX.csv'.
[2025-12-08T20:29:11.453540] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAX'.
[2025-12-08T20:29:11.453922] [INFO ] [FORECASTER] Starting predict_future for PAX
[2025-12-08T20:29:11.454713] [DEBUG] [LOCAL     ] No optimal features file found for PAX: ./output/feature-sets/PAX.txt
[2025-12-08T20:29:11.454761] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:11.454791] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:11.454817] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:11.454872] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:11.510488] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:11.511274] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:11.511356] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:11.511389] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:11.636447] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:11.636614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:11.636655] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:11.636683] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:11.640021] [DEBUG] [FORECASTER] PAX: Forecast T+1@11:T+2@11: DOWN (p=30.25%)
[2025-12-08T20:29:11.640334] [INFO ] [FORECASTER] Completed predict_future for PAX
[2025-12-08T20:29:11.640478] [INFO ] [sig       ] PAX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:29:11.785850] [INFO ] [LOCAL     ] Saved forecast: PAX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/PAX.txt
[2025-12-08T20:29:11.786004] [INFO ] [sig       ] [2476/3624] Completed PAX in 0.3s | 2.92 sym/s | Total: 14.1m | ETA: 6.5m
[2025-12-08T20:29:11.786042] [INFO ] [sig       ] [2477/3624] Forecasting PAXS...
[2025-12-08T20:29:11.786072] [INFO ] [sig       ] Generating forecast for: PAXS
[2025-12-08T20:29:11.786110] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAXS' from 'https://tdm.silogroup.org/data/derivative_storage/PAXS.csv'.
[2025-12-08T20:29:11.800170] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAXS'.
[2025-12-08T20:29:11.800567] [INFO ] [FORECASTER] Starting predict_future for PAXS
[2025-12-08T20:29:11.801357] [DEBUG] [LOCAL     ] No optimal features file found for PAXS: ./output/feature-sets/PAXS.txt
[2025-12-08T20:29:11.801405] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:11.801436] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:11.801462] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:11.801516] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:11.857850] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:11.858561] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:11.858654] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:11.858686] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:11.974319] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:11.974465] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:11.974501] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:11.974529] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:11.977886] [DEBUG] [FORECASTER] PAXS: Forecast T+1@11:T+2@11: DOWN (p=14.37%)
[2025-12-08T20:29:11.978143] [INFO ] [FORECASTER] Completed predict_future for PAXS
[2025-12-08T20:29:11.978256] [INFO ] [sig       ] PAXS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:29:12.117982] [INFO ] [LOCAL     ] Saved forecast: PAXS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/PAXS.txt
[2025-12-08T20:29:12.118142] [INFO ] [sig       ] [2477/3624] Completed PAXS in 0.3s | 2.92 sym/s | Total: 14.1m | ETA: 6.5m
[2025-12-08T20:29:12.118181] [INFO ] [sig       ] [2478/3624] Forecasting PAY...
[2025-12-08T20:29:12.118210] [INFO ] [sig       ] Generating forecast for: PAY
[2025-12-08T20:29:12.118240] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAY' from 'https://tdm.silogroup.org/data/derivative_storage/PAY.csv'.
[2025-12-08T20:29:12.130127] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAY'.
[2025-12-08T20:29:12.130470] [INFO ] [FORECASTER] Starting predict_future for PAY
[2025-12-08T20:29:12.131240] [DEBUG] [LOCAL     ] No optimal features file found for PAY: ./output/feature-sets/PAY.txt
[2025-12-08T20:29:12.131291] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:12.131324] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:12.131350] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:12.131404] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:12.186630] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:12.187450] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:12.187527] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:12.187558] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:12.304836] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:12.304990] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:12.305030] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:12.305057] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:12.308350] [DEBUG] [FORECASTER] PAY: Forecast T+1@11:T+2@11: DOWN (p=38.15%)
[2025-12-08T20:29:12.308625] [INFO ] [FORECASTER] Completed predict_future for PAY
[2025-12-08T20:29:12.308744] [INFO ] [sig       ] PAY: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:29:12.445320] [INFO ] [LOCAL     ] Saved forecast: PAY	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/PAY.txt
[2025-12-08T20:29:12.445470] [INFO ] [sig       ] [2478/3624] Completed PAY in 0.3s | 2.92 sym/s | Total: 14.1m | ETA: 6.5m
[2025-12-08T20:29:12.445509] [INFO ] [sig       ] [2479/3624] Forecasting PAYC...
[2025-12-08T20:29:12.445538] [INFO ] [sig       ] Generating forecast for: PAYC
[2025-12-08T20:29:12.445566] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAYC' from 'https://tdm.silogroup.org/data/derivative_storage/PAYC.csv'.
[2025-12-08T20:29:12.458544] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAYC'.
[2025-12-08T20:29:12.458925] [INFO ] [FORECASTER] Starting predict_future for PAYC
[2025-12-08T20:29:12.459736] [DEBUG] [LOCAL     ] No optimal features file found for PAYC: ./output/feature-sets/PAYC.txt
[2025-12-08T20:29:12.459784] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:12.459814] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:12.459839] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:12.459893] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:12.515670] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:12.516339] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:12.516413] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:12.516443] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:12.634221] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:12.634373] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:12.634410] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:12.634437] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:12.637777] [DEBUG] [FORECASTER] PAYC: Forecast T+1@11:T+2@11: UP (p=60.76%)
[2025-12-08T20:29:12.638033] [INFO ] [FORECASTER] Completed predict_future for PAYC
[2025-12-08T20:29:12.638149] [INFO ] [sig       ] PAYC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:29:12.776355] [INFO ] [LOCAL     ] Saved forecast: PAYC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/PAYC.txt
[2025-12-08T20:29:12.776464] [INFO ] [sig       ] [2479/3624] Completed PAYC in 0.3s | 2.92 sym/s | Total: 14.1m | ETA: 6.5m
[2025-12-08T20:29:12.776501] [INFO ] [sig       ] [2480/3624] Forecasting PAYO...
[2025-12-08T20:29:12.776529] [INFO ] [sig       ] Generating forecast for: PAYO
[2025-12-08T20:29:12.776558] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAYO' from 'https://tdm.silogroup.org/data/derivative_storage/PAYO.csv'.
[2025-12-08T20:29:12.788767] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAYO'.
[2025-12-08T20:29:12.789089] [INFO ] [FORECASTER] Starting predict_future for PAYO
[2025-12-08T20:29:12.789858] [DEBUG] [LOCAL     ] No optimal features file found for PAYO: ./output/feature-sets/PAYO.txt
[2025-12-08T20:29:12.789907] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:12.789937] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:12.789963] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:12.790018] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:12.845323] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:12.845959] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:12.846033] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:12.846064] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:12.967941] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:12.968084] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:12.968119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:12.968147] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:12.971382] [DEBUG] [FORECASTER] PAYO: Forecast T+1@11:T+2@11: DOWN (p=3.46%)
[2025-12-08T20:29:12.971658] [INFO ] [FORECASTER] Completed predict_future for PAYO
[2025-12-08T20:29:12.971776] [INFO ] [sig       ] PAYO: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:29:13.108240] [INFO ] [LOCAL     ] Saved forecast: PAYO	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/PAYO.txt
[2025-12-08T20:29:13.108360] [INFO ] [sig       ] [2480/3624] Completed PAYO in 0.3s | 2.92 sym/s | Total: 14.1m | ETA: 6.5m
[2025-12-08T20:29:13.108397] [INFO ] [sig       ] [2481/3624] Forecasting PAYS...
[2025-12-08T20:29:13.108425] [INFO ] [sig       ] Generating forecast for: PAYS
[2025-12-08T20:29:13.108453] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAYS' from 'https://tdm.silogroup.org/data/derivative_storage/PAYS.csv'.
[2025-12-08T20:29:13.120049] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAYS'.
[2025-12-08T20:29:13.120387] [INFO ] [FORECASTER] Starting predict_future for PAYS
[2025-12-08T20:29:13.121168] [DEBUG] [LOCAL     ] No optimal features file found for PAYS: ./output/feature-sets/PAYS.txt
[2025-12-08T20:29:13.121217] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:13.121270] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:13.121298] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:13.121353] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:13.176415] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:13.177014] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:13.177086] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:13.177117] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:13.292999] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:13.293150] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:13.293186] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:13.293215] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:13.296450] [DEBUG] [FORECASTER] PAYS: Forecast T+1@11:T+2@11: DOWN (p=17.14%)
[2025-12-08T20:29:13.296733] [INFO ] [FORECASTER] Completed predict_future for PAYS
[2025-12-08T20:29:13.296852] [INFO ] [sig       ] PAYS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:29:13.434133] [INFO ] [LOCAL     ] Saved forecast: PAYS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/PAYS.txt
[2025-12-08T20:29:13.434250] [INFO ] [sig       ] [2481/3624] Completed PAYS in 0.3s | 2.92 sym/s | Total: 14.1m | ETA: 6.5m
[2025-12-08T20:29:13.434288] [INFO ] [sig       ] [2482/3624] Forecasting PAYX...
[2025-12-08T20:29:13.434316] [INFO ] [sig       ] Generating forecast for: PAYX
[2025-12-08T20:29:13.434345] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAYX' from 'https://tdm.silogroup.org/data/derivative_storage/PAYX.csv'.
[2025-12-08T20:29:13.446494] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAYX'.
[2025-12-08T20:29:13.446825] [INFO ] [FORECASTER] Starting predict_future for PAYX
[2025-12-08T20:29:13.447614] [DEBUG] [LOCAL     ] No optimal features file found for PAYX: ./output/feature-sets/PAYX.txt
[2025-12-08T20:29:13.447663] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:13.447693] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:13.447719] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:13.447774] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:13.504194] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:13.504769] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:13.504840] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:13.504871] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:13.621975] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:13.622098] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:13.622135] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:13.622162] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:13.625369] [DEBUG] [FORECASTER] PAYX: Forecast T+1@11:T+2@11: UP (p=82.89%)
[2025-12-08T20:29:13.625662] [INFO ] [FORECASTER] Completed predict_future for PAYX
[2025-12-08T20:29:13.625779] [INFO ] [sig       ] PAYX: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:29:13.767255] [INFO ] [LOCAL     ] Saved forecast: PAYX	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/PAYX.txt
[2025-12-08T20:29:13.767363] [INFO ] [sig       ] [2482/3624] Completed PAYX in 0.3s | 2.92 sym/s | Total: 14.2m | ETA: 6.5m
[2025-12-08T20:29:13.767454] [INFO ] [sig       ] [2483/3624] Forecasting PB...
[2025-12-08T20:29:13.767512] [INFO ] [sig       ] Generating forecast for: PB
[2025-12-08T20:29:13.767546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PB' from 'https://tdm.silogroup.org/data/derivative_storage/PB.csv'.
[2025-12-08T20:29:13.779390] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PB'.
[2025-12-08T20:29:13.779727] [INFO ] [FORECASTER] Starting predict_future for PB
[2025-12-08T20:29:13.780511] [DEBUG] [LOCAL     ] No optimal features file found for PB: ./output/feature-sets/PB.txt
[2025-12-08T20:29:13.780561] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:13.780613] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:13.780641] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:13.780697] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:13.838610] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:13.839195] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:13.839268] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:13.839304] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:13.961650] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:13.961775] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:13.961810] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:13.961837] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:13.965026] [DEBUG] [FORECASTER] PB: Forecast T+1@11:T+2@11: UP (p=52.06%)
[2025-12-08T20:29:13.965282] [INFO ] [FORECASTER] Completed predict_future for PB
[2025-12-08T20:29:13.965397] [INFO ] [sig       ] PB: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:29:14.103293] [INFO ] [LOCAL     ] Saved forecast: PB	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/PB.txt
[2025-12-08T20:29:14.103415] [INFO ] [sig       ] [2483/3624] Completed PB in 0.3s | 2.92 sym/s | Total: 14.2m | ETA: 6.5m
[2025-12-08T20:29:14.103459] [INFO ] [sig       ] [2484/3624] Forecasting PBA...
[2025-12-08T20:29:14.103494] [INFO ] [sig       ] Generating forecast for: PBA
[2025-12-08T20:29:14.103526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBA' from 'https://tdm.silogroup.org/data/derivative_storage/PBA.csv'.
[2025-12-08T20:29:14.115315] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBA'.
[2025-12-08T20:29:14.115667] [INFO ] [FORECASTER] Starting predict_future for PBA
[2025-12-08T20:29:14.116415] [DEBUG] [LOCAL     ] No optimal features file found for PBA: ./output/feature-sets/PBA.txt
[2025-12-08T20:29:14.116463] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:14.116493] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:14.116519] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:14.116591] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:14.172814] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:14.173394] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:14.173479] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:14.173516] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:14.292679] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:14.292763] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:14.292796] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:14.292844] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:14.295912] [DEBUG] [FORECASTER] PBA: Forecast T+1@11:T+2@11: DOWN (p=12.28%)
[2025-12-08T20:29:14.296166] [INFO ] [FORECASTER] Completed predict_future for PBA
[2025-12-08T20:29:14.296285] [INFO ] [sig       ] PBA: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:29:14.435024] [INFO ] [LOCAL     ] Saved forecast: PBA	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/PBA.txt
[2025-12-08T20:29:14.435128] [INFO ] [sig       ] [2484/3624] Completed PBA in 0.3s | 2.92 sym/s | Total: 14.2m | ETA: 6.5m
[2025-12-08T20:29:14.435164] [INFO ] [sig       ] [2485/3624] Forecasting PBF...
[2025-12-08T20:29:14.435193] [INFO ] [sig       ] Generating forecast for: PBF
[2025-12-08T20:29:14.435222] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBF' from 'https://tdm.silogroup.org/data/derivative_storage/PBF.csv'.
[2025-12-08T20:29:14.448404] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBF'.
[2025-12-08T20:29:14.448825] [INFO ] [FORECASTER] Starting predict_future for PBF
[2025-12-08T20:29:14.449690] [DEBUG] [LOCAL     ] No optimal features file found for PBF: ./output/feature-sets/PBF.txt
[2025-12-08T20:29:14.449741] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:14.449774] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:14.449800] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:14.449856] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:14.511335] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:14.512269] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:14.512351] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:14.512389] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:14.636307] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:14.636477] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:14.636517] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:14.636545] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:14.640040] [DEBUG] [FORECASTER] PBF: Forecast T+1@11:T+2@11: DOWN (p=0.86%)
[2025-12-08T20:29:14.640314] [INFO ] [FORECASTER] Completed predict_future for PBF
[2025-12-08T20:29:14.640461] [INFO ] [sig       ] PBF: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:29:14.781539] [INFO ] [LOCAL     ] Saved forecast: PBF	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/PBF.txt
[2025-12-08T20:29:14.781692] [INFO ] [sig       ] [2485/3624] Completed PBF in 0.3s | 2.92 sym/s | Total: 14.2m | ETA: 6.5m
[2025-12-08T20:29:14.781731] [INFO ] [sig       ] [2486/3624] Forecasting PBFS...
[2025-12-08T20:29:14.781759] [INFO ] [sig       ] Generating forecast for: PBFS
[2025-12-08T20:29:14.781789] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBFS' from 'https://tdm.silogroup.org/data/derivative_storage/PBFS.csv'.
[2025-12-08T20:29:14.795036] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBFS'.
[2025-12-08T20:29:14.795407] [INFO ] [FORECASTER] Starting predict_future for PBFS
[2025-12-08T20:29:14.796217] [DEBUG] [LOCAL     ] No optimal features file found for PBFS: ./output/feature-sets/PBFS.txt
[2025-12-08T20:29:14.796278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:14.796309] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:14.796340] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:14.796407] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:14.853212] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:14.853928] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:14.854003] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:14.854035] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:14.958003] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:14.958166] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:14.958207] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:14.958235] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:14.961640] [DEBUG] [FORECASTER] PBFS: Forecast T+1@11:T+2@11: UP (p=64.01%)
[2025-12-08T20:29:14.961907] [INFO ] [FORECASTER] Completed predict_future for PBFS
[2025-12-08T20:29:14.962028] [INFO ] [sig       ] PBFS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:29:15.103343] [INFO ] [LOCAL     ] Saved forecast: PBFS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/PBFS.txt
[2025-12-08T20:29:15.103479] [INFO ] [sig       ] [2486/3624] Completed PBFS in 0.3s | 2.92 sym/s | Total: 14.2m | ETA: 6.5m
[2025-12-08T20:29:15.103518] [INFO ] [sig       ] [2487/3624] Forecasting PBH...
[2025-12-08T20:29:15.103546] [INFO ] [sig       ] Generating forecast for: PBH
[2025-12-08T20:29:15.103593] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBH' from 'https://tdm.silogroup.org/data/derivative_storage/PBH.csv'.
[2025-12-08T20:29:15.115361] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBH'.
[2025-12-08T20:29:15.115755] [INFO ] [FORECASTER] Starting predict_future for PBH
[2025-12-08T20:29:15.116536] [DEBUG] [LOCAL     ] No optimal features file found for PBH: ./output/feature-sets/PBH.txt
[2025-12-08T20:29:15.116611] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:15.116645] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:15.116673] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:15.116729] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:15.174514] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:15.175283] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:15.175361] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:15.175397] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:15.291782] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:15.291931] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:15.291970] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:15.291999] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:15.295384] [DEBUG] [FORECASTER] PBH: Forecast T+1@11:T+2@11: UP (p=90.58%)
[2025-12-08T20:29:15.295670] [INFO ] [FORECASTER] Completed predict_future for PBH
[2025-12-08T20:29:15.295798] [INFO ] [sig       ] PBH: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:29:15.435172] [INFO ] [LOCAL     ] Saved forecast: PBH	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/PBH.txt
[2025-12-08T20:29:15.435299] [INFO ] [sig       ] [2487/3624] Completed PBH in 0.3s | 2.92 sym/s | Total: 14.2m | ETA: 6.5m
[2025-12-08T20:29:15.435337] [INFO ] [sig       ] [2488/3624] Forecasting PBI...
[2025-12-08T20:29:15.435366] [INFO ] [sig       ] Generating forecast for: PBI
[2025-12-08T20:29:15.435394] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBI' from 'https://tdm.silogroup.org/data/derivative_storage/PBI.csv'.
[2025-12-08T20:29:15.447663] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBI'.
[2025-12-08T20:29:15.448019] [INFO ] [FORECASTER] Starting predict_future for PBI
[2025-12-08T20:29:15.448835] [DEBUG] [LOCAL     ] No optimal features file found for PBI: ./output/feature-sets/PBI.txt
[2025-12-08T20:29:15.448884] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:15.448916] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:15.448943] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:15.448997] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:15.505993] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:15.506665] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:15.506738] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:15.506769] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:15.624715] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:15.624860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:15.624896] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:15.624923] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:15.628187] [DEBUG] [FORECASTER] PBI: Forecast T+1@11:T+2@11: UP (p=93.01%)
[2025-12-08T20:29:15.628507] [INFO ] [FORECASTER] Completed predict_future for PBI
[2025-12-08T20:29:15.628653] [INFO ] [sig       ] PBI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:29:15.811271] [INFO ] [LOCAL     ] Saved forecast: PBI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/PBI.txt
[2025-12-08T20:29:15.811407] [INFO ] [sig       ] [2488/3624] Completed PBI in 0.4s | 2.92 sym/s | Total: 14.2m | ETA: 6.5m
[2025-12-08T20:29:15.811447] [INFO ] [sig       ] [2489/3624] Forecasting PBM...
[2025-12-08T20:29:15.811476] [INFO ] [sig       ] Generating forecast for: PBM
[2025-12-08T20:29:15.811505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBM' from 'https://tdm.silogroup.org/data/derivative_storage/PBM.csv'.
[2025-12-08T20:29:15.824245] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBM'.
[2025-12-08T20:29:15.824688] [INFO ] [FORECASTER] Starting predict_future for PBM
[2025-12-08T20:29:15.825502] [DEBUG] [LOCAL     ] No optimal features file found for PBM: ./output/feature-sets/PBM.txt
[2025-12-08T20:29:15.825555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:15.825623] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:15.825651] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:15.825707] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:15.880910] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:15.881527] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:15.881618] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:15.881650] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:15.998391] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:15.998492] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:15.998527] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:15.998555] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:16.001555] [DEBUG] [FORECASTER] PBM: Forecast T+1@11:T+2@11: UP (p=68.61%)
[2025-12-08T20:29:16.001822] [INFO ] [FORECASTER] Completed predict_future for PBM
[2025-12-08T20:29:16.001935] [INFO ] [sig       ] PBM: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:29:16.142878] [INFO ] [LOCAL     ] Saved forecast: PBM	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/PBM.txt
[2025-12-08T20:29:16.142988] [INFO ] [sig       ] [2489/3624] Completed PBM in 0.3s | 2.92 sym/s | Total: 14.2m | ETA: 6.5m
[2025-12-08T20:29:16.143032] [INFO ] [sig       ] [2490/3624] Forecasting PBYI...
[2025-12-08T20:29:16.143060] [INFO ] [sig       ] Generating forecast for: PBYI
[2025-12-08T20:29:16.143088] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBYI' from 'https://tdm.silogroup.org/data/derivative_storage/PBYI.csv'.
[2025-12-08T20:29:16.155991] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBYI'.
[2025-12-08T20:29:16.156357] [INFO ] [FORECASTER] Starting predict_future for PBYI
[2025-12-08T20:29:16.157194] [DEBUG] [LOCAL     ] No optimal features file found for PBYI: ./output/feature-sets/PBYI.txt
[2025-12-08T20:29:16.157243] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:16.157274] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:16.157298] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:16.157353] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:16.213858] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:16.214604] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:16.214684] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:16.214715] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:16.339115] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:16.339270] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:16.339309] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:16.339338] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:16.342725] [DEBUG] [FORECASTER] PBYI: Forecast T+1@11:T+2@11: UP (p=50.99%)
[2025-12-08T20:29:16.343007] [INFO ] [FORECASTER] Completed predict_future for PBYI
[2025-12-08T20:29:16.343134] [INFO ] [sig       ] PBYI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:29:16.484507] [INFO ] [LOCAL     ] Saved forecast: PBYI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/PBYI.txt
[2025-12-08T20:29:16.484684] [INFO ] [sig       ] [2490/3624] Completed PBYI in 0.3s | 2.92 sym/s | Total: 14.2m | ETA: 6.5m
[2025-12-08T20:29:16.484725] [INFO ] [sig       ] [2491/3624] Forecasting PCB...
[2025-12-08T20:29:16.484754] [INFO ] [sig       ] Generating forecast for: PCB
[2025-12-08T20:29:16.484783] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCB' from 'https://tdm.silogroup.org/data/derivative_storage/PCB.csv'.
[2025-12-08T20:29:16.497154] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCB'.
[2025-12-08T20:29:16.497567] [INFO ] [FORECASTER] Starting predict_future for PCB
[2025-12-08T20:29:16.498364] [DEBUG] [LOCAL     ] No optimal features file found for PCB: ./output/feature-sets/PCB.txt
[2025-12-08T20:29:16.498424] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:16.498462] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:16.498494] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:16.498558] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:16.555506] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:16.556352] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:16.556473] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:16.556506] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:16.670973] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:16.671127] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:16.671164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:16.671191] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:16.674466] [DEBUG] [FORECASTER] PCB: Forecast T+1@11:T+2@11: DOWN (p=4.12%)
[2025-12-08T20:29:16.674751] [INFO ] [FORECASTER] Completed predict_future for PCB
[2025-12-08T20:29:16.674887] [INFO ] [sig       ] PCB: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:29:16.812859] [INFO ] [LOCAL     ] Saved forecast: PCB	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/PCB.txt
[2025-12-08T20:29:16.813007] [INFO ] [sig       ] [2491/3624] Completed PCB in 0.3s | 2.92 sym/s | Total: 14.2m | ETA: 6.5m
[2025-12-08T20:29:16.813045] [INFO ] [sig       ] [2492/3624] Forecasting PCF...
[2025-12-08T20:29:16.813075] [INFO ] [sig       ] Generating forecast for: PCF
[2025-12-08T20:29:16.813105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCF' from 'https://tdm.silogroup.org/data/derivative_storage/PCF.csv'.
[2025-12-08T20:29:16.829396] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCF'.
[2025-12-08T20:29:16.829909] [INFO ] [FORECASTER] Starting predict_future for PCF
[2025-12-08T20:29:16.831045] [DEBUG] [LOCAL     ] No optimal features file found for PCF: ./output/feature-sets/PCF.txt
[2025-12-08T20:29:16.831114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:16.831160] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:16.831202] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:16.831287] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:16.904106] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:16.904981] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:16.905063] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:16.905097] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:17.027060] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:17.027211] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:17.027250] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:17.027278] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:17.030719] [DEBUG] [FORECASTER] PCF: Forecast T+1@11:T+2@11: UP (p=73.92%)
[2025-12-08T20:29:17.031011] [INFO ] [FORECASTER] Completed predict_future for PCF
[2025-12-08T20:29:17.031139] [INFO ] [sig       ] PCF: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:29:17.176098] [INFO ] [LOCAL     ] Saved forecast: PCF	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/PCF.txt
[2025-12-08T20:29:17.176247] [INFO ] [sig       ] [2492/3624] Completed PCF in 0.4s | 2.92 sym/s | Total: 14.2m | ETA: 6.5m
[2025-12-08T20:29:17.176286] [INFO ] [sig       ] [2493/3624] Forecasting PCG...
[2025-12-08T20:29:17.176315] [INFO ] [sig       ] Generating forecast for: PCG
[2025-12-08T20:29:17.176344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCG' from 'https://tdm.silogroup.org/data/derivative_storage/PCG.csv'.
[2025-12-08T20:29:17.188790] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCG'.
[2025-12-08T20:29:17.189172] [INFO ] [FORECASTER] Starting predict_future for PCG
[2025-12-08T20:29:17.190039] [DEBUG] [LOCAL     ] No optimal features file found for PCG: ./output/feature-sets/PCG.txt
[2025-12-08T20:29:17.190090] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:17.190121] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:17.190148] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:17.190204] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:17.249661] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:17.250526] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:17.250630] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:17.250665] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:17.375940] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:17.376096] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:17.376151] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:17.376179] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:17.379657] [DEBUG] [FORECASTER] PCG: Forecast T+1@11:T+2@11: DOWN (p=49.24%)
[2025-12-08T20:29:17.379986] [INFO ] [FORECASTER] Completed predict_future for PCG
[2025-12-08T20:29:17.380121] [INFO ] [sig       ] PCG: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:29:17.524655] [INFO ] [LOCAL     ] Saved forecast: PCG	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/PCG.txt
[2025-12-08T20:29:17.524801] [INFO ] [sig       ] [2493/3624] Completed PCG in 0.3s | 2.92 sym/s | Total: 14.2m | ETA: 6.4m
[2025-12-08T20:29:17.524840] [INFO ] [sig       ] [2494/3624] Forecasting PCH...
[2025-12-08T20:29:17.524870] [INFO ] [sig       ] Generating forecast for: PCH
[2025-12-08T20:29:17.524899] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCH' from 'https://tdm.silogroup.org/data/derivative_storage/PCH.csv'.
[2025-12-08T20:29:17.537136] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCH'.
[2025-12-08T20:29:17.537510] [INFO ] [FORECASTER] Starting predict_future for PCH
[2025-12-08T20:29:17.538287] [DEBUG] [LOCAL     ] No optimal features file found for PCH: ./output/feature-sets/PCH.txt
[2025-12-08T20:29:17.538336] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:17.538366] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:17.538392] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:17.538446] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:17.593321] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:17.593913] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:17.593986] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:17.594017] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:17.710424] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:17.710601] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:17.710641] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:17.710669] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:17.713923] [DEBUG] [FORECASTER] PCH: Forecast T+1@11:T+2@11: DOWN (p=17.75%)
[2025-12-08T20:29:17.714189] [INFO ] [FORECASTER] Completed predict_future for PCH
[2025-12-08T20:29:17.714306] [INFO ] [sig       ] PCH: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:29:17.853546] [INFO ] [LOCAL     ] Saved forecast: PCH	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/PCH.txt
[2025-12-08T20:29:17.853728] [INFO ] [sig       ] [2494/3624] Completed PCH in 0.3s | 2.92 sym/s | Total: 14.2m | ETA: 6.4m
[2025-12-08T20:29:17.853769] [INFO ] [sig       ] [2495/3624] Forecasting PCM...
[2025-12-08T20:29:17.853799] [INFO ] [sig       ] Generating forecast for: PCM
[2025-12-08T20:29:17.853828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCM' from 'https://tdm.silogroup.org/data/derivative_storage/PCM.csv'.
[2025-12-08T20:29:17.865406] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCM'.
[2025-12-08T20:29:17.865773] [INFO ] [FORECASTER] Starting predict_future for PCM
[2025-12-08T20:29:17.866527] [DEBUG] [LOCAL     ] No optimal features file found for PCM: ./output/feature-sets/PCM.txt
[2025-12-08T20:29:17.866595] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:17.866628] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:17.866654] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:17.866709] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:17.921402] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:17.922284] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:17.922382] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:17.922414] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:18.042494] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:18.042667] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:18.042707] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:18.042734] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:18.046356] [DEBUG] [FORECASTER] PCM: Forecast T+1@11:T+2@11: UP (p=97.30%)
[2025-12-08T20:29:18.046651] [INFO ] [FORECASTER] Completed predict_future for PCM
[2025-12-08T20:29:18.046777] [INFO ] [sig       ] PCM: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:29:18.184958] [INFO ] [LOCAL     ] Saved forecast: PCM	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/PCM.txt
[2025-12-08T20:29:18.185106] [INFO ] [sig       ] [2495/3624] Completed PCM in 0.3s | 2.92 sym/s | Total: 14.2m | ETA: 6.4m
[2025-12-08T20:29:18.185145] [INFO ] [sig       ] [2496/3624] Forecasting PCN...
[2025-12-08T20:29:18.185174] [INFO ] [sig       ] Generating forecast for: PCN
[2025-12-08T20:29:18.185203] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCN' from 'https://tdm.silogroup.org/data/derivative_storage/PCN.csv'.
[2025-12-08T20:29:18.197625] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCN'.
[2025-12-08T20:29:18.197988] [INFO ] [FORECASTER] Starting predict_future for PCN
[2025-12-08T20:29:18.198777] [DEBUG] [LOCAL     ] No optimal features file found for PCN: ./output/feature-sets/PCN.txt
[2025-12-08T20:29:18.198825] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:18.198856] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:18.198882] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:18.198936] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:18.253507] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:18.254272] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:18.254349] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:18.254379] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:18.374268] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:18.374418] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:18.374456] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:18.374483] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:18.377746] [DEBUG] [FORECASTER] PCN: Forecast T+1@11:T+2@11: UP (p=97.42%)
[2025-12-08T20:29:18.378002] [INFO ] [FORECASTER] Completed predict_future for PCN
[2025-12-08T20:29:18.378119] [INFO ] [sig       ] PCN: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:29:18.515568] [INFO ] [LOCAL     ] Saved forecast: PCN	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/PCN.txt
[2025-12-08T20:29:18.515725] [INFO ] [sig       ] [2496/3624] Completed PCN in 0.3s | 2.92 sym/s | Total: 14.2m | ETA: 6.4m
[2025-12-08T20:29:18.515764] [INFO ] [sig       ] [2497/3624] Forecasting PCQ...
[2025-12-08T20:29:18.515794] [INFO ] [sig       ] Generating forecast for: PCQ
[2025-12-08T20:29:18.515823] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCQ' from 'https://tdm.silogroup.org/data/derivative_storage/PCQ.csv'.
[2025-12-08T20:29:18.527102] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCQ'.
[2025-12-08T20:29:18.527438] [INFO ] [FORECASTER] Starting predict_future for PCQ
[2025-12-08T20:29:18.528226] [DEBUG] [LOCAL     ] No optimal features file found for PCQ: ./output/feature-sets/PCQ.txt
[2025-12-08T20:29:18.528275] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:18.528305] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:18.528341] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:18.528403] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:18.583538] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:18.584117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:18.584188] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:18.584219] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:18.697659] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:18.697813] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:18.697850] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:18.697879] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:18.701148] [DEBUG] [FORECASTER] PCQ: Forecast T+1@11:T+2@11: UP (p=88.65%)
[2025-12-08T20:29:18.701411] [INFO ] [FORECASTER] Completed predict_future for PCQ
[2025-12-08T20:29:18.701533] [INFO ] [sig       ] PCQ: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:29:18.838670] [INFO ] [LOCAL     ] Saved forecast: PCQ	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/PCQ.txt
[2025-12-08T20:29:18.838783] [INFO ] [sig       ] [2497/3624] Completed PCQ in 0.3s | 2.92 sym/s | Total: 14.2m | ETA: 6.4m
[2025-12-08T20:29:18.838820] [INFO ] [sig       ] [2498/3624] Forecasting PCRX...
[2025-12-08T20:29:18.838849] [INFO ] [sig       ] Generating forecast for: PCRX
[2025-12-08T20:29:18.838877] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCRX' from 'https://tdm.silogroup.org/data/derivative_storage/PCRX.csv'.
[2025-12-08T20:29:18.850349] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCRX'.
[2025-12-08T20:29:18.850686] [INFO ] [FORECASTER] Starting predict_future for PCRX
[2025-12-08T20:29:18.851438] [DEBUG] [LOCAL     ] No optimal features file found for PCRX: ./output/feature-sets/PCRX.txt
[2025-12-08T20:29:18.851486] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:18.851542] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:18.851592] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:18.851652] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:18.906894] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:18.907706] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:18.907780] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:18.907812] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:19.025601] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:19.025752] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:19.025790] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:19.025817] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:19.029055] [DEBUG] [FORECASTER] PCRX: Forecast T+1@11:T+2@11: UP (p=85.84%)
[2025-12-08T20:29:19.029310] [INFO ] [FORECASTER] Completed predict_future for PCRX
[2025-12-08T20:29:19.029427] [INFO ] [sig       ] PCRX: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:29:19.166397] [INFO ] [LOCAL     ] Saved forecast: PCRX	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/PCRX.txt
[2025-12-08T20:29:19.166522] [INFO ] [sig       ] [2498/3624] Completed PCRX in 0.3s | 2.92 sym/s | Total: 14.2m | ETA: 6.4m
[2025-12-08T20:29:19.166561] [INFO ] [sig       ] [2499/3624] Forecasting PCTY...
[2025-12-08T20:29:19.166609] [INFO ] [sig       ] Generating forecast for: PCTY
[2025-12-08T20:29:19.166640] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCTY' from 'https://tdm.silogroup.org/data/derivative_storage/PCTY.csv'.
[2025-12-08T20:29:19.178499] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCTY'.
[2025-12-08T20:29:19.178871] [INFO ] [FORECASTER] Starting predict_future for PCTY
[2025-12-08T20:29:19.179665] [DEBUG] [LOCAL     ] No optimal features file found for PCTY: ./output/feature-sets/PCTY.txt
[2025-12-08T20:29:19.179714] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:19.179745] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:19.179770] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:19.179824] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:19.234986] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:19.235621] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:19.235693] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:19.235724] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:19.355064] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:19.355214] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:19.355251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:19.355279] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:19.358513] [DEBUG] [FORECASTER] PCTY: Forecast T+1@11:T+2@11: DOWN (p=21.77%)
[2025-12-08T20:29:19.358787] [INFO ] [FORECASTER] Completed predict_future for PCTY
[2025-12-08T20:29:19.358905] [INFO ] [sig       ] PCTY: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:29:19.496208] [INFO ] [LOCAL     ] Saved forecast: PCTY	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/PCTY.txt
[2025-12-08T20:29:19.496328] [INFO ] [sig       ] [2499/3624] Completed PCTY in 0.3s | 2.92 sym/s | Total: 14.3m | ETA: 6.4m
[2025-12-08T20:29:19.496366] [INFO ] [sig       ] [2500/3624] Forecasting PCVX...
[2025-12-08T20:29:19.496395] [INFO ] [sig       ] Generating forecast for: PCVX
[2025-12-08T20:29:19.496423] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCVX' from 'https://tdm.silogroup.org/data/derivative_storage/PCVX.csv'.
[2025-12-08T20:29:19.508463] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCVX'.
[2025-12-08T20:29:19.508804] [INFO ] [FORECASTER] Starting predict_future for PCVX
[2025-12-08T20:29:19.509557] [DEBUG] [LOCAL     ] No optimal features file found for PCVX: ./output/feature-sets/PCVX.txt
[2025-12-08T20:29:19.509623] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:19.509654] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:19.509681] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:19.509736] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:19.564687] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:19.565268] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:19.565343] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:19.565374] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:19.684285] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:19.684429] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:19.684465] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:19.684492] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:19.687731] [DEBUG] [FORECASTER] PCVX: Forecast T+1@11:T+2@11: DOWN (p=11.79%)
[2025-12-08T20:29:19.687998] [INFO ] [FORECASTER] Completed predict_future for PCVX
[2025-12-08T20:29:19.688117] [INFO ] [sig       ] PCVX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:29:19.824032] [INFO ] [LOCAL     ] Saved forecast: PCVX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/PCVX.txt
[2025-12-08T20:29:19.824152] [INFO ] [sig       ] [2500/3624] Completed PCVX in 0.3s | 2.92 sym/s | Total: 14.3m | ETA: 6.4m
[2025-12-08T20:29:19.824190] [INFO ] [sig       ] [2501/3624] Forecasting PCYO...
[2025-12-08T20:29:19.824219] [INFO ] [sig       ] Generating forecast for: PCYO
[2025-12-08T20:29:19.824254] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCYO' from 'https://tdm.silogroup.org/data/derivative_storage/PCYO.csv'.
[2025-12-08T20:29:19.836085] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCYO'.
[2025-12-08T20:29:19.836424] [INFO ] [FORECASTER] Starting predict_future for PCYO
[2025-12-08T20:29:19.837197] [DEBUG] [LOCAL     ] No optimal features file found for PCYO: ./output/feature-sets/PCYO.txt
[2025-12-08T20:29:19.837246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:19.837276] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:19.837302] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:19.837356] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:19.892889] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:19.893463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:19.893535] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:19.893566] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:20.011853] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:20.011997] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:20.012034] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:20.012089] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:20.015349] [DEBUG] [FORECASTER] PCYO: Forecast T+1@11:T+2@11: DOWN (p=5.55%)
[2025-12-08T20:29:20.015624] [INFO ] [FORECASTER] Completed predict_future for PCYO
[2025-12-08T20:29:20.015758] [INFO ] [sig       ] PCYO: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:29:20.152312] [INFO ] [LOCAL     ] Saved forecast: PCYO	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/PCYO.txt
[2025-12-08T20:29:20.152459] [INFO ] [sig       ] [2501/3624] Completed PCYO in 0.3s | 2.92 sym/s | Total: 14.3m | ETA: 6.4m
[2025-12-08T20:29:20.152498] [INFO ] [sig       ] [2502/3624] Forecasting PD...
[2025-12-08T20:29:20.152526] [INFO ] [sig       ] Generating forecast for: PD
[2025-12-08T20:29:20.152555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PD' from 'https://tdm.silogroup.org/data/derivative_storage/PD.csv'.
[2025-12-08T20:29:20.164794] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PD'.
[2025-12-08T20:29:20.165156] [INFO ] [FORECASTER] Starting predict_future for PD
[2025-12-08T20:29:20.165936] [DEBUG] [LOCAL     ] No optimal features file found for PD: ./output/feature-sets/PD.txt
[2025-12-08T20:29:20.165985] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:20.166015] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:20.166041] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:20.166095] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:20.221334] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:20.221993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:20.222065] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:20.222096] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:20.338278] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:20.338415] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:20.338452] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:20.338480] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:20.341727] [DEBUG] [FORECASTER] PD: Forecast T+1@11:T+2@11: UP (p=50.32%)
[2025-12-08T20:29:20.341980] [INFO ] [FORECASTER] Completed predict_future for PD
[2025-12-08T20:29:20.342096] [INFO ] [sig       ] PD: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:29:20.479398] [INFO ] [LOCAL     ] Saved forecast: PD	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/PD.txt
[2025-12-08T20:29:20.479526] [INFO ] [sig       ] [2502/3624] Completed PD in 0.3s | 2.92 sym/s | Total: 14.3m | ETA: 6.4m
[2025-12-08T20:29:20.479564] [INFO ] [sig       ] [2503/3624] Forecasting PDBC...
[2025-12-08T20:29:20.479622] [INFO ] [sig       ] Generating forecast for: PDBC
[2025-12-08T20:29:20.479652] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDBC' from 'https://tdm.silogroup.org/data/derivative_storage/PDBC.csv'.
[2025-12-08T20:29:20.491701] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDBC'.
[2025-12-08T20:29:20.492027] [INFO ] [FORECASTER] Starting predict_future for PDBC
[2025-12-08T20:29:20.492883] [DEBUG] [LOCAL     ] No optimal features file found for PDBC: ./output/feature-sets/PDBC.txt
[2025-12-08T20:29:20.492934] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:20.492966] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:20.492993] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:20.493050] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:20.550406] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:20.551025] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:20.551100] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:20.551131] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:20.662150] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:20.662278] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:20.662314] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:20.662342] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:20.665511] [DEBUG] [FORECASTER] PDBC: Forecast T+1@11:T+2@11: UP (p=50.46%)
[2025-12-08T20:29:20.665785] [INFO ] [FORECASTER] Completed predict_future for PDBC
[2025-12-08T20:29:20.665899] [INFO ] [sig       ] PDBC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:29:20.806708] [INFO ] [LOCAL     ] Saved forecast: PDBC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/PDBC.txt
[2025-12-08T20:29:20.806813] [INFO ] [sig       ] [2503/3624] Completed PDBC in 0.3s | 2.92 sym/s | Total: 14.3m | ETA: 6.4m
[2025-12-08T20:29:20.806849] [INFO ] [sig       ] [2504/3624] Forecasting PDD...
[2025-12-08T20:29:20.806877] [INFO ] [sig       ] Generating forecast for: PDD
[2025-12-08T20:29:20.806907] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDD' from 'https://tdm.silogroup.org/data/derivative_storage/PDD.csv'.
[2025-12-08T20:29:20.819183] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDD'.
[2025-12-08T20:29:20.819516] [INFO ] [FORECASTER] Starting predict_future for PDD
[2025-12-08T20:29:20.820334] [DEBUG] [LOCAL     ] No optimal features file found for PDD: ./output/feature-sets/PDD.txt
[2025-12-08T20:29:20.820385] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:20.820418] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:20.820444] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:20.820502] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:20.878154] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:20.878776] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:20.878852] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:20.878884] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:20.998201] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:20.998331] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:20.998367] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:20.998393] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:21.001598] [DEBUG] [FORECASTER] PDD: Forecast T+1@11:T+2@11: DOWN (p=47.41%)
[2025-12-08T20:29:21.001854] [INFO ] [FORECASTER] Completed predict_future for PDD
[2025-12-08T20:29:21.001968] [INFO ] [sig       ] PDD: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:29:21.140320] [INFO ] [LOCAL     ] Saved forecast: PDD	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/PDD.txt
[2025-12-08T20:29:21.140424] [INFO ] [sig       ] [2504/3624] Completed PDD in 0.3s | 2.92 sym/s | Total: 14.3m | ETA: 6.4m
[2025-12-08T20:29:21.140461] [INFO ] [sig       ] [2505/3624] Forecasting PDEX...
[2025-12-08T20:29:21.140490] [INFO ] [sig       ] Generating forecast for: PDEX
[2025-12-08T20:29:21.140518] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDEX' from 'https://tdm.silogroup.org/data/derivative_storage/PDEX.csv'.
[2025-12-08T20:29:21.152605] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDEX'.
[2025-12-08T20:29:21.152936] [INFO ] [FORECASTER] Starting predict_future for PDEX
[2025-12-08T20:29:21.153783] [DEBUG] [LOCAL     ] No optimal features file found for PDEX: ./output/feature-sets/PDEX.txt
[2025-12-08T20:29:21.153835] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:21.153866] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:21.153893] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:21.153949] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:21.211167] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:21.211789] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:21.211862] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:21.211894] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:21.332960] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:21.333093] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:21.333131] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:21.333159] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:21.336342] [DEBUG] [FORECASTER] PDEX: Forecast T+1@11:T+2@11: DOWN (p=15.45%)
[2025-12-08T20:29:21.336618] [INFO ] [FORECASTER] Completed predict_future for PDEX
[2025-12-08T20:29:21.336737] [INFO ] [sig       ] PDEX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:29:21.474827] [INFO ] [LOCAL     ] Saved forecast: PDEX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/PDEX.txt
[2025-12-08T20:29:21.474934] [INFO ] [sig       ] [2505/3624] Completed PDEX in 0.3s | 2.92 sym/s | Total: 14.3m | ETA: 6.4m
[2025-12-08T20:29:21.474971] [INFO ] [sig       ] [2506/3624] Forecasting PDFS...
[2025-12-08T20:29:21.474998] [INFO ] [sig       ] Generating forecast for: PDFS
[2025-12-08T20:29:21.475025] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDFS' from 'https://tdm.silogroup.org/data/derivative_storage/PDFS.csv'.
[2025-12-08T20:29:21.487137] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDFS'.
[2025-12-08T20:29:21.490561] [INFO ] [FORECASTER] Starting predict_future for PDFS
[2025-12-08T20:29:21.491356] [DEBUG] [LOCAL     ] No optimal features file found for PDFS: ./output/feature-sets/PDFS.txt
[2025-12-08T20:29:21.491405] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:21.491436] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:21.491462] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:21.491520] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:21.548175] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:21.548860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:21.548942] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:21.548976] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:21.671731] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:21.671866] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:21.671904] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:21.671931] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:21.675120] [DEBUG] [FORECASTER] PDFS: Forecast T+1@11:T+2@11: DOWN (p=11.81%)
[2025-12-08T20:29:21.675376] [INFO ] [FORECASTER] Completed predict_future for PDFS
[2025-12-08T20:29:21.675492] [INFO ] [sig       ] PDFS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:29:21.814468] [INFO ] [LOCAL     ] Saved forecast: PDFS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/PDFS.txt
[2025-12-08T20:29:21.814591] [INFO ] [sig       ] [2506/3624] Completed PDFS in 0.3s | 2.92 sym/s | Total: 14.3m | ETA: 6.4m
[2025-12-08T20:29:21.814629] [INFO ] [sig       ] [2507/3624] Forecasting PDI...
[2025-12-08T20:29:21.814658] [INFO ] [sig       ] Generating forecast for: PDI
[2025-12-08T20:29:21.814687] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDI' from 'https://tdm.silogroup.org/data/derivative_storage/PDI.csv'.
[2025-12-08T20:29:21.827077] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDI'.
[2025-12-08T20:29:21.827397] [INFO ] [FORECASTER] Starting predict_future for PDI
[2025-12-08T20:29:21.828213] [DEBUG] [LOCAL     ] No optimal features file found for PDI: ./output/feature-sets/PDI.txt
[2025-12-08T20:29:21.828261] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:21.828291] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:21.828317] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:21.828371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:21.886078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:21.886700] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:21.886776] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:21.886808] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:22.002805] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:22.002941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:22.002979] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:22.003008] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:22.006293] [DEBUG] [FORECASTER] PDI: Forecast T+1@11:T+2@11: DOWN (p=44.85%)
[2025-12-08T20:29:22.006563] [INFO ] [FORECASTER] Completed predict_future for PDI
[2025-12-08T20:29:22.006702] [INFO ] [sig       ] PDI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:29:22.143914] [INFO ] [LOCAL     ] Saved forecast: PDI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/PDI.txt
[2025-12-08T20:29:22.144057] [INFO ] [sig       ] [2507/3624] Completed PDI in 0.3s | 2.92 sym/s | Total: 14.3m | ETA: 6.4m
[2025-12-08T20:29:22.144097] [INFO ] [sig       ] [2508/3624] Forecasting PDLB...
[2025-12-08T20:29:22.144126] [INFO ] [sig       ] Generating forecast for: PDLB
[2025-12-08T20:29:22.144154] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDLB' from 'https://tdm.silogroup.org/data/derivative_storage/PDLB.csv'.
[2025-12-08T20:29:22.155689] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDLB'.
[2025-12-08T20:29:22.156045] [INFO ] [FORECASTER] Starting predict_future for PDLB
[2025-12-08T20:29:22.156816] [DEBUG] [LOCAL     ] No optimal features file found for PDLB: ./output/feature-sets/PDLB.txt
[2025-12-08T20:29:22.156865] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:22.156896] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:22.156922] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:22.156992] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:22.211636] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:22.212413] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:22.212535] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:22.212595] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:22.331539] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:22.331705] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:22.331742] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:22.331769] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:22.335015] [DEBUG] [FORECASTER] PDLB: Forecast T+1@11:T+2@11: DOWN (p=26.31%)
[2025-12-08T20:29:22.335283] [INFO ] [FORECASTER] Completed predict_future for PDLB
[2025-12-08T20:29:22.335407] [INFO ] [sig       ] PDLB: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:29:22.471851] [INFO ] [LOCAL     ] Saved forecast: PDLB	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/PDLB.txt
[2025-12-08T20:29:22.472005] [INFO ] [sig       ] [2508/3624] Completed PDLB in 0.3s | 2.92 sym/s | Total: 14.3m | ETA: 6.4m
[2025-12-08T20:29:22.472044] [INFO ] [sig       ] [2509/3624] Forecasting PDM...
[2025-12-08T20:29:22.472072] [INFO ] [sig       ] Generating forecast for: PDM
[2025-12-08T20:29:22.472100] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDM' from 'https://tdm.silogroup.org/data/derivative_storage/PDM.csv'.
[2025-12-08T20:29:22.483884] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDM'.
[2025-12-08T20:29:22.484247] [INFO ] [FORECASTER] Starting predict_future for PDM
[2025-12-08T20:29:22.485127] [DEBUG] [LOCAL     ] No optimal features file found for PDM: ./output/feature-sets/PDM.txt
[2025-12-08T20:29:22.485179] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:22.485210] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:22.485235] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:22.485291] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:22.540213] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:22.540969] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:22.541044] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:22.541076] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:22.656746] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:22.656898] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:22.656935] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:22.656962] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:22.660253] [DEBUG] [FORECASTER] PDM: Forecast T+1@11:T+2@11: UP (p=99.47%)
[2025-12-08T20:29:22.660522] [INFO ] [FORECASTER] Completed predict_future for PDM
[2025-12-08T20:29:22.660666] [INFO ] [sig       ] PDM: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:29:22.804256] [INFO ] [LOCAL     ] Saved forecast: PDM	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/PDM.txt
[2025-12-08T20:29:22.804407] [INFO ] [sig       ] [2509/3624] Completed PDM in 0.3s | 2.92 sym/s | Total: 14.3m | ETA: 6.4m
[2025-12-08T20:29:22.804449] [INFO ] [sig       ] [2510/3624] Forecasting PDO...
[2025-12-08T20:29:22.804477] [INFO ] [sig       ] Generating forecast for: PDO
[2025-12-08T20:29:22.804507] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDO' from 'https://tdm.silogroup.org/data/derivative_storage/PDO.csv'.
[2025-12-08T20:29:22.817910] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDO'.
[2025-12-08T20:29:22.818293] [INFO ] [FORECASTER] Starting predict_future for PDO
[2025-12-08T20:29:22.819112] [DEBUG] [LOCAL     ] No optimal features file found for PDO: ./output/feature-sets/PDO.txt
[2025-12-08T20:29:22.819173] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:22.819205] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:22.819232] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:22.819288] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:22.878394] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:22.879202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:22.879292] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:22.879331] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:22.999820] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:22.999971] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:23.000011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:23.000040] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:23.003562] [DEBUG] [FORECASTER] PDO: Forecast T+1@11:T+2@11: UP (p=50.36%)
[2025-12-08T20:29:23.003863] [INFO ] [FORECASTER] Completed predict_future for PDO
[2025-12-08T20:29:23.003984] [INFO ] [sig       ] PDO: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:29:23.151368] [INFO ] [LOCAL     ] Saved forecast: PDO	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/PDO.txt
[2025-12-08T20:29:23.151526] [INFO ] [sig       ] [2510/3624] Completed PDO in 0.3s | 2.92 sym/s | Total: 14.3m | ETA: 6.4m
[2025-12-08T20:29:23.151607] [INFO ] [sig       ] [2511/3624] Forecasting PDP...
[2025-12-08T20:29:23.151846] [INFO ] [sig       ] Generating forecast for: PDP
[2025-12-08T20:29:23.151894] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDP' from 'https://tdm.silogroup.org/data/derivative_storage/PDP.csv'.
[2025-12-08T20:29:23.165864] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDP'.
[2025-12-08T20:29:23.166304] [INFO ] [FORECASTER] Starting predict_future for PDP
[2025-12-08T20:29:23.167488] [DEBUG] [LOCAL     ] No optimal features file found for PDP: ./output/feature-sets/PDP.txt
[2025-12-08T20:29:23.167544] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:23.167597] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:23.167627] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:23.167684] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:23.228086] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:23.228872] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:23.228954] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:23.228987] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:23.345922] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:23.346074] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:23.346113] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:23.346142] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:23.349535] [DEBUG] [FORECASTER] PDP: Forecast T+1@11:T+2@11: UP (p=68.20%)
[2025-12-08T20:29:23.349839] [INFO ] [FORECASTER] Completed predict_future for PDP
[2025-12-08T20:29:23.349962] [INFO ] [sig       ] PDP: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:29:23.493745] [INFO ] [LOCAL     ] Saved forecast: PDP	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/PDP.txt
[2025-12-08T20:29:23.493909] [INFO ] [sig       ] [2511/3624] Completed PDP in 0.3s | 2.92 sym/s | Total: 14.3m | ETA: 6.3m
[2025-12-08T20:29:23.493951] [INFO ] [sig       ] [2512/3624] Forecasting PDS...
[2025-12-08T20:29:23.493980] [INFO ] [sig       ] Generating forecast for: PDS
[2025-12-08T20:29:23.494009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDS' from 'https://tdm.silogroup.org/data/derivative_storage/PDS.csv'.
[2025-12-08T20:29:23.506223] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDS'.
[2025-12-08T20:29:23.506569] [INFO ] [FORECASTER] Starting predict_future for PDS
[2025-12-08T20:29:23.507375] [DEBUG] [LOCAL     ] No optimal features file found for PDS: ./output/feature-sets/PDS.txt
[2025-12-08T20:29:23.507449] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:23.507484] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:23.507510] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:23.507564] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:23.566360] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:23.567136] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:23.567214] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:23.567247] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:23.684960] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:23.685108] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:23.685146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:23.685173] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:23.688525] [DEBUG] [FORECASTER] PDS: Forecast T+1@11:T+2@11: DOWN (p=5.89%)
[2025-12-08T20:29:23.688818] [INFO ] [FORECASTER] Completed predict_future for PDS
[2025-12-08T20:29:23.688939] [INFO ] [sig       ] PDS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:29:23.833837] [INFO ] [LOCAL     ] Saved forecast: PDS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/PDS.txt
[2025-12-08T20:29:23.833965] [INFO ] [sig       ] [2512/3624] Completed PDS in 0.3s | 2.92 sym/s | Total: 14.3m | ETA: 6.3m
[2025-12-08T20:29:23.834009] [INFO ] [sig       ] [2513/3624] Forecasting PDX...
[2025-12-08T20:29:23.834038] [INFO ] [sig       ] Generating forecast for: PDX
[2025-12-08T20:29:23.834068] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDX' from 'https://tdm.silogroup.org/data/derivative_storage/PDX.csv'.
[2025-12-08T20:29:23.846151] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDX'.
[2025-12-08T20:29:23.846498] [INFO ] [FORECASTER] Starting predict_future for PDX
[2025-12-08T20:29:23.847279] [DEBUG] [LOCAL     ] No optimal features file found for PDX: ./output/feature-sets/PDX.txt
[2025-12-08T20:29:23.847328] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:23.847358] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:23.847383] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:23.847469] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:23.906437] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:23.907224] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:23.907301] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:23.907333] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:24.029387] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:24.029545] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:24.029606] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:24.029637] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:24.032881] [DEBUG] [FORECASTER] PDX: Forecast T+1@11:T+2@11: UP (p=85.73%)
[2025-12-08T20:29:24.033141] [INFO ] [FORECASTER] Completed predict_future for PDX
[2025-12-08T20:29:24.033258] [INFO ] [sig       ] PDX: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:29:24.178445] [INFO ] [LOCAL     ] Saved forecast: PDX	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/PDX.txt
[2025-12-08T20:29:24.178610] [INFO ] [sig       ] [2513/3624] Completed PDX in 0.3s | 2.92 sym/s | Total: 14.3m | ETA: 6.3m
[2025-12-08T20:29:24.178661] [INFO ] [sig       ] [2514/3624] Forecasting PDYN...
[2025-12-08T20:29:24.178692] [INFO ] [sig       ] Generating forecast for: PDYN
[2025-12-08T20:29:24.178722] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDYN' from 'https://tdm.silogroup.org/data/derivative_storage/PDYN.csv'.
[2025-12-08T20:29:24.191565] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDYN'.
[2025-12-08T20:29:24.192129] [INFO ] [FORECASTER] Starting predict_future for PDYN
[2025-12-08T20:29:24.192951] [DEBUG] [LOCAL     ] No optimal features file found for PDYN: ./output/feature-sets/PDYN.txt
[2025-12-08T20:29:24.193002] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:24.193035] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:24.193062] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:24.193118] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:24.253139] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:24.254003] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:24.254082] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:24.254115] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:24.374195] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:24.374358] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:24.374410] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:24.374447] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:24.379272] [DEBUG] [FORECASTER] PDYN: Forecast T+1@11:T+2@11: DOWN (p=33.16%)
[2025-12-08T20:29:24.379684] [INFO ] [FORECASTER] Completed predict_future for PDYN
[2025-12-08T20:29:24.379851] [INFO ] [sig       ] PDYN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:29:24.543197] [INFO ] [LOCAL     ] Saved forecast: PDYN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/PDYN.txt
[2025-12-08T20:29:24.543358] [INFO ] [sig       ] [2514/3624] Completed PDYN in 0.4s | 2.92 sym/s | Total: 14.3m | ETA: 6.3m
[2025-12-08T20:29:24.543410] [INFO ] [sig       ] [2515/3624] Forecasting PEB...
[2025-12-08T20:29:24.543445] [INFO ] [sig       ] Generating forecast for: PEB
[2025-12-08T20:29:24.543477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEB' from 'https://tdm.silogroup.org/data/derivative_storage/PEB.csv'.
[2025-12-08T20:29:24.556695] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEB'.
[2025-12-08T20:29:24.557086] [INFO ] [FORECASTER] Starting predict_future for PEB
[2025-12-08T20:29:24.558019] [DEBUG] [LOCAL     ] No optimal features file found for PEB: ./output/feature-sets/PEB.txt
[2025-12-08T20:29:24.558072] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:24.558132] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:24.558161] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:24.558218] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:24.624235] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:24.625338] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:24.625420] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:24.625453] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:24.761494] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:24.761701] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:24.761743] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:24.761772] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:24.765201] [DEBUG] [FORECASTER] PEB: Forecast T+1@11:T+2@11: UP (p=95.74%)
[2025-12-08T20:29:24.765478] [INFO ] [FORECASTER] Completed predict_future for PEB
[2025-12-08T20:29:24.765638] [INFO ] [sig       ] PEB: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:29:24.930252] [INFO ] [LOCAL     ] Saved forecast: PEB	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/PEB.txt
[2025-12-08T20:29:24.930397] [INFO ] [sig       ] [2515/3624] Completed PEB in 0.4s | 2.92 sym/s | Total: 14.3m | ETA: 6.3m
[2025-12-08T20:29:24.930436] [INFO ] [sig       ] [2516/3624] Forecasting PEBK...
[2025-12-08T20:29:24.930465] [INFO ] [sig       ] Generating forecast for: PEBK
[2025-12-08T20:29:24.930494] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEBK' from 'https://tdm.silogroup.org/data/derivative_storage/PEBK.csv'.
[2025-12-08T20:29:24.941242] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEBK'.
[2025-12-08T20:29:24.941641] [INFO ] [FORECASTER] Starting predict_future for PEBK
[2025-12-08T20:29:24.942400] [DEBUG] [LOCAL     ] No optimal features file found for PEBK: ./output/feature-sets/PEBK.txt
[2025-12-08T20:29:24.942449] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:24.942479] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:24.942505] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:24.942560] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:24.997174] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:24.998043] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:24.998123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:24.998155] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:25.093620] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:25.093764] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:25.093803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:25.093830] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:25.097212] [DEBUG] [FORECASTER] PEBK: Forecast T+1@11:T+2@11: UP (p=58.76%)
[2025-12-08T20:29:25.097499] [INFO ] [FORECASTER] Completed predict_future for PEBK
[2025-12-08T20:29:25.097654] [INFO ] [sig       ] PEBK: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:29:25.236128] [INFO ] [LOCAL     ] Saved forecast: PEBK	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/PEBK.txt
[2025-12-08T20:29:25.236269] [INFO ] [sig       ] [2516/3624] Completed PEBK in 0.3s | 2.92 sym/s | Total: 14.3m | ETA: 6.3m
[2025-12-08T20:29:25.236308] [INFO ] [sig       ] [2517/3624] Forecasting PEBO...
[2025-12-08T20:29:25.236337] [INFO ] [sig       ] Generating forecast for: PEBO
[2025-12-08T20:29:25.236366] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEBO' from 'https://tdm.silogroup.org/data/derivative_storage/PEBO.csv'.
[2025-12-08T20:29:25.248266] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEBO'.
[2025-12-08T20:29:25.248642] [INFO ] [FORECASTER] Starting predict_future for PEBO
[2025-12-08T20:29:25.249443] [DEBUG] [LOCAL     ] No optimal features file found for PEBO: ./output/feature-sets/PEBO.txt
[2025-12-08T20:29:25.249494] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:25.249526] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:25.249553] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:25.249628] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:25.305159] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:25.305888] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:25.305965] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:25.305997] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:25.422553] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:25.422705] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:25.422762] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:25.422791] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:25.426021] [DEBUG] [FORECASTER] PEBO: Forecast T+1@11:T+2@11: DOWN (p=9.84%)
[2025-12-08T20:29:25.426284] [INFO ] [FORECASTER] Completed predict_future for PEBO
[2025-12-08T20:29:25.426400] [INFO ] [sig       ] PEBO: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:29:25.566228] [INFO ] [LOCAL     ] Saved forecast: PEBO	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/PEBO.txt
[2025-12-08T20:29:25.566341] [INFO ] [sig       ] [2517/3624] Completed PEBO in 0.3s | 2.92 sym/s | Total: 14.4m | ETA: 6.3m
[2025-12-08T20:29:25.566380] [INFO ] [sig       ] [2518/3624] Forecasting PECO...
[2025-12-08T20:29:25.566408] [INFO ] [sig       ] Generating forecast for: PECO
[2025-12-08T20:29:25.566437] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PECO' from 'https://tdm.silogroup.org/data/derivative_storage/PECO.csv'.
[2025-12-08T20:29:25.578319] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PECO'.
[2025-12-08T20:29:25.578657] [INFO ] [FORECASTER] Starting predict_future for PECO
[2025-12-08T20:29:25.579416] [DEBUG] [LOCAL     ] No optimal features file found for PECO: ./output/feature-sets/PECO.txt
[2025-12-08T20:29:25.579465] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:25.579496] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:25.579521] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:25.579611] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:25.637317] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:25.638191] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:25.638270] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:25.638304] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:25.756948] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:25.757086] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:25.757124] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:25.757182] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:25.760505] [DEBUG] [FORECASTER] PECO: Forecast T+1@11:T+2@11: DOWN (p=43.33%)
[2025-12-08T20:29:25.760795] [INFO ] [FORECASTER] Completed predict_future for PECO
[2025-12-08T20:29:25.760916] [INFO ] [sig       ] PECO: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:29:25.900269] [INFO ] [LOCAL     ] Saved forecast: PECO	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/PECO.txt
[2025-12-08T20:29:25.900374] [INFO ] [sig       ] [2518/3624] Completed PECO in 0.3s | 2.92 sym/s | Total: 14.4m | ETA: 6.3m
[2025-12-08T20:29:25.900412] [INFO ] [sig       ] [2519/3624] Forecasting PEG...
[2025-12-08T20:29:25.900440] [INFO ] [sig       ] Generating forecast for: PEG
[2025-12-08T20:29:25.900468] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEG' from 'https://tdm.silogroup.org/data/derivative_storage/PEG.csv'.
[2025-12-08T20:29:25.912117] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEG'.
[2025-12-08T20:29:25.912447] [INFO ] [FORECASTER] Starting predict_future for PEG
[2025-12-08T20:29:25.913231] [DEBUG] [LOCAL     ] No optimal features file found for PEG: ./output/feature-sets/PEG.txt
[2025-12-08T20:29:25.913281] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:25.913312] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:25.913338] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:25.913393] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:25.969001] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:25.969677] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:25.969754] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:25.969785] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:26.088652] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:26.088811] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:26.088849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:26.088876] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:26.092120] [DEBUG] [FORECASTER] PEG: Forecast T+1@11:T+2@11: DOWN (p=27.46%)
[2025-12-08T20:29:26.092395] [INFO ] [FORECASTER] Completed predict_future for PEG
[2025-12-08T20:29:26.092514] [INFO ] [sig       ] PEG: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:29:26.228769] [INFO ] [LOCAL     ] Saved forecast: PEG	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/PEG.txt
[2025-12-08T20:29:26.228887] [INFO ] [sig       ] [2519/3624] Completed PEG in 0.3s | 2.92 sym/s | Total: 14.4m | ETA: 6.3m
[2025-12-08T20:29:26.228926] [INFO ] [sig       ] [2520/3624] Forecasting PEGA...
[2025-12-08T20:29:26.228955] [INFO ] [sig       ] Generating forecast for: PEGA
[2025-12-08T20:29:26.228984] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEGA' from 'https://tdm.silogroup.org/data/derivative_storage/PEGA.csv'.
[2025-12-08T20:29:26.240899] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEGA'.
[2025-12-08T20:29:26.241235] [INFO ] [FORECASTER] Starting predict_future for PEGA
[2025-12-08T20:29:26.242026] [DEBUG] [LOCAL     ] No optimal features file found for PEGA: ./output/feature-sets/PEGA.txt
[2025-12-08T20:29:26.242075] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:26.242105] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:26.242130] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:26.242185] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:26.296915] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:26.297566] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:26.297667] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:26.297704] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:26.417585] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:26.417732] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:26.417771] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:26.417799] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:26.421019] [DEBUG] [FORECASTER] PEGA: Forecast T+1@11:T+2@11: DOWN (p=1.00%)
[2025-12-08T20:29:26.421280] [INFO ] [FORECASTER] Completed predict_future for PEGA
[2025-12-08T20:29:26.421397] [INFO ] [sig       ] PEGA: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:29:26.558510] [INFO ] [LOCAL     ] Saved forecast: PEGA	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/PEGA.txt
[2025-12-08T20:29:26.558653] [INFO ] [sig       ] [2520/3624] Completed PEGA in 0.3s | 2.92 sym/s | Total: 14.4m | ETA: 6.3m
[2025-12-08T20:29:26.558694] [INFO ] [sig       ] [2521/3624] Forecasting PEN...
[2025-12-08T20:29:26.558722] [INFO ] [sig       ] Generating forecast for: PEN
[2025-12-08T20:29:26.558751] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEN' from 'https://tdm.silogroup.org/data/derivative_storage/PEN.csv'.
[2025-12-08T20:29:26.570342] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEN'.
[2025-12-08T20:29:26.570712] [INFO ] [FORECASTER] Starting predict_future for PEN
[2025-12-08T20:29:26.571472] [DEBUG] [LOCAL     ] No optimal features file found for PEN: ./output/feature-sets/PEN.txt
[2025-12-08T20:29:26.571520] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:26.571562] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:26.571609] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:26.571664] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:26.627195] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:26.627991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:26.628072] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:26.628105] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:26.748619] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:26.748784] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:26.748823] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:26.748850] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:26.752319] [DEBUG] [FORECASTER] PEN: Forecast T+1@11:T+2@11: DOWN (p=20.07%)
[2025-12-08T20:29:26.752596] [INFO ] [FORECASTER] Completed predict_future for PEN
[2025-12-08T20:29:26.752722] [INFO ] [sig       ] PEN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:29:26.889612] [INFO ] [LOCAL     ] Saved forecast: PEN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/PEN.txt
[2025-12-08T20:29:26.889748] [INFO ] [sig       ] [2521/3624] Completed PEN in 0.3s | 2.92 sym/s | Total: 14.4m | ETA: 6.3m
[2025-12-08T20:29:26.889786] [INFO ] [sig       ] [2522/3624] Forecasting PENN...
[2025-12-08T20:29:26.889815] [INFO ] [sig       ] Generating forecast for: PENN
[2025-12-08T20:29:26.889844] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PENN' from 'https://tdm.silogroup.org/data/derivative_storage/PENN.csv'.
[2025-12-08T20:29:26.905083] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PENN'.
[2025-12-08T20:29:26.905481] [INFO ] [FORECASTER] Starting predict_future for PENN
[2025-12-08T20:29:26.906331] [DEBUG] [LOCAL     ] No optimal features file found for PENN: ./output/feature-sets/PENN.txt
[2025-12-08T20:29:26.906383] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:26.906417] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:26.906444] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:26.906502] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:26.970602] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:26.971615] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:26.971698] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:26.971733] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:27.105149] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:27.105309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:27.105350] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:27.105380] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:27.109190] [DEBUG] [FORECASTER] PENN: Forecast T+1@11:T+2@11: UP (p=90.88%)
[2025-12-08T20:29:27.109467] [INFO ] [FORECASTER] Completed predict_future for PENN
[2025-12-08T20:29:27.109613] [INFO ] [sig       ] PENN: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:29:27.263643] [INFO ] [LOCAL     ] Saved forecast: PENN	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/PENN.txt
[2025-12-08T20:29:27.264000] [INFO ] [sig       ] [2522/3624] Completed PENN in 0.4s | 2.92 sym/s | Total: 14.4m | ETA: 6.3m
[2025-12-08T20:29:27.264053] [INFO ] [sig       ] [2523/3624] Forecasting PEO...
[2025-12-08T20:29:27.264100] [INFO ] [sig       ] Generating forecast for: PEO
[2025-12-08T20:29:27.264140] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEO' from 'https://tdm.silogroup.org/data/derivative_storage/PEO.csv'.
[2025-12-08T20:29:27.277516] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEO'.
[2025-12-08T20:29:27.277976] [INFO ] [FORECASTER] Starting predict_future for PEO
[2025-12-08T20:29:27.278869] [DEBUG] [LOCAL     ] No optimal features file found for PEO: ./output/feature-sets/PEO.txt
[2025-12-08T20:29:27.278921] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:27.278954] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:27.278980] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:27.279037] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:27.339803] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:27.340727] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:27.340837] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:27.340885] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:27.466185] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:27.466348] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:27.466386] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:27.466415] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:27.470146] [DEBUG] [FORECASTER] PEO: Forecast T+1@11:T+2@11: DOWN (p=8.24%)
[2025-12-08T20:29:27.470483] [INFO ] [FORECASTER] Completed predict_future for PEO
[2025-12-08T20:29:27.470640] [INFO ] [sig       ] PEO: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:29:27.646512] [INFO ] [LOCAL     ] Saved forecast: PEO	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/PEO.txt
[2025-12-08T20:29:27.646721] [INFO ] [sig       ] [2523/3624] Completed PEO in 0.4s | 2.92 sym/s | Total: 14.4m | ETA: 6.3m
[2025-12-08T20:29:27.646766] [INFO ] [sig       ] [2524/3624] Forecasting PEP...
[2025-12-08T20:29:27.646798] [INFO ] [sig       ] Generating forecast for: PEP
[2025-12-08T20:29:27.646827] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEP' from 'https://tdm.silogroup.org/data/derivative_storage/PEP.csv'.
[2025-12-08T20:29:27.664743] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEP'.
[2025-12-08T20:29:27.665223] [INFO ] [FORECASTER] Starting predict_future for PEP
[2025-12-08T20:29:27.666244] [DEBUG] [LOCAL     ] No optimal features file found for PEP: ./output/feature-sets/PEP.txt
[2025-12-08T20:29:27.666300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:27.666333] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:27.666360] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:27.666417] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:27.753068] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:27.754276] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:27.754399] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:27.754448] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:27.923522] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:27.923731] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:27.923788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:27.923830] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:27.928315] [DEBUG] [FORECASTER] PEP: Forecast T+1@11:T+2@11: UP (p=65.29%)
[2025-12-08T20:29:27.928826] [INFO ] [FORECASTER] Completed predict_future for PEP
[2025-12-08T20:29:27.929025] [INFO ] [sig       ] PEP: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:29:28.115453] [INFO ] [LOCAL     ] Saved forecast: PEP	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/PEP.txt
[2025-12-08T20:29:28.115701] [INFO ] [sig       ] [2524/3624] Completed PEP in 0.5s | 2.92 sym/s | Total: 14.4m | ETA: 6.3m
[2025-12-08T20:29:28.115759] [INFO ] [sig       ] [2525/3624] Forecasting PEPG...
[2025-12-08T20:29:28.115812] [INFO ] [sig       ] Generating forecast for: PEPG
[2025-12-08T20:29:28.115855] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEPG' from 'https://tdm.silogroup.org/data/derivative_storage/PEPG.csv'.
[2025-12-08T20:29:28.132655] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEPG'.
[2025-12-08T20:29:28.133128] [INFO ] [FORECASTER] Starting predict_future for PEPG
[2025-12-08T20:29:28.134319] [DEBUG] [LOCAL     ] No optimal features file found for PEPG: ./output/feature-sets/PEPG.txt
[2025-12-08T20:29:28.134388] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:28.134436] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:28.134482] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:28.134616] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:28.216097] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:28.217018] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:28.217162] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:28.217229] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:28.353198] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:28.353352] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:28.353393] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:28.353423] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:28.357558] [DEBUG] [FORECASTER] PEPG: Forecast T+1@11:T+2@11: UP (p=86.21%)
[2025-12-08T20:29:28.357944] [INFO ] [FORECASTER] Completed predict_future for PEPG
[2025-12-08T20:29:28.358096] [INFO ] [sig       ] PEPG: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:29:28.503910] [INFO ] [LOCAL     ] Saved forecast: PEPG	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/PEPG.txt
[2025-12-08T20:29:28.504110] [INFO ] [sig       ] [2525/3624] Completed PEPG in 0.4s | 2.92 sym/s | Total: 14.4m | ETA: 6.3m
[2025-12-08T20:29:28.504182] [INFO ] [sig       ] [2526/3624] Forecasting PERF...
[2025-12-08T20:29:28.504226] [INFO ] [sig       ] Generating forecast for: PERF
[2025-12-08T20:29:28.504267] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PERF' from 'https://tdm.silogroup.org/data/derivative_storage/PERF.csv'.
[2025-12-08T20:29:28.518132] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PERF'.
[2025-12-08T20:29:28.518513] [INFO ] [FORECASTER] Starting predict_future for PERF
[2025-12-08T20:29:28.519337] [DEBUG] [LOCAL     ] No optimal features file found for PERF: ./output/feature-sets/PERF.txt
[2025-12-08T20:29:28.519390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:28.519424] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:28.519452] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:28.519511] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:28.585109] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:28.586055] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:28.586146] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:28.586180] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:28.715807] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:28.715967] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:28.716007] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:28.716034] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:28.720347] [DEBUG] [FORECASTER] PERF: Forecast T+1@11:T+2@11: UP (p=86.41%)
[2025-12-08T20:29:28.720848] [INFO ] [FORECASTER] Completed predict_future for PERF
[2025-12-08T20:29:28.721010] [INFO ] [sig       ] PERF: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:29:28.881306] [INFO ] [LOCAL     ] Saved forecast: PERF	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/PERF.txt
[2025-12-08T20:29:28.881469] [INFO ] [sig       ] [2526/3624] Completed PERF in 0.4s | 2.92 sym/s | Total: 14.4m | ETA: 6.3m
[2025-12-08T20:29:28.881514] [INFO ] [sig       ] [2527/3624] Forecasting PERI...
[2025-12-08T20:29:28.881545] [INFO ] [sig       ] Generating forecast for: PERI
[2025-12-08T20:29:28.881593] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PERI' from 'https://tdm.silogroup.org/data/derivative_storage/PERI.csv'.
[2025-12-08T20:29:28.895523] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PERI'.
[2025-12-08T20:29:28.895952] [INFO ] [FORECASTER] Starting predict_future for PERI
[2025-12-08T20:29:28.896896] [DEBUG] [LOCAL     ] No optimal features file found for PERI: ./output/feature-sets/PERI.txt
[2025-12-08T20:29:28.896948] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:28.896981] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:28.897007] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:28.897065] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:28.957716] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:28.958702] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:28.958810] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:28.958857] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:29.096957] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:29.097119] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:29.097165] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:29.097193] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:29.101137] [DEBUG] [FORECASTER] PERI: Forecast T+1@11:T+2@11: UP (p=89.01%)
[2025-12-08T20:29:29.101493] [INFO ] [FORECASTER] Completed predict_future for PERI
[2025-12-08T20:29:29.101665] [INFO ] [sig       ] PERI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:29:29.262088] [INFO ] [LOCAL     ] Saved forecast: PERI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/PERI.txt
[2025-12-08T20:29:29.262264] [INFO ] [sig       ] [2527/3624] Completed PERI in 0.4s | 2.92 sym/s | Total: 14.4m | ETA: 6.3m
[2025-12-08T20:29:29.262310] [INFO ] [sig       ] [2528/3624] Forecasting PESI...
[2025-12-08T20:29:29.262339] [INFO ] [sig       ] Generating forecast for: PESI
[2025-12-08T20:29:29.262369] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PESI' from 'https://tdm.silogroup.org/data/derivative_storage/PESI.csv'.
[2025-12-08T20:29:29.276111] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PESI'.
[2025-12-08T20:29:29.276486] [INFO ] [FORECASTER] Starting predict_future for PESI
[2025-12-08T20:29:29.277274] [DEBUG] [LOCAL     ] No optimal features file found for PESI: ./output/feature-sets/PESI.txt
[2025-12-08T20:29:29.277324] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:29.277356] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:29.277383] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:29.277461] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:29.338776] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:29.339651] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:29.339736] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:29.339770] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:29.473767] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:29.473923] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:29.473964] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:29.474010] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:29.477755] [DEBUG] [FORECASTER] PESI: Forecast T+1@11:T+2@11: DOWN (p=14.64%)
[2025-12-08T20:29:29.478094] [INFO ] [FORECASTER] Completed predict_future for PESI
[2025-12-08T20:29:29.478234] [INFO ] [sig       ] PESI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:29:29.627720] [INFO ] [LOCAL     ] Saved forecast: PESI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/PESI.txt
[2025-12-08T20:29:29.627913] [INFO ] [sig       ] [2528/3624] Completed PESI in 0.4s | 2.92 sym/s | Total: 14.4m | ETA: 6.3m
[2025-12-08T20:29:29.627956] [INFO ] [sig       ] [2529/3624] Forecasting PETS...
[2025-12-08T20:29:29.627986] [INFO ] [sig       ] Generating forecast for: PETS
[2025-12-08T20:29:29.628017] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PETS' from 'https://tdm.silogroup.org/data/derivative_storage/PETS.csv'.
[2025-12-08T20:29:29.641340] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PETS'.
[2025-12-08T20:29:29.641811] [INFO ] [FORECASTER] Starting predict_future for PETS
[2025-12-08T20:29:29.642789] [DEBUG] [LOCAL     ] No optimal features file found for PETS: ./output/feature-sets/PETS.txt
[2025-12-08T20:29:29.642855] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:29.642901] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:29.642935] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:29.642993] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:29.707080] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:29.708089] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:29.708197] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:29.708244] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:29.856814] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:29.856970] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:29.857009] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:29.857037] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:29.860384] [DEBUG] [FORECASTER] PETS: Forecast T+1@11:T+2@11: DOWN (p=12.14%)
[2025-12-08T20:29:29.860695] [INFO ] [FORECASTER] Completed predict_future for PETS
[2025-12-08T20:29:29.860821] [INFO ] [sig       ] PETS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:29:30.005789] [INFO ] [LOCAL     ] Saved forecast: PETS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/PETS.txt
[2025-12-08T20:29:30.005955] [INFO ] [sig       ] [2529/3624] Completed PETS in 0.4s | 2.92 sym/s | Total: 14.4m | ETA: 6.2m
[2025-12-08T20:29:30.006000] [INFO ] [sig       ] [2530/3624] Forecasting PEY...
[2025-12-08T20:29:30.006031] [INFO ] [sig       ] Generating forecast for: PEY
[2025-12-08T20:29:30.006062] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEY' from 'https://tdm.silogroup.org/data/derivative_storage/PEY.csv'.
[2025-12-08T20:29:30.019223] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEY'.
[2025-12-08T20:29:30.019632] [INFO ] [FORECASTER] Starting predict_future for PEY
[2025-12-08T20:29:30.020471] [DEBUG] [LOCAL     ] No optimal features file found for PEY: ./output/feature-sets/PEY.txt
[2025-12-08T20:29:30.020526] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:30.020556] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:30.020613] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:30.020670] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:30.076471] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:30.077329] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:30.077445] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:30.077498] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:30.194911] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:30.195065] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:30.195105] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:30.195134] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:30.198957] [DEBUG] [FORECASTER] PEY: Forecast T+1@11:T+2@11: UP (p=97.84%)
[2025-12-08T20:29:30.199252] [INFO ] [FORECASTER] Completed predict_future for PEY
[2025-12-08T20:29:30.199383] [INFO ] [sig       ] PEY: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:29:30.338640] [INFO ] [LOCAL     ] Saved forecast: PEY	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/PEY.txt
[2025-12-08T20:29:30.338790] [INFO ] [sig       ] [2530/3624] Completed PEY in 0.3s | 2.92 sym/s | Total: 14.4m | ETA: 6.2m
[2025-12-08T20:29:30.338831] [INFO ] [sig       ] [2531/3624] Forecasting PFBC...
[2025-12-08T20:29:30.338860] [INFO ] [sig       ] Generating forecast for: PFBC
[2025-12-08T20:29:30.338888] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFBC' from 'https://tdm.silogroup.org/data/derivative_storage/PFBC.csv'.
[2025-12-08T20:29:30.350864] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFBC'.
[2025-12-08T20:29:30.351262] [INFO ] [FORECASTER] Starting predict_future for PFBC
[2025-12-08T20:29:30.352093] [DEBUG] [LOCAL     ] No optimal features file found for PFBC: ./output/feature-sets/PFBC.txt
[2025-12-08T20:29:30.352145] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:30.352176] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:30.352201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:30.352255] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:30.407194] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:30.408073] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:30.408153] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:30.408184] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:30.523324] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:30.523485] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:30.523523] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:30.523552] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:30.526907] [DEBUG] [FORECASTER] PFBC: Forecast T+1@11:T+2@11: DOWN (p=28.66%)
[2025-12-08T20:29:30.527181] [INFO ] [FORECASTER] Completed predict_future for PFBC
[2025-12-08T20:29:30.527309] [INFO ] [sig       ] PFBC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:29:30.672596] [INFO ] [LOCAL     ] Saved forecast: PFBC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/PFBC.txt
[2025-12-08T20:29:30.672764] [INFO ] [sig       ] [2531/3624] Completed PFBC in 0.3s | 2.92 sym/s | Total: 14.4m | ETA: 6.2m
[2025-12-08T20:29:30.672807] [INFO ] [sig       ] [2532/3624] Forecasting PFD...
[2025-12-08T20:29:30.672849] [INFO ] [sig       ] Generating forecast for: PFD
[2025-12-08T20:29:30.672892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFD' from 'https://tdm.silogroup.org/data/derivative_storage/PFD.csv'.
[2025-12-08T20:29:30.687601] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFD'.
[2025-12-08T20:29:30.688063] [INFO ] [FORECASTER] Starting predict_future for PFD
[2025-12-08T20:29:30.689159] [DEBUG] [LOCAL     ] No optimal features file found for PFD: ./output/feature-sets/PFD.txt
[2025-12-08T20:29:30.689227] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:30.689304] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:30.689357] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:30.689434] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:30.756767] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:30.757773] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:30.757890] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:30.757936] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:30.887561] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:30.887743] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:30.887783] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:30.887810] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:30.891173] [DEBUG] [FORECASTER] PFD: Forecast T+1@11:T+2@11: UP (p=84.65%)
[2025-12-08T20:29:30.891466] [INFO ] [FORECASTER] Completed predict_future for PFD
[2025-12-08T20:29:30.891616] [INFO ] [sig       ] PFD: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:29:31.034613] [INFO ] [LOCAL     ] Saved forecast: PFD	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/PFD.txt
[2025-12-08T20:29:31.034769] [INFO ] [sig       ] [2532/3624] Completed PFD in 0.4s | 2.92 sym/s | Total: 14.4m | ETA: 6.2m
[2025-12-08T20:29:31.034808] [INFO ] [sig       ] [2533/3624] Forecasting PFE...
[2025-12-08T20:29:31.034837] [INFO ] [sig       ] Generating forecast for: PFE
[2025-12-08T20:29:31.034867] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFE' from 'https://tdm.silogroup.org/data/derivative_storage/PFE.csv'.
[2025-12-08T20:29:31.047322] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFE'.
[2025-12-08T20:29:31.047783] [INFO ] [FORECASTER] Starting predict_future for PFE
[2025-12-08T20:29:31.048657] [DEBUG] [LOCAL     ] No optimal features file found for PFE: ./output/feature-sets/PFE.txt
[2025-12-08T20:29:31.048709] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:31.048741] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:31.048770] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:31.048827] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:31.114598] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:31.115670] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:31.115772] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:31.115804] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:31.237971] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:31.238122] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:31.238162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:31.238190] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:31.241550] [DEBUG] [FORECASTER] PFE: Forecast T+1@11:T+2@11: DOWN (p=37.46%)
[2025-12-08T20:29:31.241859] [INFO ] [FORECASTER] Completed predict_future for PFE
[2025-12-08T20:29:31.241985] [INFO ] [sig       ] PFE: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:29:31.401172] [INFO ] [LOCAL     ] Saved forecast: PFE	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/PFE.txt
[2025-12-08T20:29:31.401324] [INFO ] [sig       ] [2533/3624] Completed PFE in 0.4s | 2.92 sym/s | Total: 14.4m | ETA: 6.2m
[2025-12-08T20:29:31.401363] [INFO ] [sig       ] [2534/3624] Forecasting PFF...
[2025-12-08T20:29:31.401392] [INFO ] [sig       ] Generating forecast for: PFF
[2025-12-08T20:29:31.401421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFF' from 'https://tdm.silogroup.org/data/derivative_storage/PFF.csv'.
[2025-12-08T20:29:31.414305] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFF'.
[2025-12-08T20:29:31.414720] [INFO ] [FORECASTER] Starting predict_future for PFF
[2025-12-08T20:29:31.415559] [DEBUG] [LOCAL     ] No optimal features file found for PFF: ./output/feature-sets/PFF.txt
[2025-12-08T20:29:31.415632] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:31.415665] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:31.415698] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:31.415770] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:31.476296] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:31.477211] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:31.477295] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:31.477328] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:31.607618] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:31.607774] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:31.607812] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:31.607840] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:31.611185] [DEBUG] [FORECASTER] PFF: Forecast T+1@11:T+2@11: DOWN (p=36.26%)
[2025-12-08T20:29:31.611453] [INFO ] [FORECASTER] Completed predict_future for PFF
[2025-12-08T20:29:31.611591] [INFO ] [sig       ] PFF: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:29:31.761841] [INFO ] [LOCAL     ] Saved forecast: PFF	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/PFF.txt
[2025-12-08T20:29:31.762034] [INFO ] [sig       ] [2534/3624] Completed PFF in 0.4s | 2.92 sym/s | Total: 14.5m | ETA: 6.2m
[2025-12-08T20:29:31.762088] [INFO ] [sig       ] [2535/3624] Forecasting PFG...
[2025-12-08T20:29:31.762127] [INFO ] [sig       ] Generating forecast for: PFG
[2025-12-08T20:29:31.762168] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFG' from 'https://tdm.silogroup.org/data/derivative_storage/PFG.csv'.
[2025-12-08T20:29:31.776437] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFG'.
[2025-12-08T20:29:31.776843] [INFO ] [FORECASTER] Starting predict_future for PFG
[2025-12-08T20:29:31.777728] [DEBUG] [LOCAL     ] No optimal features file found for PFG: ./output/feature-sets/PFG.txt
[2025-12-08T20:29:31.777778] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:31.777810] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:31.777837] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:31.777893] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:31.844946] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:31.845744] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:31.845823] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:31.845856] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:31.965427] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:31.965603] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:31.965645] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:31.965672] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:31.969051] [DEBUG] [FORECASTER] PFG: Forecast T+1@11:T+2@11: UP (p=61.03%)
[2025-12-08T20:29:31.969354] [INFO ] [FORECASTER] Completed predict_future for PFG
[2025-12-08T20:29:31.969486] [INFO ] [sig       ] PFG: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:29:32.110693] [INFO ] [LOCAL     ] Saved forecast: PFG	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/PFG.txt
[2025-12-08T20:29:32.110835] [INFO ] [sig       ] [2535/3624] Completed PFG in 0.3s | 2.92 sym/s | Total: 14.5m | ETA: 6.2m
[2025-12-08T20:29:32.110874] [INFO ] [sig       ] [2536/3624] Forecasting PFGC...
[2025-12-08T20:29:32.110904] [INFO ] [sig       ] Generating forecast for: PFGC
[2025-12-08T20:29:32.110933] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFGC' from 'https://tdm.silogroup.org/data/derivative_storage/PFGC.csv'.
[2025-12-08T20:29:32.122735] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFGC'.
[2025-12-08T20:29:32.123086] [INFO ] [FORECASTER] Starting predict_future for PFGC
[2025-12-08T20:29:32.123868] [DEBUG] [LOCAL     ] No optimal features file found for PFGC: ./output/feature-sets/PFGC.txt
[2025-12-08T20:29:32.123917] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:32.123948] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:32.123972] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:32.124026] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:32.179309] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:32.180035] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:32.180108] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:32.180141] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:32.301784] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:32.301935] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:32.301974] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:32.302002] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:32.305228] [DEBUG] [FORECASTER] PFGC: Forecast T+1@11:T+2@11: DOWN (p=3.65%)
[2025-12-08T20:29:32.305492] [INFO ] [FORECASTER] Completed predict_future for PFGC
[2025-12-08T20:29:32.305638] [INFO ] [sig       ] PFGC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:29:32.444530] [INFO ] [LOCAL     ] Saved forecast: PFGC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/PFGC.txt
[2025-12-08T20:29:32.444675] [INFO ] [sig       ] [2536/3624] Completed PFGC in 0.3s | 2.92 sym/s | Total: 14.5m | ETA: 6.2m
[2025-12-08T20:29:32.444714] [INFO ] [sig       ] [2537/3624] Forecasting PFH...
[2025-12-08T20:29:32.444743] [INFO ] [sig       ] Generating forecast for: PFH
[2025-12-08T20:29:32.444776] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFH' from 'https://tdm.silogroup.org/data/derivative_storage/PFH.csv'.
[2025-12-08T20:29:32.457085] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFH'.
[2025-12-08T20:29:32.457455] [INFO ] [FORECASTER] Starting predict_future for PFH
[2025-12-08T20:29:32.458291] [DEBUG] [LOCAL     ] No optimal features file found for PFH: ./output/feature-sets/PFH.txt
[2025-12-08T20:29:32.458342] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:32.458372] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:32.458398] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:32.458452] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:32.518538] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:32.519298] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:32.519376] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:32.519408] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:32.643296] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:32.643445] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:32.643483] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:32.643512] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:32.647203] [DEBUG] [FORECASTER] PFH: Forecast T+1@11:T+2@11: UP (p=92.53%)
[2025-12-08T20:29:32.647527] [INFO ] [FORECASTER] Completed predict_future for PFH
[2025-12-08T20:29:32.647681] [INFO ] [sig       ] PFH: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:29:32.801489] [INFO ] [LOCAL     ] Saved forecast: PFH	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/PFH.txt
[2025-12-08T20:29:32.801672] [INFO ] [sig       ] [2537/3624] Completed PFH in 0.4s | 2.92 sym/s | Total: 14.5m | ETA: 6.2m
[2025-12-08T20:29:32.801719] [INFO ] [sig       ] [2538/3624] Forecasting PFIS...
[2025-12-08T20:29:32.801749] [INFO ] [sig       ] Generating forecast for: PFIS
[2025-12-08T20:29:32.801780] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFIS' from 'https://tdm.silogroup.org/data/derivative_storage/PFIS.csv'.
[2025-12-08T20:29:32.817133] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFIS'.
[2025-12-08T20:29:32.817545] [INFO ] [FORECASTER] Starting predict_future for PFIS
[2025-12-08T20:29:32.818349] [DEBUG] [LOCAL     ] No optimal features file found for PFIS: ./output/feature-sets/PFIS.txt
[2025-12-08T20:29:32.818399] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:32.818430] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:32.818455] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:32.818508] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:32.873620] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:32.874432] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:32.874510] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:32.874542] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:32.987646] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:32.987797] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:32.987835] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:32.987862] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:32.991180] [DEBUG] [FORECASTER] PFIS: Forecast T+1@11:T+2@11: UP (p=84.70%)
[2025-12-08T20:29:32.991439] [INFO ] [FORECASTER] Completed predict_future for PFIS
[2025-12-08T20:29:32.991594] [INFO ] [sig       ] PFIS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:29:33.128490] [INFO ] [LOCAL     ] Saved forecast: PFIS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/PFIS.txt
[2025-12-08T20:29:33.128661] [INFO ] [sig       ] [2538/3624] Completed PFIS in 0.3s | 2.92 sym/s | Total: 14.5m | ETA: 6.2m
[2025-12-08T20:29:33.128706] [INFO ] [sig       ] [2539/3624] Forecasting PFL...
[2025-12-08T20:29:33.128734] [INFO ] [sig       ] Generating forecast for: PFL
[2025-12-08T20:29:33.128762] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFL' from 'https://tdm.silogroup.org/data/derivative_storage/PFL.csv'.
[2025-12-08T20:29:33.140970] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFL'.
[2025-12-08T20:29:33.141342] [INFO ] [FORECASTER] Starting predict_future for PFL
[2025-12-08T20:29:33.142146] [DEBUG] [LOCAL     ] No optimal features file found for PFL: ./output/feature-sets/PFL.txt
[2025-12-08T20:29:33.142197] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:33.142230] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:33.142257] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:33.142312] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:33.202309] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:33.203130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:33.203229] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:33.203265] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:33.318826] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:33.318983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:33.319022] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:33.319051] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:33.322379] [DEBUG] [FORECASTER] PFL: Forecast T+1@11:T+2@11: UP (p=80.58%)
[2025-12-08T20:29:33.322675] [INFO ] [FORECASTER] Completed predict_future for PFL
[2025-12-08T20:29:33.322797] [INFO ] [sig       ] PFL: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:29:33.462764] [INFO ] [LOCAL     ] Saved forecast: PFL	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/PFL.txt
[2025-12-08T20:29:33.462927] [INFO ] [sig       ] [2539/3624] Completed PFL in 0.3s | 2.92 sym/s | Total: 14.5m | ETA: 6.2m
[2025-12-08T20:29:33.462966] [INFO ] [sig       ] [2540/3624] Forecasting PFM...
[2025-12-08T20:29:33.462996] [INFO ] [sig       ] Generating forecast for: PFM
[2025-12-08T20:29:33.463025] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFM' from 'https://tdm.silogroup.org/data/derivative_storage/PFM.csv'.
[2025-12-08T20:29:33.474811] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFM'.
[2025-12-08T20:29:33.475187] [INFO ] [FORECASTER] Starting predict_future for PFM
[2025-12-08T20:29:33.476018] [DEBUG] [LOCAL     ] No optimal features file found for PFM: ./output/feature-sets/PFM.txt
[2025-12-08T20:29:33.476070] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:33.476101] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:33.476128] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:33.476184] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:33.533340] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:33.534174] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:33.534253] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:33.534286] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:33.657731] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:33.657884] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:33.657922] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:33.657951] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:33.661258] [DEBUG] [FORECASTER] PFM: Forecast T+1@11:T+2@11: UP (p=83.31%)
[2025-12-08T20:29:33.661522] [INFO ] [FORECASTER] Completed predict_future for PFM
[2025-12-08T20:29:33.661657] [INFO ] [sig       ] PFM: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:29:33.807356] [INFO ] [LOCAL     ] Saved forecast: PFM	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/PFM.txt
[2025-12-08T20:29:33.807548] [INFO ] [sig       ] [2540/3624] Completed PFM in 0.3s | 2.92 sym/s | Total: 14.5m | ETA: 6.2m
[2025-12-08T20:29:33.807652] [INFO ] [sig       ] [2541/3624] Forecasting PFN...
[2025-12-08T20:29:33.807692] [INFO ] [sig       ] Generating forecast for: PFN
[2025-12-08T20:29:33.807732] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFN' from 'https://tdm.silogroup.org/data/derivative_storage/PFN.csv'.
[2025-12-08T20:29:33.820097] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFN'.
[2025-12-08T20:29:33.820498] [INFO ] [FORECASTER] Starting predict_future for PFN
[2025-12-08T20:29:33.821343] [DEBUG] [LOCAL     ] No optimal features file found for PFN: ./output/feature-sets/PFN.txt
[2025-12-08T20:29:33.821394] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:33.821427] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:33.821453] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:33.821509] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:33.880746] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:33.881693] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:33.881794] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:33.881831] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:34.015033] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:34.015219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:34.015259] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:34.015288] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:34.019570] [DEBUG] [FORECASTER] PFN: Forecast T+1@11:T+2@11: UP (p=94.81%)
[2025-12-08T20:29:34.019986] [INFO ] [FORECASTER] Completed predict_future for PFN
[2025-12-08T20:29:34.020173] [INFO ] [sig       ] PFN: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:29:34.167009] [INFO ] [LOCAL     ] Saved forecast: PFN	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/PFN.txt
[2025-12-08T20:29:34.167134] [INFO ] [sig       ] [2541/3624] Completed PFN in 0.4s | 2.92 sym/s | Total: 14.5m | ETA: 6.2m
[2025-12-08T20:29:34.167171] [INFO ] [sig       ] [2542/3624] Forecasting PFO...
[2025-12-08T20:29:34.167198] [INFO ] [sig       ] Generating forecast for: PFO
[2025-12-08T20:29:34.167228] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFO' from 'https://tdm.silogroup.org/data/derivative_storage/PFO.csv'.
[2025-12-08T20:29:34.178648] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFO'.
[2025-12-08T20:29:34.178969] [INFO ] [FORECASTER] Starting predict_future for PFO
[2025-12-08T20:29:34.179744] [DEBUG] [LOCAL     ] No optimal features file found for PFO: ./output/feature-sets/PFO.txt
[2025-12-08T20:29:34.179794] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:34.179834] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:34.179862] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:34.179917] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:34.235667] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:34.236237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:34.236309] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:34.236365] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:34.348167] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:34.348315] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:34.348352] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:34.348381] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:34.351638] [DEBUG] [FORECASTER] PFO: Forecast T+1@11:T+2@11: UP (p=89.38%)
[2025-12-08T20:29:34.351916] [INFO ] [FORECASTER] Completed predict_future for PFO
[2025-12-08T20:29:34.352029] [INFO ] [sig       ] PFO: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:29:34.489635] [INFO ] [LOCAL     ] Saved forecast: PFO	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/PFO.txt
[2025-12-08T20:29:34.489766] [INFO ] [sig       ] [2542/3624] Completed PFO in 0.3s | 2.92 sym/s | Total: 14.5m | ETA: 6.2m
[2025-12-08T20:29:34.489804] [INFO ] [sig       ] [2543/3624] Forecasting PFS...
[2025-12-08T20:29:34.489833] [INFO ] [sig       ] Generating forecast for: PFS
[2025-12-08T20:29:34.489863] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFS' from 'https://tdm.silogroup.org/data/derivative_storage/PFS.csv'.
[2025-12-08T20:29:34.501891] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFS'.
[2025-12-08T20:29:34.502208] [INFO ] [FORECASTER] Starting predict_future for PFS
[2025-12-08T20:29:34.502975] [DEBUG] [LOCAL     ] No optimal features file found for PFS: ./output/feature-sets/PFS.txt
[2025-12-08T20:29:34.503023] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:34.503054] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:34.503081] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:34.503135] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:34.559174] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:34.559786] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:34.559859] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:34.559890] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:34.680297] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:34.680461] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:34.680514] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:34.680552] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:34.683942] [DEBUG] [FORECASTER] PFS: Forecast T+1@11:T+2@11: UP (p=81.61%)
[2025-12-08T20:29:34.684208] [INFO ] [FORECASTER] Completed predict_future for PFS
[2025-12-08T20:29:34.684325] [INFO ] [sig       ] PFS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:29:34.821136] [INFO ] [LOCAL     ] Saved forecast: PFS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/PFS.txt
[2025-12-08T20:29:34.821256] [INFO ] [sig       ] [2543/3624] Completed PFS in 0.3s | 2.92 sym/s | Total: 14.5m | ETA: 6.2m
[2025-12-08T20:29:34.821294] [INFO ] [sig       ] [2544/3624] Forecasting PFSI...
[2025-12-08T20:29:34.821322] [INFO ] [sig       ] Generating forecast for: PFSI
[2025-12-08T20:29:34.821350] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFSI' from 'https://tdm.silogroup.org/data/derivative_storage/PFSI.csv'.
[2025-12-08T20:29:34.833175] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFSI'.
[2025-12-08T20:29:34.833482] [INFO ] [FORECASTER] Starting predict_future for PFSI
[2025-12-08T20:29:34.834262] [DEBUG] [LOCAL     ] No optimal features file found for PFSI: ./output/feature-sets/PFSI.txt
[2025-12-08T20:29:34.834312] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:34.834343] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:34.834369] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:34.834424] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:34.891046] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:34.891699] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:34.891775] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:34.891808] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:35.007921] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:35.008064] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:35.008101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:35.008129] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:35.011403] [DEBUG] [FORECASTER] PFSI: Forecast T+1@11:T+2@11: DOWN (p=26.37%)
[2025-12-08T20:29:35.011683] [INFO ] [FORECASTER] Completed predict_future for PFSI
[2025-12-08T20:29:35.011809] [INFO ] [sig       ] PFSI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:29:35.154652] [INFO ] [LOCAL     ] Saved forecast: PFSI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/PFSI.txt
[2025-12-08T20:29:35.154778] [INFO ] [sig       ] [2544/3624] Completed PFSI in 0.3s | 2.92 sym/s | Total: 14.5m | ETA: 6.2m
[2025-12-08T20:29:35.154817] [INFO ] [sig       ] [2545/3624] Forecasting PGC...
[2025-12-08T20:29:35.154848] [INFO ] [sig       ] Generating forecast for: PGC
[2025-12-08T20:29:35.154881] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGC' from 'https://tdm.silogroup.org/data/derivative_storage/PGC.csv'.
[2025-12-08T20:29:35.167072] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGC'.
[2025-12-08T20:29:35.167436] [INFO ] [FORECASTER] Starting predict_future for PGC
[2025-12-08T20:29:35.168261] [DEBUG] [LOCAL     ] No optimal features file found for PGC: ./output/feature-sets/PGC.txt
[2025-12-08T20:29:35.168311] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:35.168372] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:35.168402] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:35.168456] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:35.225347] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:35.226029] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:35.226103] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:35.226134] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:35.350524] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:35.350685] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:35.350725] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:35.350754] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:35.354125] [DEBUG] [FORECASTER] PGC: Forecast T+1@11:T+2@11: UP (p=88.84%)
[2025-12-08T20:29:35.354398] [INFO ] [FORECASTER] Completed predict_future for PGC
[2025-12-08T20:29:35.354517] [INFO ] [sig       ] PGC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:29:35.493955] [INFO ] [LOCAL     ] Saved forecast: PGC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/PGC.txt
[2025-12-08T20:29:35.494100] [INFO ] [sig       ] [2545/3624] Completed PGC in 0.3s | 2.92 sym/s | Total: 14.5m | ETA: 6.2m
[2025-12-08T20:29:35.494147] [INFO ] [sig       ] [2546/3624] Forecasting PGEN...
[2025-12-08T20:29:35.494186] [INFO ] [sig       ] Generating forecast for: PGEN
[2025-12-08T20:29:35.494223] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGEN' from 'https://tdm.silogroup.org/data/derivative_storage/PGEN.csv'.
[2025-12-08T20:29:35.506237] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGEN'.
[2025-12-08T20:29:35.506604] [INFO ] [FORECASTER] Starting predict_future for PGEN
[2025-12-08T20:29:35.507459] [DEBUG] [LOCAL     ] No optimal features file found for PGEN: ./output/feature-sets/PGEN.txt
[2025-12-08T20:29:35.507512] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:35.507544] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:35.507596] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:35.507663] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:35.565428] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:35.566087] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:35.566165] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:35.566198] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:35.685017] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:35.685161] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:35.685197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:35.685225] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:35.688468] [DEBUG] [FORECASTER] PGEN: Forecast T+1@11:T+2@11: DOWN (p=2.25%)
[2025-12-08T20:29:35.688740] [INFO ] [FORECASTER] Completed predict_future for PGEN
[2025-12-08T20:29:35.688871] [INFO ] [sig       ] PGEN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:29:35.828136] [INFO ] [LOCAL     ] Saved forecast: PGEN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/PGEN.txt
[2025-12-08T20:29:35.828260] [INFO ] [sig       ] [2546/3624] Completed PGEN in 0.3s | 2.92 sym/s | Total: 14.5m | ETA: 6.1m
[2025-12-08T20:29:35.828297] [INFO ] [sig       ] [2547/3624] Forecasting PGJ...
[2025-12-08T20:29:35.828326] [INFO ] [sig       ] Generating forecast for: PGJ
[2025-12-08T20:29:35.828355] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGJ' from 'https://tdm.silogroup.org/data/derivative_storage/PGJ.csv'.
[2025-12-08T20:29:35.840079] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGJ'.
[2025-12-08T20:29:35.840440] [INFO ] [FORECASTER] Starting predict_future for PGJ
[2025-12-08T20:29:35.841262] [DEBUG] [LOCAL     ] No optimal features file found for PGJ: ./output/feature-sets/PGJ.txt
[2025-12-08T20:29:35.841314] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:35.841346] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:35.841373] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:35.841429] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:35.898529] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:35.899183] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:35.899255] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:35.899287] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:36.017343] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:36.020365] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:36.020413] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:36.020441] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:36.023933] [DEBUG] [FORECASTER] PGJ: Forecast T+1@11:T+2@11: DOWN (p=20.65%)
[2025-12-08T20:29:36.024229] [INFO ] [FORECASTER] Completed predict_future for PGJ
[2025-12-08T20:29:36.024350] [INFO ] [sig       ] PGJ: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:29:36.162534] [INFO ] [LOCAL     ] Saved forecast: PGJ	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/PGJ.txt
[2025-12-08T20:29:36.162682] [INFO ] [sig       ] [2547/3624] Completed PGJ in 0.3s | 2.92 sym/s | Total: 14.5m | ETA: 6.1m
[2025-12-08T20:29:36.162721] [INFO ] [sig       ] [2548/3624] Forecasting PGNY...
[2025-12-08T20:29:36.162750] [INFO ] [sig       ] Generating forecast for: PGNY
[2025-12-08T20:29:36.162779] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGNY' from 'https://tdm.silogroup.org/data/derivative_storage/PGNY.csv'.
[2025-12-08T20:29:36.175130] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGNY'.
[2025-12-08T20:29:36.175496] [INFO ] [FORECASTER] Starting predict_future for PGNY
[2025-12-08T20:29:36.176373] [DEBUG] [LOCAL     ] No optimal features file found for PGNY: ./output/feature-sets/PGNY.txt
[2025-12-08T20:29:36.176425] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:36.176457] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:36.176484] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:36.176540] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:36.234822] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:36.235453] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:36.235529] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:36.235570] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:36.350959] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:36.351112] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:36.351150] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:36.351178] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:36.354931] [DEBUG] [FORECASTER] PGNY: Forecast T+1@11:T+2@11: UP (p=66.23%)
[2025-12-08T20:29:36.355294] [INFO ] [FORECASTER] Completed predict_future for PGNY
[2025-12-08T20:29:36.355442] [INFO ] [sig       ] PGNY: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:29:36.507375] [INFO ] [LOCAL     ] Saved forecast: PGNY	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/PGNY.txt
[2025-12-08T20:29:36.507525] [INFO ] [sig       ] [2548/3624] Completed PGNY in 0.3s | 2.92 sym/s | Total: 14.5m | ETA: 6.1m
[2025-12-08T20:29:36.507587] [INFO ] [sig       ] [2549/3624] Forecasting PGP...
[2025-12-08T20:29:36.507620] [INFO ] [sig       ] Generating forecast for: PGP
[2025-12-08T20:29:36.507648] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGP' from 'https://tdm.silogroup.org/data/derivative_storage/PGP.csv'.
[2025-12-08T20:29:36.519325] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGP'.
[2025-12-08T20:29:36.519686] [INFO ] [FORECASTER] Starting predict_future for PGP
[2025-12-08T20:29:36.520439] [DEBUG] [LOCAL     ] No optimal features file found for PGP: ./output/feature-sets/PGP.txt
[2025-12-08T20:29:36.520488] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:36.520544] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:36.520595] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:36.520654] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:36.575400] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:36.576038] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:36.576113] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:36.576145] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:36.691340] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:36.691487] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:36.691527] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:36.691557] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:36.694860] [DEBUG] [FORECASTER] PGP: Forecast T+1@11:T+2@11: UP (p=97.75%)
[2025-12-08T20:29:36.695118] [INFO ] [FORECASTER] Completed predict_future for PGP
[2025-12-08T20:29:36.695235] [INFO ] [sig       ] PGP: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:29:36.833034] [INFO ] [LOCAL     ] Saved forecast: PGP	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/PGP.txt
[2025-12-08T20:29:36.833163] [INFO ] [sig       ] [2549/3624] Completed PGP in 0.3s | 2.92 sym/s | Total: 14.5m | ETA: 6.1m
[2025-12-08T20:29:36.833201] [INFO ] [sig       ] [2550/3624] Forecasting PGRE...
[2025-12-08T20:29:36.833231] [INFO ] [sig       ] Generating forecast for: PGRE
[2025-12-08T20:29:36.833260] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGRE' from 'https://tdm.silogroup.org/data/derivative_storage/PGRE.csv'.
[2025-12-08T20:29:36.845026] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGRE'.
[2025-12-08T20:29:36.845369] [INFO ] [FORECASTER] Starting predict_future for PGRE
[2025-12-08T20:29:36.846169] [DEBUG] [LOCAL     ] No optimal features file found for PGRE: ./output/feature-sets/PGRE.txt
[2025-12-08T20:29:36.846219] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:36.846252] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:36.846280] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:36.846337] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:36.902826] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:36.903529] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:36.903627] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:36.903663] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:37.025646] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:37.025817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:37.025870] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:37.025913] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:37.030969] [DEBUG] [FORECASTER] PGRE: Forecast T+1@11:T+2@11: UP (p=81.81%)
[2025-12-08T20:29:37.031476] [INFO ] [FORECASTER] Completed predict_future for PGRE
[2025-12-08T20:29:37.031700] [INFO ] [sig       ] PGRE: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:29:37.176951] [INFO ] [LOCAL     ] Saved forecast: PGRE	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/PGRE.txt
[2025-12-08T20:29:37.177102] [INFO ] [sig       ] [2550/3624] Completed PGRE in 0.3s | 2.92 sym/s | Total: 14.5m | ETA: 6.1m
[2025-12-08T20:29:37.177140] [INFO ] [sig       ] [2551/3624] Forecasting PGY...
[2025-12-08T20:29:37.177169] [INFO ] [sig       ] Generating forecast for: PGY
[2025-12-08T20:29:37.177196] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGY' from 'https://tdm.silogroup.org/data/derivative_storage/PGY.csv'.
[2025-12-08T20:29:37.189362] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGY'.
[2025-12-08T20:29:37.189724] [INFO ] [FORECASTER] Starting predict_future for PGY
[2025-12-08T20:29:37.190496] [DEBUG] [LOCAL     ] No optimal features file found for PGY: ./output/feature-sets/PGY.txt
[2025-12-08T20:29:37.190547] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:37.190608] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:37.190638] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:37.190695] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:37.246634] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:37.247386] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:37.247488] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:37.247521] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:37.366715] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:37.366867] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:37.366906] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:37.366934] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:37.370264] [DEBUG] [FORECASTER] PGY: Forecast T+1@11:T+2@11: UP (p=55.15%)
[2025-12-08T20:29:37.370528] [INFO ] [FORECASTER] Completed predict_future for PGY
[2025-12-08T20:29:37.370670] [INFO ] [sig       ] PGY: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:29:37.511084] [INFO ] [LOCAL     ] Saved forecast: PGY	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/PGY.txt
[2025-12-08T20:29:37.511210] [INFO ] [sig       ] [2551/3624] Completed PGY in 0.3s | 2.92 sym/s | Total: 14.6m | ETA: 6.1m
[2025-12-08T20:29:37.511247] [INFO ] [sig       ] [2552/3624] Forecasting PGZ...
[2025-12-08T20:29:37.511276] [INFO ] [sig       ] Generating forecast for: PGZ
[2025-12-08T20:29:37.511305] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGZ' from 'https://tdm.silogroup.org/data/derivative_storage/PGZ.csv'.
[2025-12-08T20:29:37.523503] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGZ'.
[2025-12-08T20:29:37.523849] [INFO ] [FORECASTER] Starting predict_future for PGZ
[2025-12-08T20:29:37.524625] [DEBUG] [LOCAL     ] No optimal features file found for PGZ: ./output/feature-sets/PGZ.txt
[2025-12-08T20:29:37.524674] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:37.524705] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:37.524730] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:37.524785] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:37.581369] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:37.581975] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:37.582051] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:37.582084] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:37.702164] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:37.702336] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:37.702390] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:37.702475] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:37.707196] [DEBUG] [FORECASTER] PGZ: Forecast T+1@11:T+2@11: UP (p=76.13%)
[2025-12-08T20:29:37.708063] [INFO ] [FORECASTER] Completed predict_future for PGZ
[2025-12-08T20:29:37.708496] [INFO ] [sig       ] PGZ: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:29:37.848868] [INFO ] [LOCAL     ] Saved forecast: PGZ	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/PGZ.txt
[2025-12-08T20:29:37.848997] [INFO ] [sig       ] [2552/3624] Completed PGZ in 0.3s | 2.92 sym/s | Total: 14.6m | ETA: 6.1m
[2025-12-08T20:29:37.849036] [INFO ] [sig       ] [2553/3624] Forecasting PH...
[2025-12-08T20:29:37.849064] [INFO ] [sig       ] Generating forecast for: PH
[2025-12-08T20:29:37.849093] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PH' from 'https://tdm.silogroup.org/data/derivative_storage/PH.csv'.
[2025-12-08T20:29:37.861408] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PH'.
[2025-12-08T20:29:37.861783] [INFO ] [FORECASTER] Starting predict_future for PH
[2025-12-08T20:29:37.862596] [DEBUG] [LOCAL     ] No optimal features file found for PH: ./output/feature-sets/PH.txt
[2025-12-08T20:29:37.862647] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:37.862679] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:37.862707] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:37.862762] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:37.920829] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:37.921510] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:37.921603] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:37.921639] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:38.039637] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:38.039784] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:38.039822] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:38.039849] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:38.043109] [DEBUG] [FORECASTER] PH: Forecast T+1@11:T+2@11: DOWN (p=10.58%)
[2025-12-08T20:29:38.043368] [INFO ] [FORECASTER] Completed predict_future for PH
[2025-12-08T20:29:38.043482] [INFO ] [sig       ] PH: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:29:38.188502] [INFO ] [LOCAL     ] Saved forecast: PH	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/PH.txt
[2025-12-08T20:29:38.188647] [INFO ] [sig       ] [2553/3624] Completed PH in 0.3s | 2.92 sym/s | Total: 14.6m | ETA: 6.1m
[2025-12-08T20:29:38.188687] [INFO ] [sig       ] [2554/3624] Forecasting PHG...
[2025-12-08T20:29:38.188716] [INFO ] [sig       ] Generating forecast for: PHG
[2025-12-08T20:29:38.188745] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHG' from 'https://tdm.silogroup.org/data/derivative_storage/PHG.csv'.
[2025-12-08T20:29:38.201713] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHG'.
[2025-12-08T20:29:38.202126] [INFO ] [FORECASTER] Starting predict_future for PHG
[2025-12-08T20:29:38.203021] [DEBUG] [LOCAL     ] No optimal features file found for PHG: ./output/feature-sets/PHG.txt
[2025-12-08T20:29:38.203084] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:38.203122] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:38.203149] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:38.203223] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:38.264194] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:38.264906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:38.264982] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:38.265030] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:38.391435] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:38.391617] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:38.391660] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:38.391692] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:38.395266] [DEBUG] [FORECASTER] PHG: Forecast T+1@11:T+2@11: UP (p=95.97%)
[2025-12-08T20:29:38.395567] [INFO ] [FORECASTER] Completed predict_future for PHG
[2025-12-08T20:29:38.395713] [INFO ] [sig       ] PHG: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:29:38.545772] [INFO ] [LOCAL     ] Saved forecast: PHG	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/PHG.txt
[2025-12-08T20:29:38.545916] [INFO ] [sig       ] [2554/3624] Completed PHG in 0.4s | 2.92 sym/s | Total: 14.6m | ETA: 6.1m
[2025-12-08T20:29:38.545962] [INFO ] [sig       ] [2555/3624] Forecasting PHI...
[2025-12-08T20:29:38.545992] [INFO ] [sig       ] Generating forecast for: PHI
[2025-12-08T20:29:38.546023] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHI' from 'https://tdm.silogroup.org/data/derivative_storage/PHI.csv'.
[2025-12-08T20:29:38.558471] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHI'.
[2025-12-08T20:29:38.558854] [INFO ] [FORECASTER] Starting predict_future for PHI
[2025-12-08T20:29:38.559648] [DEBUG] [LOCAL     ] No optimal features file found for PHI: ./output/feature-sets/PHI.txt
[2025-12-08T20:29:38.559697] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:38.559727] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:38.559753] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:38.559807] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:38.616813] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:38.617628] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:38.617706] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:38.617738] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:38.735931] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:38.736096] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:38.736136] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:38.736163] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:38.739603] [DEBUG] [FORECASTER] PHI: Forecast T+1@11:T+2@11: DOWN (p=2.95%)
[2025-12-08T20:29:38.739872] [INFO ] [FORECASTER] Completed predict_future for PHI
[2025-12-08T20:29:38.739993] [INFO ] [sig       ] PHI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:29:38.883484] [INFO ] [LOCAL     ] Saved forecast: PHI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/PHI.txt
[2025-12-08T20:29:38.883647] [INFO ] [sig       ] [2555/3624] Completed PHI in 0.3s | 2.92 sym/s | Total: 14.6m | ETA: 6.1m
[2025-12-08T20:29:38.883688] [INFO ] [sig       ] [2556/3624] Forecasting PHIN...
[2025-12-08T20:29:38.883717] [INFO ] [sig       ] Generating forecast for: PHIN
[2025-12-08T20:29:38.883746] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHIN' from 'https://tdm.silogroup.org/data/derivative_storage/PHIN.csv'.
[2025-12-08T20:29:38.895697] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHIN'.
[2025-12-08T20:29:38.896064] [INFO ] [FORECASTER] Starting predict_future for PHIN
[2025-12-08T20:29:38.896873] [DEBUG] [LOCAL     ] No optimal features file found for PHIN: ./output/feature-sets/PHIN.txt
[2025-12-08T20:29:38.896922] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:38.896954] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:38.896979] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:38.897044] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:38.953287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:38.954143] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:38.954225] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:38.954259] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:39.073935] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:39.074085] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:39.074123] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:39.074150] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:39.077430] [DEBUG] [FORECASTER] PHIN: Forecast T+1@11:T+2@11: UP (p=78.78%)
[2025-12-08T20:29:39.077722] [INFO ] [FORECASTER] Completed predict_future for PHIN
[2025-12-08T20:29:39.077843] [INFO ] [sig       ] PHIN: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:29:39.219007] [INFO ] [LOCAL     ] Saved forecast: PHIN	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/PHIN.txt
[2025-12-08T20:29:39.219138] [INFO ] [sig       ] [2556/3624] Completed PHIN in 0.3s | 2.92 sym/s | Total: 14.6m | ETA: 6.1m
[2025-12-08T20:29:39.219177] [INFO ] [sig       ] [2557/3624] Forecasting PHIO...
[2025-12-08T20:29:39.219207] [INFO ] [sig       ] Generating forecast for: PHIO
[2025-12-08T20:29:39.219235] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHIO' from 'https://tdm.silogroup.org/data/derivative_storage/PHIO.csv'.
[2025-12-08T20:29:39.232363] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHIO'.
[2025-12-08T20:29:39.232811] [INFO ] [FORECASTER] Starting predict_future for PHIO
[2025-12-08T20:29:39.233962] [DEBUG] [LOCAL     ] No optimal features file found for PHIO: ./output/feature-sets/PHIO.txt
[2025-12-08T20:29:39.234020] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:39.234061] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:39.234094] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:39.234350] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:39.290972] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:39.291741] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:39.291819] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:39.291853] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:39.414735] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:39.414885] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:39.414925] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:39.414954] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:39.418268] [DEBUG] [FORECASTER] PHIO: Forecast T+1@11:T+2@11: DOWN (p=22.63%)
[2025-12-08T20:29:39.418537] [INFO ] [FORECASTER] Completed predict_future for PHIO
[2025-12-08T20:29:39.418678] [INFO ] [sig       ] PHIO: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:29:39.558547] [INFO ] [LOCAL     ] Saved forecast: PHIO	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/PHIO.txt
[2025-12-08T20:29:39.558684] [INFO ] [sig       ] [2557/3624] Completed PHIO in 0.3s | 2.92 sym/s | Total: 14.6m | ETA: 6.1m
[2025-12-08T20:29:39.558722] [INFO ] [sig       ] [2558/3624] Forecasting PHK...
[2025-12-08T20:29:39.558751] [INFO ] [sig       ] Generating forecast for: PHK
[2025-12-08T20:29:39.558780] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHK' from 'https://tdm.silogroup.org/data/derivative_storage/PHK.csv'.
[2025-12-08T20:29:39.571061] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHK'.
[2025-12-08T20:29:39.571405] [INFO ] [FORECASTER] Starting predict_future for PHK
[2025-12-08T20:29:39.572236] [DEBUG] [LOCAL     ] No optimal features file found for PHK: ./output/feature-sets/PHK.txt
[2025-12-08T20:29:39.572291] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:39.572323] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:39.572349] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:39.572412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:39.632608] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:39.633346] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:39.633424] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:39.633456] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:39.762975] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:39.763154] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:39.763195] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:39.763225] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:39.766564] [DEBUG] [FORECASTER] PHK: Forecast T+1@11:T+2@11: DOWN (p=3.36%)
[2025-12-08T20:29:39.766868] [INFO ] [FORECASTER] Completed predict_future for PHK
[2025-12-08T20:29:39.767008] [INFO ] [sig       ] PHK: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:29:39.911834] [INFO ] [LOCAL     ] Saved forecast: PHK	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/PHK.txt
[2025-12-08T20:29:39.911974] [INFO ] [sig       ] [2558/3624] Completed PHK in 0.4s | 2.92 sym/s | Total: 14.6m | ETA: 6.1m
[2025-12-08T20:29:39.912013] [INFO ] [sig       ] [2559/3624] Forecasting PHM...
[2025-12-08T20:29:39.912043] [INFO ] [sig       ] Generating forecast for: PHM
[2025-12-08T20:29:39.912072] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHM' from 'https://tdm.silogroup.org/data/derivative_storage/PHM.csv'.
[2025-12-08T20:29:39.925326] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHM'.
[2025-12-08T20:29:39.925756] [INFO ] [FORECASTER] Starting predict_future for PHM
[2025-12-08T20:29:39.926653] [DEBUG] [LOCAL     ] No optimal features file found for PHM: ./output/feature-sets/PHM.txt
[2025-12-08T20:29:39.926704] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:39.926735] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:39.926762] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:39.926817] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:39.981380] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:39.982056] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:39.982165] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:39.982197] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:40.098798] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:40.098954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:40.098992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:40.099019] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:40.102315] [DEBUG] [FORECASTER] PHM: Forecast T+1@11:T+2@11: DOWN (p=5.22%)
[2025-12-08T20:29:40.102607] [INFO ] [FORECASTER] Completed predict_future for PHM
[2025-12-08T20:29:40.102734] [INFO ] [sig       ] PHM: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:29:40.238476] [INFO ] [LOCAL     ] Saved forecast: PHM	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/PHM.txt
[2025-12-08T20:29:40.238631] [INFO ] [sig       ] [2559/3624] Completed PHM in 0.3s | 2.92 sym/s | Total: 14.6m | ETA: 6.1m
[2025-12-08T20:29:40.238672] [INFO ] [sig       ] [2560/3624] Forecasting PHO...
[2025-12-08T20:29:40.238704] [INFO ] [sig       ] Generating forecast for: PHO
[2025-12-08T20:29:40.238733] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHO' from 'https://tdm.silogroup.org/data/derivative_storage/PHO.csv'.
[2025-12-08T20:29:40.250738] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHO'.
[2025-12-08T20:29:40.251090] [INFO ] [FORECASTER] Starting predict_future for PHO
[2025-12-08T20:29:40.251940] [DEBUG] [LOCAL     ] No optimal features file found for PHO: ./output/feature-sets/PHO.txt
[2025-12-08T20:29:40.251991] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:40.252022] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:40.252048] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:40.252104] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:40.307175] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:40.307846] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:40.307921] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:40.307952] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:40.426542] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:40.426714] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:40.426751] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:40.426779] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:40.430084] [DEBUG] [FORECASTER] PHO: Forecast T+1@11:T+2@11: UP (p=88.32%)
[2025-12-08T20:29:40.430343] [INFO ] [FORECASTER] Completed predict_future for PHO
[2025-12-08T20:29:40.430463] [INFO ] [sig       ] PHO: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:29:40.567515] [INFO ] [LOCAL     ] Saved forecast: PHO	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/PHO.txt
[2025-12-08T20:29:40.567668] [INFO ] [sig       ] [2560/3624] Completed PHO in 0.3s | 2.92 sym/s | Total: 14.6m | ETA: 6.1m
[2025-12-08T20:29:40.567709] [INFO ] [sig       ] [2561/3624] Forecasting PHUN...
[2025-12-08T20:29:40.567738] [INFO ] [sig       ] Generating forecast for: PHUN
[2025-12-08T20:29:40.567767] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHUN' from 'https://tdm.silogroup.org/data/derivative_storage/PHUN.csv'.
[2025-12-08T20:29:40.579666] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHUN'.
[2025-12-08T20:29:40.580056] [INFO ] [FORECASTER] Starting predict_future for PHUN
[2025-12-08T20:29:40.580914] [DEBUG] [LOCAL     ] No optimal features file found for PHUN: ./output/feature-sets/PHUN.txt
[2025-12-08T20:29:40.580977] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:40.581014] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:40.581047] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:40.581115] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:40.636634] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:40.637339] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:40.637440] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:40.637474] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:40.754604] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:40.754747] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:40.754783] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:40.754811] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:40.758065] [DEBUG] [FORECASTER] PHUN: Forecast T+1@11:T+2@11: DOWN (p=3.39%)
[2025-12-08T20:29:40.758321] [INFO ] [FORECASTER] Completed predict_future for PHUN
[2025-12-08T20:29:40.758437] [INFO ] [sig       ] PHUN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:29:40.894846] [INFO ] [LOCAL     ] Saved forecast: PHUN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/PHUN.txt
[2025-12-08T20:29:40.894985] [INFO ] [sig       ] [2561/3624] Completed PHUN in 0.3s | 2.92 sym/s | Total: 14.6m | ETA: 6.1m
[2025-12-08T20:29:40.895026] [INFO ] [sig       ] [2562/3624] Forecasting PHVS...
[2025-12-08T20:29:40.895055] [INFO ] [sig       ] Generating forecast for: PHVS
[2025-12-08T20:29:40.895084] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHVS' from 'https://tdm.silogroup.org/data/derivative_storage/PHVS.csv'.
[2025-12-08T20:29:40.907019] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHVS'.
[2025-12-08T20:29:40.907426] [INFO ] [FORECASTER] Starting predict_future for PHVS
[2025-12-08T20:29:40.908239] [DEBUG] [LOCAL     ] No optimal features file found for PHVS: ./output/feature-sets/PHVS.txt
[2025-12-08T20:29:40.908288] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:40.908319] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:40.908346] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:40.908402] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:40.964011] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:40.964699] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:40.964775] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:40.964807] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:41.083928] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:41.084079] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:41.084116] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:41.084144] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:41.087387] [DEBUG] [FORECASTER] PHVS: Forecast T+1@11:T+2@11: UP (p=61.85%)
[2025-12-08T20:29:41.087686] [INFO ] [FORECASTER] Completed predict_future for PHVS
[2025-12-08T20:29:41.087804] [INFO ] [sig       ] PHVS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:29:41.225753] [INFO ] [LOCAL     ] Saved forecast: PHVS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/PHVS.txt
[2025-12-08T20:29:41.225914] [INFO ] [sig       ] [2562/3624] Completed PHVS in 0.3s | 2.92 sym/s | Total: 14.6m | ETA: 6.1m
[2025-12-08T20:29:41.225955] [INFO ] [sig       ] [2563/3624] Forecasting PI...
[2025-12-08T20:29:41.225985] [INFO ] [sig       ] Generating forecast for: PI
[2025-12-08T20:29:41.226015] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PI' from 'https://tdm.silogroup.org/data/derivative_storage/PI.csv'.
[2025-12-08T20:29:41.238321] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PI'.
[2025-12-08T20:29:41.238691] [INFO ] [FORECASTER] Starting predict_future for PI
[2025-12-08T20:29:41.239467] [DEBUG] [LOCAL     ] No optimal features file found for PI: ./output/feature-sets/PI.txt
[2025-12-08T20:29:41.239518] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:41.239549] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:41.239596] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:41.239672] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:41.297888] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:41.298638] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:41.298721] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:41.298753] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:41.425551] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:41.425717] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:41.425755] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:41.425783] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:41.429395] [DEBUG] [FORECASTER] PI: Forecast T+1@11:T+2@11: UP (p=76.53%)
[2025-12-08T20:29:41.429738] [INFO ] [FORECASTER] Completed predict_future for PI
[2025-12-08T20:29:41.429874] [INFO ] [sig       ] PI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:29:41.569629] [INFO ] [LOCAL     ] Saved forecast: PI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/PI.txt
[2025-12-08T20:29:41.569753] [INFO ] [sig       ] [2563/3624] Completed PI in 0.3s | 2.92 sym/s | Total: 14.6m | ETA: 6.1m
[2025-12-08T20:29:41.569791] [INFO ] [sig       ] [2564/3624] Forecasting PID...
[2025-12-08T20:29:41.569820] [INFO ] [sig       ] Generating forecast for: PID
[2025-12-08T20:29:41.569849] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PID' from 'https://tdm.silogroup.org/data/derivative_storage/PID.csv'.
[2025-12-08T20:29:41.585269] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PID'.
[2025-12-08T20:29:41.585664] [INFO ] [FORECASTER] Starting predict_future for PID
[2025-12-08T20:29:41.586460] [DEBUG] [LOCAL     ] No optimal features file found for PID: ./output/feature-sets/PID.txt
[2025-12-08T20:29:41.586510] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:41.586542] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:41.586592] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:41.586652] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:41.646320] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:41.647106] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:41.647192] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:41.647227] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:41.787674] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:41.787859] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:41.787922] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:41.787977] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:41.793148] [DEBUG] [FORECASTER] PID: Forecast T+1@11:T+2@11: DOWN (p=47.71%)
[2025-12-08T20:29:41.793622] [INFO ] [FORECASTER] Completed predict_future for PID
[2025-12-08T20:29:41.793813] [INFO ] [sig       ] PID: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:29:41.956310] [INFO ] [LOCAL     ] Saved forecast: PID	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/PID.txt
[2025-12-08T20:29:41.956450] [INFO ] [sig       ] [2564/3624] Completed PID in 0.4s | 2.92 sym/s | Total: 14.6m | ETA: 6.0m
[2025-12-08T20:29:41.956489] [INFO ] [sig       ] [2565/3624] Forecasting PIE...
[2025-12-08T20:29:41.956518] [INFO ] [sig       ] Generating forecast for: PIE
[2025-12-08T20:29:41.956548] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PIE' from 'https://tdm.silogroup.org/data/derivative_storage/PIE.csv'.
[2025-12-08T20:29:41.969311] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PIE'.
[2025-12-08T20:29:41.969711] [INFO ] [FORECASTER] Starting predict_future for PIE
[2025-12-08T20:29:41.970495] [DEBUG] [LOCAL     ] No optimal features file found for PIE: ./output/feature-sets/PIE.txt
[2025-12-08T20:29:41.970545] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:41.970601] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:41.970631] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:41.970687] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:42.031064] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:42.031867] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:42.031950] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:42.031981] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:42.145610] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:42.145760] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:42.145815] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:42.145845] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:42.149156] [DEBUG] [FORECASTER] PIE: Forecast T+1@11:T+2@11: UP (p=99.63%)
[2025-12-08T20:29:42.149426] [INFO ] [FORECASTER] Completed predict_future for PIE
[2025-12-08T20:29:42.149549] [INFO ] [sig       ] PIE: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:29:42.285966] [INFO ] [LOCAL     ] Saved forecast: PIE	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/PIE.txt
[2025-12-08T20:29:42.286096] [INFO ] [sig       ] [2565/3624] Completed PIE in 0.3s | 2.92 sym/s | Total: 14.6m | ETA: 6.0m
[2025-12-08T20:29:42.286134] [INFO ] [sig       ] [2566/3624] Forecasting PII...
[2025-12-08T20:29:42.286164] [INFO ] [sig       ] Generating forecast for: PII
[2025-12-08T20:29:42.286193] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PII' from 'https://tdm.silogroup.org/data/derivative_storage/PII.csv'.
[2025-12-08T20:29:42.298214] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PII'.
[2025-12-08T20:29:42.298566] [INFO ] [FORECASTER] Starting predict_future for PII
[2025-12-08T20:29:42.299342] [DEBUG] [LOCAL     ] No optimal features file found for PII: ./output/feature-sets/PII.txt
[2025-12-08T20:29:42.299391] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:42.299447] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:42.299475] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:42.299530] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:42.357664] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:42.358511] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:42.358612] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:42.358647] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:42.477793] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:42.477948] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:42.477986] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:42.478014] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:42.481369] [DEBUG] [FORECASTER] PII: Forecast T+1@11:T+2@11: UP (p=60.32%)
[2025-12-08T20:29:42.481650] [INFO ] [FORECASTER] Completed predict_future for PII
[2025-12-08T20:29:42.481770] [INFO ] [sig       ] PII: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:29:42.620317] [INFO ] [LOCAL     ] Saved forecast: PII	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/PII.txt
[2025-12-08T20:29:42.620467] [INFO ] [sig       ] [2566/3624] Completed PII in 0.3s | 2.92 sym/s | Total: 14.6m | ETA: 6.0m
[2025-12-08T20:29:42.620509] [INFO ] [sig       ] [2567/3624] Forecasting PIM...
[2025-12-08T20:29:42.620539] [INFO ] [sig       ] Generating forecast for: PIM
[2025-12-08T20:29:42.620585] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PIM' from 'https://tdm.silogroup.org/data/derivative_storage/PIM.csv'.
[2025-12-08T20:29:42.633134] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PIM'.
[2025-12-08T20:29:42.633514] [INFO ] [FORECASTER] Starting predict_future for PIM
[2025-12-08T20:29:42.634322] [DEBUG] [LOCAL     ] No optimal features file found for PIM: ./output/feature-sets/PIM.txt
[2025-12-08T20:29:42.634371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:42.634401] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:42.634426] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:42.634479] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:42.693265] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:42.694133] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:42.694213] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:42.694244] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:42.812864] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:42.813016] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:42.813055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:42.813093] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:42.816508] [DEBUG] [FORECASTER] PIM: Forecast T+1@11:T+2@11: UP (p=63.79%)
[2025-12-08T20:29:42.816806] [INFO ] [FORECASTER] Completed predict_future for PIM
[2025-12-08T20:29:42.816934] [INFO ] [sig       ] PIM: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:29:42.957594] [INFO ] [LOCAL     ] Saved forecast: PIM	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/PIM.txt
[2025-12-08T20:29:42.957742] [INFO ] [sig       ] [2567/3624] Completed PIM in 0.3s | 2.92 sym/s | Total: 14.6m | ETA: 6.0m
[2025-12-08T20:29:42.957782] [INFO ] [sig       ] [2568/3624] Forecasting PINE...
[2025-12-08T20:29:42.957813] [INFO ] [sig       ] Generating forecast for: PINE
[2025-12-08T20:29:42.957843] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PINE' from 'https://tdm.silogroup.org/data/derivative_storage/PINE.csv'.
[2025-12-08T20:29:42.970407] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PINE'.
[2025-12-08T20:29:42.970803] [INFO ] [FORECASTER] Starting predict_future for PINE
[2025-12-08T20:29:42.971622] [DEBUG] [LOCAL     ] No optimal features file found for PINE: ./output/feature-sets/PINE.txt
[2025-12-08T20:29:42.971672] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:42.971712] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:42.971738] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:42.971793] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:43.027569] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:43.028292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:43.028367] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:43.028398] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:43.144480] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:43.144650] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:43.144688] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:43.144715] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:43.147981] [DEBUG] [FORECASTER] PINE: Forecast T+1@11:T+2@11: UP (p=91.47%)
[2025-12-08T20:29:43.148239] [INFO ] [FORECASTER] Completed predict_future for PINE
[2025-12-08T20:29:43.148357] [INFO ] [sig       ] PINE: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:29:43.286024] [INFO ] [LOCAL     ] Saved forecast: PINE	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/PINE.txt
[2025-12-08T20:29:43.286169] [INFO ] [sig       ] [2568/3624] Completed PINE in 0.3s | 2.92 sym/s | Total: 14.6m | ETA: 6.0m
[2025-12-08T20:29:43.286209] [INFO ] [sig       ] [2569/3624] Forecasting PINS...
[2025-12-08T20:29:43.286237] [INFO ] [sig       ] Generating forecast for: PINS
[2025-12-08T20:29:43.286266] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PINS' from 'https://tdm.silogroup.org/data/derivative_storage/PINS.csv'.
[2025-12-08T20:29:43.297616] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PINS'.
[2025-12-08T20:29:43.297957] [INFO ] [FORECASTER] Starting predict_future for PINS
[2025-12-08T20:29:43.298733] [DEBUG] [LOCAL     ] No optimal features file found for PINS: ./output/feature-sets/PINS.txt
[2025-12-08T20:29:43.298782] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:43.298822] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:43.298849] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:43.298905] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:43.354413] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:43.355121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:43.355195] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:43.355227] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:43.478844] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:43.478975] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:43.479019] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:43.479084] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:43.482425] [DEBUG] [FORECASTER] PINS: Forecast T+1@11:T+2@11: DOWN (p=2.71%)
[2025-12-08T20:29:43.482707] [INFO ] [FORECASTER] Completed predict_future for PINS
[2025-12-08T20:29:43.482829] [INFO ] [sig       ] PINS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:29:43.621436] [INFO ] [LOCAL     ] Saved forecast: PINS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/PINS.txt
[2025-12-08T20:29:43.621557] [INFO ] [sig       ] [2569/3624] Completed PINS in 0.3s | 2.92 sym/s | Total: 14.7m | ETA: 6.0m
[2025-12-08T20:29:43.621614] [INFO ] [sig       ] [2570/3624] Forecasting PK...
[2025-12-08T20:29:43.621644] [INFO ] [sig       ] Generating forecast for: PK
[2025-12-08T20:29:43.621674] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PK' from 'https://tdm.silogroup.org/data/derivative_storage/PK.csv'.
[2025-12-08T20:29:43.634131] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PK'.
[2025-12-08T20:29:43.634455] [INFO ] [FORECASTER] Starting predict_future for PK
[2025-12-08T20:29:43.635261] [DEBUG] [LOCAL     ] No optimal features file found for PK: ./output/feature-sets/PK.txt
[2025-12-08T20:29:43.635311] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:43.635342] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:43.635368] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:43.635423] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:43.691200] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:43.691801] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:43.691874] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:43.691906] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:43.816355] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:43.816491] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:43.816528] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:43.816556] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:43.819899] [DEBUG] [FORECASTER] PK: Forecast T+1@11:T+2@11: UP (p=54.14%)
[2025-12-08T20:29:43.820157] [INFO ] [FORECASTER] Completed predict_future for PK
[2025-12-08T20:29:43.820272] [INFO ] [sig       ] PK: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:29:43.959566] [INFO ] [LOCAL     ] Saved forecast: PK	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/PK.txt
[2025-12-08T20:29:43.959703] [INFO ] [sig       ] [2570/3624] Completed PK in 0.3s | 2.92 sym/s | Total: 14.7m | ETA: 6.0m
[2025-12-08T20:29:43.959740] [INFO ] [sig       ] [2571/3624] Forecasting PKBK...
[2025-12-08T20:29:43.959769] [INFO ] [sig       ] Generating forecast for: PKBK
[2025-12-08T20:29:43.959797] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKBK' from 'https://tdm.silogroup.org/data/derivative_storage/PKBK.csv'.
[2025-12-08T20:29:43.971378] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKBK'.
[2025-12-08T20:29:43.971746] [INFO ] [FORECASTER] Starting predict_future for PKBK
[2025-12-08T20:29:43.972501] [DEBUG] [LOCAL     ] No optimal features file found for PKBK: ./output/feature-sets/PKBK.txt
[2025-12-08T20:29:43.972549] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:43.972597] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:43.972625] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:43.972680] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:44.029424] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:44.030229] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:44.030303] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:44.030334] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:44.143028] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:44.143175] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:44.143211] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:44.143240] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:44.146500] [DEBUG] [FORECASTER] PKBK: Forecast T+1@11:T+2@11: DOWN (p=37.95%)
[2025-12-08T20:29:44.146773] [INFO ] [FORECASTER] Completed predict_future for PKBK
[2025-12-08T20:29:44.146890] [INFO ] [sig       ] PKBK: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:29:44.289546] [INFO ] [LOCAL     ] Saved forecast: PKBK	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/PKBK.txt
[2025-12-08T20:29:44.289712] [INFO ] [sig       ] [2571/3624] Completed PKBK in 0.3s | 2.92 sym/s | Total: 14.7m | ETA: 6.0m
[2025-12-08T20:29:44.289750] [INFO ] [sig       ] [2572/3624] Forecasting PKE...
[2025-12-08T20:29:44.289778] [INFO ] [sig       ] Generating forecast for: PKE
[2025-12-08T20:29:44.289809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKE' from 'https://tdm.silogroup.org/data/derivative_storage/PKE.csv'.
[2025-12-08T20:29:44.301825] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKE'.
[2025-12-08T20:29:44.302207] [INFO ] [FORECASTER] Starting predict_future for PKE
[2025-12-08T20:29:44.302999] [DEBUG] [LOCAL     ] No optimal features file found for PKE: ./output/feature-sets/PKE.txt
[2025-12-08T20:29:44.303052] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:44.303083] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:44.303108] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:44.303171] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:44.358147] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:44.359021] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:44.359107] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:44.359138] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:44.477904] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:44.478053] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:44.478092] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:44.478120] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:44.481390] [DEBUG] [FORECASTER] PKE: Forecast T+1@11:T+2@11: UP (p=97.58%)
[2025-12-08T20:29:44.481664] [INFO ] [FORECASTER] Completed predict_future for PKE
[2025-12-08T20:29:44.481780] [INFO ] [sig       ] PKE: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:29:44.620659] [INFO ] [LOCAL     ] Saved forecast: PKE	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/PKE.txt
[2025-12-08T20:29:44.620783] [INFO ] [sig       ] [2572/3624] Completed PKE in 0.3s | 2.92 sym/s | Total: 14.7m | ETA: 6.0m
[2025-12-08T20:29:44.620821] [INFO ] [sig       ] [2573/3624] Forecasting PKG...
[2025-12-08T20:29:44.620857] [INFO ] [sig       ] Generating forecast for: PKG
[2025-12-08T20:29:44.620886] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKG' from 'https://tdm.silogroup.org/data/derivative_storage/PKG.csv'.
[2025-12-08T20:29:44.632382] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKG'.
[2025-12-08T20:29:44.632737] [INFO ] [FORECASTER] Starting predict_future for PKG
[2025-12-08T20:29:44.633508] [DEBUG] [LOCAL     ] No optimal features file found for PKG: ./output/feature-sets/PKG.txt
[2025-12-08T20:29:44.633558] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:44.633611] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:44.633638] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:44.633698] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:44.689295] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:44.689933] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:44.690005] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:44.690037] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:44.812545] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:44.812710] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:44.812748] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:44.812776] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:44.816112] [DEBUG] [FORECASTER] PKG: Forecast T+1@11:T+2@11: UP (p=54.41%)
[2025-12-08T20:29:44.816371] [INFO ] [FORECASTER] Completed predict_future for PKG
[2025-12-08T20:29:44.816487] [INFO ] [sig       ] PKG: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:29:44.956217] [INFO ] [LOCAL     ] Saved forecast: PKG	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/PKG.txt
[2025-12-08T20:29:44.956351] [INFO ] [sig       ] [2573/3624] Completed PKG in 0.3s | 2.92 sym/s | Total: 14.7m | ETA: 6.0m
[2025-12-08T20:29:44.956394] [INFO ] [sig       ] [2574/3624] Forecasting PKOH...
[2025-12-08T20:29:44.956425] [INFO ] [sig       ] Generating forecast for: PKOH
[2025-12-08T20:29:44.956455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKOH' from 'https://tdm.silogroup.org/data/derivative_storage/PKOH.csv'.
[2025-12-08T20:29:44.968363] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKOH'.
[2025-12-08T20:29:44.968744] [INFO ] [FORECASTER] Starting predict_future for PKOH
[2025-12-08T20:29:44.969556] [DEBUG] [LOCAL     ] No optimal features file found for PKOH: ./output/feature-sets/PKOH.txt
[2025-12-08T20:29:44.969634] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:44.969670] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:44.969699] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:44.969757] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:45.027476] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:45.028371] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:45.028457] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:45.028494] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:45.144260] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:45.144408] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:45.144445] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:45.144472] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:45.147741] [DEBUG] [FORECASTER] PKOH: Forecast T+1@11:T+2@11: DOWN (p=29.64%)
[2025-12-08T20:29:45.148008] [INFO ] [FORECASTER] Completed predict_future for PKOH
[2025-12-08T20:29:45.148152] [INFO ] [sig       ] PKOH: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:29:45.286714] [INFO ] [LOCAL     ] Saved forecast: PKOH	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/PKOH.txt
[2025-12-08T20:29:45.286836] [INFO ] [sig       ] [2574/3624] Completed PKOH in 0.3s | 2.92 sym/s | Total: 14.7m | ETA: 6.0m
[2025-12-08T20:29:45.286874] [INFO ] [sig       ] [2575/3624] Forecasting PKX...
[2025-12-08T20:29:45.286902] [INFO ] [sig       ] Generating forecast for: PKX
[2025-12-08T20:29:45.286931] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKX' from 'https://tdm.silogroup.org/data/derivative_storage/PKX.csv'.
[2025-12-08T20:29:45.300229] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKX'.
[2025-12-08T20:29:45.300552] [INFO ] [FORECASTER] Starting predict_future for PKX
[2025-12-08T20:29:45.301436] [DEBUG] [LOCAL     ] No optimal features file found for PKX: ./output/feature-sets/PKX.txt
[2025-12-08T20:29:45.301487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:45.301520] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:45.301547] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:45.301638] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:45.359183] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:45.359943] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:45.360021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:45.360055] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:45.480105] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:45.480253] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:45.480294] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:45.480324] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:45.483672] [DEBUG] [FORECASTER] PKX: Forecast T+1@11:T+2@11: DOWN (p=9.68%)
[2025-12-08T20:29:45.483942] [INFO ] [FORECASTER] Completed predict_future for PKX
[2025-12-08T20:29:45.484065] [INFO ] [sig       ] PKX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:29:45.622289] [INFO ] [LOCAL     ] Saved forecast: PKX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/PKX.txt
[2025-12-08T20:29:45.622421] [INFO ] [sig       ] [2575/3624] Completed PKX in 0.3s | 2.92 sym/s | Total: 14.7m | ETA: 6.0m
[2025-12-08T20:29:45.622460] [INFO ] [sig       ] [2576/3624] Forecasting PL...
[2025-12-08T20:29:45.622489] [INFO ] [sig       ] Generating forecast for: PL
[2025-12-08T20:29:45.622518] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PL' from 'https://tdm.silogroup.org/data/derivative_storage/PL.csv'.
[2025-12-08T20:29:45.634525] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PL'.
[2025-12-08T20:29:45.634866] [INFO ] [FORECASTER] Starting predict_future for PL
[2025-12-08T20:29:45.635647] [DEBUG] [LOCAL     ] No optimal features file found for PL: ./output/feature-sets/PL.txt
[2025-12-08T20:29:45.635698] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:45.635729] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:45.635755] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:45.635810] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:45.691130] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:45.691820] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:45.691922] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:45.691954] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:45.809800] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:45.809945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:45.809982] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:45.810028] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:45.813316] [DEBUG] [FORECASTER] PL: Forecast T+1@11:T+2@11: DOWN (p=31.04%)
[2025-12-08T20:29:45.813595] [INFO ] [FORECASTER] Completed predict_future for PL
[2025-12-08T20:29:45.813713] [INFO ] [sig       ] PL: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:29:45.953101] [INFO ] [LOCAL     ] Saved forecast: PL	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/PL.txt
[2025-12-08T20:29:45.953224] [INFO ] [sig       ] [2576/3624] Completed PL in 0.3s | 2.92 sym/s | Total: 14.7m | ETA: 6.0m
[2025-12-08T20:29:45.953262] [INFO ] [sig       ] [2577/3624] Forecasting PLAB...
[2025-12-08T20:29:45.953290] [INFO ] [sig       ] Generating forecast for: PLAB
[2025-12-08T20:29:45.953318] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLAB' from 'https://tdm.silogroup.org/data/derivative_storage/PLAB.csv'.
[2025-12-08T20:29:45.965095] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLAB'.
[2025-12-08T20:29:45.965421] [INFO ] [FORECASTER] Starting predict_future for PLAB
[2025-12-08T20:29:45.966199] [DEBUG] [LOCAL     ] No optimal features file found for PLAB: ./output/feature-sets/PLAB.txt
[2025-12-08T20:29:45.966248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:45.966278] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:45.966304] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:45.966360] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:46.021636] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:46.022257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:46.022339] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:46.022370] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:46.141165] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:46.141307] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:46.141344] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:46.141371] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:46.144641] [DEBUG] [FORECASTER] PLAB: Forecast T+1@11:T+2@11: DOWN (p=9.77%)
[2025-12-08T20:29:46.144899] [INFO ] [FORECASTER] Completed predict_future for PLAB
[2025-12-08T20:29:46.145019] [INFO ] [sig       ] PLAB: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:29:46.282643] [INFO ] [LOCAL     ] Saved forecast: PLAB	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/PLAB.txt
[2025-12-08T20:29:46.282761] [INFO ] [sig       ] [2577/3624] Completed PLAB in 0.3s | 2.92 sym/s | Total: 14.7m | ETA: 6.0m
[2025-12-08T20:29:46.282799] [INFO ] [sig       ] [2578/3624] Forecasting PLAY...
[2025-12-08T20:29:46.282828] [INFO ] [sig       ] Generating forecast for: PLAY
[2025-12-08T20:29:46.282856] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLAY' from 'https://tdm.silogroup.org/data/derivative_storage/PLAY.csv'.
[2025-12-08T20:29:46.294929] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLAY'.
[2025-12-08T20:29:46.295279] [INFO ] [FORECASTER] Starting predict_future for PLAY
[2025-12-08T20:29:46.296087] [DEBUG] [LOCAL     ] No optimal features file found for PLAY: ./output/feature-sets/PLAY.txt
[2025-12-08T20:29:46.296139] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:46.296172] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:46.296200] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:46.296258] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:46.353758] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:46.354492] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:46.354588] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:46.354640] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:46.475867] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:46.476011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:46.476048] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:46.476076] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:46.479394] [DEBUG] [FORECASTER] PLAY: Forecast T+1@11:T+2@11: UP (p=94.42%)
[2025-12-08T20:29:46.479693] [INFO ] [FORECASTER] Completed predict_future for PLAY
[2025-12-08T20:29:46.479814] [INFO ] [sig       ] PLAY: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:29:46.617946] [INFO ] [LOCAL     ] Saved forecast: PLAY	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/PLAY.txt
[2025-12-08T20:29:46.618068] [INFO ] [sig       ] [2578/3624] Completed PLAY in 0.3s | 2.92 sym/s | Total: 14.7m | ETA: 6.0m
[2025-12-08T20:29:46.618105] [INFO ] [sig       ] [2579/3624] Forecasting PLBC...
[2025-12-08T20:29:46.618135] [INFO ] [sig       ] Generating forecast for: PLBC
[2025-12-08T20:29:46.618163] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLBC' from 'https://tdm.silogroup.org/data/derivative_storage/PLBC.csv'.
[2025-12-08T20:29:46.629080] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLBC'.
[2025-12-08T20:29:46.629409] [INFO ] [FORECASTER] Starting predict_future for PLBC
[2025-12-08T20:29:46.630194] [DEBUG] [LOCAL     ] No optimal features file found for PLBC: ./output/feature-sets/PLBC.txt
[2025-12-08T20:29:46.630244] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:46.630275] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:46.630301] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:46.630356] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:46.686323] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:46.686962] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:46.687036] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:46.687067] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:46.788365] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:46.788502] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:46.788540] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:46.788586] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:46.791807] [DEBUG] [FORECASTER] PLBC: Forecast T+1@11:T+2@11: UP (p=61.51%)
[2025-12-08T20:29:46.792063] [INFO ] [FORECASTER] Completed predict_future for PLBC
[2025-12-08T20:29:46.792180] [INFO ] [sig       ] PLBC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:29:46.934019] [INFO ] [LOCAL     ] Saved forecast: PLBC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/PLBC.txt
[2025-12-08T20:29:46.934176] [INFO ] [sig       ] [2579/3624] Completed PLBC in 0.3s | 2.92 sym/s | Total: 14.7m | ETA: 6.0m
[2025-12-08T20:29:46.934216] [INFO ] [sig       ] [2580/3624] Forecasting PLBY...
[2025-12-08T20:29:46.934245] [INFO ] [sig       ] Generating forecast for: PLBY
[2025-12-08T20:29:46.934274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLBY' from 'https://tdm.silogroup.org/data/derivative_storage/PLBY.csv'.
[2025-12-08T20:29:46.945992] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLBY'.
[2025-12-08T20:29:46.946339] [INFO ] [FORECASTER] Starting predict_future for PLBY
[2025-12-08T20:29:46.947127] [DEBUG] [LOCAL     ] No optimal features file found for PLBY: ./output/feature-sets/PLBY.txt
[2025-12-08T20:29:46.947176] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:46.947207] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:46.947243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:46.947299] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:47.002946] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:47.003673] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:47.003751] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:47.003781] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:47.122290] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:47.122434] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:47.122470] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:47.122497] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:47.125785] [DEBUG] [FORECASTER] PLBY: Forecast T+1@11:T+2@11: UP (p=74.20%)
[2025-12-08T20:29:47.126052] [INFO ] [FORECASTER] Completed predict_future for PLBY
[2025-12-08T20:29:47.126181] [INFO ] [sig       ] PLBY: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:29:47.268555] [INFO ] [LOCAL     ] Saved forecast: PLBY	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/PLBY.txt
[2025-12-08T20:29:47.268713] [INFO ] [sig       ] [2580/3624] Completed PLBY in 0.3s | 2.92 sym/s | Total: 14.7m | ETA: 6.0m
[2025-12-08T20:29:47.268752] [INFO ] [sig       ] [2581/3624] Forecasting PLCE...
[2025-12-08T20:29:47.268781] [INFO ] [sig       ] Generating forecast for: PLCE
[2025-12-08T20:29:47.268809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLCE' from 'https://tdm.silogroup.org/data/derivative_storage/PLCE.csv'.
[2025-12-08T20:29:47.281904] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLCE'.
[2025-12-08T20:29:47.282306] [INFO ] [FORECASTER] Starting predict_future for PLCE
[2025-12-08T20:29:47.283194] [DEBUG] [LOCAL     ] No optimal features file found for PLCE: ./output/feature-sets/PLCE.txt
[2025-12-08T20:29:47.283247] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:47.283279] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:47.283306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:47.283361] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:47.341511] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:47.342406] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:47.342486] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:47.342518] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:47.466425] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:47.466591] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:47.466631] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:47.466660] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:47.470039] [DEBUG] [FORECASTER] PLCE: Forecast T+1@11:T+2@11: UP (p=90.58%)
[2025-12-08T20:29:47.470310] [INFO ] [FORECASTER] Completed predict_future for PLCE
[2025-12-08T20:29:47.470428] [INFO ] [sig       ] PLCE: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:29:47.613520] [INFO ] [LOCAL     ] Saved forecast: PLCE	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/PLCE.txt
[2025-12-08T20:29:47.613668] [INFO ] [sig       ] [2581/3624] Completed PLCE in 0.3s | 2.92 sym/s | Total: 14.7m | ETA: 5.9m
[2025-12-08T20:29:47.613708] [INFO ] [sig       ] [2582/3624] Forecasting PLD...
[2025-12-08T20:29:47.613737] [INFO ] [sig       ] Generating forecast for: PLD
[2025-12-08T20:29:47.613766] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLD' from 'https://tdm.silogroup.org/data/derivative_storage/PLD.csv'.
[2025-12-08T20:29:47.625484] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLD'.
[2025-12-08T20:29:47.625840] [INFO ] [FORECASTER] Starting predict_future for PLD
[2025-12-08T20:29:47.626626] [DEBUG] [LOCAL     ] No optimal features file found for PLD: ./output/feature-sets/PLD.txt
[2025-12-08T20:29:47.626674] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:47.626706] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:47.626732] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:47.626787] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:47.683757] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:47.684449] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:47.684525] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:47.684558] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:47.810833] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:47.810983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:47.811021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:47.811050] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:47.814405] [DEBUG] [FORECASTER] PLD: Forecast T+1@11:T+2@11: DOWN (p=13.04%)
[2025-12-08T20:29:47.814686] [INFO ] [FORECASTER] Completed predict_future for PLD
[2025-12-08T20:29:47.814805] [INFO ] [sig       ] PLD: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:29:47.964269] [INFO ] [LOCAL     ] Saved forecast: PLD	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/PLD.txt
[2025-12-08T20:29:47.964418] [INFO ] [sig       ] [2582/3624] Completed PLD in 0.4s | 2.92 sym/s | Total: 14.7m | ETA: 5.9m
[2025-12-08T20:29:47.964460] [INFO ] [sig       ] [2583/3624] Forecasting PLPC...
[2025-12-08T20:29:47.964491] [INFO ] [sig       ] Generating forecast for: PLPC
[2025-12-08T20:29:47.964522] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLPC' from 'https://tdm.silogroup.org/data/derivative_storage/PLPC.csv'.
[2025-12-08T20:29:47.976641] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLPC'.
[2025-12-08T20:29:47.976980] [INFO ] [FORECASTER] Starting predict_future for PLPC
[2025-12-08T20:29:47.977818] [DEBUG] [LOCAL     ] No optimal features file found for PLPC: ./output/feature-sets/PLPC.txt
[2025-12-08T20:29:47.977868] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:47.977927] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:47.977954] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:47.978010] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:48.035254] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:48.036032] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:48.036109] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:48.036143] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:48.158242] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:48.158401] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:48.158453] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:48.158485] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:48.161839] [DEBUG] [FORECASTER] PLPC: Forecast T+1@11:T+2@11: DOWN (p=22.43%)
[2025-12-08T20:29:48.162109] [INFO ] [FORECASTER] Completed predict_future for PLPC
[2025-12-08T20:29:48.162234] [INFO ] [sig       ] PLPC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:29:48.307735] [INFO ] [LOCAL     ] Saved forecast: PLPC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/PLPC.txt
[2025-12-08T20:29:48.307899] [INFO ] [sig       ] [2583/3624] Completed PLPC in 0.3s | 2.92 sym/s | Total: 14.7m | ETA: 5.9m
[2025-12-08T20:29:48.307945] [INFO ] [sig       ] [2584/3624] Forecasting PLRX...
[2025-12-08T20:29:48.307979] [INFO ] [sig       ] Generating forecast for: PLRX
[2025-12-08T20:29:48.308016] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLRX' from 'https://tdm.silogroup.org/data/derivative_storage/PLRX.csv'.
[2025-12-08T20:29:48.323235] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLRX'.
[2025-12-08T20:29:48.323750] [INFO ] [FORECASTER] Starting predict_future for PLRX
[2025-12-08T20:29:48.324554] [DEBUG] [LOCAL     ] No optimal features file found for PLRX: ./output/feature-sets/PLRX.txt
[2025-12-08T20:29:48.324622] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:48.324654] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:48.324680] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:48.324735] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:48.379470] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:48.380376] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:48.380457] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:48.380489] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:48.496101] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:48.496265] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:48.496303] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:48.496331] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:48.499690] [DEBUG] [FORECASTER] PLRX: Forecast T+1@11:T+2@11: UP (p=88.07%)
[2025-12-08T20:29:48.499965] [INFO ] [FORECASTER] Completed predict_future for PLRX
[2025-12-08T20:29:48.500087] [INFO ] [sig       ] PLRX: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:29:48.638391] [INFO ] [LOCAL     ] Saved forecast: PLRX	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/PLRX.txt
[2025-12-08T20:29:48.638556] [INFO ] [sig       ] [2584/3624] Completed PLRX in 0.3s | 2.92 sym/s | Total: 14.7m | ETA: 5.9m
[2025-12-08T20:29:48.638619] [INFO ] [sig       ] [2585/3624] Forecasting PLSE...
[2025-12-08T20:29:48.638650] [INFO ] [sig       ] Generating forecast for: PLSE
[2025-12-08T20:29:48.638678] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLSE' from 'https://tdm.silogroup.org/data/derivative_storage/PLSE.csv'.
[2025-12-08T20:29:48.650836] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLSE'.
[2025-12-08T20:29:48.651188] [INFO ] [FORECASTER] Starting predict_future for PLSE
[2025-12-08T20:29:48.651980] [DEBUG] [LOCAL     ] No optimal features file found for PLSE: ./output/feature-sets/PLSE.txt
[2025-12-08T20:29:48.652029] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:48.652061] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:48.652087] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:48.652142] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:48.708632] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:48.709404] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:48.709480] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:48.709511] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:48.825707] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:48.825864] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:48.825901] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:48.825928] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:48.829229] [DEBUG] [FORECASTER] PLSE: Forecast T+1@11:T+2@11: UP (p=87.33%)
[2025-12-08T20:29:48.829491] [INFO ] [FORECASTER] Completed predict_future for PLSE
[2025-12-08T20:29:48.829625] [INFO ] [sig       ] PLSE: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:29:48.968624] [INFO ] [LOCAL     ] Saved forecast: PLSE	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/PLSE.txt
[2025-12-08T20:29:48.968782] [INFO ] [sig       ] [2585/3624] Completed PLSE in 0.3s | 2.92 sym/s | Total: 14.7m | ETA: 5.9m
[2025-12-08T20:29:48.968824] [INFO ] [sig       ] [2586/3624] Forecasting PLTK...
[2025-12-08T20:29:48.968853] [INFO ] [sig       ] Generating forecast for: PLTK
[2025-12-08T20:29:48.968883] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLTK' from 'https://tdm.silogroup.org/data/derivative_storage/PLTK.csv'.
[2025-12-08T20:29:48.981910] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLTK'.
[2025-12-08T20:29:48.982301] [INFO ] [FORECASTER] Starting predict_future for PLTK
[2025-12-08T20:29:48.983112] [DEBUG] [LOCAL     ] No optimal features file found for PLTK: ./output/feature-sets/PLTK.txt
[2025-12-08T20:29:48.983162] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:48.983194] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:48.983221] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:48.983278] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:49.040462] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:49.041345] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:49.041425] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:49.041458] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:49.162900] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:49.163061] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:49.163099] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:49.163167] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:49.166613] [DEBUG] [FORECASTER] PLTK: Forecast T+1@11:T+2@11: UP (p=98.92%)
[2025-12-08T20:29:49.166887] [INFO ] [FORECASTER] Completed predict_future for PLTK
[2025-12-08T20:29:49.167007] [INFO ] [sig       ] PLTK: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:29:49.309492] [INFO ] [LOCAL     ] Saved forecast: PLTK	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/PLTK.txt
[2025-12-08T20:29:49.309655] [INFO ] [sig       ] [2586/3624] Completed PLTK in 0.3s | 2.92 sym/s | Total: 14.7m | ETA: 5.9m
[2025-12-08T20:29:49.309698] [INFO ] [sig       ] [2587/3624] Forecasting PLUG...
[2025-12-08T20:29:49.309730] [INFO ] [sig       ] Generating forecast for: PLUG
[2025-12-08T20:29:49.309760] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLUG' from 'https://tdm.silogroup.org/data/derivative_storage/PLUG.csv'.
[2025-12-08T20:29:49.321910] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLUG'.
[2025-12-08T20:29:49.322246] [INFO ] [FORECASTER] Starting predict_future for PLUG
[2025-12-08T20:29:49.323038] [DEBUG] [LOCAL     ] No optimal features file found for PLUG: ./output/feature-sets/PLUG.txt
[2025-12-08T20:29:49.323089] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:49.323122] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:49.323149] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:49.323206] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:49.379450] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:49.380299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:49.380381] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:49.380414] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:49.507255] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:49.507440] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:49.507480] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:49.507509] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:49.510917] [DEBUG] [FORECASTER] PLUG: Forecast T+1@11:T+2@11: DOWN (p=45.55%)
[2025-12-08T20:29:49.511200] [INFO ] [FORECASTER] Completed predict_future for PLUG
[2025-12-08T20:29:49.511330] [INFO ] [sig       ] PLUG: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:29:49.651513] [INFO ] [LOCAL     ] Saved forecast: PLUG	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/PLUG.txt
[2025-12-08T20:29:49.651651] [INFO ] [sig       ] [2587/3624] Completed PLUG in 0.3s | 2.92 sym/s | Total: 14.8m | ETA: 5.9m
[2025-12-08T20:29:49.651691] [INFO ] [sig       ] [2588/3624] Forecasting PLUS...
[2025-12-08T20:29:49.651720] [INFO ] [sig       ] Generating forecast for: PLUS
[2025-12-08T20:29:49.651748] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLUS' from 'https://tdm.silogroup.org/data/derivative_storage/PLUS.csv'.
[2025-12-08T20:29:49.663261] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLUS'.
[2025-12-08T20:29:49.663596] [INFO ] [FORECASTER] Starting predict_future for PLUS
[2025-12-08T20:29:49.664355] [DEBUG] [LOCAL     ] No optimal features file found for PLUS: ./output/feature-sets/PLUS.txt
[2025-12-08T20:29:49.664403] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:49.664434] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:49.664460] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:49.664516] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:49.719518] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:49.720115] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:49.720188] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:49.720218] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:49.840086] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:49.840234] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:49.840271] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:49.840299] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:49.843540] [DEBUG] [FORECASTER] PLUS: Forecast T+1@11:T+2@11: DOWN (p=3.20%)
[2025-12-08T20:29:49.843820] [INFO ] [FORECASTER] Completed predict_future for PLUS
[2025-12-08T20:29:49.843937] [INFO ] [sig       ] PLUS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:29:49.987952] [INFO ] [LOCAL     ] Saved forecast: PLUS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/PLUS.txt
[2025-12-08T20:29:49.988085] [INFO ] [sig       ] [2588/3624] Completed PLUS in 0.3s | 2.92 sym/s | Total: 14.8m | ETA: 5.9m
[2025-12-08T20:29:49.988124] [INFO ] [sig       ] [2589/3624] Forecasting PLXS...
[2025-12-08T20:29:49.988155] [INFO ] [sig       ] Generating forecast for: PLXS
[2025-12-08T20:29:49.988186] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLXS' from 'https://tdm.silogroup.org/data/derivative_storage/PLXS.csv'.
[2025-12-08T20:29:50.000900] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLXS'.
[2025-12-08T20:29:50.001267] [INFO ] [FORECASTER] Starting predict_future for PLXS
[2025-12-08T20:29:50.002051] [DEBUG] [LOCAL     ] No optimal features file found for PLXS: ./output/feature-sets/PLXS.txt
[2025-12-08T20:29:50.002100] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:50.002130] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:50.002156] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:50.002212] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:50.058147] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:50.058954] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:50.059029] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:50.059061] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:50.178641] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:50.178794] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:50.178831] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:50.178859] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:50.182273] [DEBUG] [FORECASTER] PLXS: Forecast T+1@11:T+2@11: UP (p=95.40%)
[2025-12-08T20:29:50.182605] [INFO ] [FORECASTER] Completed predict_future for PLXS
[2025-12-08T20:29:50.182744] [INFO ] [sig       ] PLXS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:29:50.323930] [INFO ] [LOCAL     ] Saved forecast: PLXS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/PLXS.txt
[2025-12-08T20:29:50.324080] [INFO ] [sig       ] [2589/3624] Completed PLXS in 0.3s | 2.92 sym/s | Total: 14.8m | ETA: 5.9m
[2025-12-08T20:29:50.324118] [INFO ] [sig       ] [2590/3624] Forecasting PLYM...
[2025-12-08T20:29:50.324147] [INFO ] [sig       ] Generating forecast for: PLYM
[2025-12-08T20:29:50.324177] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLYM' from 'https://tdm.silogroup.org/data/derivative_storage/PLYM.csv'.
[2025-12-08T20:29:50.339987] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLYM'.
[2025-12-08T20:29:50.340423] [INFO ] [FORECASTER] Starting predict_future for PLYM
[2025-12-08T20:29:50.341466] [DEBUG] [LOCAL     ] No optimal features file found for PLYM: ./output/feature-sets/PLYM.txt
[2025-12-08T20:29:50.341530] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:50.341593] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:50.341635] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:50.341712] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:50.402670] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:50.403509] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:50.403618] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:50.403653] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:50.525286] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:50.525437] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:50.525475] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:50.525504] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:50.528832] [DEBUG] [FORECASTER] PLYM: Forecast T+1@11:T+2@11: DOWN (p=16.27%)
[2025-12-08T20:29:50.529102] [INFO ] [FORECASTER] Completed predict_future for PLYM
[2025-12-08T20:29:50.529224] [INFO ] [sig       ] PLYM: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:29:50.671969] [INFO ] [LOCAL     ] Saved forecast: PLYM	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/PLYM.txt
[2025-12-08T20:29:50.672115] [INFO ] [sig       ] [2590/3624] Completed PLYM in 0.3s | 2.92 sym/s | Total: 14.8m | ETA: 5.9m
[2025-12-08T20:29:50.672157] [INFO ] [sig       ] [2591/3624] Forecasting PM...
[2025-12-08T20:29:50.672185] [INFO ] [sig       ] Generating forecast for: PM
[2025-12-08T20:29:50.672214] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PM' from 'https://tdm.silogroup.org/data/derivative_storage/PM.csv'.
[2025-12-08T20:29:50.687476] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PM'.
[2025-12-08T20:29:50.687847] [INFO ] [FORECASTER] Starting predict_future for PM
[2025-12-08T20:29:50.688652] [DEBUG] [LOCAL     ] No optimal features file found for PM: ./output/feature-sets/PM.txt
[2025-12-08T20:29:50.688701] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:50.688732] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:50.688758] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:50.688812] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:50.745142] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:50.745754] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:50.745829] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:50.745860] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:50.868019] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:50.868146] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:50.868183] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:50.868211] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:50.871408] [DEBUG] [FORECASTER] PM: Forecast T+1@11:T+2@11: DOWN (p=24.93%)
[2025-12-08T20:29:50.871682] [INFO ] [FORECASTER] Completed predict_future for PM
[2025-12-08T20:29:50.871800] [INFO ] [sig       ] PM: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:29:51.025388] [INFO ] [LOCAL     ] Saved forecast: PM	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/PM.txt
[2025-12-08T20:29:51.025524] [INFO ] [sig       ] [2591/3624] Completed PM in 0.4s | 2.92 sym/s | Total: 14.8m | ETA: 5.9m
[2025-12-08T20:29:51.025563] [INFO ] [sig       ] [2592/3624] Forecasting PMAX...
[2025-12-08T20:29:51.025623] [INFO ] [sig       ] Generating forecast for: PMAX
[2025-12-08T20:29:51.025653] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMAX' from 'https://tdm.silogroup.org/data/derivative_storage/PMAX.csv'.
[2025-12-08T20:29:51.038489] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMAX'.
[2025-12-08T20:29:51.038908] [INFO ] [FORECASTER] Starting predict_future for PMAX
[2025-12-08T20:29:51.039840] [DEBUG] [LOCAL     ] No optimal features file found for PMAX: ./output/feature-sets/PMAX.txt
[2025-12-08T20:29:51.039896] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:51.039933] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:51.039964] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:51.040037] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:51.107921] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:51.108834] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:51.108923] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:51.108960] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:51.226928] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:51.227078] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:51.227117] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:51.227145] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:51.230415] [DEBUG] [FORECASTER] PMAX: Forecast T+1@11:T+2@11: DOWN (p=10.05%)
[2025-12-08T20:29:51.230704] [INFO ] [FORECASTER] Completed predict_future for PMAX
[2025-12-08T20:29:51.230823] [INFO ] [sig       ] PMAX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:29:51.367371] [INFO ] [LOCAL     ] Saved forecast: PMAX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/PMAX.txt
[2025-12-08T20:29:51.367562] [INFO ] [sig       ] [2592/3624] Completed PMAX in 0.3s | 2.92 sym/s | Total: 14.8m | ETA: 5.9m
[2025-12-08T20:29:51.367623] [INFO ] [sig       ] [2593/3624] Forecasting PML...
[2025-12-08T20:29:51.367654] [INFO ] [sig       ] Generating forecast for: PML
[2025-12-08T20:29:51.367684] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PML' from 'https://tdm.silogroup.org/data/derivative_storage/PML.csv'.
[2025-12-08T20:29:51.379923] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PML'.
[2025-12-08T20:29:51.380304] [INFO ] [FORECASTER] Starting predict_future for PML
[2025-12-08T20:29:51.381151] [DEBUG] [LOCAL     ] No optimal features file found for PML: ./output/feature-sets/PML.txt
[2025-12-08T20:29:51.381212] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:51.381243] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:51.381270] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:51.381324] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:51.439085] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:51.439871] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:51.439978] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:51.440010] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:51.557943] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:51.558099] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:51.558138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:51.558166] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:51.561592] [DEBUG] [FORECASTER] PML: Forecast T+1@11:T+2@11: UP (p=84.16%)
[2025-12-08T20:29:51.561896] [INFO ] [FORECASTER] Completed predict_future for PML
[2025-12-08T20:29:51.562027] [INFO ] [sig       ] PML: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:29:51.700484] [INFO ] [LOCAL     ] Saved forecast: PML	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/PML.txt
[2025-12-08T20:29:51.700635] [INFO ] [sig       ] [2593/3624] Completed PML in 0.3s | 2.92 sym/s | Total: 14.8m | ETA: 5.9m
[2025-12-08T20:29:51.700676] [INFO ] [sig       ] [2594/3624] Forecasting PMM...
[2025-12-08T20:29:51.700707] [INFO ] [sig       ] Generating forecast for: PMM
[2025-12-08T20:29:51.700736] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMM' from 'https://tdm.silogroup.org/data/derivative_storage/PMM.csv'.
[2025-12-08T20:29:51.712793] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMM'.
[2025-12-08T20:29:51.713166] [INFO ] [FORECASTER] Starting predict_future for PMM
[2025-12-08T20:29:51.713949] [DEBUG] [LOCAL     ] No optimal features file found for PMM: ./output/feature-sets/PMM.txt
[2025-12-08T20:29:51.713998] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:51.714029] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:51.714055] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:51.714110] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:51.769385] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:51.770285] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:51.770366] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:51.770397] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:51.888314] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:51.888469] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:51.888508] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:51.888535] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:51.891848] [DEBUG] [FORECASTER] PMM: Forecast T+1@11:T+2@11: UP (p=79.11%)
[2025-12-08T20:29:51.892116] [INFO ] [FORECASTER] Completed predict_future for PMM
[2025-12-08T20:29:51.892241] [INFO ] [sig       ] PMM: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:29:52.030363] [INFO ] [LOCAL     ] Saved forecast: PMM	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/PMM.txt
[2025-12-08T20:29:52.030505] [INFO ] [sig       ] [2594/3624] Completed PMM in 0.3s | 2.92 sym/s | Total: 14.8m | ETA: 5.9m
[2025-12-08T20:29:52.030545] [INFO ] [sig       ] [2595/3624] Forecasting PMO...
[2025-12-08T20:29:52.030593] [INFO ] [sig       ] Generating forecast for: PMO
[2025-12-08T20:29:52.030626] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMO' from 'https://tdm.silogroup.org/data/derivative_storage/PMO.csv'.
[2025-12-08T20:29:52.042850] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMO'.
[2025-12-08T20:29:52.043228] [INFO ] [FORECASTER] Starting predict_future for PMO
[2025-12-08T20:29:52.044039] [DEBUG] [LOCAL     ] No optimal features file found for PMO: ./output/feature-sets/PMO.txt
[2025-12-08T20:29:52.044088] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:52.044118] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:52.044144] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:52.044198] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:52.102851] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:52.103808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:52.103890] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:52.103923] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:52.224732] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:52.224896] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:52.224937] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:52.224965] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:52.228527] [DEBUG] [FORECASTER] PMO: Forecast T+1@11:T+2@11: UP (p=81.67%)
[2025-12-08T20:29:52.228822] [INFO ] [FORECASTER] Completed predict_future for PMO
[2025-12-08T20:29:52.228955] [INFO ] [sig       ] PMO: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:29:52.370279] [INFO ] [LOCAL     ] Saved forecast: PMO	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/PMO.txt
[2025-12-08T20:29:52.370425] [INFO ] [sig       ] [2595/3624] Completed PMO in 0.3s | 2.92 sym/s | Total: 14.8m | ETA: 5.9m
[2025-12-08T20:29:52.370464] [INFO ] [sig       ] [2596/3624] Forecasting PMTS...
[2025-12-08T20:29:52.370493] [INFO ] [sig       ] Generating forecast for: PMTS
[2025-12-08T20:29:52.370521] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMTS' from 'https://tdm.silogroup.org/data/derivative_storage/PMTS.csv'.
[2025-12-08T20:29:52.382259] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMTS'.
[2025-12-08T20:29:52.382640] [INFO ] [FORECASTER] Starting predict_future for PMTS
[2025-12-08T20:29:52.383421] [DEBUG] [LOCAL     ] No optimal features file found for PMTS: ./output/feature-sets/PMTS.txt
[2025-12-08T20:29:52.383471] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:52.383502] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:52.383528] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:52.383600] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:52.441921] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:52.442715] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:52.442800] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:52.442835] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:52.564311] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:52.564461] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:52.564499] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:52.564526] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:52.567805] [DEBUG] [FORECASTER] PMTS: Forecast T+1@11:T+2@11: DOWN (p=28.65%)
[2025-12-08T20:29:52.568060] [INFO ] [FORECASTER] Completed predict_future for PMTS
[2025-12-08T20:29:52.568175] [INFO ] [sig       ] PMTS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:29:52.730474] [INFO ] [LOCAL     ] Saved forecast: PMTS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/PMTS.txt
[2025-12-08T20:29:52.730670] [INFO ] [sig       ] [2596/3624] Completed PMTS in 0.4s | 2.92 sym/s | Total: 14.8m | ETA: 5.9m
[2025-12-08T20:29:52.730720] [INFO ] [sig       ] [2597/3624] Forecasting PMVP...
[2025-12-08T20:29:52.730751] [INFO ] [sig       ] Generating forecast for: PMVP
[2025-12-08T20:29:52.730780] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMVP' from 'https://tdm.silogroup.org/data/derivative_storage/PMVP.csv'.
[2025-12-08T20:29:52.742804] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMVP'.
[2025-12-08T20:29:52.743172] [INFO ] [FORECASTER] Starting predict_future for PMVP
[2025-12-08T20:29:52.743974] [DEBUG] [LOCAL     ] No optimal features file found for PMVP: ./output/feature-sets/PMVP.txt
[2025-12-08T20:29:52.744025] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:52.744056] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:52.744082] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:52.744136] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:52.800143] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:52.801073] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:52.801169] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:52.801200] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:52.926425] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:52.926588] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:52.926627] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:52.926655] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:52.933028] [DEBUG] [FORECASTER] PMVP: Forecast T+1@11:T+2@11: DOWN (p=39.53%)
[2025-12-08T20:29:52.933322] [INFO ] [FORECASTER] Completed predict_future for PMVP
[2025-12-08T20:29:52.933449] [INFO ] [sig       ] PMVP: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:29:53.075108] [INFO ] [LOCAL     ] Saved forecast: PMVP	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/PMVP.txt
[2025-12-08T20:29:53.075239] [INFO ] [sig       ] [2597/3624] Completed PMVP in 0.3s | 2.92 sym/s | Total: 14.8m | ETA: 5.9m
[2025-12-08T20:29:53.075278] [INFO ] [sig       ] [2598/3624] Forecasting PNC...
[2025-12-08T20:29:53.075307] [INFO ] [sig       ] Generating forecast for: PNC
[2025-12-08T20:29:53.075336] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNC' from 'https://tdm.silogroup.org/data/derivative_storage/PNC.csv'.
[2025-12-08T20:29:53.087188] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNC'.
[2025-12-08T20:29:53.087700] [INFO ] [FORECASTER] Starting predict_future for PNC
[2025-12-08T20:29:53.088474] [DEBUG] [LOCAL     ] No optimal features file found for PNC: ./output/feature-sets/PNC.txt
[2025-12-08T20:29:53.088525] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:53.088556] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:53.088611] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:53.088671] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:53.146463] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:53.147182] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:53.147260] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:53.147293] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:53.270827] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:53.270972] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:53.271008] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:53.271036] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:53.274268] [DEBUG] [FORECASTER] PNC: Forecast T+1@11:T+2@11: DOWN (p=9.66%)
[2025-12-08T20:29:53.274522] [INFO ] [FORECASTER] Completed predict_future for PNC
[2025-12-08T20:29:53.274673] [INFO ] [sig       ] PNC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:29:53.418230] [INFO ] [LOCAL     ] Saved forecast: PNC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/PNC.txt
[2025-12-08T20:29:53.418360] [INFO ] [sig       ] [2598/3624] Completed PNC in 0.3s | 2.92 sym/s | Total: 14.8m | ETA: 5.9m
[2025-12-08T20:29:53.418400] [INFO ] [sig       ] [2599/3624] Forecasting PNFP...
[2025-12-08T20:29:53.418429] [INFO ] [sig       ] Generating forecast for: PNFP
[2025-12-08T20:29:53.418460] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNFP' from 'https://tdm.silogroup.org/data/derivative_storage/PNFP.csv'.
[2025-12-08T20:29:53.430653] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNFP'.
[2025-12-08T20:29:53.431001] [INFO ] [FORECASTER] Starting predict_future for PNFP
[2025-12-08T20:29:53.431803] [DEBUG] [LOCAL     ] No optimal features file found for PNFP: ./output/feature-sets/PNFP.txt
[2025-12-08T20:29:53.431853] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:53.431885] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:53.431911] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:53.431966] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:53.490163] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:53.490858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:53.490933] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:53.490966] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:53.612739] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:53.612899] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:53.612944] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:53.612979] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:53.617233] [DEBUG] [FORECASTER] PNFP: Forecast T+1@11:T+2@11: UP (p=57.58%)
[2025-12-08T20:29:53.617614] [INFO ] [FORECASTER] Completed predict_future for PNFP
[2025-12-08T20:29:53.617763] [INFO ] [sig       ] PNFP: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:29:53.772202] [INFO ] [LOCAL     ] Saved forecast: PNFP	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/PNFP.txt
[2025-12-08T20:29:53.772347] [INFO ] [sig       ] [2599/3624] Completed PNFP in 0.4s | 2.92 sym/s | Total: 14.8m | ETA: 5.8m
[2025-12-08T20:29:53.772388] [INFO ] [sig       ] [2600/3624] Forecasting PNI...
[2025-12-08T20:29:53.772420] [INFO ] [sig       ] Generating forecast for: PNI
[2025-12-08T20:29:53.772451] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNI' from 'https://tdm.silogroup.org/data/derivative_storage/PNI.csv'.
[2025-12-08T20:29:53.785195] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNI'.
[2025-12-08T20:29:53.785659] [INFO ] [FORECASTER] Starting predict_future for PNI
[2025-12-08T20:29:53.786603] [DEBUG] [LOCAL     ] No optimal features file found for PNI: ./output/feature-sets/PNI.txt
[2025-12-08T20:29:53.786656] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:53.786715] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:53.786744] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:53.786801] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:53.847135] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:53.847934] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:53.848014] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:53.848046] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:53.963679] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:53.963833] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:53.963889] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:53.963919] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:53.967744] [DEBUG] [FORECASTER] PNI: Forecast T+1@11:T+2@11: DOWN (p=7.23%)
[2025-12-08T20:29:53.968061] [INFO ] [FORECASTER] Completed predict_future for PNI
[2025-12-08T20:29:53.968192] [INFO ] [sig       ] PNI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:29:54.118834] [INFO ] [LOCAL     ] Saved forecast: PNI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/PNI.txt
[2025-12-08T20:29:54.118979] [INFO ] [sig       ] [2600/3624] Completed PNI in 0.3s | 2.92 sym/s | Total: 14.8m | ETA: 5.8m
[2025-12-08T20:29:54.119019] [INFO ] [sig       ] [2601/3624] Forecasting PNQI...
[2025-12-08T20:29:54.119047] [INFO ] [sig       ] Generating forecast for: PNQI
[2025-12-08T20:29:54.119076] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNQI' from 'https://tdm.silogroup.org/data/derivative_storage/PNQI.csv'.
[2025-12-08T20:29:54.131780] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNQI'.
[2025-12-08T20:29:54.132199] [INFO ] [FORECASTER] Starting predict_future for PNQI
[2025-12-08T20:29:54.133190] [DEBUG] [LOCAL     ] No optimal features file found for PNQI: ./output/feature-sets/PNQI.txt
[2025-12-08T20:29:54.133249] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:54.133293] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:54.133327] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:54.133403] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:54.192239] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:54.193114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:54.193195] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:54.193229] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:54.316230] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:54.316382] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:54.316420] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:54.316448] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:54.319748] [DEBUG] [FORECASTER] PNQI: Forecast T+1@11:T+2@11: DOWN (p=26.97%)
[2025-12-08T20:29:54.320006] [INFO ] [FORECASTER] Completed predict_future for PNQI
[2025-12-08T20:29:54.320124] [INFO ] [sig       ] PNQI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:29:54.464422] [INFO ] [LOCAL     ] Saved forecast: PNQI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/PNQI.txt
[2025-12-08T20:29:54.464555] [INFO ] [sig       ] [2601/3624] Completed PNQI in 0.3s | 2.92 sym/s | Total: 14.8m | ETA: 5.8m
[2025-12-08T20:29:54.464613] [INFO ] [sig       ] [2602/3624] Forecasting PNRG...
[2025-12-08T20:29:54.464643] [INFO ] [sig       ] Generating forecast for: PNRG
[2025-12-08T20:29:54.464671] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNRG' from 'https://tdm.silogroup.org/data/derivative_storage/PNRG.csv'.
[2025-12-08T20:29:54.476793] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNRG'.
[2025-12-08T20:29:54.477164] [INFO ] [FORECASTER] Starting predict_future for PNRG
[2025-12-08T20:29:54.477977] [DEBUG] [LOCAL     ] No optimal features file found for PNRG: ./output/feature-sets/PNRG.txt
[2025-12-08T20:29:54.478027] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:54.478059] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:54.478085] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:54.478140] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:54.536871] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:54.537829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:54.537921] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:54.537956] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:54.656083] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:54.656232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:54.656269] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:54.656297] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:54.659713] [DEBUG] [FORECASTER] PNRG: Forecast T+1@11:T+2@11: DOWN (p=49.39%)
[2025-12-08T20:29:54.659988] [INFO ] [FORECASTER] Completed predict_future for PNRG
[2025-12-08T20:29:54.660109] [INFO ] [sig       ] PNRG: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:29:54.808681] [INFO ] [LOCAL     ] Saved forecast: PNRG	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/PNRG.txt
[2025-12-08T20:29:54.808820] [INFO ] [sig       ] [2602/3624] Completed PNRG in 0.3s | 2.92 sym/s | Total: 14.8m | ETA: 5.8m
[2025-12-08T20:29:54.808862] [INFO ] [sig       ] [2603/3624] Forecasting PNTG...
[2025-12-08T20:29:54.808894] [INFO ] [sig       ] Generating forecast for: PNTG
[2025-12-08T20:29:54.808925] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNTG' from 'https://tdm.silogroup.org/data/derivative_storage/PNTG.csv'.
[2025-12-08T20:29:54.821914] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNTG'.
[2025-12-08T20:29:54.822349] [INFO ] [FORECASTER] Starting predict_future for PNTG
[2025-12-08T20:29:54.823226] [DEBUG] [LOCAL     ] No optimal features file found for PNTG: ./output/feature-sets/PNTG.txt
[2025-12-08T20:29:54.823278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:54.823311] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:54.823339] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:54.823401] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:54.884452] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:54.885210] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:54.885304] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:54.885355] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:55.011111] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:55.011259] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:55.011300] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:55.011361] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:55.014878] [DEBUG] [FORECASTER] PNTG: Forecast T+1@11:T+2@11: UP (p=57.03%)
[2025-12-08T20:29:55.015151] [INFO ] [FORECASTER] Completed predict_future for PNTG
[2025-12-08T20:29:55.015278] [INFO ] [sig       ] PNTG: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:29:55.159264] [INFO ] [LOCAL     ] Saved forecast: PNTG	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/PNTG.txt
[2025-12-08T20:29:55.159416] [INFO ] [sig       ] [2603/3624] Completed PNTG in 0.4s | 2.92 sym/s | Total: 14.8m | ETA: 5.8m
[2025-12-08T20:29:55.159462] [INFO ] [sig       ] [2604/3624] Forecasting POAI...
[2025-12-08T20:29:55.159494] [INFO ] [sig       ] Generating forecast for: POAI
[2025-12-08T20:29:55.159526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'POAI' from 'https://tdm.silogroup.org/data/derivative_storage/POAI.csv'.
[2025-12-08T20:29:55.172125] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'POAI'.
[2025-12-08T20:29:55.172495] [INFO ] [FORECASTER] Starting predict_future for POAI
[2025-12-08T20:29:55.173355] [DEBUG] [LOCAL     ] No optimal features file found for POAI: ./output/feature-sets/POAI.txt
[2025-12-08T20:29:55.173407] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:55.173451] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:55.173478] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:55.173533] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:55.231166] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:55.232001] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:55.232091] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:55.232138] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:55.348658] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:55.348815] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:55.348854] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:55.348885] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:55.352286] [DEBUG] [FORECASTER] POAI: Forecast T+1@11:T+2@11: DOWN (p=1.87%)
[2025-12-08T20:29:55.352621] [INFO ] [FORECASTER] Completed predict_future for POAI
[2025-12-08T20:29:55.352753] [INFO ] [sig       ] POAI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:29:55.493434] [INFO ] [LOCAL     ] Saved forecast: POAI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/POAI.txt
[2025-12-08T20:29:55.493599] [INFO ] [sig       ] [2604/3624] Completed POAI in 0.3s | 2.92 sym/s | Total: 14.8m | ETA: 5.8m
[2025-12-08T20:29:55.493642] [INFO ] [sig       ] [2605/3624] Forecasting PODD...
[2025-12-08T20:29:55.493670] [INFO ] [sig       ] Generating forecast for: PODD
[2025-12-08T20:29:55.493700] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PODD' from 'https://tdm.silogroup.org/data/derivative_storage/PODD.csv'.
[2025-12-08T20:29:55.505789] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PODD'.
[2025-12-08T20:29:55.506157] [INFO ] [FORECASTER] Starting predict_future for PODD
[2025-12-08T20:29:55.506983] [DEBUG] [LOCAL     ] No optimal features file found for PODD: ./output/feature-sets/PODD.txt
[2025-12-08T20:29:55.507032] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:55.507062] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:55.507088] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:55.507144] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:55.563901] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:55.564761] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:55.564839] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:55.564871] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:55.686233] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:55.686425] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:55.686469] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:55.686499] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:55.689946] [DEBUG] [FORECASTER] PODD: Forecast T+1@11:T+2@11: UP (p=64.41%)
[2025-12-08T20:29:55.690211] [INFO ] [FORECASTER] Completed predict_future for PODD
[2025-12-08T20:29:55.690342] [INFO ] [sig       ] PODD: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:29:55.828457] [INFO ] [LOCAL     ] Saved forecast: PODD	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/PODD.txt
[2025-12-08T20:29:55.828558] [INFO ] [sig       ] [2605/3624] Completed PODD in 0.3s | 2.92 sym/s | Total: 14.9m | ETA: 5.8m
[2025-12-08T20:29:55.828612] [INFO ] [sig       ] [2606/3624] Forecasting POOL...
[2025-12-08T20:29:55.828641] [INFO ] [sig       ] Generating forecast for: POOL
[2025-12-08T20:29:55.828671] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'POOL' from 'https://tdm.silogroup.org/data/derivative_storage/POOL.csv'.
[2025-12-08T20:29:55.840344] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'POOL'.
[2025-12-08T20:29:55.840681] [INFO ] [FORECASTER] Starting predict_future for POOL
[2025-12-08T20:29:55.841427] [DEBUG] [LOCAL     ] No optimal features file found for POOL: ./output/feature-sets/POOL.txt
[2025-12-08T20:29:55.841476] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:55.841506] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:55.841531] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:55.841603] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:55.897684] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:55.898278] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:55.898353] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:55.898386] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:56.014862] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:56.015025] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:56.015063] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:56.015090] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:56.018470] [DEBUG] [FORECASTER] POOL: Forecast T+1@11:T+2@11: UP (p=92.97%)
[2025-12-08T20:29:56.018761] [INFO ] [FORECASTER] Completed predict_future for POOL
[2025-12-08T20:29:56.018889] [INFO ] [sig       ] POOL: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:29:56.156061] [INFO ] [LOCAL     ] Saved forecast: POOL	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/POOL.txt
[2025-12-08T20:29:56.156188] [INFO ] [sig       ] [2606/3624] Completed POOL in 0.3s | 2.92 sym/s | Total: 14.9m | ETA: 5.8m
[2025-12-08T20:29:56.156227] [INFO ] [sig       ] [2607/3624] Forecasting POWI...
[2025-12-08T20:29:56.156256] [INFO ] [sig       ] Generating forecast for: POWI
[2025-12-08T20:29:56.156285] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'POWI' from 'https://tdm.silogroup.org/data/derivative_storage/POWI.csv'.
[2025-12-08T20:29:56.168164] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'POWI'.
[2025-12-08T20:29:56.168487] [INFO ] [FORECASTER] Starting predict_future for POWI
[2025-12-08T20:29:56.169267] [DEBUG] [LOCAL     ] No optimal features file found for POWI: ./output/feature-sets/POWI.txt
[2025-12-08T20:29:56.169318] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:56.169352] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:56.169378] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:56.169433] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:56.225538] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:56.226142] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:56.226215] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:56.226246] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:56.340325] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:56.340483] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:56.340521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:56.340549] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:56.343808] [DEBUG] [FORECASTER] POWI: Forecast T+1@11:T+2@11: UP (p=86.80%)
[2025-12-08T20:29:56.344063] [INFO ] [FORECASTER] Completed predict_future for POWI
[2025-12-08T20:29:56.344180] [INFO ] [sig       ] POWI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:29:56.482908] [INFO ] [LOCAL     ] Saved forecast: POWI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/POWI.txt
[2025-12-08T20:29:56.483028] [INFO ] [sig       ] [2607/3624] Completed POWI in 0.3s | 2.92 sym/s | Total: 14.9m | ETA: 5.8m
[2025-12-08T20:29:56.483066] [INFO ] [sig       ] [2608/3624] Forecasting POWL...
[2025-12-08T20:29:56.483102] [INFO ] [sig       ] Generating forecast for: POWL
[2025-12-08T20:29:56.483131] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'POWL' from 'https://tdm.silogroup.org/data/derivative_storage/POWL.csv'.
[2025-12-08T20:29:56.495864] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'POWL'.
[2025-12-08T20:29:56.496254] [INFO ] [FORECASTER] Starting predict_future for POWL
[2025-12-08T20:29:56.497097] [DEBUG] [LOCAL     ] No optimal features file found for POWL: ./output/feature-sets/POWL.txt
[2025-12-08T20:29:56.497148] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:56.497181] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:56.497206] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:56.497262] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:56.561308] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:56.562183] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:56.562267] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:56.562299] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:56.684669] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:56.684829] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:56.684867] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:56.684895] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:56.688250] [DEBUG] [FORECASTER] POWL: Forecast T+1@11:T+2@11: DOWN (p=44.85%)
[2025-12-08T20:29:56.688520] [INFO ] [FORECASTER] Completed predict_future for POWL
[2025-12-08T20:29:56.688664] [INFO ] [sig       ] POWL: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:29:56.824744] [INFO ] [LOCAL     ] Saved forecast: POWL	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/POWL.txt
[2025-12-08T20:29:56.824871] [INFO ] [sig       ] [2608/3624] Completed POWL in 0.3s | 2.92 sym/s | Total: 14.9m | ETA: 5.8m
[2025-12-08T20:29:56.824910] [INFO ] [sig       ] [2609/3624] Forecasting PPC...
[2025-12-08T20:29:56.824938] [INFO ] [sig       ] Generating forecast for: PPC
[2025-12-08T20:29:56.824967] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPC' from 'https://tdm.silogroup.org/data/derivative_storage/PPC.csv'.
[2025-12-08T20:29:56.836699] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPC'.
[2025-12-08T20:29:56.837047] [INFO ] [FORECASTER] Starting predict_future for PPC
[2025-12-08T20:29:56.837853] [DEBUG] [LOCAL     ] No optimal features file found for PPC: ./output/feature-sets/PPC.txt
[2025-12-08T20:29:56.837902] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:56.837932] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:56.837957] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:56.838011] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:56.892597] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:56.893463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:56.893546] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:56.893600] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:57.012837] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:57.012990] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:57.013028] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:57.013056] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:57.016339] [DEBUG] [FORECASTER] PPC: Forecast T+1@11:T+2@11: DOWN (p=21.58%)
[2025-12-08T20:29:57.016616] [INFO ] [FORECASTER] Completed predict_future for PPC
[2025-12-08T20:29:57.016734] [INFO ] [sig       ] PPC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:29:57.153024] [INFO ] [LOCAL     ] Saved forecast: PPC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/PPC.txt
[2025-12-08T20:29:57.153163] [INFO ] [sig       ] [2609/3624] Completed PPC in 0.3s | 2.92 sym/s | Total: 14.9m | ETA: 5.8m
[2025-12-08T20:29:57.153200] [INFO ] [sig       ] [2610/3624] Forecasting PPG...
[2025-12-08T20:29:57.153229] [INFO ] [sig       ] Generating forecast for: PPG
[2025-12-08T20:29:57.153257] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPG' from 'https://tdm.silogroup.org/data/derivative_storage/PPG.csv'.
[2025-12-08T20:29:57.165777] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPG'.
[2025-12-08T20:29:57.166126] [INFO ] [FORECASTER] Starting predict_future for PPG
[2025-12-08T20:29:57.166900] [DEBUG] [LOCAL     ] No optimal features file found for PPG: ./output/feature-sets/PPG.txt
[2025-12-08T20:29:57.166949] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:57.166979] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:57.167005] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:57.167059] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:57.222007] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:57.222859] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:57.222965] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:57.222997] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:57.342409] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:57.342587] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:57.342631] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:57.342660] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:57.345923] [DEBUG] [FORECASTER] PPG: Forecast T+1@11:T+2@11: UP (p=54.60%)
[2025-12-08T20:29:57.346186] [INFO ] [FORECASTER] Completed predict_future for PPG
[2025-12-08T20:29:57.346307] [INFO ] [sig       ] PPG: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:29:57.483111] [INFO ] [LOCAL     ] Saved forecast: PPG	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/PPG.txt
[2025-12-08T20:29:57.483252] [INFO ] [sig       ] [2610/3624] Completed PPG in 0.3s | 2.92 sym/s | Total: 14.9m | ETA: 5.8m
[2025-12-08T20:29:57.483290] [INFO ] [sig       ] [2611/3624] Forecasting PPH...
[2025-12-08T20:29:57.483319] [INFO ] [sig       ] Generating forecast for: PPH
[2025-12-08T20:29:57.483348] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPH' from 'https://tdm.silogroup.org/data/derivative_storage/PPH.csv'.
[2025-12-08T20:29:57.495566] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPH'.
[2025-12-08T20:29:57.495948] [INFO ] [FORECASTER] Starting predict_future for PPH
[2025-12-08T20:29:57.496766] [DEBUG] [LOCAL     ] No optimal features file found for PPH: ./output/feature-sets/PPH.txt
[2025-12-08T20:29:57.496815] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:57.496846] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:57.496872] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:57.496942] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:57.553258] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:57.554060] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:57.554150] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:57.554187] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:57.671122] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:57.671293] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:57.671334] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:57.671385] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:57.674770] [DEBUG] [FORECASTER] PPH: Forecast T+1@11:T+2@11: DOWN (p=0.89%)
[2025-12-08T20:29:57.675065] [INFO ] [FORECASTER] Completed predict_future for PPH
[2025-12-08T20:29:57.675194] [INFO ] [sig       ] PPH: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:29:57.821559] [INFO ] [LOCAL     ] Saved forecast: PPH	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/PPH.txt
[2025-12-08T20:29:57.821724] [INFO ] [sig       ] [2611/3624] Completed PPH in 0.3s | 2.92 sym/s | Total: 14.9m | ETA: 5.8m
[2025-12-08T20:29:57.821762] [INFO ] [sig       ] [2612/3624] Forecasting PPIH...
[2025-12-08T20:29:57.821792] [INFO ] [sig       ] Generating forecast for: PPIH
[2025-12-08T20:29:57.821821] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPIH' from 'https://tdm.silogroup.org/data/derivative_storage/PPIH.csv'.
[2025-12-08T20:29:57.835108] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPIH'.
[2025-12-08T20:29:57.835531] [INFO ] [FORECASTER] Starting predict_future for PPIH
[2025-12-08T20:29:57.836355] [DEBUG] [LOCAL     ] No optimal features file found for PPIH: ./output/feature-sets/PPIH.txt
[2025-12-08T20:29:57.836407] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:57.836438] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:57.836464] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:57.836519] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:57.894391] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:57.895132] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:57.895214] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:57.895247] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:58.016657] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:58.016803] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:58.016840] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:58.016868] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:58.020208] [DEBUG] [FORECASTER] PPIH: Forecast T+1@11:T+2@11: DOWN (p=38.11%)
[2025-12-08T20:29:58.020473] [INFO ] [FORECASTER] Completed predict_future for PPIH
[2025-12-08T20:29:58.020612] [INFO ] [sig       ] PPIH: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:29:58.159988] [INFO ] [LOCAL     ] Saved forecast: PPIH	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/PPIH.txt
[2025-12-08T20:29:58.160134] [INFO ] [sig       ] [2612/3624] Completed PPIH in 0.3s | 2.92 sym/s | Total: 14.9m | ETA: 5.8m
[2025-12-08T20:29:58.160172] [INFO ] [sig       ] [2613/3624] Forecasting PPL...
[2025-12-08T20:29:58.160202] [INFO ] [sig       ] Generating forecast for: PPL
[2025-12-08T20:29:58.160232] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPL' from 'https://tdm.silogroup.org/data/derivative_storage/PPL.csv'.
[2025-12-08T20:29:58.172756] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPL'.
[2025-12-08T20:29:58.173104] [INFO ] [FORECASTER] Starting predict_future for PPL
[2025-12-08T20:29:58.173897] [DEBUG] [LOCAL     ] No optimal features file found for PPL: ./output/feature-sets/PPL.txt
[2025-12-08T20:29:58.173952] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:58.173984] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:58.174012] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:58.174068] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:58.231908] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:58.232694] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:58.232774] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:58.232825] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:58.353440] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:58.353611] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:58.353659] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:58.353698] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:58.357127] [DEBUG] [FORECASTER] PPL: Forecast T+1@11:T+2@11: DOWN (p=18.53%)
[2025-12-08T20:29:58.357418] [INFO ] [FORECASTER] Completed predict_future for PPL
[2025-12-08T20:29:58.357549] [INFO ] [sig       ] PPL: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:29:58.499491] [INFO ] [LOCAL     ] Saved forecast: PPL	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/PPL.txt
[2025-12-08T20:29:58.499668] [INFO ] [sig       ] [2613/3624] Completed PPL in 0.3s | 2.92 sym/s | Total: 14.9m | ETA: 5.8m
[2025-12-08T20:29:58.499711] [INFO ] [sig       ] [2614/3624] Forecasting PPSI...
[2025-12-08T20:29:58.499742] [INFO ] [sig       ] Generating forecast for: PPSI
[2025-12-08T20:29:58.499800] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPSI' from 'https://tdm.silogroup.org/data/derivative_storage/PPSI.csv'.
[2025-12-08T20:29:58.511874] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPSI'.
[2025-12-08T20:29:58.512225] [INFO ] [FORECASTER] Starting predict_future for PPSI
[2025-12-08T20:29:58.513070] [DEBUG] [LOCAL     ] No optimal features file found for PPSI: ./output/feature-sets/PPSI.txt
[2025-12-08T20:29:58.513121] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:58.513153] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:58.513181] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:58.513237] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:58.572974] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:58.573731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:58.573808] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:58.573841] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:58.691343] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:58.691490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:58.691527] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:58.691554] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:58.694824] [DEBUG] [FORECASTER] PPSI: Forecast T+1@11:T+2@11: UP (p=79.58%)
[2025-12-08T20:29:58.695086] [INFO ] [FORECASTER] Completed predict_future for PPSI
[2025-12-08T20:29:58.695204] [INFO ] [sig       ] PPSI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:29:58.834748] [INFO ] [LOCAL     ] Saved forecast: PPSI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/PPSI.txt
[2025-12-08T20:29:58.834883] [INFO ] [sig       ] [2614/3624] Completed PPSI in 0.3s | 2.92 sym/s | Total: 14.9m | ETA: 5.8m
[2025-12-08T20:29:58.834925] [INFO ] [sig       ] [2615/3624] Forecasting PPTA...
[2025-12-08T20:29:58.834956] [INFO ] [sig       ] Generating forecast for: PPTA
[2025-12-08T20:29:58.834988] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPTA' from 'https://tdm.silogroup.org/data/derivative_storage/PPTA.csv'.
[2025-12-08T20:29:58.847610] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPTA'.
[2025-12-08T20:29:58.847965] [INFO ] [FORECASTER] Starting predict_future for PPTA
[2025-12-08T20:29:58.848761] [DEBUG] [LOCAL     ] No optimal features file found for PPTA: ./output/feature-sets/PPTA.txt
[2025-12-08T20:29:58.848811] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:58.848844] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:58.848885] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:58.848943] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:58.907474] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:58.908292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:58.908372] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:58.908406] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:59.030169] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:59.030319] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:59.030359] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:59.030391] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:59.033804] [DEBUG] [FORECASTER] PPTA: Forecast T+1@11:T+2@11: UP (p=91.86%)
[2025-12-08T20:29:59.034090] [INFO ] [FORECASTER] Completed predict_future for PPTA
[2025-12-08T20:29:59.034218] [INFO ] [sig       ] PPTA: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:29:59.174084] [INFO ] [LOCAL     ] Saved forecast: PPTA	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/PPTA.txt
[2025-12-08T20:29:59.174216] [INFO ] [sig       ] [2615/3624] Completed PPTA in 0.3s | 2.92 sym/s | Total: 14.9m | ETA: 5.8m
[2025-12-08T20:29:59.174254] [INFO ] [sig       ] [2616/3624] Forecasting PRA...
[2025-12-08T20:29:59.174284] [INFO ] [sig       ] Generating forecast for: PRA
[2025-12-08T20:29:59.174313] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRA' from 'https://tdm.silogroup.org/data/derivative_storage/PRA.csv'.
[2025-12-08T20:29:59.186466] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRA'.
[2025-12-08T20:29:59.186828] [INFO ] [FORECASTER] Starting predict_future for PRA
[2025-12-08T20:29:59.187685] [DEBUG] [LOCAL     ] No optimal features file found for PRA: ./output/feature-sets/PRA.txt
[2025-12-08T20:29:59.187736] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:59.187767] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:59.187793] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:59.187849] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:59.245256] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:59.246121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:59.246200] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:59.246233] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:59.365065] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:59.365241] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:59.365279] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:59.365308] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:59.368623] [DEBUG] [FORECASTER] PRA: Forecast T+1@11:T+2@11: UP (p=59.97%)
[2025-12-08T20:29:59.368887] [INFO ] [FORECASTER] Completed predict_future for PRA
[2025-12-08T20:29:59.369008] [INFO ] [sig       ] PRA: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:29:59.507211] [INFO ] [LOCAL     ] Saved forecast: PRA	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/PRA.txt
[2025-12-08T20:29:59.507336] [INFO ] [sig       ] [2616/3624] Completed PRA in 0.3s | 2.92 sym/s | Total: 14.9m | ETA: 5.7m
[2025-12-08T20:29:59.507375] [INFO ] [sig       ] [2617/3624] Forecasting PRAA...
[2025-12-08T20:29:59.507426] [INFO ] [sig       ] Generating forecast for: PRAA
[2025-12-08T20:29:59.507470] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRAA' from 'https://tdm.silogroup.org/data/derivative_storage/PRAA.csv'.
[2025-12-08T20:29:59.519613] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRAA'.
[2025-12-08T20:29:59.519952] [INFO ] [FORECASTER] Starting predict_future for PRAA
[2025-12-08T20:29:59.520736] [DEBUG] [LOCAL     ] No optimal features file found for PRAA: ./output/feature-sets/PRAA.txt
[2025-12-08T20:29:59.520785] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:59.520839] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:59.520866] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:59.520922] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:59.578751] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:59.579419] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:59.579496] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:59.579528] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:29:59.694897] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:29:59.695034] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:29:59.695070] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:29:59.695098] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:29:59.698309] [DEBUG] [FORECASTER] PRAA: Forecast T+1@11:T+2@11: UP (p=93.31%)
[2025-12-08T20:29:59.698568] [INFO ] [FORECASTER] Completed predict_future for PRAA
[2025-12-08T20:29:59.698703] [INFO ] [sig       ] PRAA: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:29:59.836668] [INFO ] [LOCAL     ] Saved forecast: PRAA	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/PRAA.txt
[2025-12-08T20:29:59.836791] [INFO ] [sig       ] [2617/3624] Completed PRAA in 0.3s | 2.92 sym/s | Total: 14.9m | ETA: 5.7m
[2025-12-08T20:29:59.836829] [INFO ] [sig       ] [2618/3624] Forecasting PRAX...
[2025-12-08T20:29:59.836857] [INFO ] [sig       ] Generating forecast for: PRAX
[2025-12-08T20:29:59.836886] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRAX' from 'https://tdm.silogroup.org/data/derivative_storage/PRAX.csv'.
[2025-12-08T20:29:59.849175] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRAX'.
[2025-12-08T20:29:59.849555] [INFO ] [FORECASTER] Starting predict_future for PRAX
[2025-12-08T20:29:59.850377] [DEBUG] [LOCAL     ] No optimal features file found for PRAX: ./output/feature-sets/PRAX.txt
[2025-12-08T20:29:59.850428] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:29:59.850461] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:29:59.850488] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:29:59.850545] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:29:59.908913] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:29:59.909599] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:29:59.909677] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:29:59.909710] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:00.033679] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:00.033832] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:00.033872] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:00.033901] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:00.037257] [DEBUG] [FORECASTER] PRAX: Forecast T+1@11:T+2@11: UP (p=50.55%)
[2025-12-08T20:30:00.037552] [INFO ] [FORECASTER] Completed predict_future for PRAX
[2025-12-08T20:30:00.037690] [INFO ] [sig       ] PRAX: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:30:00.181512] [INFO ] [LOCAL     ] Saved forecast: PRAX	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/PRAX.txt
[2025-12-08T20:30:00.181657] [INFO ] [sig       ] [2618/3624] Completed PRAX in 0.3s | 2.92 sym/s | Total: 14.9m | ETA: 5.7m
[2025-12-08T20:30:00.181698] [INFO ] [sig       ] [2619/3624] Forecasting PRCH...
[2025-12-08T20:30:00.181727] [INFO ] [sig       ] Generating forecast for: PRCH
[2025-12-08T20:30:00.181762] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRCH' from 'https://tdm.silogroup.org/data/derivative_storage/PRCH.csv'.
[2025-12-08T20:30:00.194504] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRCH'.
[2025-12-08T20:30:00.194936] [INFO ] [FORECASTER] Starting predict_future for PRCH
[2025-12-08T20:30:00.195746] [DEBUG] [LOCAL     ] No optimal features file found for PRCH: ./output/feature-sets/PRCH.txt
[2025-12-08T20:30:00.195796] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:00.195827] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:00.195853] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:00.195908] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:00.254475] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:00.255342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:00.255423] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:00.255457] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:00.384090] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:00.384239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:00.384277] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:00.384306] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:00.387713] [DEBUG] [FORECASTER] PRCH: Forecast T+1@11:T+2@11: UP (p=67.10%)
[2025-12-08T20:30:00.387986] [INFO ] [FORECASTER] Completed predict_future for PRCH
[2025-12-08T20:30:00.388112] [INFO ] [sig       ] PRCH: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:30:00.582318] [INFO ] [LOCAL     ] Saved forecast: PRCH	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/PRCH.txt
[2025-12-08T20:30:00.582472] [INFO ] [sig       ] [2619/3624] Completed PRCH in 0.4s | 2.92 sym/s | Total: 14.9m | ETA: 5.7m
[2025-12-08T20:30:00.582515] [INFO ] [sig       ] [2620/3624] Forecasting PRDO...
[2025-12-08T20:30:00.582543] [INFO ] [sig       ] Generating forecast for: PRDO
[2025-12-08T20:30:00.582596] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRDO' from 'https://tdm.silogroup.org/data/derivative_storage/PRDO.csv'.
[2025-12-08T20:30:00.594753] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRDO'.
[2025-12-08T20:30:00.595122] [INFO ] [FORECASTER] Starting predict_future for PRDO
[2025-12-08T20:30:00.595901] [DEBUG] [LOCAL     ] No optimal features file found for PRDO: ./output/feature-sets/PRDO.txt
[2025-12-08T20:30:00.595950] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:00.595980] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:00.596005] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:00.596059] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:00.653408] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:00.654255] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:00.654336] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:00.654370] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:00.777481] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:00.777656] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:00.777695] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:00.777752] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:00.781154] [DEBUG] [FORECASTER] PRDO: Forecast T+1@11:T+2@11: UP (p=97.87%)
[2025-12-08T20:30:00.781460] [INFO ] [FORECASTER] Completed predict_future for PRDO
[2025-12-08T20:30:00.781623] [INFO ] [sig       ] PRDO: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:30:00.929190] [INFO ] [LOCAL     ] Saved forecast: PRDO	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/PRDO.txt
[2025-12-08T20:30:00.929340] [INFO ] [sig       ] [2620/3624] Completed PRDO in 0.3s | 2.92 sym/s | Total: 14.9m | ETA: 5.7m
[2025-12-08T20:30:00.929380] [INFO ] [sig       ] [2621/3624] Forecasting PRFZ...
[2025-12-08T20:30:00.929410] [INFO ] [sig       ] Generating forecast for: PRFZ
[2025-12-08T20:30:00.929439] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRFZ' from 'https://tdm.silogroup.org/data/derivative_storage/PRFZ.csv'.
[2025-12-08T20:30:00.942109] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRFZ'.
[2025-12-08T20:30:00.942456] [INFO ] [FORECASTER] Starting predict_future for PRFZ
[2025-12-08T20:30:00.943346] [DEBUG] [LOCAL     ] No optimal features file found for PRFZ: ./output/feature-sets/PRFZ.txt
[2025-12-08T20:30:00.943398] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:00.943431] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:00.943457] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:00.943514] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:01.005239] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:01.006341] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:01.006490] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:01.006537] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:01.134050] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:01.134161] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:01.134198] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:01.134226] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:01.137599] [DEBUG] [FORECASTER] PRFZ: Forecast T+1@11:T+2@11: DOWN (p=29.75%)
[2025-12-08T20:30:01.137892] [INFO ] [FORECASTER] Completed predict_future for PRFZ
[2025-12-08T20:30:01.138018] [INFO ] [sig       ] PRFZ: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:30:01.292687] [INFO ] [LOCAL     ] Saved forecast: PRFZ	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/PRFZ.txt
[2025-12-08T20:30:01.292831] [INFO ] [sig       ] [2621/3624] Completed PRFZ in 0.4s | 2.92 sym/s | Total: 14.9m | ETA: 5.7m
[2025-12-08T20:30:01.292870] [INFO ] [sig       ] [2622/3624] Forecasting PRG...
[2025-12-08T20:30:01.292901] [INFO ] [sig       ] Generating forecast for: PRG
[2025-12-08T20:30:01.292932] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRG' from 'https://tdm.silogroup.org/data/derivative_storage/PRG.csv'.
[2025-12-08T20:30:01.305778] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRG'.
[2025-12-08T20:30:01.306134] [INFO ] [FORECASTER] Starting predict_future for PRG
[2025-12-08T20:30:01.306949] [DEBUG] [LOCAL     ] No optimal features file found for PRG: ./output/feature-sets/PRG.txt
[2025-12-08T20:30:01.307011] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:01.307057] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:01.307092] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:01.307150] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:01.367855] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:01.368731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:01.368828] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:01.368877] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:01.493877] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:01.494042] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:01.494080] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:01.494108] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:01.497853] [DEBUG] [FORECASTER] PRG: Forecast T+1@11:T+2@11: DOWN (p=32.43%)
[2025-12-08T20:30:01.498130] [INFO ] [FORECASTER] Completed predict_future for PRG
[2025-12-08T20:30:01.498255] [INFO ] [sig       ] PRG: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:30:01.648237] [INFO ] [LOCAL     ] Saved forecast: PRG	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/PRG.txt
[2025-12-08T20:30:01.648392] [INFO ] [sig       ] [2622/3624] Completed PRG in 0.4s | 2.92 sym/s | Total: 15.0m | ETA: 5.7m
[2025-12-08T20:30:01.648432] [INFO ] [sig       ] [2623/3624] Forecasting PRGO...
[2025-12-08T20:30:01.648462] [INFO ] [sig       ] Generating forecast for: PRGO
[2025-12-08T20:30:01.648493] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRGO' from 'https://tdm.silogroup.org/data/derivative_storage/PRGO.csv'.
[2025-12-08T20:30:01.706682] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRGO'.
[2025-12-08T20:30:01.707115] [INFO ] [FORECASTER] Starting predict_future for PRGO
[2025-12-08T20:30:01.708160] [DEBUG] [LOCAL     ] No optimal features file found for PRGO: ./output/feature-sets/PRGO.txt
[2025-12-08T20:30:01.708220] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:01.708251] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:01.708277] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:01.708332] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:01.783760] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:01.785087] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:01.785178] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:01.785211] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:01.913173] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:01.913358] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:01.913421] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:01.913466] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:01.918866] [DEBUG] [FORECASTER] PRGO: Forecast T+1@11:T+2@11: DOWN (p=18.79%)
[2025-12-08T20:30:01.919326] [INFO ] [FORECASTER] Completed predict_future for PRGO
[2025-12-08T20:30:01.919506] [INFO ] [sig       ] PRGO: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:30:02.082949] [INFO ] [LOCAL     ] Saved forecast: PRGO	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/PRGO.txt
[2025-12-08T20:30:02.083109] [INFO ] [sig       ] [2623/3624] Completed PRGO in 0.4s | 2.92 sym/s | Total: 15.0m | ETA: 5.7m
[2025-12-08T20:30:02.083151] [INFO ] [sig       ] [2624/3624] Forecasting PRGS...
[2025-12-08T20:30:02.083181] [INFO ] [sig       ] Generating forecast for: PRGS
[2025-12-08T20:30:02.083209] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRGS' from 'https://tdm.silogroup.org/data/derivative_storage/PRGS.csv'.
[2025-12-08T20:30:02.096822] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRGS'.
[2025-12-08T20:30:02.097223] [INFO ] [FORECASTER] Starting predict_future for PRGS
[2025-12-08T20:30:02.098156] [DEBUG] [LOCAL     ] No optimal features file found for PRGS: ./output/feature-sets/PRGS.txt
[2025-12-08T20:30:02.098208] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:02.098239] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:02.098264] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:02.098320] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:02.158535] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:02.159358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:02.159440] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:02.159472] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:02.278923] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:02.279077] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:02.279115] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:02.279142] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:02.282406] [DEBUG] [FORECASTER] PRGS: Forecast T+1@11:T+2@11: UP (p=64.29%)
[2025-12-08T20:30:02.282692] [INFO ] [FORECASTER] Completed predict_future for PRGS
[2025-12-08T20:30:02.282810] [INFO ] [sig       ] PRGS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:30:02.420641] [INFO ] [LOCAL     ] Saved forecast: PRGS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/PRGS.txt
[2025-12-08T20:30:02.420767] [INFO ] [sig       ] [2624/3624] Completed PRGS in 0.3s | 2.92 sym/s | Total: 15.0m | ETA: 5.7m
[2025-12-08T20:30:02.420807] [INFO ] [sig       ] [2625/3624] Forecasting PRH...
[2025-12-08T20:30:02.420837] [INFO ] [sig       ] Generating forecast for: PRH
[2025-12-08T20:30:02.420865] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRH' from 'https://tdm.silogroup.org/data/derivative_storage/PRH.csv'.
[2025-12-08T20:30:02.433211] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRH'.
[2025-12-08T20:30:02.433539] [INFO ] [FORECASTER] Starting predict_future for PRH
[2025-12-08T20:30:02.434354] [DEBUG] [LOCAL     ] No optimal features file found for PRH: ./output/feature-sets/PRH.txt
[2025-12-08T20:30:02.434404] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:02.434437] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:02.434464] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:02.434521] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:02.491678] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:02.492336] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:02.492417] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:02.492448] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:02.608969] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:02.609115] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:02.609153] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:02.609182] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:02.612413] [DEBUG] [FORECASTER] PRH: Forecast T+1@11:T+2@11: UP (p=96.79%)
[2025-12-08T20:30:02.612709] [INFO ] [FORECASTER] Completed predict_future for PRH
[2025-12-08T20:30:02.612828] [INFO ] [sig       ] PRH: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:30:02.749428] [INFO ] [LOCAL     ] Saved forecast: PRH	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/PRH.txt
[2025-12-08T20:30:02.749552] [INFO ] [sig       ] [2625/3624] Completed PRH in 0.3s | 2.92 sym/s | Total: 15.0m | ETA: 5.7m
[2025-12-08T20:30:02.749609] [INFO ] [sig       ] [2626/3624] Forecasting PRI...
[2025-12-08T20:30:02.749638] [INFO ] [sig       ] Generating forecast for: PRI
[2025-12-08T20:30:02.749667] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRI' from 'https://tdm.silogroup.org/data/derivative_storage/PRI.csv'.
[2025-12-08T20:30:02.761185] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRI'.
[2025-12-08T20:30:02.761507] [INFO ] [FORECASTER] Starting predict_future for PRI
[2025-12-08T20:30:02.762274] [DEBUG] [LOCAL     ] No optimal features file found for PRI: ./output/feature-sets/PRI.txt
[2025-12-08T20:30:02.762322] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:02.762352] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:02.762378] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:02.762433] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:02.816903] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:02.817550] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:02.817639] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:02.817671] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:02.930750] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:02.930885] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:02.930921] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:02.930949] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:02.934135] [DEBUG] [FORECASTER] PRI: Forecast T+1@11:T+2@11: UP (p=72.35%)
[2025-12-08T20:30:02.934399] [INFO ] [FORECASTER] Completed predict_future for PRI
[2025-12-08T20:30:02.934513] [INFO ] [sig       ] PRI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:30:03.070073] [INFO ] [LOCAL     ] Saved forecast: PRI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/PRI.txt
[2025-12-08T20:30:03.070192] [INFO ] [sig       ] [2626/3624] Completed PRI in 0.3s | 2.92 sym/s | Total: 15.0m | ETA: 5.7m
[2025-12-08T20:30:03.070230] [INFO ] [sig       ] [2627/3624] Forecasting PRIM...
[2025-12-08T20:30:03.070258] [INFO ] [sig       ] Generating forecast for: PRIM
[2025-12-08T20:30:03.070287] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRIM' from 'https://tdm.silogroup.org/data/derivative_storage/PRIM.csv'.
[2025-12-08T20:30:03.081860] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRIM'.
[2025-12-08T20:30:03.082181] [INFO ] [FORECASTER] Starting predict_future for PRIM
[2025-12-08T20:30:03.082953] [DEBUG] [LOCAL     ] No optimal features file found for PRIM: ./output/feature-sets/PRIM.txt
[2025-12-08T20:30:03.083002] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:03.083033] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:03.083059] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:03.083114] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:03.138759] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:03.139328] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:03.139424] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:03.139456] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:03.258678] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:03.258815] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:03.258852] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:03.258879] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:03.262123] [DEBUG] [FORECASTER] PRIM: Forecast T+1@11:T+2@11: UP (p=71.03%)
[2025-12-08T20:30:03.262383] [INFO ] [FORECASTER] Completed predict_future for PRIM
[2025-12-08T20:30:03.262502] [INFO ] [sig       ] PRIM: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:30:03.404526] [INFO ] [LOCAL     ] Saved forecast: PRIM	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/PRIM.txt
[2025-12-08T20:30:03.404649] [INFO ] [sig       ] [2627/3624] Completed PRIM in 0.3s | 2.92 sym/s | Total: 15.0m | ETA: 5.7m
[2025-12-08T20:30:03.404689] [INFO ] [sig       ] [2628/3624] Forecasting PRLB...
[2025-12-08T20:30:03.404718] [INFO ] [sig       ] Generating forecast for: PRLB
[2025-12-08T20:30:03.404746] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRLB' from 'https://tdm.silogroup.org/data/derivative_storage/PRLB.csv'.
[2025-12-08T20:30:03.499014] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRLB'.
[2025-12-08T20:30:03.499314] [INFO ] [FORECASTER] Starting predict_future for PRLB
[2025-12-08T20:30:03.500086] [DEBUG] [LOCAL     ] No optimal features file found for PRLB: ./output/feature-sets/PRLB.txt
[2025-12-08T20:30:03.500146] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:03.500178] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:03.500204] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:03.500259] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:03.555407] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:03.556019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:03.556092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:03.556124] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:03.678662] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:03.678757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:03.678794] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:03.678821] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:03.682024] [DEBUG] [FORECASTER] PRLB: Forecast T+1@11:T+2@11: UP (p=63.42%)
[2025-12-08T20:30:03.682277] [INFO ] [FORECASTER] Completed predict_future for PRLB
[2025-12-08T20:30:03.682392] [INFO ] [sig       ] PRLB: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:30:03.822075] [INFO ] [LOCAL     ] Saved forecast: PRLB	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/PRLB.txt
[2025-12-08T20:30:03.822192] [INFO ] [sig       ] [2628/3624] Completed PRLB in 0.4s | 2.92 sym/s | Total: 15.0m | ETA: 5.7m
[2025-12-08T20:30:03.822230] [INFO ] [sig       ] [2629/3624] Forecasting PRM...
[2025-12-08T20:30:03.822259] [INFO ] [sig       ] Generating forecast for: PRM
[2025-12-08T20:30:03.822287] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRM' from 'https://tdm.silogroup.org/data/derivative_storage/PRM.csv'.
[2025-12-08T20:30:03.834117] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRM'.
[2025-12-08T20:30:03.834440] [INFO ] [FORECASTER] Starting predict_future for PRM
[2025-12-08T20:30:03.835220] [DEBUG] [LOCAL     ] No optimal features file found for PRM: ./output/feature-sets/PRM.txt
[2025-12-08T20:30:03.835269] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:03.835301] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:03.835327] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:03.835382] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:03.891315] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:03.892085] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:03.892159] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:03.892191] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:04.010409] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:04.010542] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:04.010595] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:04.010625] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:04.013816] [DEBUG] [FORECASTER] PRM: Forecast T+1@11:T+2@11: UP (p=88.99%)
[2025-12-08T20:30:04.014072] [INFO ] [FORECASTER] Completed predict_future for PRM
[2025-12-08T20:30:04.014192] [INFO ] [sig       ] PRM: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:30:04.151029] [INFO ] [LOCAL     ] Saved forecast: PRM	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/PRM.txt
[2025-12-08T20:30:04.151133] [INFO ] [sig       ] [2629/3624] Completed PRM in 0.3s | 2.92 sym/s | Total: 15.0m | ETA: 5.7m
[2025-12-08T20:30:04.151170] [INFO ] [sig       ] [2630/3624] Forecasting PRME...
[2025-12-08T20:30:04.151198] [INFO ] [sig       ] Generating forecast for: PRME
[2025-12-08T20:30:04.151226] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRME' from 'https://tdm.silogroup.org/data/derivative_storage/PRME.csv'.
[2025-12-08T20:30:04.162944] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRME'.
[2025-12-08T20:30:04.163262] [INFO ] [FORECASTER] Starting predict_future for PRME
[2025-12-08T20:30:04.164027] [DEBUG] [LOCAL     ] No optimal features file found for PRME: ./output/feature-sets/PRME.txt
[2025-12-08T20:30:04.164076] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:04.164108] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:04.164134] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:04.164190] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:04.218917] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:04.219503] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:04.219593] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:04.219626] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:04.336067] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:04.336204] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:04.336240] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:04.336269] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:04.339527] [DEBUG] [FORECASTER] PRME: Forecast T+1@11:T+2@11: DOWN (p=18.25%)
[2025-12-08T20:30:04.339816] [INFO ] [FORECASTER] Completed predict_future for PRME
[2025-12-08T20:30:04.339934] [INFO ] [sig       ] PRME: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:30:04.479817] [INFO ] [LOCAL     ] Saved forecast: PRME	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/PRME.txt
[2025-12-08T20:30:04.479949] [INFO ] [sig       ] [2630/3624] Completed PRME in 0.3s | 2.92 sym/s | Total: 15.0m | ETA: 5.7m
[2025-12-08T20:30:04.479986] [INFO ] [sig       ] [2631/3624] Forecasting PRN...
[2025-12-08T20:30:04.480015] [INFO ] [sig       ] Generating forecast for: PRN
[2025-12-08T20:30:04.480044] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRN' from 'https://tdm.silogroup.org/data/derivative_storage/PRN.csv'.
[2025-12-08T20:30:04.491303] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRN'.
[2025-12-08T20:30:04.491650] [INFO ] [FORECASTER] Starting predict_future for PRN
[2025-12-08T20:30:04.492396] [DEBUG] [LOCAL     ] No optimal features file found for PRN: ./output/feature-sets/PRN.txt
[2025-12-08T20:30:04.492445] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:04.492476] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:04.492502] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:04.492557] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:04.548071] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:04.548660] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:04.548732] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:04.548763] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:04.661761] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:04.661895] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:04.661931] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:04.661958] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:04.665122] [DEBUG] [FORECASTER] PRN: Forecast T+1@11:T+2@11: DOWN (p=16.50%)
[2025-12-08T20:30:04.665376] [INFO ] [FORECASTER] Completed predict_future for PRN
[2025-12-08T20:30:04.665490] [INFO ] [sig       ] PRN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:30:04.802703] [INFO ] [LOCAL     ] Saved forecast: PRN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/PRN.txt
[2025-12-08T20:30:04.802820] [INFO ] [sig       ] [2631/3624] Completed PRN in 0.3s | 2.92 sym/s | Total: 15.0m | ETA: 5.7m
[2025-12-08T20:30:04.802864] [INFO ] [sig       ] [2632/3624] Forecasting PRO...
[2025-12-08T20:30:04.802894] [INFO ] [sig       ] Generating forecast for: PRO
[2025-12-08T20:30:04.802922] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRO' from 'https://tdm.silogroup.org/data/derivative_storage/PRO.csv'.
[2025-12-08T20:30:04.814790] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRO'.
[2025-12-08T20:30:04.815111] [INFO ] [FORECASTER] Starting predict_future for PRO
[2025-12-08T20:30:04.815887] [DEBUG] [LOCAL     ] No optimal features file found for PRO: ./output/feature-sets/PRO.txt
[2025-12-08T20:30:04.815935] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:04.815966] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:04.815992] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:04.816047] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:04.871886] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:04.872469] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:04.872541] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:04.872588] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:04.993875] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:04.994001] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:04.994038] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:04.994066] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:04.997238] [DEBUG] [FORECASTER] PRO: Forecast T+1@11:T+2@11: UP (p=72.89%)
[2025-12-08T20:30:04.997514] [INFO ] [FORECASTER] Completed predict_future for PRO
[2025-12-08T20:30:04.997647] [INFO ] [sig       ] PRO: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:30:05.136227] [INFO ] [LOCAL     ] Saved forecast: PRO	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/PRO.txt
[2025-12-08T20:30:05.136334] [INFO ] [sig       ] [2632/3624] Completed PRO in 0.3s | 2.92 sym/s | Total: 15.0m | ETA: 5.7m
[2025-12-08T20:30:05.136370] [INFO ] [sig       ] [2633/3624] Forecasting PROF...
[2025-12-08T20:30:05.136398] [INFO ] [sig       ] Generating forecast for: PROF
[2025-12-08T20:30:05.136430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PROF' from 'https://tdm.silogroup.org/data/derivative_storage/PROF.csv'.
[2025-12-08T20:30:05.148333] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PROF'.
[2025-12-08T20:30:05.148688] [INFO ] [FORECASTER] Starting predict_future for PROF
[2025-12-08T20:30:05.149449] [DEBUG] [LOCAL     ] No optimal features file found for PROF: ./output/feature-sets/PROF.txt
[2025-12-08T20:30:05.149499] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:05.149531] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:05.149557] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:05.149654] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:05.205020] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:05.205857] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:05.205934] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:05.205965] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:05.320070] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:05.320227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:05.320264] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:05.320292] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:05.323527] [DEBUG] [FORECASTER] PROF: Forecast T+1@11:T+2@11: DOWN (p=45.67%)
[2025-12-08T20:30:05.323824] [INFO ] [FORECASTER] Completed predict_future for PROF
[2025-12-08T20:30:05.323943] [INFO ] [sig       ] PROF: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:30:05.465182] [INFO ] [LOCAL     ] Saved forecast: PROF	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/PROF.txt
[2025-12-08T20:30:05.465327] [INFO ] [sig       ] [2633/3624] Completed PROF in 0.3s | 2.92 sym/s | Total: 15.0m | ETA: 5.7m
[2025-12-08T20:30:05.465367] [INFO ] [sig       ] [2634/3624] Forecasting PROK...
[2025-12-08T20:30:05.465395] [INFO ] [sig       ] Generating forecast for: PROK
[2025-12-08T20:30:05.465424] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PROK' from 'https://tdm.silogroup.org/data/derivative_storage/PROK.csv'.
[2025-12-08T20:30:05.477592] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PROK'.
[2025-12-08T20:30:05.477965] [INFO ] [FORECASTER] Starting predict_future for PROK
[2025-12-08T20:30:05.478805] [DEBUG] [LOCAL     ] No optimal features file found for PROK: ./output/feature-sets/PROK.txt
[2025-12-08T20:30:05.478857] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:05.478921] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:05.478950] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:05.479007] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:05.536665] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:05.537487] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:05.537589] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:05.537625] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:05.655436] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:05.655613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:05.655652] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:05.655679] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:05.658956] [DEBUG] [FORECASTER] PROK: Forecast T+1@11:T+2@11: DOWN (p=14.61%)
[2025-12-08T20:30:05.659221] [INFO ] [FORECASTER] Completed predict_future for PROK
[2025-12-08T20:30:05.659340] [INFO ] [sig       ] PROK: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:30:05.803277] [INFO ] [LOCAL     ] Saved forecast: PROK	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/PROK.txt
[2025-12-08T20:30:05.803398] [INFO ] [sig       ] [2634/3624] Completed PROK in 0.3s | 2.92 sym/s | Total: 15.0m | ETA: 5.6m
[2025-12-08T20:30:05.803437] [INFO ] [sig       ] [2635/3624] Forecasting PRTA...
[2025-12-08T20:30:05.803466] [INFO ] [sig       ] Generating forecast for: PRTA
[2025-12-08T20:30:05.803494] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRTA' from 'https://tdm.silogroup.org/data/derivative_storage/PRTA.csv'.
[2025-12-08T20:30:05.815353] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRTA'.
[2025-12-08T20:30:05.815705] [INFO ] [FORECASTER] Starting predict_future for PRTA
[2025-12-08T20:30:05.816529] [DEBUG] [LOCAL     ] No optimal features file found for PRTA: ./output/feature-sets/PRTA.txt
[2025-12-08T20:30:05.816608] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:05.816643] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:05.816670] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:05.816727] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:05.873212] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:05.873820] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:05.873894] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:05.873926] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:05.988811] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:05.988930] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:05.988981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:05.989010] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:05.992132] [DEBUG] [FORECASTER] PRTA: Forecast T+1@11:T+2@11: DOWN (p=0.84%)
[2025-12-08T20:30:05.992386] [INFO ] [FORECASTER] Completed predict_future for PRTA
[2025-12-08T20:30:05.992504] [INFO ] [sig       ] PRTA: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:30:06.130271] [INFO ] [LOCAL     ] Saved forecast: PRTA	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/PRTA.txt
[2025-12-08T20:30:06.130374] [INFO ] [sig       ] [2635/3624] Completed PRTA in 0.3s | 2.92 sym/s | Total: 15.0m | ETA: 5.6m
[2025-12-08T20:30:06.130412] [INFO ] [sig       ] [2636/3624] Forecasting PRTH...
[2025-12-08T20:30:06.130440] [INFO ] [sig       ] Generating forecast for: PRTH
[2025-12-08T20:30:06.130468] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRTH' from 'https://tdm.silogroup.org/data/derivative_storage/PRTH.csv'.
[2025-12-08T20:30:06.142175] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRTH'.
[2025-12-08T20:30:06.142493] [INFO ] [FORECASTER] Starting predict_future for PRTH
[2025-12-08T20:30:06.143274] [DEBUG] [LOCAL     ] No optimal features file found for PRTH: ./output/feature-sets/PRTH.txt
[2025-12-08T20:30:06.143323] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:06.143354] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:06.143380] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:06.143435] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:06.198730] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:06.199302] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:06.199373] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:06.199405] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:06.318188] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:06.318314] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:06.318351] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:06.318378] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:06.321650] [DEBUG] [FORECASTER] PRTH: Forecast T+1@11:T+2@11: DOWN (p=13.31%)
[2025-12-08T20:30:06.321906] [INFO ] [FORECASTER] Completed predict_future for PRTH
[2025-12-08T20:30:06.322022] [INFO ] [sig       ] PRTH: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:30:06.461481] [INFO ] [LOCAL     ] Saved forecast: PRTH	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/PRTH.txt
[2025-12-08T20:30:06.461604] [INFO ] [sig       ] [2636/3624] Completed PRTH in 0.3s | 2.92 sym/s | Total: 15.0m | ETA: 5.6m
[2025-12-08T20:30:06.461644] [INFO ] [sig       ] [2637/3624] Forecasting PRVA...
[2025-12-08T20:30:06.461674] [INFO ] [sig       ] Generating forecast for: PRVA
[2025-12-08T20:30:06.461704] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRVA' from 'https://tdm.silogroup.org/data/derivative_storage/PRVA.csv'.
[2025-12-08T20:30:06.473354] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRVA'.
[2025-12-08T20:30:06.473698] [INFO ] [FORECASTER] Starting predict_future for PRVA
[2025-12-08T20:30:06.474456] [DEBUG] [LOCAL     ] No optimal features file found for PRVA: ./output/feature-sets/PRVA.txt
[2025-12-08T20:30:06.474506] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:06.474536] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:06.474563] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:06.474646] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:06.529524] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:06.530125] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:06.530197] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:06.530228] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:06.646696] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:06.646826] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:06.646861] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:06.646925] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:06.650134] [DEBUG] [FORECASTER] PRVA: Forecast T+1@11:T+2@11: DOWN (p=4.51%)
[2025-12-08T20:30:06.650391] [INFO ] [FORECASTER] Completed predict_future for PRVA
[2025-12-08T20:30:06.650508] [INFO ] [sig       ] PRVA: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:30:06.787539] [INFO ] [LOCAL     ] Saved forecast: PRVA	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/PRVA.txt
[2025-12-08T20:30:06.787684] [INFO ] [sig       ] [2637/3624] Completed PRVA in 0.3s | 2.92 sym/s | Total: 15.0m | ETA: 5.6m
[2025-12-08T20:30:06.787724] [INFO ] [sig       ] [2638/3624] Forecasting PRZO...
[2025-12-08T20:30:06.787753] [INFO ] [sig       ] Generating forecast for: PRZO
[2025-12-08T20:30:06.787782] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRZO' from 'https://tdm.silogroup.org/data/derivative_storage/PRZO.csv'.
[2025-12-08T20:30:06.798701] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRZO'.
[2025-12-08T20:30:06.799027] [INFO ] [FORECASTER] Starting predict_future for PRZO
[2025-12-08T20:30:06.799796] [DEBUG] [LOCAL     ] No optimal features file found for PRZO: ./output/feature-sets/PRZO.txt
[2025-12-08T20:30:06.799845] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:06.799875] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:06.799901] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:06.799956] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:06.857000] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:06.857646] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:06.857721] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:06.857754] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:06.973240] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:06.973371] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:06.973408] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:06.973436] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:06.976617] [DEBUG] [FORECASTER] PRZO: Forecast T+1@11:T+2@11: UP (p=63.78%)
[2025-12-08T20:30:06.976875] [INFO ] [FORECASTER] Completed predict_future for PRZO
[2025-12-08T20:30:06.976990] [INFO ] [sig       ] PRZO: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:30:07.113957] [INFO ] [LOCAL     ] Saved forecast: PRZO	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/PRZO.txt
[2025-12-08T20:30:07.114071] [INFO ] [sig       ] [2638/3624] Completed PRZO in 0.3s | 2.92 sym/s | Total: 15.0m | ETA: 5.6m
[2025-12-08T20:30:07.114110] [INFO ] [sig       ] [2639/3624] Forecasting PSC...
[2025-12-08T20:30:07.114139] [INFO ] [sig       ] Generating forecast for: PSC
[2025-12-08T20:30:07.114168] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSC' from 'https://tdm.silogroup.org/data/derivative_storage/PSC.csv'.
[2025-12-08T20:30:07.126067] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSC'.
[2025-12-08T20:30:07.126489] [INFO ] [FORECASTER] Starting predict_future for PSC
[2025-12-08T20:30:07.127340] [DEBUG] [LOCAL     ] No optimal features file found for PSC: ./output/feature-sets/PSC.txt
[2025-12-08T20:30:07.127392] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:07.127463] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:07.127494] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:07.127552] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:07.185108] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:07.185719] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:07.185797] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:07.185830] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:07.304918] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:07.305069] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:07.305106] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:07.305135] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:07.308326] [DEBUG] [FORECASTER] PSC: Forecast T+1@11:T+2@11: UP (p=94.00%)
[2025-12-08T20:30:07.308602] [INFO ] [FORECASTER] Completed predict_future for PSC
[2025-12-08T20:30:07.308721] [INFO ] [sig       ] PSC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:30:07.445416] [INFO ] [LOCAL     ] Saved forecast: PSC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/PSC.txt
[2025-12-08T20:30:07.445520] [INFO ] [sig       ] [2639/3624] Completed PSC in 0.3s | 2.92 sym/s | Total: 15.0m | ETA: 5.6m
[2025-12-08T20:30:07.445557] [INFO ] [sig       ] [2640/3624] Forecasting PSCE...
[2025-12-08T20:30:07.445608] [INFO ] [sig       ] Generating forecast for: PSCE
[2025-12-08T20:30:07.445639] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSCE' from 'https://tdm.silogroup.org/data/derivative_storage/PSCE.csv'.
[2025-12-08T20:30:07.457598] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSCE'.
[2025-12-08T20:30:07.457932] [INFO ] [FORECASTER] Starting predict_future for PSCE
[2025-12-08T20:30:07.458729] [DEBUG] [LOCAL     ] No optimal features file found for PSCE: ./output/feature-sets/PSCE.txt
[2025-12-08T20:30:07.458781] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:07.458814] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:07.458842] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:07.458898] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:07.515850] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:07.516447] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:07.516522] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:07.516555] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:07.622676] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:07.622809] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:07.622846] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:07.622874] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:07.626062] [DEBUG] [FORECASTER] PSCE: Forecast T+1@11:T+2@11: UP (p=76.13%)
[2025-12-08T20:30:07.626318] [INFO ] [FORECASTER] Completed predict_future for PSCE
[2025-12-08T20:30:07.626433] [INFO ] [sig       ] PSCE: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:30:07.762628] [INFO ] [LOCAL     ] Saved forecast: PSCE	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/PSCE.txt
[2025-12-08T20:30:07.762732] [INFO ] [sig       ] [2640/3624] Completed PSCE in 0.3s | 2.92 sym/s | Total: 15.1m | ETA: 5.6m
[2025-12-08T20:30:07.762770] [INFO ] [sig       ] [2641/3624] Forecasting PSCH...
[2025-12-08T20:30:07.762798] [INFO ] [sig       ] Generating forecast for: PSCH
[2025-12-08T20:30:07.762826] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSCH' from 'https://tdm.silogroup.org/data/derivative_storage/PSCH.csv'.
[2025-12-08T20:30:07.774187] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSCH'.
[2025-12-08T20:30:07.774520] [INFO ] [FORECASTER] Starting predict_future for PSCH
[2025-12-08T20:30:07.775294] [DEBUG] [LOCAL     ] No optimal features file found for PSCH: ./output/feature-sets/PSCH.txt
[2025-12-08T20:30:07.775344] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:07.775376] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:07.775403] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:07.775458] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:07.832381] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:07.832992] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:07.833068] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:07.833100] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:07.945157] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:07.945338] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:07.945381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:07.945410] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:07.948702] [DEBUG] [FORECASTER] PSCH: Forecast T+1@11:T+2@11: DOWN (p=46.63%)
[2025-12-08T20:30:07.948968] [INFO ] [FORECASTER] Completed predict_future for PSCH
[2025-12-08T20:30:07.949084] [INFO ] [sig       ] PSCH: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:30:08.085301] [INFO ] [LOCAL     ] Saved forecast: PSCH	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/PSCH.txt
[2025-12-08T20:30:08.085405] [INFO ] [sig       ] [2641/3624] Completed PSCH in 0.3s | 2.92 sym/s | Total: 15.1m | ETA: 5.6m
[2025-12-08T20:30:08.085443] [INFO ] [sig       ] [2642/3624] Forecasting PSEC...
[2025-12-08T20:30:08.085472] [INFO ] [sig       ] Generating forecast for: PSEC
[2025-12-08T20:30:08.085501] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSEC' from 'https://tdm.silogroup.org/data/derivative_storage/PSEC.csv'.
[2025-12-08T20:30:08.097164] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSEC'.
[2025-12-08T20:30:08.097526] [INFO ] [FORECASTER] Starting predict_future for PSEC
[2025-12-08T20:30:08.098312] [DEBUG] [LOCAL     ] No optimal features file found for PSEC: ./output/feature-sets/PSEC.txt
[2025-12-08T20:30:08.098362] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:08.098393] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:08.098419] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:08.098474] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:08.155432] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:08.156139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:08.156226] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:08.156267] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:08.278267] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:08.278392] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:08.278428] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:08.278456] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:08.281721] [DEBUG] [FORECASTER] PSEC: Forecast T+1@11:T+2@11: DOWN (p=20.03%)
[2025-12-08T20:30:08.281977] [INFO ] [FORECASTER] Completed predict_future for PSEC
[2025-12-08T20:30:08.282093] [INFO ] [sig       ] PSEC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:30:08.420109] [INFO ] [LOCAL     ] Saved forecast: PSEC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/PSEC.txt
[2025-12-08T20:30:08.420215] [INFO ] [sig       ] [2642/3624] Completed PSEC in 0.3s | 2.92 sym/s | Total: 15.1m | ETA: 5.6m
[2025-12-08T20:30:08.420258] [INFO ] [sig       ] [2643/3624] Forecasting PSF...
[2025-12-08T20:30:08.420288] [INFO ] [sig       ] Generating forecast for: PSF
[2025-12-08T20:30:08.420316] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSF' from 'https://tdm.silogroup.org/data/derivative_storage/PSF.csv'.
[2025-12-08T20:30:08.431988] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSF'.
[2025-12-08T20:30:08.432309] [INFO ] [FORECASTER] Starting predict_future for PSF
[2025-12-08T20:30:08.433078] [DEBUG] [LOCAL     ] No optimal features file found for PSF: ./output/feature-sets/PSF.txt
[2025-12-08T20:30:08.433127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:08.433158] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:08.433184] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:08.433238] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:08.489720] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:08.490322] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:08.490398] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:08.490430] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:08.611958] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:08.612104] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:08.612143] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:08.612172] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:08.615602] [DEBUG] [FORECASTER] PSF: Forecast T+1@11:T+2@11: UP (p=89.87%)
[2025-12-08T20:30:08.615894] [INFO ] [FORECASTER] Completed predict_future for PSF
[2025-12-08T20:30:08.616015] [INFO ] [sig       ] PSF: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:30:08.757712] [INFO ] [LOCAL     ] Saved forecast: PSF	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/PSF.txt
[2025-12-08T20:30:08.757816] [INFO ] [sig       ] [2643/3624] Completed PSF in 0.3s | 2.92 sym/s | Total: 15.1m | ETA: 5.6m
[2025-12-08T20:30:08.757853] [INFO ] [sig       ] [2644/3624] Forecasting PSFE...
[2025-12-08T20:30:08.757881] [INFO ] [sig       ] Generating forecast for: PSFE
[2025-12-08T20:30:08.757909] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSFE' from 'https://tdm.silogroup.org/data/derivative_storage/PSFE.csv'.
[2025-12-08T20:30:08.769919] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSFE'.
[2025-12-08T20:30:08.770247] [INFO ] [FORECASTER] Starting predict_future for PSFE
[2025-12-08T20:30:08.771036] [DEBUG] [LOCAL     ] No optimal features file found for PSFE: ./output/feature-sets/PSFE.txt
[2025-12-08T20:30:08.771085] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:08.771115] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:08.771142] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:08.771197] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:08.827700] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:08.828288] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:08.828385] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:08.828416] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:08.949784] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:08.949928] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:08.949967] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:08.949996] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:08.953363] [DEBUG] [FORECASTER] PSFE: Forecast T+1@11:T+2@11: UP (p=99.05%)
[2025-12-08T20:30:08.953660] [INFO ] [FORECASTER] Completed predict_future for PSFE
[2025-12-08T20:30:08.953805] [INFO ] [sig       ] PSFE: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:30:09.096808] [INFO ] [LOCAL     ] Saved forecast: PSFE	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/PSFE.txt
[2025-12-08T20:30:09.096960] [INFO ] [sig       ] [2644/3624] Completed PSFE in 0.3s | 2.92 sym/s | Total: 15.1m | ETA: 5.6m
[2025-12-08T20:30:09.096998] [INFO ] [sig       ] [2645/3624] Forecasting PSHG...
[2025-12-08T20:30:09.097029] [INFO ] [sig       ] Generating forecast for: PSHG
[2025-12-08T20:30:09.097058] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSHG' from 'https://tdm.silogroup.org/data/derivative_storage/PSHG.csv'.
[2025-12-08T20:30:09.109686] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSHG'.
[2025-12-08T20:30:09.110065] [INFO ] [FORECASTER] Starting predict_future for PSHG
[2025-12-08T20:30:09.110937] [DEBUG] [LOCAL     ] No optimal features file found for PSHG: ./output/feature-sets/PSHG.txt
[2025-12-08T20:30:09.110989] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:09.111021] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:09.111049] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:09.111105] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:09.171128] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:09.172141] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:09.172224] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:09.172256] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:09.295597] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:09.295755] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:09.295793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:09.295821] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:09.299126] [DEBUG] [FORECASTER] PSHG: Forecast T+1@11:T+2@11: UP (p=63.72%)
[2025-12-08T20:30:09.299391] [INFO ] [FORECASTER] Completed predict_future for PSHG
[2025-12-08T20:30:09.299514] [INFO ] [sig       ] PSHG: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:30:09.438365] [INFO ] [LOCAL     ] Saved forecast: PSHG	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/PSHG.txt
[2025-12-08T20:30:09.438514] [INFO ] [sig       ] [2645/3624] Completed PSHG in 0.3s | 2.92 sym/s | Total: 15.1m | ETA: 5.6m
[2025-12-08T20:30:09.438553] [INFO ] [sig       ] [2646/3624] Forecasting PSN...
[2025-12-08T20:30:09.438604] [INFO ] [sig       ] Generating forecast for: PSN
[2025-12-08T20:30:09.438635] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSN' from 'https://tdm.silogroup.org/data/derivative_storage/PSN.csv'.
[2025-12-08T20:30:09.451160] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSN'.
[2025-12-08T20:30:09.451544] [INFO ] [FORECASTER] Starting predict_future for PSN
[2025-12-08T20:30:09.452378] [DEBUG] [LOCAL     ] No optimal features file found for PSN: ./output/feature-sets/PSN.txt
[2025-12-08T20:30:09.452430] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:09.452463] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:09.452490] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:09.452546] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:09.513669] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:09.514618] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:09.514705] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:09.514739] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:09.649136] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:09.649315] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:09.649361] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:09.649408] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:09.653877] [DEBUG] [FORECASTER] PSN: Forecast T+1@11:T+2@11: DOWN (p=16.47%)
[2025-12-08T20:30:09.654278] [INFO ] [FORECASTER] Completed predict_future for PSN
[2025-12-08T20:30:09.654439] [INFO ] [sig       ] PSN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:30:09.806511] [INFO ] [LOCAL     ] Saved forecast: PSN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/PSN.txt
[2025-12-08T20:30:09.806702] [INFO ] [sig       ] [2646/3624] Completed PSN in 0.4s | 2.92 sym/s | Total: 15.1m | ETA: 5.6m
[2025-12-08T20:30:09.806748] [INFO ] [sig       ] [2647/3624] Forecasting PSNL...
[2025-12-08T20:30:09.806778] [INFO ] [sig       ] Generating forecast for: PSNL
[2025-12-08T20:30:09.806809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSNL' from 'https://tdm.silogroup.org/data/derivative_storage/PSNL.csv'.
[2025-12-08T20:30:09.820057] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSNL'.
[2025-12-08T20:30:09.820513] [INFO ] [FORECASTER] Starting predict_future for PSNL
[2025-12-08T20:30:09.821403] [DEBUG] [LOCAL     ] No optimal features file found for PSNL: ./output/feature-sets/PSNL.txt
[2025-12-08T20:30:09.821455] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:09.821488] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:09.821515] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:09.821588] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:09.877899] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:09.878884] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:09.878974] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:09.879006] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:10.003124] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:10.003298] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:10.003338] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:10.003366] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:10.007154] [DEBUG] [FORECASTER] PSNL: Forecast T+1@11:T+2@11: UP (p=59.89%)
[2025-12-08T20:30:10.007477] [INFO ] [FORECASTER] Completed predict_future for PSNL
[2025-12-08T20:30:10.007625] [INFO ] [sig       ] PSNL: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:30:10.149728] [INFO ] [LOCAL     ] Saved forecast: PSNL	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/PSNL.txt
[2025-12-08T20:30:10.149915] [INFO ] [sig       ] [2647/3624] Completed PSNL in 0.3s | 2.92 sym/s | Total: 15.1m | ETA: 5.6m
[2025-12-08T20:30:10.149956] [INFO ] [sig       ] [2648/3624] Forecasting PSO...
[2025-12-08T20:30:10.149986] [INFO ] [sig       ] Generating forecast for: PSO
[2025-12-08T20:30:10.150014] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSO' from 'https://tdm.silogroup.org/data/derivative_storage/PSO.csv'.
[2025-12-08T20:30:10.163032] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSO'.
[2025-12-08T20:30:10.163433] [INFO ] [FORECASTER] Starting predict_future for PSO
[2025-12-08T20:30:10.164247] [DEBUG] [LOCAL     ] No optimal features file found for PSO: ./output/feature-sets/PSO.txt
[2025-12-08T20:30:10.164296] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:10.164327] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:10.164354] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:10.164409] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:10.219172] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:10.220030] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:10.220155] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:10.220188] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:10.351448] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:10.351720] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:10.351784] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:10.351814] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:10.355091] [DEBUG] [FORECASTER] PSO: Forecast T+1@11:T+2@11: UP (p=93.24%)
[2025-12-08T20:30:10.355359] [INFO ] [FORECASTER] Completed predict_future for PSO
[2025-12-08T20:30:10.355480] [INFO ] [sig       ] PSO: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:30:10.507791] [INFO ] [LOCAL     ] Saved forecast: PSO	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/PSO.txt
[2025-12-08T20:30:10.507926] [INFO ] [sig       ] [2648/3624] Completed PSO in 0.4s | 2.92 sym/s | Total: 15.1m | ETA: 5.6m
[2025-12-08T20:30:10.507965] [INFO ] [sig       ] [2649/3624] Forecasting PSQH...
[2025-12-08T20:30:10.507994] [INFO ] [sig       ] Generating forecast for: PSQH
[2025-12-08T20:30:10.508023] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSQH' from 'https://tdm.silogroup.org/data/derivative_storage/PSQH.csv'.
[2025-12-08T20:30:10.520743] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSQH'.
[2025-12-08T20:30:10.521112] [INFO ] [FORECASTER] Starting predict_future for PSQH
[2025-12-08T20:30:10.521904] [DEBUG] [LOCAL     ] No optimal features file found for PSQH: ./output/feature-sets/PSQH.txt
[2025-12-08T20:30:10.521954] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:10.521985] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:10.522012] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:10.522067] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:10.577697] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:10.578528] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:10.578624] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:10.578658] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:10.702101] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:10.702256] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:10.702294] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:10.702322] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:10.705709] [DEBUG] [FORECASTER] PSQH: Forecast T+1@11:T+2@11: DOWN (p=11.39%)
[2025-12-08T20:30:10.706000] [INFO ] [FORECASTER] Completed predict_future for PSQH
[2025-12-08T20:30:10.706127] [INFO ] [sig       ] PSQH: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:30:10.852079] [INFO ] [LOCAL     ] Saved forecast: PSQH	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/PSQH.txt
[2025-12-08T20:30:10.852289] [INFO ] [sig       ] [2649/3624] Completed PSQH in 0.3s | 2.92 sym/s | Total: 15.1m | ETA: 5.6m
[2025-12-08T20:30:10.852345] [INFO ] [sig       ] [2650/3624] Forecasting PSTG...
[2025-12-08T20:30:10.852412] [INFO ] [sig       ] Generating forecast for: PSTG
[2025-12-08T20:30:10.852452] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSTG' from 'https://tdm.silogroup.org/data/derivative_storage/PSTG.csv'.
[2025-12-08T20:30:10.869791] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSTG'.
[2025-12-08T20:30:10.870449] [INFO ] [FORECASTER] Starting predict_future for PSTG
[2025-12-08T20:30:10.871544] [DEBUG] [LOCAL     ] No optimal features file found for PSTG: ./output/feature-sets/PSTG.txt
[2025-12-08T20:30:10.871674] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:10.871718] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:10.871769] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:10.871849] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:10.939851] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:10.940761] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:10.940862] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:10.940895] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:11.065132] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:11.065290] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:11.065330] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:11.065360] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:11.068794] [DEBUG] [FORECASTER] PSTG: Forecast T+1@11:T+2@11: DOWN (p=4.20%)
[2025-12-08T20:30:11.069068] [INFO ] [FORECASTER] Completed predict_future for PSTG
[2025-12-08T20:30:11.069196] [INFO ] [sig       ] PSTG: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:30:11.206933] [INFO ] [LOCAL     ] Saved forecast: PSTG	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/PSTG.txt
[2025-12-08T20:30:11.207077] [INFO ] [sig       ] [2650/3624] Completed PSTG in 0.4s | 2.92 sym/s | Total: 15.1m | ETA: 5.6m
[2025-12-08T20:30:11.207117] [INFO ] [sig       ] [2651/3624] Forecasting PSTL...
[2025-12-08T20:30:11.207145] [INFO ] [sig       ] Generating forecast for: PSTL
[2025-12-08T20:30:11.207174] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSTL' from 'https://tdm.silogroup.org/data/derivative_storage/PSTL.csv'.
[2025-12-08T20:30:11.219480] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSTL'.
[2025-12-08T20:30:11.219885] [INFO ] [FORECASTER] Starting predict_future for PSTL
[2025-12-08T20:30:11.220674] [DEBUG] [LOCAL     ] No optimal features file found for PSTL: ./output/feature-sets/PSTL.txt
[2025-12-08T20:30:11.220723] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:11.220779] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:11.220807] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:11.220867] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:11.283382] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:11.284461] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:11.284569] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:11.284641] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:11.411698] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:11.411862] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:11.411903] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:11.411932] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:11.415370] [DEBUG] [FORECASTER] PSTL: Forecast T+1@11:T+2@11: DOWN (p=20.33%)
[2025-12-08T20:30:11.415683] [INFO ] [FORECASTER] Completed predict_future for PSTL
[2025-12-08T20:30:11.415809] [INFO ] [sig       ] PSTL: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:30:11.571319] [INFO ] [LOCAL     ] Saved forecast: PSTL	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/PSTL.txt
[2025-12-08T20:30:11.571460] [INFO ] [sig       ] [2651/3624] Completed PSTL in 0.4s | 2.92 sym/s | Total: 15.1m | ETA: 5.5m
[2025-12-08T20:30:11.571499] [INFO ] [sig       ] [2652/3624] Forecasting PSX...
[2025-12-08T20:30:11.571528] [INFO ] [sig       ] Generating forecast for: PSX
[2025-12-08T20:30:11.571558] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSX' from 'https://tdm.silogroup.org/data/derivative_storage/PSX.csv'.
[2025-12-08T20:30:11.584158] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSX'.
[2025-12-08T20:30:11.584536] [INFO ] [FORECASTER] Starting predict_future for PSX
[2025-12-08T20:30:11.585335] [DEBUG] [LOCAL     ] No optimal features file found for PSX: ./output/feature-sets/PSX.txt
[2025-12-08T20:30:11.585384] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:11.585415] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:11.585440] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:11.585495] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:11.642599] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:11.643608] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:11.643688] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:11.643719] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:11.767021] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:11.767172] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:11.767210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:11.767237] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:11.770589] [DEBUG] [FORECASTER] PSX: Forecast T+1@11:T+2@11: DOWN (p=26.07%)
[2025-12-08T20:30:11.770871] [INFO ] [FORECASTER] Completed predict_future for PSX
[2025-12-08T20:30:11.770993] [INFO ] [sig       ] PSX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:30:11.910135] [INFO ] [LOCAL     ] Saved forecast: PSX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/PSX.txt
[2025-12-08T20:30:11.910278] [INFO ] [sig       ] [2652/3624] Completed PSX in 0.3s | 2.92 sym/s | Total: 15.1m | ETA: 5.5m
[2025-12-08T20:30:11.910317] [INFO ] [sig       ] [2653/3624] Forecasting PTA...
[2025-12-08T20:30:11.910346] [INFO ] [sig       ] Generating forecast for: PTA
[2025-12-08T20:30:11.910375] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTA' from 'https://tdm.silogroup.org/data/derivative_storage/PTA.csv'.
[2025-12-08T20:30:11.922905] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTA'.
[2025-12-08T20:30:11.923222] [INFO ] [FORECASTER] Starting predict_future for PTA
[2025-12-08T20:30:11.924043] [DEBUG] [LOCAL     ] No optimal features file found for PTA: ./output/feature-sets/PTA.txt
[2025-12-08T20:30:11.924092] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:11.924122] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:11.924148] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:11.924202] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:11.983416] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:11.984121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:11.984193] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:11.984224] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:12.102954] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:12.103101] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:12.103138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:12.103165] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:12.106421] [DEBUG] [FORECASTER] PTA: Forecast T+1@11:T+2@11: DOWN (p=27.32%)
[2025-12-08T20:30:12.106701] [INFO ] [FORECASTER] Completed predict_future for PTA
[2025-12-08T20:30:12.106819] [INFO ] [sig       ] PTA: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:30:12.245463] [INFO ] [LOCAL     ] Saved forecast: PTA	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/PTA.txt
[2025-12-08T20:30:12.245602] [INFO ] [sig       ] [2653/3624] Completed PTA in 0.3s | 2.92 sym/s | Total: 15.1m | ETA: 5.5m
[2025-12-08T20:30:12.245673] [INFO ] [sig       ] [2654/3624] Forecasting PTC...
[2025-12-08T20:30:12.245717] [INFO ] [sig       ] Generating forecast for: PTC
[2025-12-08T20:30:12.245755] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTC' from 'https://tdm.silogroup.org/data/derivative_storage/PTC.csv'.
[2025-12-08T20:30:12.258062] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTC'.
[2025-12-08T20:30:12.258389] [INFO ] [FORECASTER] Starting predict_future for PTC
[2025-12-08T20:30:12.259160] [DEBUG] [LOCAL     ] No optimal features file found for PTC: ./output/feature-sets/PTC.txt
[2025-12-08T20:30:12.259209] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:12.259239] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:12.259264] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:12.259320] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:12.316155] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:12.316789] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:12.316866] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:12.316898] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:12.444119] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:12.444274] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:12.444313] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:12.444373] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:12.447915] [DEBUG] [FORECASTER] PTC: Forecast T+1@11:T+2@11: DOWN (p=16.33%)
[2025-12-08T20:30:12.448220] [INFO ] [FORECASTER] Completed predict_future for PTC
[2025-12-08T20:30:12.448349] [INFO ] [sig       ] PTC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:30:12.593512] [INFO ] [LOCAL     ] Saved forecast: PTC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/PTC.txt
[2025-12-08T20:30:12.593688] [INFO ] [sig       ] [2654/3624] Completed PTC in 0.3s | 2.92 sym/s | Total: 15.1m | ETA: 5.5m
[2025-12-08T20:30:12.593731] [INFO ] [sig       ] [2655/3624] Forecasting PTEN...
[2025-12-08T20:30:12.593762] [INFO ] [sig       ] Generating forecast for: PTEN
[2025-12-08T20:30:12.593791] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTEN' from 'https://tdm.silogroup.org/data/derivative_storage/PTEN.csv'.
[2025-12-08T20:30:12.606114] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTEN'.
[2025-12-08T20:30:12.606497] [INFO ] [FORECASTER] Starting predict_future for PTEN
[2025-12-08T20:30:12.607300] [DEBUG] [LOCAL     ] No optimal features file found for PTEN: ./output/feature-sets/PTEN.txt
[2025-12-08T20:30:12.607352] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:12.607383] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:12.607433] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:12.607494] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:12.669125] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:12.670114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:12.670214] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:12.670248] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:12.790701] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:12.790853] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:12.790891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:12.790918] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:12.794229] [DEBUG] [FORECASTER] PTEN: Forecast T+1@11:T+2@11: DOWN (p=34.68%)
[2025-12-08T20:30:12.794485] [INFO ] [FORECASTER] Completed predict_future for PTEN
[2025-12-08T20:30:12.794617] [INFO ] [sig       ] PTEN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:30:12.936111] [INFO ] [LOCAL     ] Saved forecast: PTEN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/PTEN.txt
[2025-12-08T20:30:12.936230] [INFO ] [sig       ] [2655/3624] Completed PTEN in 0.3s | 2.92 sym/s | Total: 15.1m | ETA: 5.5m
[2025-12-08T20:30:12.936267] [INFO ] [sig       ] [2656/3624] Forecasting PTF...
[2025-12-08T20:30:12.936296] [INFO ] [sig       ] Generating forecast for: PTF
[2025-12-08T20:30:12.936325] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTF' from 'https://tdm.silogroup.org/data/derivative_storage/PTF.csv'.
[2025-12-08T20:30:12.948419] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTF'.
[2025-12-08T20:30:12.948784] [INFO ] [FORECASTER] Starting predict_future for PTF
[2025-12-08T20:30:12.949561] [DEBUG] [LOCAL     ] No optimal features file found for PTF: ./output/feature-sets/PTF.txt
[2025-12-08T20:30:12.949637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:12.949677] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:12.949711] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:12.949781] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:13.007289] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:13.007923] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:13.007999] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:13.008030] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:13.131264] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:13.131396] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:13.131433] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:13.131461] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:13.134655] [DEBUG] [FORECASTER] PTF: Forecast T+1@11:T+2@11: DOWN (p=0.84%)
[2025-12-08T20:30:13.134915] [INFO ] [FORECASTER] Completed predict_future for PTF
[2025-12-08T20:30:13.135220] [INFO ] [sig       ] PTF: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:30:13.276535] [INFO ] [LOCAL     ] Saved forecast: PTF	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/PTF.txt
[2025-12-08T20:30:13.276671] [INFO ] [sig       ] [2656/3624] Completed PTF in 0.3s | 2.92 sym/s | Total: 15.1m | ETA: 5.5m
[2025-12-08T20:30:13.276709] [INFO ] [sig       ] [2657/3624] Forecasting PTGX...
[2025-12-08T20:30:13.276738] [INFO ] [sig       ] Generating forecast for: PTGX
[2025-12-08T20:30:13.276767] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTGX' from 'https://tdm.silogroup.org/data/derivative_storage/PTGX.csv'.
[2025-12-08T20:30:13.289553] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTGX'.
[2025-12-08T20:30:13.290154] [INFO ] [FORECASTER] Starting predict_future for PTGX
[2025-12-08T20:30:13.291003] [DEBUG] [LOCAL     ] No optimal features file found for PTGX: ./output/feature-sets/PTGX.txt
[2025-12-08T20:30:13.291053] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:13.291084] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:13.291110] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:13.291165] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:13.352699] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:13.353689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:13.353777] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:13.353811] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:13.473027] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:13.473179] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:13.473219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:13.473248] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:13.476703] [DEBUG] [FORECASTER] PTGX: Forecast T+1@11:T+2@11: DOWN (p=34.43%)
[2025-12-08T20:30:13.476995] [INFO ] [FORECASTER] Completed predict_future for PTGX
[2025-12-08T20:30:13.477127] [INFO ] [sig       ] PTGX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:30:13.617298] [INFO ] [LOCAL     ] Saved forecast: PTGX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/PTGX.txt
[2025-12-08T20:30:13.617471] [INFO ] [sig       ] [2657/3624] Completed PTGX in 0.3s | 2.92 sym/s | Total: 15.2m | ETA: 5.5m
[2025-12-08T20:30:13.617513] [INFO ] [sig       ] [2658/3624] Forecasting PTH...
[2025-12-08T20:30:13.617545] [INFO ] [sig       ] Generating forecast for: PTH
[2025-12-08T20:30:13.617593] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTH' from 'https://tdm.silogroup.org/data/derivative_storage/PTH.csv'.
[2025-12-08T20:30:13.629459] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTH'.
[2025-12-08T20:30:13.629889] [INFO ] [FORECASTER] Starting predict_future for PTH
[2025-12-08T20:30:13.630692] [DEBUG] [LOCAL     ] No optimal features file found for PTH: ./output/feature-sets/PTH.txt
[2025-12-08T20:30:13.630746] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:13.630777] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:13.630802] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:13.630856] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:13.688796] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:13.689696] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:13.689782] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:13.689817] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:13.799095] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:13.799250] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:13.799291] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:13.799319] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:13.802744] [DEBUG] [FORECASTER] PTH: Forecast T+1@11:T+2@11: UP (p=65.28%)
[2025-12-08T20:30:13.803079] [INFO ] [FORECASTER] Completed predict_future for PTH
[2025-12-08T20:30:13.803222] [INFO ] [sig       ] PTH: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:30:13.944152] [INFO ] [LOCAL     ] Saved forecast: PTH	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/PTH.txt
[2025-12-08T20:30:13.944303] [INFO ] [sig       ] [2658/3624] Completed PTH in 0.3s | 2.92 sym/s | Total: 15.2m | ETA: 5.5m
[2025-12-08T20:30:13.944341] [INFO ] [sig       ] [2659/3624] Forecasting PTIX...
[2025-12-08T20:30:13.944370] [INFO ] [sig       ] Generating forecast for: PTIX
[2025-12-08T20:30:13.944399] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTIX' from 'https://tdm.silogroup.org/data/derivative_storage/PTIX.csv'.
[2025-12-08T20:30:13.957428] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTIX'.
[2025-12-08T20:30:13.957862] [INFO ] [FORECASTER] Starting predict_future for PTIX
[2025-12-08T20:30:13.958674] [DEBUG] [LOCAL     ] No optimal features file found for PTIX: ./output/feature-sets/PTIX.txt
[2025-12-08T20:30:13.958728] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:13.958765] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:13.958798] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:13.958865] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:14.020870] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:14.021876] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:14.021958] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:14.021990] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:14.153902] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:14.154079] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:14.154142] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:14.154187] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:14.158462] [DEBUG] [FORECASTER] PTIX: Forecast T+1@11:T+2@11: DOWN (p=15.20%)
[2025-12-08T20:30:14.158774] [INFO ] [FORECASTER] Completed predict_future for PTIX
[2025-12-08T20:30:14.158904] [INFO ] [sig       ] PTIX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:30:14.307774] [INFO ] [LOCAL     ] Saved forecast: PTIX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/PTIX.txt
[2025-12-08T20:30:14.307936] [INFO ] [sig       ] [2659/3624] Completed PTIX in 0.4s | 2.92 sym/s | Total: 15.2m | ETA: 5.5m
[2025-12-08T20:30:14.307977] [INFO ] [sig       ] [2660/3624] Forecasting PTLO...
[2025-12-08T20:30:14.308013] [INFO ] [sig       ] Generating forecast for: PTLO
[2025-12-08T20:30:14.308046] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTLO' from 'https://tdm.silogroup.org/data/derivative_storage/PTLO.csv'.
[2025-12-08T20:30:14.321078] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTLO'.
[2025-12-08T20:30:14.321432] [INFO ] [FORECASTER] Starting predict_future for PTLO
[2025-12-08T20:30:14.322233] [DEBUG] [LOCAL     ] No optimal features file found for PTLO: ./output/feature-sets/PTLO.txt
[2025-12-08T20:30:14.322288] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:14.322327] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:14.322362] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:14.322426] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:14.378870] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:14.379720] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:14.379797] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:14.379831] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:14.499995] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:14.500146] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:14.500185] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:14.500213] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:14.503471] [DEBUG] [FORECASTER] PTLO: Forecast T+1@11:T+2@11: UP (p=64.29%)
[2025-12-08T20:30:14.503753] [INFO ] [FORECASTER] Completed predict_future for PTLO
[2025-12-08T20:30:14.503871] [INFO ] [sig       ] PTLO: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:30:14.657086] [INFO ] [LOCAL     ] Saved forecast: PTLO	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/PTLO.txt
[2025-12-08T20:30:14.657225] [INFO ] [sig       ] [2660/3624] Completed PTLO in 0.3s | 2.92 sym/s | Total: 15.2m | ETA: 5.5m
[2025-12-08T20:30:14.657266] [INFO ] [sig       ] [2661/3624] Forecasting PTNQ...
[2025-12-08T20:30:14.657295] [INFO ] [sig       ] Generating forecast for: PTNQ
[2025-12-08T20:30:14.657323] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTNQ' from 'https://tdm.silogroup.org/data/derivative_storage/PTNQ.csv'.
[2025-12-08T20:30:14.672766] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTNQ'.
[2025-12-08T20:30:14.673129] [INFO ] [FORECASTER] Starting predict_future for PTNQ
[2025-12-08T20:30:14.673930] [DEBUG] [LOCAL     ] No optimal features file found for PTNQ: ./output/feature-sets/PTNQ.txt
[2025-12-08T20:30:14.673979] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:14.674010] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:14.674037] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:14.674102] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:14.729504] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:14.730357] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:14.730477] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:14.730510] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:14.852186] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:14.852335] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:14.852375] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:14.852405] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:14.855787] [DEBUG] [FORECASTER] PTNQ: Forecast T+1@11:T+2@11: UP (p=53.58%)
[2025-12-08T20:30:14.856062] [INFO ] [FORECASTER] Completed predict_future for PTNQ
[2025-12-08T20:30:14.856185] [INFO ] [sig       ] PTNQ: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:30:14.994862] [INFO ] [LOCAL     ] Saved forecast: PTNQ	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/PTNQ.txt
[2025-12-08T20:30:14.995015] [INFO ] [sig       ] [2661/3624] Completed PTNQ in 0.3s | 2.92 sym/s | Total: 15.2m | ETA: 5.5m
[2025-12-08T20:30:14.995058] [INFO ] [sig       ] [2662/3624] Forecasting PTON...
[2025-12-08T20:30:14.995089] [INFO ] [sig       ] Generating forecast for: PTON
[2025-12-08T20:30:14.995119] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTON' from 'https://tdm.silogroup.org/data/derivative_storage/PTON.csv'.
[2025-12-08T20:30:15.007731] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTON'.
[2025-12-08T20:30:15.008109] [INFO ] [FORECASTER] Starting predict_future for PTON
[2025-12-08T20:30:15.008906] [DEBUG] [LOCAL     ] No optimal features file found for PTON: ./output/feature-sets/PTON.txt
[2025-12-08T20:30:15.008957] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:15.008989] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:15.009016] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:15.009073] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:15.064993] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:15.065853] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:15.065935] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:15.065968] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:15.187126] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:15.187286] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:15.187326] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:15.187355] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:15.190924] [DEBUG] [FORECASTER] PTON: Forecast T+1@11:T+2@11: UP (p=62.25%)
[2025-12-08T20:30:15.191260] [INFO ] [FORECASTER] Completed predict_future for PTON
[2025-12-08T20:30:15.191401] [INFO ] [sig       ] PTON: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:30:15.328985] [INFO ] [LOCAL     ] Saved forecast: PTON	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/PTON.txt
[2025-12-08T20:30:15.329121] [INFO ] [sig       ] [2662/3624] Completed PTON in 0.3s | 2.92 sym/s | Total: 15.2m | ETA: 5.5m
[2025-12-08T20:30:15.329159] [INFO ] [sig       ] [2663/3624] Forecasting PTY...
[2025-12-08T20:30:15.329189] [INFO ] [sig       ] Generating forecast for: PTY
[2025-12-08T20:30:15.329217] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTY' from 'https://tdm.silogroup.org/data/derivative_storage/PTY.csv'.
[2025-12-08T20:30:15.341472] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTY'.
[2025-12-08T20:30:15.341863] [INFO ] [FORECASTER] Starting predict_future for PTY
[2025-12-08T20:30:15.342644] [DEBUG] [LOCAL     ] No optimal features file found for PTY: ./output/feature-sets/PTY.txt
[2025-12-08T20:30:15.342704] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:15.342736] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:15.342761] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:15.342819] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:15.401375] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:15.402153] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:15.402239] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:15.402271] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:15.523661] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:15.523807] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:15.523846] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:15.523874] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:15.527135] [DEBUG] [FORECASTER] PTY: Forecast T+1@11:T+2@11: UP (p=97.89%)
[2025-12-08T20:30:15.527392] [INFO ] [FORECASTER] Completed predict_future for PTY
[2025-12-08T20:30:15.527535] [INFO ] [sig       ] PTY: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:30:15.679127] [INFO ] [LOCAL     ] Saved forecast: PTY	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/PTY.txt
[2025-12-08T20:30:15.679258] [INFO ] [sig       ] [2663/3624] Completed PTY in 0.4s | 2.92 sym/s | Total: 15.2m | ETA: 5.5m
[2025-12-08T20:30:15.679298] [INFO ] [sig       ] [2664/3624] Forecasting PUBM...
[2025-12-08T20:30:15.679328] [INFO ] [sig       ] Generating forecast for: PUBM
[2025-12-08T20:30:15.679358] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PUBM' from 'https://tdm.silogroup.org/data/derivative_storage/PUBM.csv'.
[2025-12-08T20:30:15.691734] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PUBM'.
[2025-12-08T20:30:15.692063] [INFO ] [FORECASTER] Starting predict_future for PUBM
[2025-12-08T20:30:15.692855] [DEBUG] [LOCAL     ] No optimal features file found for PUBM: ./output/feature-sets/PUBM.txt
[2025-12-08T20:30:15.692906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:15.692937] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:15.692963] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:15.693018] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:15.748877] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:15.749668] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:15.749746] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:15.749778] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:15.869946] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:15.870105] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:15.870143] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:15.870172] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:15.873499] [DEBUG] [FORECASTER] PUBM: Forecast T+1@11:T+2@11: DOWN (p=2.93%)
[2025-12-08T20:30:15.873778] [INFO ] [FORECASTER] Completed predict_future for PUBM
[2025-12-08T20:30:15.873892] [INFO ] [sig       ] PUBM: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:30:16.013285] [INFO ] [LOCAL     ] Saved forecast: PUBM	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/PUBM.txt
[2025-12-08T20:30:16.013456] [INFO ] [sig       ] [2664/3624] Completed PUBM in 0.3s | 2.92 sym/s | Total: 15.2m | ETA: 5.5m
[2025-12-08T20:30:16.013496] [INFO ] [sig       ] [2665/3624] Forecasting PUK...
[2025-12-08T20:30:16.013525] [INFO ] [sig       ] Generating forecast for: PUK
[2025-12-08T20:30:16.013555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PUK' from 'https://tdm.silogroup.org/data/derivative_storage/PUK.csv'.
[2025-12-08T20:30:16.025414] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PUK'.
[2025-12-08T20:30:16.025781] [INFO ] [FORECASTER] Starting predict_future for PUK
[2025-12-08T20:30:16.026543] [DEBUG] [LOCAL     ] No optimal features file found for PUK: ./output/feature-sets/PUK.txt
[2025-12-08T20:30:16.026616] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:16.026649] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:16.026675] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:16.026729] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:16.087029] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:16.088043] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:16.088126] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:16.088159] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:16.207864] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:16.208035] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:16.208077] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:16.208105] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:16.211454] [DEBUG] [FORECASTER] PUK: Forecast T+1@11:T+2@11: DOWN (p=5.65%)
[2025-12-08T20:30:16.211743] [INFO ] [FORECASTER] Completed predict_future for PUK
[2025-12-08T20:30:16.211865] [INFO ] [sig       ] PUK: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:30:16.351746] [INFO ] [LOCAL     ] Saved forecast: PUK	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/PUK.txt
[2025-12-08T20:30:16.351896] [INFO ] [sig       ] [2665/3624] Completed PUK in 0.3s | 2.92 sym/s | Total: 15.2m | ETA: 5.5m
[2025-12-08T20:30:16.351935] [INFO ] [sig       ] [2666/3624] Forecasting PUMP...
[2025-12-08T20:30:16.351965] [INFO ] [sig       ] Generating forecast for: PUMP
[2025-12-08T20:30:16.351995] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PUMP' from 'https://tdm.silogroup.org/data/derivative_storage/PUMP.csv'.
[2025-12-08T20:30:16.365531] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PUMP'.
[2025-12-08T20:30:16.365924] [INFO ] [FORECASTER] Starting predict_future for PUMP
[2025-12-08T20:30:16.366782] [DEBUG] [LOCAL     ] No optimal features file found for PUMP: ./output/feature-sets/PUMP.txt
[2025-12-08T20:30:16.366832] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:16.366864] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:16.366890] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:16.366958] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:16.428420] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:16.429495] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:16.429596] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:16.429647] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:16.554495] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:16.554669] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:16.554708] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:16.554735] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:16.558069] [DEBUG] [FORECASTER] PUMP: Forecast T+1@11:T+2@11: DOWN (p=23.64%)
[2025-12-08T20:30:16.558347] [INFO ] [FORECASTER] Completed predict_future for PUMP
[2025-12-08T20:30:16.558475] [INFO ] [sig       ] PUMP: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:30:16.699552] [INFO ] [LOCAL     ] Saved forecast: PUMP	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/PUMP.txt
[2025-12-08T20:30:16.699734] [INFO ] [sig       ] [2666/3624] Completed PUMP in 0.3s | 2.92 sym/s | Total: 15.2m | ETA: 5.5m
[2025-12-08T20:30:16.699775] [INFO ] [sig       ] [2667/3624] Forecasting PVH...
[2025-12-08T20:30:16.699804] [INFO ] [sig       ] Generating forecast for: PVH
[2025-12-08T20:30:16.699832] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PVH' from 'https://tdm.silogroup.org/data/derivative_storage/PVH.csv'.
[2025-12-08T20:30:16.712045] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PVH'.
[2025-12-08T20:30:16.712401] [INFO ] [FORECASTER] Starting predict_future for PVH
[2025-12-08T20:30:16.713204] [DEBUG] [LOCAL     ] No optimal features file found for PVH: ./output/feature-sets/PVH.txt
[2025-12-08T20:30:16.713254] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:16.713285] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:16.713312] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:16.713367] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:16.770063] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:16.770924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:16.771002] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:16.771035] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:16.892531] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:16.892697] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:16.892735] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:16.892764] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:16.895980] [DEBUG] [FORECASTER] PVH: Forecast T+1@11:T+2@11: DOWN (p=0.80%)
[2025-12-08T20:30:16.896243] [INFO ] [FORECASTER] Completed predict_future for PVH
[2025-12-08T20:30:16.896362] [INFO ] [sig       ] PVH: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:30:17.035965] [INFO ] [LOCAL     ] Saved forecast: PVH	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/PVH.txt
[2025-12-08T20:30:17.036099] [INFO ] [sig       ] [2667/3624] Completed PVH in 0.3s | 2.92 sym/s | Total: 15.2m | ETA: 5.5m
[2025-12-08T20:30:17.036138] [INFO ] [sig       ] [2668/3624] Forecasting PVL...
[2025-12-08T20:30:17.036167] [INFO ] [sig       ] Generating forecast for: PVL
[2025-12-08T20:30:17.036196] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PVL' from 'https://tdm.silogroup.org/data/derivative_storage/PVL.csv'.
[2025-12-08T20:30:17.049045] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PVL'.
[2025-12-08T20:30:17.049384] [INFO ] [FORECASTER] Starting predict_future for PVL
[2025-12-08T20:30:17.050161] [DEBUG] [LOCAL     ] No optimal features file found for PVL: ./output/feature-sets/PVL.txt
[2025-12-08T20:30:17.050210] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:17.050266] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:17.050294] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:17.050349] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:17.106097] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:17.106775] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:17.106854] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:17.106913] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:17.220515] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:17.220681] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:17.220721] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:17.220749] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:17.224255] [DEBUG] [FORECASTER] PVL: Forecast T+1@11:T+2@11: UP (p=89.55%)
[2025-12-08T20:30:17.224566] [INFO ] [FORECASTER] Completed predict_future for PVL
[2025-12-08T20:30:17.224712] [INFO ] [sig       ] PVL: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:30:17.371955] [INFO ] [LOCAL     ] Saved forecast: PVL	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/PVL.txt
[2025-12-08T20:30:17.372121] [INFO ] [sig       ] [2668/3624] Completed PVL in 0.3s | 2.92 sym/s | Total: 15.2m | ETA: 5.5m
[2025-12-08T20:30:17.372164] [INFO ] [sig       ] [2669/3624] Forecasting PWP...
[2025-12-08T20:30:17.372194] [INFO ] [sig       ] Generating forecast for: PWP
[2025-12-08T20:30:17.372231] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PWP' from 'https://tdm.silogroup.org/data/derivative_storage/PWP.csv'.
[2025-12-08T20:30:17.386353] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PWP'.
[2025-12-08T20:30:17.386816] [INFO ] [FORECASTER] Starting predict_future for PWP
[2025-12-08T20:30:17.387742] [DEBUG] [LOCAL     ] No optimal features file found for PWP: ./output/feature-sets/PWP.txt
[2025-12-08T20:30:17.387804] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:17.387843] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:17.387876] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:17.387947] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:17.452299] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:17.453300] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:17.453404] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:17.453451] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:17.570858] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:17.571013] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:17.571055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:17.571085] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:17.574715] [DEBUG] [FORECASTER] PWP: Forecast T+1@11:T+2@11: UP (p=96.50%)
[2025-12-08T20:30:17.575028] [INFO ] [FORECASTER] Completed predict_future for PWP
[2025-12-08T20:30:17.575158] [INFO ] [sig       ] PWP: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:30:17.716064] [INFO ] [LOCAL     ] Saved forecast: PWP	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/PWP.txt
[2025-12-08T20:30:17.716192] [INFO ] [sig       ] [2669/3624] Completed PWP in 0.3s | 2.92 sym/s | Total: 15.2m | ETA: 5.4m
[2025-12-08T20:30:17.716230] [INFO ] [sig       ] [2670/3624] Forecasting PX...
[2025-12-08T20:30:17.716260] [INFO ] [sig       ] Generating forecast for: PX
[2025-12-08T20:30:17.716289] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PX' from 'https://tdm.silogroup.org/data/derivative_storage/PX.csv'.
[2025-12-08T20:30:17.728706] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PX'.
[2025-12-08T20:30:17.729049] [INFO ] [FORECASTER] Starting predict_future for PX
[2025-12-08T20:30:17.729817] [DEBUG] [LOCAL     ] No optimal features file found for PX: ./output/feature-sets/PX.txt
[2025-12-08T20:30:17.729866] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:17.729898] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:17.729925] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:17.729981] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:17.785710] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:17.786406] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:17.786481] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:17.786512] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:17.913972] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:17.914123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:17.914176] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:17.914204] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:17.917498] [DEBUG] [FORECASTER] PX: Forecast T+1@11:T+2@11: DOWN (p=30.09%)
[2025-12-08T20:30:17.917778] [INFO ] [FORECASTER] Completed predict_future for PX
[2025-12-08T20:30:17.917901] [INFO ] [sig       ] PX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:30:18.058147] [INFO ] [LOCAL     ] Saved forecast: PX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/PX.txt
[2025-12-08T20:30:18.058274] [INFO ] [sig       ] [2670/3624] Completed PX in 0.3s | 2.92 sym/s | Total: 15.2m | ETA: 5.4m
[2025-12-08T20:30:18.058312] [INFO ] [sig       ] [2671/3624] Forecasting PXS...
[2025-12-08T20:30:18.058341] [INFO ] [sig       ] Generating forecast for: PXS
[2025-12-08T20:30:18.058372] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PXS' from 'https://tdm.silogroup.org/data/derivative_storage/PXS.csv'.
[2025-12-08T20:30:18.070454] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PXS'.
[2025-12-08T20:30:18.070824] [INFO ] [FORECASTER] Starting predict_future for PXS
[2025-12-08T20:30:18.071646] [DEBUG] [LOCAL     ] No optimal features file found for PXS: ./output/feature-sets/PXS.txt
[2025-12-08T20:30:18.071697] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:18.071729] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:18.071756] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:18.071813] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:18.129155] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:18.129930] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:18.130008] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:18.130041] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:18.242221] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:18.242374] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:18.242413] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:18.242441] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:18.245806] [DEBUG] [FORECASTER] PXS: Forecast T+1@11:T+2@11: DOWN (p=31.59%)
[2025-12-08T20:30:18.246072] [INFO ] [FORECASTER] Completed predict_future for PXS
[2025-12-08T20:30:18.246194] [INFO ] [sig       ] PXS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:30:18.387150] [INFO ] [LOCAL     ] Saved forecast: PXS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/PXS.txt
[2025-12-08T20:30:18.387284] [INFO ] [sig       ] [2671/3624] Completed PXS in 0.3s | 2.92 sym/s | Total: 15.2m | ETA: 5.4m
[2025-12-08T20:30:18.387321] [INFO ] [sig       ] [2672/3624] Forecasting PY...
[2025-12-08T20:30:18.387351] [INFO ] [sig       ] Generating forecast for: PY
[2025-12-08T20:30:18.387380] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PY' from 'https://tdm.silogroup.org/data/derivative_storage/PY.csv'.
[2025-12-08T20:30:18.399090] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PY'.
[2025-12-08T20:30:18.399425] [INFO ] [FORECASTER] Starting predict_future for PY
[2025-12-08T20:30:18.400192] [DEBUG] [LOCAL     ] No optimal features file found for PY: ./output/feature-sets/PY.txt
[2025-12-08T20:30:18.400242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:18.400276] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:18.400312] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:18.400372] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:18.457807] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:18.458628] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:18.458724] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:18.458757] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:18.562917] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:18.563074] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:18.563112] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:18.563141] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:18.566753] [DEBUG] [FORECASTER] PY: Forecast T+1@11:T+2@11: DOWN (p=19.38%)
[2025-12-08T20:30:18.567039] [INFO ] [FORECASTER] Completed predict_future for PY
[2025-12-08T20:30:18.567163] [INFO ] [sig       ] PY: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:30:18.706827] [INFO ] [LOCAL     ] Saved forecast: PY	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/PY.txt
[2025-12-08T20:30:18.706952] [INFO ] [sig       ] [2672/3624] Completed PY in 0.3s | 2.92 sym/s | Total: 15.2m | ETA: 5.4m
[2025-12-08T20:30:18.706990] [INFO ] [sig       ] [2673/3624] Forecasting PYPL...
[2025-12-08T20:30:18.707019] [INFO ] [sig       ] Generating forecast for: PYPL
[2025-12-08T20:30:18.707047] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PYPL' from 'https://tdm.silogroup.org/data/derivative_storage/PYPL.csv'.
[2025-12-08T20:30:18.722639] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PYPL'.
[2025-12-08T20:30:18.723023] [INFO ] [FORECASTER] Starting predict_future for PYPL
[2025-12-08T20:30:18.723853] [DEBUG] [LOCAL     ] No optimal features file found for PYPL: ./output/feature-sets/PYPL.txt
[2025-12-08T20:30:18.723907] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:18.723938] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:18.723964] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:18.724018] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:18.780689] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:18.781557] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:18.781654] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:18.781686] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:18.906823] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:18.906974] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:18.907012] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:18.907040] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:18.910375] [DEBUG] [FORECASTER] PYPL: Forecast T+1@11:T+2@11: UP (p=82.48%)
[2025-12-08T20:30:18.910659] [INFO ] [FORECASTER] Completed predict_future for PYPL
[2025-12-08T20:30:18.910777] [INFO ] [sig       ] PYPL: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:30:19.052636] [INFO ] [LOCAL     ] Saved forecast: PYPL	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/PYPL.txt
[2025-12-08T20:30:19.052783] [INFO ] [sig       ] [2673/3624] Completed PYPL in 0.3s | 2.92 sym/s | Total: 15.2m | ETA: 5.4m
[2025-12-08T20:30:19.052822] [INFO ] [sig       ] [2674/3624] Forecasting PYXS...
[2025-12-08T20:30:19.052852] [INFO ] [sig       ] Generating forecast for: PYXS
[2025-12-08T20:30:19.052881] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PYXS' from 'https://tdm.silogroup.org/data/derivative_storage/PYXS.csv'.
[2025-12-08T20:30:19.065174] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PYXS'.
[2025-12-08T20:30:19.065548] [INFO ] [FORECASTER] Starting predict_future for PYXS
[2025-12-08T20:30:19.066351] [DEBUG] [LOCAL     ] No optimal features file found for PYXS: ./output/feature-sets/PYXS.txt
[2025-12-08T20:30:19.066404] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:19.066459] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:19.066488] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:19.066544] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:19.123214] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:19.124063] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:19.124142] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:19.124174] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:19.244382] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:19.244528] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:19.244565] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:19.244613] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:19.247858] [DEBUG] [FORECASTER] PYXS: Forecast T+1@11:T+2@11: DOWN (p=17.80%)
[2025-12-08T20:30:19.248122] [INFO ] [FORECASTER] Completed predict_future for PYXS
[2025-12-08T20:30:19.248240] [INFO ] [sig       ] PYXS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:30:19.387373] [INFO ] [LOCAL     ] Saved forecast: PYXS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/PYXS.txt
[2025-12-08T20:30:19.387556] [INFO ] [sig       ] [2674/3624] Completed PYXS in 0.3s | 2.92 sym/s | Total: 15.2m | ETA: 5.4m
[2025-12-08T20:30:19.387617] [INFO ] [sig       ] [2675/3624] Forecasting PZZA...
[2025-12-08T20:30:19.387646] [INFO ] [sig       ] Generating forecast for: PZZA
[2025-12-08T20:30:19.387676] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PZZA' from 'https://tdm.silogroup.org/data/derivative_storage/PZZA.csv'.
[2025-12-08T20:30:19.399724] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PZZA'.
[2025-12-08T20:30:19.400117] [INFO ] [FORECASTER] Starting predict_future for PZZA
[2025-12-08T20:30:19.400950] [DEBUG] [LOCAL     ] No optimal features file found for PZZA: ./output/feature-sets/PZZA.txt
[2025-12-08T20:30:19.401001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:19.401033] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:19.401061] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:19.401117] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:19.456788] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:19.457633] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:19.457711] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:19.457744] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:19.575335] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:19.575482] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:19.575519] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:19.575546] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:19.578865] [DEBUG] [FORECASTER] PZZA: Forecast T+1@11:T+2@11: DOWN (p=31.14%)
[2025-12-08T20:30:19.579130] [INFO ] [FORECASTER] Completed predict_future for PZZA
[2025-12-08T20:30:19.579247] [INFO ] [sig       ] PZZA: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:30:19.722515] [INFO ] [LOCAL     ] Saved forecast: PZZA	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/PZZA.txt
[2025-12-08T20:30:19.722691] [INFO ] [sig       ] [2675/3624] Completed PZZA in 0.3s | 2.92 sym/s | Total: 15.3m | ETA: 5.4m
[2025-12-08T20:30:19.722732] [INFO ] [sig       ] [2676/3624] Forecasting QBTS...
[2025-12-08T20:30:19.722762] [INFO ] [sig       ] Generating forecast for: QBTS
[2025-12-08T20:30:19.722791] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QBTS' from 'https://tdm.silogroup.org/data/derivative_storage/QBTS.csv'.
[2025-12-08T20:30:19.735334] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QBTS'.
[2025-12-08T20:30:19.735750] [INFO ] [FORECASTER] Starting predict_future for QBTS
[2025-12-08T20:30:19.736532] [DEBUG] [LOCAL     ] No optimal features file found for QBTS: ./output/feature-sets/QBTS.txt
[2025-12-08T20:30:19.736612] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:19.736657] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:19.736691] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:19.736751] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:19.796942] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:19.797861] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:19.797957] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:19.797990] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:19.974815] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:19.975006] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:19.975048] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:19.975078] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:19.979522] [DEBUG] [FORECASTER] QBTS: Forecast T+1@11:T+2@11: UP (p=61.40%)
[2025-12-08T20:30:19.980002] [INFO ] [FORECASTER] Completed predict_future for QBTS
[2025-12-08T20:30:19.980193] [INFO ] [sig       ] QBTS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:30:20.201102] [INFO ] [LOCAL     ] Saved forecast: QBTS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/QBTS.txt
[2025-12-08T20:30:20.201332] [INFO ] [sig       ] [2676/3624] Completed QBTS in 0.5s | 2.92 sym/s | Total: 15.3m | ETA: 5.4m
[2025-12-08T20:30:20.201396] [INFO ] [sig       ] [2677/3624] Forecasting QCLN...
[2025-12-08T20:30:20.201449] [INFO ] [sig       ] Generating forecast for: QCLN
[2025-12-08T20:30:20.201499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QCLN' from 'https://tdm.silogroup.org/data/derivative_storage/QCLN.csv'.
[2025-12-08T20:30:20.219426] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QCLN'.
[2025-12-08T20:30:20.219865] [INFO ] [FORECASTER] Starting predict_future for QCLN
[2025-12-08T20:30:20.220806] [DEBUG] [LOCAL     ] No optimal features file found for QCLN: ./output/feature-sets/QCLN.txt
[2025-12-08T20:30:20.220860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:20.220893] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:20.220921] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:20.220978] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:20.289010] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:20.290121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:20.290247] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:20.290289] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:20.434131] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:20.434293] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:20.434344] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:20.434374] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:20.438306] [DEBUG] [FORECASTER] QCLN: Forecast T+1@11:T+2@11: DOWN (p=11.13%)
[2025-12-08T20:30:20.438708] [INFO ] [FORECASTER] Completed predict_future for QCLN
[2025-12-08T20:30:20.438872] [INFO ] [sig       ] QCLN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:30:20.638499] [INFO ] [LOCAL     ] Saved forecast: QCLN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/QCLN.txt
[2025-12-08T20:30:20.638737] [INFO ] [sig       ] [2677/3624] Completed QCLN in 0.4s | 2.92 sym/s | Total: 15.3m | ETA: 5.4m
[2025-12-08T20:30:20.638790] [INFO ] [sig       ] [2678/3624] Forecasting QCOM...
[2025-12-08T20:30:20.638844] [INFO ] [sig       ] Generating forecast for: QCOM
[2025-12-08T20:30:20.638886] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QCOM' from 'https://tdm.silogroup.org/data/derivative_storage/QCOM.csv'.
[2025-12-08T20:30:20.656928] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QCOM'.
[2025-12-08T20:30:20.657432] [INFO ] [FORECASTER] Starting predict_future for QCOM
[2025-12-08T20:30:20.658604] [DEBUG] [LOCAL     ] No optimal features file found for QCOM: ./output/feature-sets/QCOM.txt
[2025-12-08T20:30:20.658677] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:20.658731] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:20.658778] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:20.658872] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:20.719901] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:20.720840] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:20.720971] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:20.721018] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:20.862569] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:20.862757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:20.862798] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:20.862827] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:20.866276] [DEBUG] [FORECASTER] QCOM: Forecast T+1@11:T+2@11: DOWN (p=0.57%)
[2025-12-08T20:30:20.866588] [INFO ] [FORECASTER] Completed predict_future for QCOM
[2025-12-08T20:30:20.866714] [INFO ] [sig       ] QCOM: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:30:21.010232] [INFO ] [LOCAL     ] Saved forecast: QCOM	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/QCOM.txt
[2025-12-08T20:30:21.010351] [INFO ] [sig       ] [2678/3624] Completed QCOM in 0.4s | 2.92 sym/s | Total: 15.3m | ETA: 5.4m
[2025-12-08T20:30:21.010391] [INFO ] [sig       ] [2679/3624] Forecasting QCRH...
[2025-12-08T20:30:21.010421] [INFO ] [sig       ] Generating forecast for: QCRH
[2025-12-08T20:30:21.010450] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QCRH' from 'https://tdm.silogroup.org/data/derivative_storage/QCRH.csv'.
[2025-12-08T20:30:21.022616] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QCRH'.
[2025-12-08T20:30:21.022952] [INFO ] [FORECASTER] Starting predict_future for QCRH
[2025-12-08T20:30:21.023778] [DEBUG] [LOCAL     ] No optimal features file found for QCRH: ./output/feature-sets/QCRH.txt
[2025-12-08T20:30:21.023829] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:21.023862] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:21.023892] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:21.023952] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:21.081225] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:21.081960] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:21.082038] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:21.082072] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:21.202127] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:21.202277] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:21.202317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:21.202346] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:21.205751] [DEBUG] [FORECASTER] QCRH: Forecast T+1@11:T+2@11: DOWN (p=25.93%)
[2025-12-08T20:30:21.206024] [INFO ] [FORECASTER] Completed predict_future for QCRH
[2025-12-08T20:30:21.206144] [INFO ] [sig       ] QCRH: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:30:21.351685] [INFO ] [LOCAL     ] Saved forecast: QCRH	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/QCRH.txt
[2025-12-08T20:30:21.351815] [INFO ] [sig       ] [2679/3624] Completed QCRH in 0.3s | 2.92 sym/s | Total: 15.3m | ETA: 5.4m
[2025-12-08T20:30:21.351854] [INFO ] [sig       ] [2680/3624] Forecasting QD...
[2025-12-08T20:30:21.351883] [INFO ] [sig       ] Generating forecast for: QD
[2025-12-08T20:30:21.351912] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QD' from 'https://tdm.silogroup.org/data/derivative_storage/QD.csv'.
[2025-12-08T20:30:21.364072] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QD'.
[2025-12-08T20:30:21.364410] [INFO ] [FORECASTER] Starting predict_future for QD
[2025-12-08T20:30:21.365211] [DEBUG] [LOCAL     ] No optimal features file found for QD: ./output/feature-sets/QD.txt
[2025-12-08T20:30:21.365263] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:21.365296] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:21.365322] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:21.365377] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:21.421145] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:21.421805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:21.421883] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:21.421915] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:21.537723] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:21.537873] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:21.537911] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:21.537939] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:21.541186] [DEBUG] [FORECASTER] QD: Forecast T+1@11:T+2@11: UP (p=87.72%)
[2025-12-08T20:30:21.541447] [INFO ] [FORECASTER] Completed predict_future for QD
[2025-12-08T20:30:21.541564] [INFO ] [sig       ] QD: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:30:21.683617] [INFO ] [LOCAL     ] Saved forecast: QD	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/QD.txt
[2025-12-08T20:30:21.683744] [INFO ] [sig       ] [2680/3624] Completed QD in 0.3s | 2.92 sym/s | Total: 15.3m | ETA: 5.4m
[2025-12-08T20:30:21.683782] [INFO ] [sig       ] [2681/3624] Forecasting QDEL...
[2025-12-08T20:30:21.683809] [INFO ] [sig       ] Generating forecast for: QDEL
[2025-12-08T20:30:21.683837] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QDEL' from 'https://tdm.silogroup.org/data/derivative_storage/QDEL.csv'.
[2025-12-08T20:30:21.695508] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QDEL'.
[2025-12-08T20:30:21.695864] [INFO ] [FORECASTER] Starting predict_future for QDEL
[2025-12-08T20:30:21.696650] [DEBUG] [LOCAL     ] No optimal features file found for QDEL: ./output/feature-sets/QDEL.txt
[2025-12-08T20:30:21.696700] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:21.696731] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:21.696756] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:21.696810] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:21.752322] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:21.752975] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:21.753051] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:21.753082] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:21.868411] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:21.868557] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:21.868616] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:21.868663] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:21.871928] [DEBUG] [FORECASTER] QDEL: Forecast T+1@11:T+2@11: DOWN (p=6.02%)
[2025-12-08T20:30:21.872212] [INFO ] [FORECASTER] Completed predict_future for QDEL
[2025-12-08T20:30:21.872338] [INFO ] [sig       ] QDEL: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:30:22.014850] [INFO ] [LOCAL     ] Saved forecast: QDEL	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/QDEL.txt
[2025-12-08T20:30:22.015022] [INFO ] [sig       ] [2681/3624] Completed QDEL in 0.3s | 2.92 sym/s | Total: 15.3m | ETA: 5.4m
[2025-12-08T20:30:22.015064] [INFO ] [sig       ] [2682/3624] Forecasting QFIN...
[2025-12-08T20:30:22.015093] [INFO ] [sig       ] Generating forecast for: QFIN
[2025-12-08T20:30:22.015123] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QFIN' from 'https://tdm.silogroup.org/data/derivative_storage/QFIN.csv'.
[2025-12-08T20:30:22.028170] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QFIN'.
[2025-12-08T20:30:22.028592] [INFO ] [FORECASTER] Starting predict_future for QFIN
[2025-12-08T20:30:22.029427] [DEBUG] [LOCAL     ] No optimal features file found for QFIN: ./output/feature-sets/QFIN.txt
[2025-12-08T20:30:22.029478] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:22.029509] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:22.029536] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:22.029608] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:22.088996] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:22.089757] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:22.089835] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:22.089867] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:22.214810] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:22.214988] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:22.215028] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:22.215057] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:22.218749] [DEBUG] [FORECASTER] QFIN: Forecast T+1@11:T+2@11: DOWN (p=40.78%)
[2025-12-08T20:30:22.219101] [INFO ] [FORECASTER] Completed predict_future for QFIN
[2025-12-08T20:30:22.219270] [INFO ] [sig       ] QFIN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:30:22.367721] [INFO ] [LOCAL     ] Saved forecast: QFIN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/QFIN.txt
[2025-12-08T20:30:22.367877] [INFO ] [sig       ] [2682/3624] Completed QFIN in 0.4s | 2.92 sym/s | Total: 15.3m | ETA: 5.4m
[2025-12-08T20:30:22.367918] [INFO ] [sig       ] [2683/3624] Forecasting QGEN...
[2025-12-08T20:30:22.367946] [INFO ] [sig       ] Generating forecast for: QGEN
[2025-12-08T20:30:22.367975] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QGEN' from 'https://tdm.silogroup.org/data/derivative_storage/QGEN.csv'.
[2025-12-08T20:30:22.380312] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QGEN'.
[2025-12-08T20:30:22.380678] [INFO ] [FORECASTER] Starting predict_future for QGEN
[2025-12-08T20:30:22.381449] [DEBUG] [LOCAL     ] No optimal features file found for QGEN: ./output/feature-sets/QGEN.txt
[2025-12-08T20:30:22.381498] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:22.381529] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:22.381556] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:22.381636] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:22.437814] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:22.438722] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:22.438822] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:22.438884] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:22.565136] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:22.565292] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:22.565331] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:22.565358] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:22.568760] [DEBUG] [FORECASTER] QGEN: Forecast T+1@11:T+2@11: DOWN (p=25.15%)
[2025-12-08T20:30:22.569075] [INFO ] [FORECASTER] Completed predict_future for QGEN
[2025-12-08T20:30:22.569213] [INFO ] [sig       ] QGEN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:30:22.710754] [INFO ] [LOCAL     ] Saved forecast: QGEN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/QGEN.txt
[2025-12-08T20:30:22.710904] [INFO ] [sig       ] [2683/3624] Completed QGEN in 0.3s | 2.92 sym/s | Total: 15.3m | ETA: 5.4m
[2025-12-08T20:30:22.710945] [INFO ] [sig       ] [2684/3624] Forecasting QLYS...
[2025-12-08T20:30:22.710973] [INFO ] [sig       ] Generating forecast for: QLYS
[2025-12-08T20:30:22.711002] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QLYS' from 'https://tdm.silogroup.org/data/derivative_storage/QLYS.csv'.
[2025-12-08T20:30:22.723862] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QLYS'.
[2025-12-08T20:30:22.724244] [INFO ] [FORECASTER] Starting predict_future for QLYS
[2025-12-08T20:30:22.725068] [DEBUG] [LOCAL     ] No optimal features file found for QLYS: ./output/feature-sets/QLYS.txt
[2025-12-08T20:30:22.725119] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:22.725151] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:22.725177] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:22.725233] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:22.781237] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:22.782075] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:22.782152] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:22.782184] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:22.898466] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:22.898642] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:22.898681] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:22.898710] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:22.902003] [DEBUG] [FORECASTER] QLYS: Forecast T+1@11:T+2@11: DOWN (p=0.90%)
[2025-12-08T20:30:22.902296] [INFO ] [FORECASTER] Completed predict_future for QLYS
[2025-12-08T20:30:22.902422] [INFO ] [sig       ] QLYS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:30:23.046167] [INFO ] [LOCAL     ] Saved forecast: QLYS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/QLYS.txt
[2025-12-08T20:30:23.046304] [INFO ] [sig       ] [2684/3624] Completed QLYS in 0.3s | 2.92 sym/s | Total: 15.3m | ETA: 5.4m
[2025-12-08T20:30:23.046344] [INFO ] [sig       ] [2685/3624] Forecasting QMCO...
[2025-12-08T20:30:23.046373] [INFO ] [sig       ] Generating forecast for: QMCO
[2025-12-08T20:30:23.046402] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QMCO' from 'https://tdm.silogroup.org/data/derivative_storage/QMCO.csv'.
[2025-12-08T20:30:23.058605] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QMCO'.
[2025-12-08T20:30:23.058960] [INFO ] [FORECASTER] Starting predict_future for QMCO
[2025-12-08T20:30:23.059740] [DEBUG] [LOCAL     ] No optimal features file found for QMCO: ./output/feature-sets/QMCO.txt
[2025-12-08T20:30:23.059789] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:23.059854] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:23.059902] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:23.059961] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:23.115535] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:23.116368] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:23.116446] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:23.116478] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:23.234472] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:23.234636] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:23.234674] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:23.234701] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:23.237997] [DEBUG] [FORECASTER] QMCO: Forecast T+1@11:T+2@11: DOWN (p=14.96%)
[2025-12-08T20:30:23.238270] [INFO ] [FORECASTER] Completed predict_future for QMCO
[2025-12-08T20:30:23.238391] [INFO ] [sig       ] QMCO: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:30:23.378809] [INFO ] [LOCAL     ] Saved forecast: QMCO	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/QMCO.txt
[2025-12-08T20:30:23.378953] [INFO ] [sig       ] [2685/3624] Completed QMCO in 0.3s | 2.92 sym/s | Total: 15.3m | ETA: 5.4m
[2025-12-08T20:30:23.379001] [INFO ] [sig       ] [2686/3624] Forecasting QMOM...
[2025-12-08T20:30:23.379036] [INFO ] [sig       ] Generating forecast for: QMOM
[2025-12-08T20:30:23.379072] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QMOM' from 'https://tdm.silogroup.org/data/derivative_storage/QMOM.csv'.
[2025-12-08T20:30:23.391108] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QMOM'.
[2025-12-08T20:30:23.391452] [INFO ] [FORECASTER] Starting predict_future for QMOM
[2025-12-08T20:30:23.392278] [DEBUG] [LOCAL     ] No optimal features file found for QMOM: ./output/feature-sets/QMOM.txt
[2025-12-08T20:30:23.392329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:23.392359] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:23.392384] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:23.392438] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:23.451787] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:23.452640] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:23.452720] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:23.452753] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:23.572932] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:23.573090] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:23.573129] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:23.573157] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:23.576411] [DEBUG] [FORECASTER] QMOM: Forecast T+1@11:T+2@11: DOWN (p=33.68%)
[2025-12-08T20:30:23.576695] [INFO ] [FORECASTER] Completed predict_future for QMOM
[2025-12-08T20:30:23.576813] [INFO ] [sig       ] QMOM: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:30:23.721661] [INFO ] [LOCAL     ] Saved forecast: QMOM	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/QMOM.txt
[2025-12-08T20:30:23.721808] [INFO ] [sig       ] [2686/3624] Completed QMOM in 0.3s | 2.92 sym/s | Total: 15.3m | ETA: 5.4m
[2025-12-08T20:30:23.721848] [INFO ] [sig       ] [2687/3624] Forecasting QNCX...
[2025-12-08T20:30:23.721878] [INFO ] [sig       ] Generating forecast for: QNCX
[2025-12-08T20:30:23.721906] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QNCX' from 'https://tdm.silogroup.org/data/derivative_storage/QNCX.csv'.
[2025-12-08T20:30:23.735224] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QNCX'.
[2025-12-08T20:30:23.735609] [INFO ] [FORECASTER] Starting predict_future for QNCX
[2025-12-08T20:30:23.736414] [DEBUG] [LOCAL     ] No optimal features file found for QNCX: ./output/feature-sets/QNCX.txt
[2025-12-08T20:30:23.736466] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:23.736499] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:23.736526] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:23.736610] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:23.793084] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:23.793876] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:23.793951] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:23.793985] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:23.911627] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:23.911780] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:23.911817] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:23.911846] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:23.915237] [DEBUG] [FORECASTER] QNCX: Forecast T+1@11:T+2@11: UP (p=96.30%)
[2025-12-08T20:30:23.915508] [INFO ] [FORECASTER] Completed predict_future for QNCX
[2025-12-08T20:30:23.915646] [INFO ] [sig       ] QNCX: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:30:24.056222] [INFO ] [LOCAL     ] Saved forecast: QNCX	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/QNCX.txt
[2025-12-08T20:30:24.056377] [INFO ] [sig       ] [2687/3624] Completed QNCX in 0.3s | 2.92 sym/s | Total: 15.3m | ETA: 5.3m
[2025-12-08T20:30:24.056417] [INFO ] [sig       ] [2688/3624] Forecasting QNTM...
[2025-12-08T20:30:24.056446] [INFO ] [sig       ] Generating forecast for: QNTM
[2025-12-08T20:30:24.056477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QNTM' from 'https://tdm.silogroup.org/data/derivative_storage/QNTM.csv'.
[2025-12-08T20:30:24.068895] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QNTM'.
[2025-12-08T20:30:24.069233] [INFO ] [FORECASTER] Starting predict_future for QNTM
[2025-12-08T20:30:24.070041] [DEBUG] [LOCAL     ] No optimal features file found for QNTM: ./output/feature-sets/QNTM.txt
[2025-12-08T20:30:24.070092] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:24.070124] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:24.070150] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:24.070207] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:24.127894] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:24.128649] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:24.128726] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:24.128758] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:24.251381] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:24.251531] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:24.251587] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:24.251647] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:24.254922] [DEBUG] [FORECASTER] QNTM: Forecast T+1@11:T+2@11: UP (p=77.57%)
[2025-12-08T20:30:24.255194] [INFO ] [FORECASTER] Completed predict_future for QNTM
[2025-12-08T20:30:24.255315] [INFO ] [sig       ] QNTM: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:30:24.403757] [INFO ] [LOCAL     ] Saved forecast: QNTM	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/QNTM.txt
[2025-12-08T20:30:24.403920] [INFO ] [sig       ] [2688/3624] Completed QNTM in 0.3s | 2.92 sym/s | Total: 15.3m | ETA: 5.3m
[2025-12-08T20:30:24.403961] [INFO ] [sig       ] [2689/3624] Forecasting QQMG...
[2025-12-08T20:30:24.403992] [INFO ] [sig       ] Generating forecast for: QQMG
[2025-12-08T20:30:24.404032] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQMG' from 'https://tdm.silogroup.org/data/derivative_storage/QQMG.csv'.
[2025-12-08T20:30:24.416200] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQMG'.
[2025-12-08T20:30:24.416604] [INFO ] [FORECASTER] Starting predict_future for QQMG
[2025-12-08T20:30:24.417445] [DEBUG] [LOCAL     ] No optimal features file found for QQMG: ./output/feature-sets/QQMG.txt
[2025-12-08T20:30:24.417496] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:24.417529] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:24.417557] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:24.417635] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:24.476752] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:24.477617] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:24.477696] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:24.477729] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:24.589444] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:24.589612] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:24.589652] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:24.589680] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:24.593047] [DEBUG] [FORECASTER] QQMG: Forecast T+1@11:T+2@11: DOWN (p=39.91%)
[2025-12-08T20:30:24.593323] [INFO ] [FORECASTER] Completed predict_future for QQMG
[2025-12-08T20:30:24.593443] [INFO ] [sig       ] QQMG: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:30:24.736586] [INFO ] [LOCAL     ] Saved forecast: QQMG	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/QQMG.txt
[2025-12-08T20:30:24.736714] [INFO ] [sig       ] [2689/3624] Completed QQMG in 0.3s | 2.92 sym/s | Total: 15.3m | ETA: 5.3m
[2025-12-08T20:30:24.736753] [INFO ] [sig       ] [2690/3624] Forecasting QQQ...
[2025-12-08T20:30:24.736781] [INFO ] [sig       ] Generating forecast for: QQQ
[2025-12-08T20:30:24.736810] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQ' from 'https://tdm.silogroup.org/data/derivative_storage/QQQ.csv'.
[2025-12-08T20:30:24.749865] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQ'.
[2025-12-08T20:30:24.750223] [INFO ] [FORECASTER] Starting predict_future for QQQ
[2025-12-08T20:30:24.751012] [DEBUG] [LOCAL     ] No optimal features file found for QQQ: ./output/feature-sets/QQQ.txt
[2025-12-08T20:30:24.751062] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:24.751093] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:24.751119] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:24.751175] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:24.809389] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:24.810069] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:24.810144] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:24.810177] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:24.944263] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:24.944411] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:24.944452] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:24.944483] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:24.947915] [DEBUG] [FORECASTER] QQQ: Forecast T+1@11:T+2@11: DOWN (p=34.61%)
[2025-12-08T20:30:24.948228] [INFO ] [FORECASTER] Completed predict_future for QQQ
[2025-12-08T20:30:24.948361] [INFO ] [sig       ] QQQ: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:30:25.088971] [INFO ] [LOCAL     ] Saved forecast: QQQ	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/QQQ.txt
[2025-12-08T20:30:25.089111] [INFO ] [sig       ] [2690/3624] Completed QQQ in 0.4s | 2.92 sym/s | Total: 15.3m | ETA: 5.3m
[2025-12-08T20:30:25.089153] [INFO ] [sig       ] [2691/3624] Forecasting QQQE...
[2025-12-08T20:30:25.089183] [INFO ] [sig       ] Generating forecast for: QQQE
[2025-12-08T20:30:25.089215] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQE' from 'https://tdm.silogroup.org/data/derivative_storage/QQQE.csv'.
[2025-12-08T20:30:25.101081] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQE'.
[2025-12-08T20:30:25.101413] [INFO ] [FORECASTER] Starting predict_future for QQQE
[2025-12-08T20:30:25.102214] [DEBUG] [LOCAL     ] No optimal features file found for QQQE: ./output/feature-sets/QQQE.txt
[2025-12-08T20:30:25.102265] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:25.102297] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:25.102325] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:25.102381] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:25.160646] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:25.161320] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:25.161398] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:25.161431] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:25.277442] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:25.277609] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:25.277650] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:25.277680] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:25.281032] [DEBUG] [FORECASTER] QQQE: Forecast T+1@11:T+2@11: UP (p=62.90%)
[2025-12-08T20:30:25.281299] [INFO ] [FORECASTER] Completed predict_future for QQQE
[2025-12-08T20:30:25.281418] [INFO ] [sig       ] QQQE: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:30:25.422024] [INFO ] [LOCAL     ] Saved forecast: QQQE	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/QQQE.txt
[2025-12-08T20:30:25.422176] [INFO ] [sig       ] [2691/3624] Completed QQQE in 0.3s | 2.92 sym/s | Total: 15.3m | ETA: 5.3m
[2025-12-08T20:30:25.422216] [INFO ] [sig       ] [2692/3624] Forecasting QQQI...
[2025-12-08T20:30:25.422246] [INFO ] [sig       ] Generating forecast for: QQQI
[2025-12-08T20:30:25.422274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQI' from 'https://tdm.silogroup.org/data/derivative_storage/QQQI.csv'.
[2025-12-08T20:30:25.434334] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQI'.
[2025-12-08T20:30:25.434738] [INFO ] [FORECASTER] Starting predict_future for QQQI
[2025-12-08T20:30:25.435524] [DEBUG] [LOCAL     ] No optimal features file found for QQQI: ./output/feature-sets/QQQI.txt
[2025-12-08T20:30:25.435596] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:25.435630] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:25.435656] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:25.435711] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:25.492098] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:25.492972] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:25.493061] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:25.493094] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:25.607660] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:25.607824] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:25.607863] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:25.607893] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:25.611475] [DEBUG] [FORECASTER] QQQI: Forecast T+1@11:T+2@11: DOWN (p=33.52%)
[2025-12-08T20:30:25.611863] [INFO ] [FORECASTER] Completed predict_future for QQQI
[2025-12-08T20:30:25.612015] [INFO ] [sig       ] QQQI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:30:25.757501] [INFO ] [LOCAL     ] Saved forecast: QQQI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/QQQI.txt
[2025-12-08T20:30:25.757673] [INFO ] [sig       ] [2692/3624] Completed QQQI in 0.3s | 2.92 sym/s | Total: 15.4m | ETA: 5.3m
[2025-12-08T20:30:25.757716] [INFO ] [sig       ] [2693/3624] Forecasting QQQJ...
[2025-12-08T20:30:25.757744] [INFO ] [sig       ] Generating forecast for: QQQJ
[2025-12-08T20:30:25.757773] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQJ' from 'https://tdm.silogroup.org/data/derivative_storage/QQQJ.csv'.
[2025-12-08T20:30:25.771024] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQJ'.
[2025-12-08T20:30:25.771625] [INFO ] [FORECASTER] Starting predict_future for QQQJ
[2025-12-08T20:30:25.772416] [DEBUG] [LOCAL     ] No optimal features file found for QQQJ: ./output/feature-sets/QQQJ.txt
[2025-12-08T20:30:25.772466] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:25.772497] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:25.772523] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:25.772597] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:25.831109] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:25.831820] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:25.831899] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:25.831931] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:25.956778] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:25.956948] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:25.956993] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:25.957031] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:25.960510] [DEBUG] [FORECASTER] QQQJ: Forecast T+1@11:T+2@11: UP (p=62.86%)
[2025-12-08T20:30:25.960814] [INFO ] [FORECASTER] Completed predict_future for QQQJ
[2025-12-08T20:30:25.960940] [INFO ] [sig       ] QQQJ: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:30:26.108957] [INFO ] [LOCAL     ] Saved forecast: QQQJ	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/QQQJ.txt
[2025-12-08T20:30:26.109093] [INFO ] [sig       ] [2693/3624] Completed QQQJ in 0.4s | 2.92 sym/s | Total: 15.4m | ETA: 5.3m
[2025-12-08T20:30:26.109134] [INFO ] [sig       ] [2694/3624] Forecasting QQQM...
[2025-12-08T20:30:26.109172] [INFO ] [sig       ] Generating forecast for: QQQM
[2025-12-08T20:30:26.109207] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQM' from 'https://tdm.silogroup.org/data/derivative_storage/QQQM.csv'.
[2025-12-08T20:30:26.121420] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQM'.
[2025-12-08T20:30:26.121784] [INFO ] [FORECASTER] Starting predict_future for QQQM
[2025-12-08T20:30:26.122557] [DEBUG] [LOCAL     ] No optimal features file found for QQQM: ./output/feature-sets/QQQM.txt
[2025-12-08T20:30:26.122625] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:26.122658] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:26.122685] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:26.122741] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:26.182208] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:26.182916] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:26.182993] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:26.183026] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:26.309436] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:26.309600] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:26.309646] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:26.309675] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:26.313015] [DEBUG] [FORECASTER] QQQM: Forecast T+1@11:T+2@11: DOWN (p=49.71%)
[2025-12-08T20:30:26.313297] [INFO ] [FORECASTER] Completed predict_future for QQQM
[2025-12-08T20:30:26.313424] [INFO ] [sig       ] QQQM: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:30:26.457344] [INFO ] [LOCAL     ] Saved forecast: QQQM	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/QQQM.txt
[2025-12-08T20:30:26.457491] [INFO ] [sig       ] [2694/3624] Completed QQQM in 0.3s | 2.92 sym/s | Total: 15.4m | ETA: 5.3m
[2025-12-08T20:30:26.457534] [INFO ] [sig       ] [2695/3624] Forecasting QQQX...
[2025-12-08T20:30:26.457562] [INFO ] [sig       ] Generating forecast for: QQQX
[2025-12-08T20:30:26.457611] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQX' from 'https://tdm.silogroup.org/data/derivative_storage/QQQX.csv'.
[2025-12-08T20:30:26.469641] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQX'.
[2025-12-08T20:30:26.470010] [INFO ] [FORECASTER] Starting predict_future for QQQX
[2025-12-08T20:30:26.470847] [DEBUG] [LOCAL     ] No optimal features file found for QQQX: ./output/feature-sets/QQQX.txt
[2025-12-08T20:30:26.470898] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:26.470930] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:26.470958] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:26.471014] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:26.528149] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:26.528807] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:26.528907] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:26.528941] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:26.654039] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:26.654186] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:26.654224] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:26.654253] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:26.657732] [DEBUG] [FORECASTER] QQQX: Forecast T+1@11:T+2@11: DOWN (p=23.46%)
[2025-12-08T20:30:26.658004] [INFO ] [FORECASTER] Completed predict_future for QQQX
[2025-12-08T20:30:26.658125] [INFO ] [sig       ] QQQX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:30:26.802139] [INFO ] [LOCAL     ] Saved forecast: QQQX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/QQQX.txt
[2025-12-08T20:30:26.802276] [INFO ] [sig       ] [2695/3624] Completed QQQX in 0.3s | 2.92 sym/s | Total: 15.4m | ETA: 5.3m
[2025-12-08T20:30:26.802318] [INFO ] [sig       ] [2696/3624] Forecasting QQQY...
[2025-12-08T20:30:26.802349] [INFO ] [sig       ] Generating forecast for: QQQY
[2025-12-08T20:30:26.802380] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQY' from 'https://tdm.silogroup.org/data/derivative_storage/QQQY.csv'.
[2025-12-08T20:30:26.815128] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQY'.
[2025-12-08T20:30:26.815506] [INFO ] [FORECASTER] Starting predict_future for QQQY
[2025-12-08T20:30:26.816312] [DEBUG] [LOCAL     ] No optimal features file found for QQQY: ./output/feature-sets/QQQY.txt
[2025-12-08T20:30:26.816363] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:26.816395] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:26.816422] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:26.816487] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:26.875280] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:26.876087] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:26.876167] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:26.876199] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:26.998505] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:26.998700] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:26.998754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:26.998789] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:27.002462] [DEBUG] [FORECASTER] QQQY: Forecast T+1@11:T+2@11: UP (p=91.72%)
[2025-12-08T20:30:27.002829] [INFO ] [FORECASTER] Completed predict_future for QQQY
[2025-12-08T20:30:27.002966] [INFO ] [sig       ] QQQY: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:30:27.145549] [INFO ] [LOCAL     ] Saved forecast: QQQY	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/QQQY.txt
[2025-12-08T20:30:27.145709] [INFO ] [sig       ] [2696/3624] Completed QQQY in 0.3s | 2.92 sym/s | Total: 15.4m | ETA: 5.3m
[2025-12-08T20:30:27.145748] [INFO ] [sig       ] [2697/3624] Forecasting QRHC...
[2025-12-08T20:30:27.145778] [INFO ] [sig       ] Generating forecast for: QRHC
[2025-12-08T20:30:27.145807] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QRHC' from 'https://tdm.silogroup.org/data/derivative_storage/QRHC.csv'.
[2025-12-08T20:30:27.158606] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QRHC'.
[2025-12-08T20:30:27.158968] [INFO ] [FORECASTER] Starting predict_future for QRHC
[2025-12-08T20:30:27.159791] [DEBUG] [LOCAL     ] No optimal features file found for QRHC: ./output/feature-sets/QRHC.txt
[2025-12-08T20:30:27.159842] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:27.159874] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:27.159901] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:27.159957] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:27.217121] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:27.218018] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:27.218102] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:27.218149] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:27.346674] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:27.346822] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:27.346862] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:27.346890] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:27.350408] [DEBUG] [FORECASTER] QRHC: Forecast T+1@11:T+2@11: UP (p=68.77%)
[2025-12-08T20:30:27.350707] [INFO ] [FORECASTER] Completed predict_future for QRHC
[2025-12-08T20:30:27.350833] [INFO ] [sig       ] QRHC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:30:27.497836] [INFO ] [LOCAL     ] Saved forecast: QRHC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/QRHC.txt
[2025-12-08T20:30:27.498006] [INFO ] [sig       ] [2697/3624] Completed QRHC in 0.4s | 2.92 sym/s | Total: 15.4m | ETA: 5.3m
[2025-12-08T20:30:27.498065] [INFO ] [sig       ] [2698/3624] Forecasting QRVO...
[2025-12-08T20:30:27.498110] [INFO ] [sig       ] Generating forecast for: QRVO
[2025-12-08T20:30:27.498155] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QRVO' from 'https://tdm.silogroup.org/data/derivative_storage/QRVO.csv'.
[2025-12-08T20:30:27.514802] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QRVO'.
[2025-12-08T20:30:27.515197] [INFO ] [FORECASTER] Starting predict_future for QRVO
[2025-12-08T20:30:27.516204] [DEBUG] [LOCAL     ] No optimal features file found for QRVO: ./output/feature-sets/QRVO.txt
[2025-12-08T20:30:27.516273] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:27.516322] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:27.516354] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:27.516410] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:27.576683] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:27.577504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:27.577603] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:27.577639] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:27.695832] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:27.695986] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:27.696024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:27.696056] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:27.699478] [DEBUG] [FORECASTER] QRVO: Forecast T+1@11:T+2@11: UP (p=99.07%)
[2025-12-08T20:30:27.699766] [INFO ] [FORECASTER] Completed predict_future for QRVO
[2025-12-08T20:30:27.699889] [INFO ] [sig       ] QRVO: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:30:27.843224] [INFO ] [LOCAL     ] Saved forecast: QRVO	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/QRVO.txt
[2025-12-08T20:30:27.843400] [INFO ] [sig       ] [2698/3624] Completed QRVO in 0.3s | 2.92 sym/s | Total: 15.4m | ETA: 5.3m
[2025-12-08T20:30:27.843441] [INFO ] [sig       ] [2699/3624] Forecasting QS...
[2025-12-08T20:30:27.843470] [INFO ] [sig       ] Generating forecast for: QS
[2025-12-08T20:30:27.843500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QS' from 'https://tdm.silogroup.org/data/derivative_storage/QS.csv'.
[2025-12-08T20:30:27.855416] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QS'.
[2025-12-08T20:30:27.855800] [INFO ] [FORECASTER] Starting predict_future for QS
[2025-12-08T20:30:27.856561] [DEBUG] [LOCAL     ] No optimal features file found for QS: ./output/feature-sets/QS.txt
[2025-12-08T20:30:27.856629] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:27.856660] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:27.856686] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:27.856741] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:27.914789] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:27.915652] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:27.915731] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:27.915763] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:28.055460] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:28.055651] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:28.055692] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:28.055720] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:28.059068] [DEBUG] [FORECASTER] QS: Forecast T+1@11:T+2@11: DOWN (p=34.68%)
[2025-12-08T20:30:28.059340] [INFO ] [FORECASTER] Completed predict_future for QS
[2025-12-08T20:30:28.059461] [INFO ] [sig       ] QS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:30:28.201190] [INFO ] [LOCAL     ] Saved forecast: QS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/QS.txt
[2025-12-08T20:30:28.201311] [INFO ] [sig       ] [2699/3624] Completed QS in 0.4s | 2.92 sym/s | Total: 15.4m | ETA: 5.3m
[2025-12-08T20:30:28.201349] [INFO ] [sig       ] [2700/3624] Forecasting QSI...
[2025-12-08T20:30:28.201378] [INFO ] [sig       ] Generating forecast for: QSI
[2025-12-08T20:30:28.201407] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QSI' from 'https://tdm.silogroup.org/data/derivative_storage/QSI.csv'.
[2025-12-08T20:30:28.213392] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QSI'.
[2025-12-08T20:30:28.213735] [INFO ] [FORECASTER] Starting predict_future for QSI
[2025-12-08T20:30:28.214510] [DEBUG] [LOCAL     ] No optimal features file found for QSI: ./output/feature-sets/QSI.txt
[2025-12-08T20:30:28.214560] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:28.214611] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:28.214638] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:28.214693] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:28.272189] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:28.272942] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:28.273018] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:28.273049] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:28.390925] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:28.391076] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:28.391115] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:28.391143] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:28.394473] [DEBUG] [FORECASTER] QSI: Forecast T+1@11:T+2@11: DOWN (p=2.15%)
[2025-12-08T20:30:28.394761] [INFO ] [FORECASTER] Completed predict_future for QSI
[2025-12-08T20:30:28.394882] [INFO ] [sig       ] QSI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:30:28.533989] [INFO ] [LOCAL     ] Saved forecast: QSI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/QSI.txt
[2025-12-08T20:30:28.534114] [INFO ] [sig       ] [2700/3624] Completed QSI in 0.3s | 2.92 sym/s | Total: 15.4m | ETA: 5.3m
[2025-12-08T20:30:28.534152] [INFO ] [sig       ] [2701/3624] Forecasting QTEC...
[2025-12-08T20:30:28.534180] [INFO ] [sig       ] Generating forecast for: QTEC
[2025-12-08T20:30:28.534209] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTEC' from 'https://tdm.silogroup.org/data/derivative_storage/QTEC.csv'.
[2025-12-08T20:30:28.545883] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTEC'.
[2025-12-08T20:30:28.546213] [INFO ] [FORECASTER] Starting predict_future for QTEC
[2025-12-08T20:30:28.546994] [DEBUG] [LOCAL     ] No optimal features file found for QTEC: ./output/feature-sets/QTEC.txt
[2025-12-08T20:30:28.547043] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:28.547075] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:28.547102] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:28.547156] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:28.604189] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:28.604806] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:28.604882] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:28.604916] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:28.724126] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:28.724272] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:28.724309] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:28.724337] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:28.727642] [DEBUG] [FORECASTER] QTEC: Forecast T+1@11:T+2@11: UP (p=58.88%)
[2025-12-08T20:30:28.727911] [INFO ] [FORECASTER] Completed predict_future for QTEC
[2025-12-08T20:30:28.728030] [INFO ] [sig       ] QTEC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:30:28.869745] [INFO ] [LOCAL     ] Saved forecast: QTEC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/QTEC.txt
[2025-12-08T20:30:28.869878] [INFO ] [sig       ] [2701/3624] Completed QTEC in 0.3s | 2.92 sym/s | Total: 15.4m | ETA: 5.3m
[2025-12-08T20:30:28.869916] [INFO ] [sig       ] [2702/3624] Forecasting QTRX...
[2025-12-08T20:30:28.869945] [INFO ] [sig       ] Generating forecast for: QTRX
[2025-12-08T20:30:28.869974] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTRX' from 'https://tdm.silogroup.org/data/derivative_storage/QTRX.csv'.
[2025-12-08T20:30:28.881838] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTRX'.
[2025-12-08T20:30:28.882157] [INFO ] [FORECASTER] Starting predict_future for QTRX
[2025-12-08T20:30:28.882935] [DEBUG] [LOCAL     ] No optimal features file found for QTRX: ./output/feature-sets/QTRX.txt
[2025-12-08T20:30:28.882984] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:28.883039] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:28.883067] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:28.883123] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:28.938826] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:28.939398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:28.939471] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:28.939502] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:29.059348] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:29.059487] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:29.059525] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:29.059552] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:29.062775] [DEBUG] [FORECASTER] QTRX: Forecast T+1@11:T+2@11: DOWN (p=3.03%)
[2025-12-08T20:30:29.063034] [INFO ] [FORECASTER] Completed predict_future for QTRX
[2025-12-08T20:30:29.063150] [INFO ] [sig       ] QTRX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:30:29.202903] [INFO ] [LOCAL     ] Saved forecast: QTRX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/QTRX.txt
[2025-12-08T20:30:29.203017] [INFO ] [sig       ] [2702/3624] Completed QTRX in 0.3s | 2.92 sym/s | Total: 15.4m | ETA: 5.3m
[2025-12-08T20:30:29.203056] [INFO ] [sig       ] [2703/3624] Forecasting QTTB...
[2025-12-08T20:30:29.203085] [INFO ] [sig       ] Generating forecast for: QTTB
[2025-12-08T20:30:29.203117] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTTB' from 'https://tdm.silogroup.org/data/derivative_storage/QTTB.csv'.
[2025-12-08T20:30:29.214887] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTTB'.
[2025-12-08T20:30:29.215220] [INFO ] [FORECASTER] Starting predict_future for QTTB
[2025-12-08T20:30:29.216014] [DEBUG] [LOCAL     ] No optimal features file found for QTTB: ./output/feature-sets/QTTB.txt
[2025-12-08T20:30:29.216064] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:29.216097] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:29.216125] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:29.216187] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:29.272093] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:29.272753] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:29.272826] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:29.272857] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:29.397850] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:29.398002] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:29.398044] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:29.398079] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:29.401403] [DEBUG] [FORECASTER] QTTB: Forecast T+1@11:T+2@11: DOWN (p=27.06%)
[2025-12-08T20:30:29.401723] [INFO ] [FORECASTER] Completed predict_future for QTTB
[2025-12-08T20:30:29.401844] [INFO ] [sig       ] QTTB: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:30:29.541286] [INFO ] [LOCAL     ] Saved forecast: QTTB	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/QTTB.txt
[2025-12-08T20:30:29.541434] [INFO ] [sig       ] [2703/3624] Completed QTTB in 0.3s | 2.92 sym/s | Total: 15.4m | ETA: 5.3m
[2025-12-08T20:30:29.541474] [INFO ] [sig       ] [2704/3624] Forecasting QTUM...
[2025-12-08T20:30:29.541503] [INFO ] [sig       ] Generating forecast for: QTUM
[2025-12-08T20:30:29.541531] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTUM' from 'https://tdm.silogroup.org/data/derivative_storage/QTUM.csv'.
[2025-12-08T20:30:29.553635] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTUM'.
[2025-12-08T20:30:29.554002] [INFO ] [FORECASTER] Starting predict_future for QTUM
[2025-12-08T20:30:29.554791] [DEBUG] [LOCAL     ] No optimal features file found for QTUM: ./output/feature-sets/QTUM.txt
[2025-12-08T20:30:29.554840] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:29.554872] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:29.554899] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:29.554954] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:29.612845] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:29.613708] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:29.613791] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:29.613824] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:29.728969] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:29.729129] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:29.729169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:29.729196] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:29.732543] [DEBUG] [FORECASTER] QTUM: Forecast T+1@11:T+2@11: UP (p=64.36%)
[2025-12-08T20:30:29.732851] [INFO ] [FORECASTER] Completed predict_future for QTUM
[2025-12-08T20:30:29.732978] [INFO ] [sig       ] QTUM: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:30:29.874436] [INFO ] [LOCAL     ] Saved forecast: QTUM	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/QTUM.txt
[2025-12-08T20:30:29.874599] [INFO ] [sig       ] [2704/3624] Completed QTUM in 0.3s | 2.92 sym/s | Total: 15.4m | ETA: 5.2m
[2025-12-08T20:30:29.874640] [INFO ] [sig       ] [2705/3624] Forecasting QTWO...
[2025-12-08T20:30:29.874670] [INFO ] [sig       ] Generating forecast for: QTWO
[2025-12-08T20:30:29.874700] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTWO' from 'https://tdm.silogroup.org/data/derivative_storage/QTWO.csv'.
[2025-12-08T20:30:29.886420] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTWO'.
[2025-12-08T20:30:29.886795] [INFO ] [FORECASTER] Starting predict_future for QTWO
[2025-12-08T20:30:29.887611] [DEBUG] [LOCAL     ] No optimal features file found for QTWO: ./output/feature-sets/QTWO.txt
[2025-12-08T20:30:29.887667] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:29.887699] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:29.887725] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:29.887781] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:29.945439] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:29.946299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:29.946381] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:29.946414] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:30.071357] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:30.071524] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:30.071565] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:30.071645] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:30.075056] [DEBUG] [FORECASTER] QTWO: Forecast T+1@11:T+2@11: UP (p=95.11%)
[2025-12-08T20:30:30.075335] [INFO ] [FORECASTER] Completed predict_future for QTWO
[2025-12-08T20:30:30.075458] [INFO ] [sig       ] QTWO: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:30:30.221416] [INFO ] [LOCAL     ] Saved forecast: QTWO	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/QTWO.txt
[2025-12-08T20:30:30.221588] [INFO ] [sig       ] [2705/3624] Completed QTWO in 0.3s | 2.92 sym/s | Total: 15.4m | ETA: 5.2m
[2025-12-08T20:30:30.221631] [INFO ] [sig       ] [2706/3624] Forecasting QUAD...
[2025-12-08T20:30:30.221659] [INFO ] [sig       ] Generating forecast for: QUAD
[2025-12-08T20:30:30.221688] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QUAD' from 'https://tdm.silogroup.org/data/derivative_storage/QUAD.csv'.
[2025-12-08T20:30:30.234775] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QUAD'.
[2025-12-08T20:30:30.235166] [INFO ] [FORECASTER] Starting predict_future for QUAD
[2025-12-08T20:30:30.235999] [DEBUG] [LOCAL     ] No optimal features file found for QUAD: ./output/feature-sets/QUAD.txt
[2025-12-08T20:30:30.236049] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:30.236082] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:30.236113] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:30.236169] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:30.297844] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:30.298688] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:30.298764] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:30.298797] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:30.419813] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:30.419958] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:30.419996] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:30.420025] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:30.423433] [DEBUG] [FORECASTER] QUAD: Forecast T+1@11:T+2@11: DOWN (p=40.33%)
[2025-12-08T20:30:30.423738] [INFO ] [FORECASTER] Completed predict_future for QUAD
[2025-12-08T20:30:30.423879] [INFO ] [sig       ] QUAD: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:30:30.568476] [INFO ] [LOCAL     ] Saved forecast: QUAD	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/QUAD.txt
[2025-12-08T20:30:30.568621] [INFO ] [sig       ] [2706/3624] Completed QUAD in 0.3s | 2.92 sym/s | Total: 15.4m | ETA: 5.2m
[2025-12-08T20:30:30.568660] [INFO ] [sig       ] [2707/3624] Forecasting QUIK...
[2025-12-08T20:30:30.568690] [INFO ] [sig       ] Generating forecast for: QUIK
[2025-12-08T20:30:30.568718] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QUIK' from 'https://tdm.silogroup.org/data/derivative_storage/QUIK.csv'.
[2025-12-08T20:30:30.580689] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QUIK'.
[2025-12-08T20:30:30.581012] [INFO ] [FORECASTER] Starting predict_future for QUIK
[2025-12-08T20:30:30.581817] [DEBUG] [LOCAL     ] No optimal features file found for QUIK: ./output/feature-sets/QUIK.txt
[2025-12-08T20:30:30.581868] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:30.581900] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:30.581929] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:30.581986] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:30.644898] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:30.645678] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:30.645756] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:30.645790] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:30.765685] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:30.765834] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:30.765872] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:30.765900] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:30.769266] [DEBUG] [FORECASTER] QUIK: Forecast T+1@11:T+2@11: DOWN (p=43.86%)
[2025-12-08T20:30:30.769550] [INFO ] [FORECASTER] Completed predict_future for QUIK
[2025-12-08T20:30:30.769697] [INFO ] [sig       ] QUIK: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:30:30.912721] [INFO ] [LOCAL     ] Saved forecast: QUIK	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/QUIK.txt
[2025-12-08T20:30:30.912856] [INFO ] [sig       ] [2707/3624] Completed QUIK in 0.3s | 2.92 sym/s | Total: 15.4m | ETA: 5.2m
[2025-12-08T20:30:30.912895] [INFO ] [sig       ] [2708/3624] Forecasting QURE...
[2025-12-08T20:30:30.912924] [INFO ] [sig       ] Generating forecast for: QURE
[2025-12-08T20:30:30.912953] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QURE' from 'https://tdm.silogroup.org/data/derivative_storage/QURE.csv'.
[2025-12-08T20:30:30.925615] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QURE'.
[2025-12-08T20:30:30.925968] [INFO ] [FORECASTER] Starting predict_future for QURE
[2025-12-08T20:30:30.926755] [DEBUG] [LOCAL     ] No optimal features file found for QURE: ./output/feature-sets/QURE.txt
[2025-12-08T20:30:30.926804] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:30.926834] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:30.926861] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:30.926916] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:30.984423] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:30.985174] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:30.985252] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:30.985284] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:31.107238] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:31.107390] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:31.107450] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:31.107478] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:31.110783] [DEBUG] [FORECASTER] QURE: Forecast T+1@11:T+2@11: DOWN (p=2.90%)
[2025-12-08T20:30:31.111049] [INFO ] [FORECASTER] Completed predict_future for QURE
[2025-12-08T20:30:31.111173] [INFO ] [sig       ] QURE: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:30:31.251621] [INFO ] [LOCAL     ] Saved forecast: QURE	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/QURE.txt
[2025-12-08T20:30:31.251810] [INFO ] [sig       ] [2708/3624] Completed QURE in 0.3s | 2.92 sym/s | Total: 15.4m | ETA: 5.2m
[2025-12-08T20:30:31.251863] [INFO ] [sig       ] [2709/3624] Forecasting QVAL...
[2025-12-08T20:30:31.251896] [INFO ] [sig       ] Generating forecast for: QVAL
[2025-12-08T20:30:31.251928] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QVAL' from 'https://tdm.silogroup.org/data/derivative_storage/QVAL.csv'.
[2025-12-08T20:30:31.265220] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QVAL'.
[2025-12-08T20:30:31.265622] [INFO ] [FORECASTER] Starting predict_future for QVAL
[2025-12-08T20:30:31.266417] [DEBUG] [LOCAL     ] No optimal features file found for QVAL: ./output/feature-sets/QVAL.txt
[2025-12-08T20:30:31.266479] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:31.266512] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:31.266539] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:31.266613] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:31.325234] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:31.326089] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:31.326168] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:31.326201] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:31.441106] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:31.441260] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:31.441298] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:31.441325] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:31.444698] [DEBUG] [FORECASTER] QVAL: Forecast T+1@11:T+2@11: DOWN (p=12.70%)
[2025-12-08T20:30:31.444971] [INFO ] [FORECASTER] Completed predict_future for QVAL
[2025-12-08T20:30:31.445088] [INFO ] [sig       ] QVAL: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:30:31.586710] [INFO ] [LOCAL     ] Saved forecast: QVAL	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/QVAL.txt
[2025-12-08T20:30:31.586852] [INFO ] [sig       ] [2709/3624] Completed QVAL in 0.3s | 2.92 sym/s | Total: 15.5m | ETA: 5.2m
[2025-12-08T20:30:31.586891] [INFO ] [sig       ] [2710/3624] Forecasting QVCC...
[2025-12-08T20:30:31.586922] [INFO ] [sig       ] Generating forecast for: QVCC
[2025-12-08T20:30:31.586952] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QVCC' from 'https://tdm.silogroup.org/data/derivative_storage/QVCC.csv'.
[2025-12-08T20:30:31.598839] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QVCC'.
[2025-12-08T20:30:31.599194] [INFO ] [FORECASTER] Starting predict_future for QVCC
[2025-12-08T20:30:31.600104] [DEBUG] [LOCAL     ] No optimal features file found for QVCC: ./output/feature-sets/QVCC.txt
[2025-12-08T20:30:31.600154] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:31.600185] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:31.600212] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:31.600268] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:31.658831] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:31.659686] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:31.659767] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:31.659801] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:31.782173] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:31.782324] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:31.782365] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:31.782394] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:31.785875] [DEBUG] [FORECASTER] QVCC: Forecast T+1@11:T+2@11: DOWN (p=39.67%)
[2025-12-08T20:30:31.786179] [INFO ] [FORECASTER] Completed predict_future for QVCC
[2025-12-08T20:30:31.786324] [INFO ] [sig       ] QVCC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:30:31.932293] [INFO ] [LOCAL     ] Saved forecast: QVCC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/QVCC.txt
[2025-12-08T20:30:31.932444] [INFO ] [sig       ] [2710/3624] Completed QVCC in 0.3s | 2.92 sym/s | Total: 15.5m | ETA: 5.2m
[2025-12-08T20:30:31.932487] [INFO ] [sig       ] [2711/3624] Forecasting QYLD...
[2025-12-08T20:30:31.932517] [INFO ] [sig       ] Generating forecast for: QYLD
[2025-12-08T20:30:31.932548] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QYLD' from 'https://tdm.silogroup.org/data/derivative_storage/QYLD.csv'.
[2025-12-08T20:30:31.944968] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QYLD'.
[2025-12-08T20:30:31.945358] [INFO ] [FORECASTER] Starting predict_future for QYLD
[2025-12-08T20:30:31.946143] [DEBUG] [LOCAL     ] No optimal features file found for QYLD: ./output/feature-sets/QYLD.txt
[2025-12-08T20:30:31.946196] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:31.946227] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:31.946253] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:31.946308] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:32.006075] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:32.007002] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:32.007083] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:32.007116] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:32.136493] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:32.136723] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:32.136777] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:32.136815] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:32.141870] [DEBUG] [FORECASTER] QYLD: Forecast T+1@11:T+2@11: UP (p=71.81%)
[2025-12-08T20:30:32.142325] [INFO ] [FORECASTER] Completed predict_future for QYLD
[2025-12-08T20:30:32.142518] [INFO ] [sig       ] QYLD: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:30:32.314051] [INFO ] [LOCAL     ] Saved forecast: QYLD	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/QYLD.txt
[2025-12-08T20:30:32.314244] [INFO ] [sig       ] [2711/3624] Completed QYLD in 0.4s | 2.92 sym/s | Total: 15.5m | ETA: 5.2m
[2025-12-08T20:30:32.314299] [INFO ] [sig       ] [2712/3624] Forecasting QYLG...
[2025-12-08T20:30:32.314341] [INFO ] [sig       ] Generating forecast for: QYLG
[2025-12-08T20:30:32.314385] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QYLG' from 'https://tdm.silogroup.org/data/derivative_storage/QYLG.csv'.
[2025-12-08T20:30:32.328028] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QYLG'.
[2025-12-08T20:30:32.328428] [INFO ] [FORECASTER] Starting predict_future for QYLG
[2025-12-08T20:30:32.329269] [DEBUG] [LOCAL     ] No optimal features file found for QYLG: ./output/feature-sets/QYLG.txt
[2025-12-08T20:30:32.329333] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:32.329376] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:32.329414] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:32.329492] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:32.395153] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:32.396079] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:32.396199] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:32.396234] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:32.532435] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:32.532608] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:32.532650] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:32.532680] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:32.536144] [DEBUG] [FORECASTER] QYLG: Forecast T+1@11:T+2@11: DOWN (p=19.81%)
[2025-12-08T20:30:32.536431] [INFO ] [FORECASTER] Completed predict_future for QYLG
[2025-12-08T20:30:32.536561] [INFO ] [sig       ] QYLG: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:30:32.704280] [INFO ] [LOCAL     ] Saved forecast: QYLG	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/QYLG.txt
[2025-12-08T20:30:32.704439] [INFO ] [sig       ] [2712/3624] Completed QYLG in 0.4s | 2.92 sym/s | Total: 15.5m | ETA: 5.2m
[2025-12-08T20:30:32.704489] [INFO ] [sig       ] [2713/3624] Forecasting RA...
[2025-12-08T20:30:32.704519] [INFO ] [sig       ] Generating forecast for: RA
[2025-12-08T20:30:32.704548] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RA' from 'https://tdm.silogroup.org/data/derivative_storage/RA.csv'.
[2025-12-08T20:30:32.717643] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RA'.
[2025-12-08T20:30:32.718031] [INFO ] [FORECASTER] Starting predict_future for RA
[2025-12-08T20:30:32.718863] [DEBUG] [LOCAL     ] No optimal features file found for RA: ./output/feature-sets/RA.txt
[2025-12-08T20:30:32.718914] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:32.718946] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:32.718973] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:32.719029] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:32.775795] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:32.776707] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:32.776794] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:32.776827] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:32.905631] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:32.905798] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:32.905840] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:32.905869] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:32.909274] [DEBUG] [FORECASTER] RA: Forecast T+1@11:T+2@11: DOWN (p=36.92%)
[2025-12-08T20:30:32.909559] [INFO ] [FORECASTER] Completed predict_future for RA
[2025-12-08T20:30:32.909708] [INFO ] [sig       ] RA: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:30:33.054219] [INFO ] [LOCAL     ] Saved forecast: RA	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/RA.txt
[2025-12-08T20:30:33.054385] [INFO ] [sig       ] [2713/3624] Completed RA in 0.3s | 2.92 sym/s | Total: 15.5m | ETA: 5.2m
[2025-12-08T20:30:33.054427] [INFO ] [sig       ] [2714/3624] Forecasting RACE...
[2025-12-08T20:30:33.054456] [INFO ] [sig       ] Generating forecast for: RACE
[2025-12-08T20:30:33.054484] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RACE' from 'https://tdm.silogroup.org/data/derivative_storage/RACE.csv'.
[2025-12-08T20:30:33.068362] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RACE'.
[2025-12-08T20:30:33.068781] [INFO ] [FORECASTER] Starting predict_future for RACE
[2025-12-08T20:30:33.069851] [DEBUG] [LOCAL     ] No optimal features file found for RACE: ./output/feature-sets/RACE.txt
[2025-12-08T20:30:33.069906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:33.069937] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:33.069962] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:33.070015] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:33.130642] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:33.131529] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:33.131642] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:33.131676] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:33.257590] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:33.257747] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:33.257785] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:33.257812] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:33.261163] [DEBUG] [FORECASTER] RACE: Forecast T+1@11:T+2@11: UP (p=97.63%)
[2025-12-08T20:30:33.261471] [INFO ] [FORECASTER] Completed predict_future for RACE
[2025-12-08T20:30:33.261642] [INFO ] [sig       ] RACE: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:30:33.399867] [INFO ] [LOCAL     ] Saved forecast: RACE	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/RACE.txt
[2025-12-08T20:30:33.400019] [INFO ] [sig       ] [2714/3624] Completed RACE in 0.3s | 2.92 sym/s | Total: 15.5m | ETA: 5.2m
[2025-12-08T20:30:33.400058] [INFO ] [sig       ] [2715/3624] Forecasting RAIL...
[2025-12-08T20:30:33.400086] [INFO ] [sig       ] Generating forecast for: RAIL
[2025-12-08T20:30:33.400115] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAIL' from 'https://tdm.silogroup.org/data/derivative_storage/RAIL.csv'.
[2025-12-08T20:30:33.412339] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAIL'.
[2025-12-08T20:30:33.412756] [INFO ] [FORECASTER] Starting predict_future for RAIL
[2025-12-08T20:30:33.413560] [DEBUG] [LOCAL     ] No optimal features file found for RAIL: ./output/feature-sets/RAIL.txt
[2025-12-08T20:30:33.413632] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:33.413664] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:33.413689] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:33.413744] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:33.471406] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:33.472317] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:33.472398] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:33.472429] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:33.595418] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:33.595587] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:33.595628] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:33.595658] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:33.598996] [DEBUG] [FORECASTER] RAIL: Forecast T+1@11:T+2@11: UP (p=85.40%)
[2025-12-08T20:30:33.599280] [INFO ] [FORECASTER] Completed predict_future for RAIL
[2025-12-08T20:30:33.599401] [INFO ] [sig       ] RAIL: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:30:33.744874] [INFO ] [LOCAL     ] Saved forecast: RAIL	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/RAIL.txt
[2025-12-08T20:30:33.745063] [INFO ] [sig       ] [2715/3624] Completed RAIL in 0.3s | 2.92 sym/s | Total: 15.5m | ETA: 5.2m
[2025-12-08T20:30:33.745104] [INFO ] [sig       ] [2716/3624] Forecasting RAMP...
[2025-12-08T20:30:33.745133] [INFO ] [sig       ] Generating forecast for: RAMP
[2025-12-08T20:30:33.745161] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAMP' from 'https://tdm.silogroup.org/data/derivative_storage/RAMP.csv'.
[2025-12-08T20:30:33.757481] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAMP'.
[2025-12-08T20:30:33.757899] [INFO ] [FORECASTER] Starting predict_future for RAMP
[2025-12-08T20:30:33.758778] [DEBUG] [LOCAL     ] No optimal features file found for RAMP: ./output/feature-sets/RAMP.txt
[2025-12-08T20:30:33.758831] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:33.758863] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:33.758889] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:33.758946] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:33.816978] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:33.817922] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:33.818028] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:33.818074] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:33.939665] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:33.939818] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:33.939874] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:33.939904] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:33.943217] [DEBUG] [FORECASTER] RAMP: Forecast T+1@11:T+2@11: UP (p=50.67%)
[2025-12-08T20:30:33.943495] [INFO ] [FORECASTER] Completed predict_future for RAMP
[2025-12-08T20:30:33.943639] [INFO ] [sig       ] RAMP: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:30:34.082686] [INFO ] [LOCAL     ] Saved forecast: RAMP	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/RAMP.txt
[2025-12-08T20:30:34.082830] [INFO ] [sig       ] [2716/3624] Completed RAMP in 0.3s | 2.92 sym/s | Total: 15.5m | ETA: 5.2m
[2025-12-08T20:30:34.082870] [INFO ] [sig       ] [2717/3624] Forecasting RAPP...
[2025-12-08T20:30:34.082901] [INFO ] [sig       ] Generating forecast for: RAPP
[2025-12-08T20:30:34.082931] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAPP' from 'https://tdm.silogroup.org/data/derivative_storage/RAPP.csv'.
[2025-12-08T20:30:34.095054] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAPP'.
[2025-12-08T20:30:34.095429] [INFO ] [FORECASTER] Starting predict_future for RAPP
[2025-12-08T20:30:34.096217] [DEBUG] [LOCAL     ] No optimal features file found for RAPP: ./output/feature-sets/RAPP.txt
[2025-12-08T20:30:34.096266] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:34.096296] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:34.096322] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:34.096377] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:34.151850] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:34.152747] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:34.152826] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:34.152858] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:34.274147] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:34.274307] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:34.274344] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:34.274372] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:34.277710] [DEBUG] [FORECASTER] RAPP: Forecast T+1@11:T+2@11: DOWN (p=3.31%)
[2025-12-08T20:30:34.277989] [INFO ] [FORECASTER] Completed predict_future for RAPP
[2025-12-08T20:30:34.278117] [INFO ] [sig       ] RAPP: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:30:34.415775] [INFO ] [LOCAL     ] Saved forecast: RAPP	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/RAPP.txt
[2025-12-08T20:30:34.415903] [INFO ] [sig       ] [2717/3624] Completed RAPP in 0.3s | 2.92 sym/s | Total: 15.5m | ETA: 5.2m
[2025-12-08T20:30:34.415941] [INFO ] [sig       ] [2718/3624] Forecasting RARE...
[2025-12-08T20:30:34.415970] [INFO ] [sig       ] Generating forecast for: RARE
[2025-12-08T20:30:34.415998] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RARE' from 'https://tdm.silogroup.org/data/derivative_storage/RARE.csv'.
[2025-12-08T20:30:34.428358] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RARE'.
[2025-12-08T20:30:34.428729] [INFO ] [FORECASTER] Starting predict_future for RARE
[2025-12-08T20:30:34.429482] [DEBUG] [LOCAL     ] No optimal features file found for RARE: ./output/feature-sets/RARE.txt
[2025-12-08T20:30:34.429531] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:34.429563] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:34.429613] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:34.429669] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:34.484998] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:34.485690] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:34.485766] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:34.485798] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:34.604618] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:34.604773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:34.604811] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:34.604839] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:34.608137] [DEBUG] [FORECASTER] RARE: Forecast T+1@11:T+2@11: UP (p=94.17%)
[2025-12-08T20:30:34.608436] [INFO ] [FORECASTER] Completed predict_future for RARE
[2025-12-08T20:30:34.608551] [INFO ] [sig       ] RARE: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:30:34.745144] [INFO ] [LOCAL     ] Saved forecast: RARE	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/RARE.txt
[2025-12-08T20:30:34.745273] [INFO ] [sig       ] [2718/3624] Completed RARE in 0.3s | 2.92 sym/s | Total: 15.5m | ETA: 5.2m
[2025-12-08T20:30:34.745312] [INFO ] [sig       ] [2719/3624] Forecasting RAVE...
[2025-12-08T20:30:34.745341] [INFO ] [sig       ] Generating forecast for: RAVE
[2025-12-08T20:30:34.745371] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAVE' from 'https://tdm.silogroup.org/data/derivative_storage/RAVE.csv'.
[2025-12-08T20:30:34.756846] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAVE'.
[2025-12-08T20:30:34.757190] [INFO ] [FORECASTER] Starting predict_future for RAVE
[2025-12-08T20:30:34.758021] [DEBUG] [LOCAL     ] No optimal features file found for RAVE: ./output/feature-sets/RAVE.txt
[2025-12-08T20:30:34.758071] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:34.758128] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:34.758155] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:34.758210] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:34.813630] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:34.814462] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:34.814541] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:34.814593] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:34.924179] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:34.924333] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:34.924369] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:34.924398] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:34.927784] [DEBUG] [FORECASTER] RAVE: Forecast T+1@11:T+2@11: DOWN (p=24.43%)
[2025-12-08T20:30:34.928059] [INFO ] [FORECASTER] Completed predict_future for RAVE
[2025-12-08T20:30:34.928180] [INFO ] [sig       ] RAVE: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:30:35.065628] [INFO ] [LOCAL     ] Saved forecast: RAVE	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/RAVE.txt
[2025-12-08T20:30:35.065785] [INFO ] [sig       ] [2719/3624] Completed RAVE in 0.3s | 2.92 sym/s | Total: 15.5m | ETA: 5.2m
[2025-12-08T20:30:35.065825] [INFO ] [sig       ] [2720/3624] Forecasting RAY...
[2025-12-08T20:30:35.065854] [INFO ] [sig       ] Generating forecast for: RAY
[2025-12-08T20:30:35.065883] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAY' from 'https://tdm.silogroup.org/data/derivative_storage/RAY.csv'.
[2025-12-08T20:30:35.077956] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAY'.
[2025-12-08T20:30:35.078335] [INFO ] [FORECASTER] Starting predict_future for RAY
[2025-12-08T20:30:35.079127] [DEBUG] [LOCAL     ] No optimal features file found for RAY: ./output/feature-sets/RAY.txt
[2025-12-08T20:30:35.079176] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:35.079219] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:35.079246] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:35.079301] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:35.133859] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:35.134610] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:35.134687] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:35.134717] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:35.244024] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:35.244165] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:35.244203] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:35.244230] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:35.247505] [DEBUG] [FORECASTER] RAY: Forecast T+1@11:T+2@11: UP (p=64.37%)
[2025-12-08T20:30:35.247809] [INFO ] [FORECASTER] Completed predict_future for RAY
[2025-12-08T20:30:35.247929] [INFO ] [sig       ] RAY: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:30:35.387044] [INFO ] [LOCAL     ] Saved forecast: RAY	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/RAY.txt
[2025-12-08T20:30:35.387196] [INFO ] [sig       ] [2720/3624] Completed RAY in 0.3s | 2.92 sym/s | Total: 15.5m | ETA: 5.2m
[2025-12-08T20:30:35.387235] [INFO ] [sig       ] [2721/3624] Forecasting RBA...
[2025-12-08T20:30:35.387264] [INFO ] [sig       ] Generating forecast for: RBA
[2025-12-08T20:30:35.387293] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBA' from 'https://tdm.silogroup.org/data/derivative_storage/RBA.csv'.
[2025-12-08T20:30:35.399165] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBA'.
[2025-12-08T20:30:35.399525] [INFO ] [FORECASTER] Starting predict_future for RBA
[2025-12-08T20:30:35.400389] [DEBUG] [LOCAL     ] No optimal features file found for RBA: ./output/feature-sets/RBA.txt
[2025-12-08T20:30:35.400442] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:35.400476] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:35.400502] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:35.400558] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:35.457172] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:35.457913] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:35.457993] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:35.458025] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:35.573709] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:35.573856] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:35.573894] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:35.573922] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:35.577141] [DEBUG] [FORECASTER] RBA: Forecast T+1@11:T+2@11: UP (p=50.22%)
[2025-12-08T20:30:35.577425] [INFO ] [FORECASTER] Completed predict_future for RBA
[2025-12-08T20:30:35.577546] [INFO ] [sig       ] RBA: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:30:35.713381] [INFO ] [LOCAL     ] Saved forecast: RBA	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/RBA.txt
[2025-12-08T20:30:35.713503] [INFO ] [sig       ] [2721/3624] Completed RBA in 0.3s | 2.92 sym/s | Total: 15.5m | ETA: 5.2m
[2025-12-08T20:30:35.713541] [INFO ] [sig       ] [2722/3624] Forecasting RBB...
[2025-12-08T20:30:35.713585] [INFO ] [sig       ] Generating forecast for: RBB
[2025-12-08T20:30:35.713619] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBB' from 'https://tdm.silogroup.org/data/derivative_storage/RBB.csv'.
[2025-12-08T20:30:35.725610] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBB'.
[2025-12-08T20:30:35.725975] [INFO ] [FORECASTER] Starting predict_future for RBB
[2025-12-08T20:30:35.726766] [DEBUG] [LOCAL     ] No optimal features file found for RBB: ./output/feature-sets/RBB.txt
[2025-12-08T20:30:35.726815] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:35.726845] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:35.726871] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:35.726925] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:35.781634] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:35.782315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:35.782391] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:35.782422] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:35.903706] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:35.903862] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:35.903899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:35.903953] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:35.907226] [DEBUG] [FORECASTER] RBB: Forecast T+1@11:T+2@11: DOWN (p=32.75%)
[2025-12-08T20:30:35.907520] [INFO ] [FORECASTER] Completed predict_future for RBB
[2025-12-08T20:30:35.907662] [INFO ] [sig       ] RBB: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:30:36.047206] [INFO ] [LOCAL     ] Saved forecast: RBB	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/RBB.txt
[2025-12-08T20:30:36.047342] [INFO ] [sig       ] [2722/3624] Completed RBB in 0.3s | 2.92 sym/s | Total: 15.5m | ETA: 5.1m
[2025-12-08T20:30:36.047381] [INFO ] [sig       ] [2723/3624] Forecasting RBBN...
[2025-12-08T20:30:36.047428] [INFO ] [sig       ] Generating forecast for: RBBN
[2025-12-08T20:30:36.047459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBBN' from 'https://tdm.silogroup.org/data/derivative_storage/RBBN.csv'.
[2025-12-08T20:30:36.059860] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBBN'.
[2025-12-08T20:30:36.060215] [INFO ] [FORECASTER] Starting predict_future for RBBN
[2025-12-08T20:30:36.061013] [DEBUG] [LOCAL     ] No optimal features file found for RBBN: ./output/feature-sets/RBBN.txt
[2025-12-08T20:30:36.061063] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:36.061094] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:36.061121] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:36.061175] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:36.117435] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:36.118224] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:36.118303] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:36.118337] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:36.241731] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:36.241884] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:36.241938] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:36.241980] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:36.245754] [DEBUG] [FORECASTER] RBBN: Forecast T+1@11:T+2@11: UP (p=97.98%)
[2025-12-08T20:30:36.246053] [INFO ] [FORECASTER] Completed predict_future for RBBN
[2025-12-08T20:30:36.246178] [INFO ] [sig       ] RBBN: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:30:36.390227] [INFO ] [LOCAL     ] Saved forecast: RBBN	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/RBBN.txt
[2025-12-08T20:30:36.390385] [INFO ] [sig       ] [2723/3624] Completed RBBN in 0.3s | 2.92 sym/s | Total: 15.5m | ETA: 5.1m
[2025-12-08T20:30:36.390444] [INFO ] [sig       ] [2724/3624] Forecasting RBC...
[2025-12-08T20:30:36.390487] [INFO ] [sig       ] Generating forecast for: RBC
[2025-12-08T20:30:36.390520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBC' from 'https://tdm.silogroup.org/data/derivative_storage/RBC.csv'.
[2025-12-08T20:30:36.403122] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBC'.
[2025-12-08T20:30:36.403519] [INFO ] [FORECASTER] Starting predict_future for RBC
[2025-12-08T20:30:36.404332] [DEBUG] [LOCAL     ] No optimal features file found for RBC: ./output/feature-sets/RBC.txt
[2025-12-08T20:30:36.404383] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:36.404415] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:36.404441] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:36.404498] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:36.463554] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:36.464370] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:36.464451] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:36.464490] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:36.584475] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:36.584642] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:36.584681] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:36.584709] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:36.587994] [DEBUG] [FORECASTER] RBC: Forecast T+1@11:T+2@11: UP (p=59.95%)
[2025-12-08T20:30:36.588258] [INFO ] [FORECASTER] Completed predict_future for RBC
[2025-12-08T20:30:36.588378] [INFO ] [sig       ] RBC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:30:36.727121] [INFO ] [LOCAL     ] Saved forecast: RBC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/RBC.txt
[2025-12-08T20:30:36.727252] [INFO ] [sig       ] [2724/3624] Completed RBC in 0.3s | 2.92 sym/s | Total: 15.5m | ETA: 5.1m
[2025-12-08T20:30:36.727290] [INFO ] [sig       ] [2725/3624] Forecasting RBCAA...
[2025-12-08T20:30:36.727318] [INFO ] [sig       ] Generating forecast for: RBCAA
[2025-12-08T20:30:36.727348] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBCAA' from 'https://tdm.silogroup.org/data/derivative_storage/RBCAA.csv'.
[2025-12-08T20:30:36.739162] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBCAA'.
[2025-12-08T20:30:36.739520] [INFO ] [FORECASTER] Starting predict_future for RBCAA
[2025-12-08T20:30:36.740299] [DEBUG] [LOCAL     ] No optimal features file found for RBCAA: ./output/feature-sets/RBCAA.txt
[2025-12-08T20:30:36.740348] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:36.740377] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:36.740402] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:36.740456] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:36.794827] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:36.795493] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:36.795569] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:36.795621] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:36.909901] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:36.910052] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:36.910092] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:36.910120] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:36.913748] [DEBUG] [FORECASTER] RBCAA: Forecast T+1@11:T+2@11: DOWN (p=11.20%)
[2025-12-08T20:30:36.914025] [INFO ] [FORECASTER] Completed predict_future for RBCAA
[2025-12-08T20:30:36.914148] [INFO ] [sig       ] RBCAA: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:30:37.058180] [INFO ] [LOCAL     ] Saved forecast: RBCAA	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/RBCAA.txt
[2025-12-08T20:30:37.058338] [INFO ] [sig       ] [2725/3624] Completed RBCAA in 0.3s | 2.92 sym/s | Total: 15.5m | ETA: 5.1m
[2025-12-08T20:30:37.058388] [INFO ] [sig       ] [2726/3624] Forecasting RBLX...
[2025-12-08T20:30:37.058419] [INFO ] [sig       ] Generating forecast for: RBLX
[2025-12-08T20:30:37.058454] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBLX' from 'https://tdm.silogroup.org/data/derivative_storage/RBLX.csv'.
[2025-12-08T20:30:37.070772] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBLX'.
[2025-12-08T20:30:37.071131] [INFO ] [FORECASTER] Starting predict_future for RBLX
[2025-12-08T20:30:37.071934] [DEBUG] [LOCAL     ] No optimal features file found for RBLX: ./output/feature-sets/RBLX.txt
[2025-12-08T20:30:37.071986] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:37.072018] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:37.072045] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:37.072101] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:37.130186] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:37.130956] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:37.131036] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:37.131069] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:37.259842] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:37.259990] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:37.260030] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:37.260059] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:37.263538] [DEBUG] [FORECASTER] RBLX: Forecast T+1@11:T+2@11: UP (p=93.27%)
[2025-12-08T20:30:37.263833] [INFO ] [FORECASTER] Completed predict_future for RBLX
[2025-12-08T20:30:37.263956] [INFO ] [sig       ] RBLX: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:30:37.411704] [INFO ] [LOCAL     ] Saved forecast: RBLX	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/RBLX.txt
[2025-12-08T20:30:37.411844] [INFO ] [sig       ] [2726/3624] Completed RBLX in 0.4s | 2.92 sym/s | Total: 15.5m | ETA: 5.1m
[2025-12-08T20:30:37.411884] [INFO ] [sig       ] [2727/3624] Forecasting RC...
[2025-12-08T20:30:37.411915] [INFO ] [sig       ] Generating forecast for: RC
[2025-12-08T20:30:37.411944] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RC' from 'https://tdm.silogroup.org/data/derivative_storage/RC.csv'.
[2025-12-08T20:30:37.424440] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RC'.
[2025-12-08T20:30:37.424872] [INFO ] [FORECASTER] Starting predict_future for RC
[2025-12-08T20:30:37.425819] [DEBUG] [LOCAL     ] No optimal features file found for RC: ./output/feature-sets/RC.txt
[2025-12-08T20:30:37.425871] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:37.425903] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:37.425930] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:37.425984] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:37.485521] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:37.486276] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:37.486356] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:37.486389] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:37.614950] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:37.615100] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:37.615139] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:37.615187] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:37.618723] [DEBUG] [FORECASTER] RC: Forecast T+1@11:T+2@11: UP (p=73.64%)
[2025-12-08T20:30:37.619003] [INFO ] [FORECASTER] Completed predict_future for RC
[2025-12-08T20:30:37.619126] [INFO ] [sig       ] RC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:30:37.763994] [INFO ] [LOCAL     ] Saved forecast: RC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/RC.txt
[2025-12-08T20:30:37.764127] [INFO ] [sig       ] [2727/3624] Completed RC in 0.4s | 2.92 sym/s | Total: 15.6m | ETA: 5.1m
[2025-12-08T20:30:37.764166] [INFO ] [sig       ] [2728/3624] Forecasting RCEL...
[2025-12-08T20:30:37.764197] [INFO ] [sig       ] Generating forecast for: RCEL
[2025-12-08T20:30:37.764227] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCEL' from 'https://tdm.silogroup.org/data/derivative_storage/RCEL.csv'.
[2025-12-08T20:30:37.776820] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCEL'.
[2025-12-08T20:30:37.777196] [INFO ] [FORECASTER] Starting predict_future for RCEL
[2025-12-08T20:30:37.778038] [DEBUG] [LOCAL     ] No optimal features file found for RCEL: ./output/feature-sets/RCEL.txt
[2025-12-08T20:30:37.778088] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:37.778119] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:37.778147] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:37.778203] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:37.836522] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:37.837389] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:37.837502] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:37.837535] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:37.959767] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:37.959918] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:37.959960] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:37.959988] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:37.963358] [DEBUG] [FORECASTER] RCEL: Forecast T+1@11:T+2@11: DOWN (p=9.23%)
[2025-12-08T20:30:37.963665] [INFO ] [FORECASTER] Completed predict_future for RCEL
[2025-12-08T20:30:37.963799] [INFO ] [sig       ] RCEL: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:30:38.111294] [INFO ] [LOCAL     ] Saved forecast: RCEL	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/RCEL.txt
[2025-12-08T20:30:38.111450] [INFO ] [sig       ] [2728/3624] Completed RCEL in 0.3s | 2.92 sym/s | Total: 15.6m | ETA: 5.1m
[2025-12-08T20:30:38.111491] [INFO ] [sig       ] [2729/3624] Forecasting RCI...
[2025-12-08T20:30:38.111523] [INFO ] [sig       ] Generating forecast for: RCI
[2025-12-08T20:30:38.111553] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCI' from 'https://tdm.silogroup.org/data/derivative_storage/RCI.csv'.
[2025-12-08T20:30:38.124365] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCI'.
[2025-12-08T20:30:38.124767] [INFO ] [FORECASTER] Starting predict_future for RCI
[2025-12-08T20:30:38.125599] [DEBUG] [LOCAL     ] No optimal features file found for RCI: ./output/feature-sets/RCI.txt
[2025-12-08T20:30:38.125652] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:38.125684] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:38.125714] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:38.125771] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:38.183950] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:38.184800] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:38.184910] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:38.184957] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:38.309649] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:38.309793] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:38.309832] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:38.309859] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:38.313332] [DEBUG] [FORECASTER] RCI: Forecast T+1@11:T+2@11: DOWN (p=37.32%)
[2025-12-08T20:30:38.313650] [INFO ] [FORECASTER] Completed predict_future for RCI
[2025-12-08T20:30:38.313781] [INFO ] [sig       ] RCI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:30:38.459050] [INFO ] [LOCAL     ] Saved forecast: RCI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/RCI.txt
[2025-12-08T20:30:38.459191] [INFO ] [sig       ] [2729/3624] Completed RCI in 0.3s | 2.92 sym/s | Total: 15.6m | ETA: 5.1m
[2025-12-08T20:30:38.459231] [INFO ] [sig       ] [2730/3624] Forecasting RCKY...
[2025-12-08T20:30:38.459263] [INFO ] [sig       ] Generating forecast for: RCKY
[2025-12-08T20:30:38.459299] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCKY' from 'https://tdm.silogroup.org/data/derivative_storage/RCKY.csv'.
[2025-12-08T20:30:38.472378] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCKY'.
[2025-12-08T20:30:38.472828] [INFO ] [FORECASTER] Starting predict_future for RCKY
[2025-12-08T20:30:38.473757] [DEBUG] [LOCAL     ] No optimal features file found for RCKY: ./output/feature-sets/RCKY.txt
[2025-12-08T20:30:38.473809] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:38.473841] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:38.473868] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:38.473924] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:38.532689] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:38.533435] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:38.533516] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:38.533549] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:38.660491] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:38.660664] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:38.660705] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:38.660735] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:38.664170] [DEBUG] [FORECASTER] RCKY: Forecast T+1@11:T+2@11: UP (p=86.08%)
[2025-12-08T20:30:38.664444] [INFO ] [FORECASTER] Completed predict_future for RCKY
[2025-12-08T20:30:38.664567] [INFO ] [sig       ] RCKY: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:30:38.812120] [INFO ] [LOCAL     ] Saved forecast: RCKY	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/RCKY.txt
[2025-12-08T20:30:38.812276] [INFO ] [sig       ] [2730/3624] Completed RCKY in 0.4s | 2.92 sym/s | Total: 15.6m | ETA: 5.1m
[2025-12-08T20:30:38.812329] [INFO ] [sig       ] [2731/3624] Forecasting RCL...
[2025-12-08T20:30:38.812366] [INFO ] [sig       ] Generating forecast for: RCL
[2025-12-08T20:30:38.812403] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCL' from 'https://tdm.silogroup.org/data/derivative_storage/RCL.csv'.
[2025-12-08T20:30:38.825208] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCL'.
[2025-12-08T20:30:38.825587] [INFO ] [FORECASTER] Starting predict_future for RCL
[2025-12-08T20:30:38.826375] [DEBUG] [LOCAL     ] No optimal features file found for RCL: ./output/feature-sets/RCL.txt
[2025-12-08T20:30:38.826427] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:38.826459] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:38.826486] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:38.826562] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:38.885870] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:38.886638] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:38.886717] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:38.886750] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:39.014375] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:39.014520] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:39.014560] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:39.014607] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:39.018261] [DEBUG] [FORECASTER] RCL: Forecast T+1@11:T+2@11: DOWN (p=8.95%)
[2025-12-08T20:30:39.018543] [INFO ] [FORECASTER] Completed predict_future for RCL
[2025-12-08T20:30:39.018699] [INFO ] [sig       ] RCL: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:30:39.165337] [INFO ] [LOCAL     ] Saved forecast: RCL	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/RCL.txt
[2025-12-08T20:30:39.165474] [INFO ] [sig       ] [2731/3624] Completed RCL in 0.4s | 2.92 sym/s | Total: 15.6m | ETA: 5.1m
[2025-12-08T20:30:39.165513] [INFO ] [sig       ] [2732/3624] Forecasting RCS...
[2025-12-08T20:30:39.165544] [INFO ] [sig       ] Generating forecast for: RCS
[2025-12-08T20:30:39.165592] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCS' from 'https://tdm.silogroup.org/data/derivative_storage/RCS.csv'.
[2025-12-08T20:30:39.178100] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCS'.
[2025-12-08T20:30:39.178471] [INFO ] [FORECASTER] Starting predict_future for RCS
[2025-12-08T20:30:39.179309] [DEBUG] [LOCAL     ] No optimal features file found for RCS: ./output/feature-sets/RCS.txt
[2025-12-08T20:30:39.179361] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:39.179394] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:39.179422] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:39.179479] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:39.237892] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:39.238641] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:39.238726] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:39.238772] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:39.359960] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:39.360109] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:39.360148] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:39.360178] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:39.363793] [DEBUG] [FORECASTER] RCS: Forecast T+1@11:T+2@11: UP (p=94.43%)
[2025-12-08T20:30:39.364064] [INFO ] [FORECASTER] Completed predict_future for RCS
[2025-12-08T20:30:39.364187] [INFO ] [sig       ] RCS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:30:39.509869] [INFO ] [LOCAL     ] Saved forecast: RCS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/RCS.txt
[2025-12-08T20:30:39.510039] [INFO ] [sig       ] [2732/3624] Completed RCS in 0.3s | 2.92 sym/s | Total: 15.6m | ETA: 5.1m
[2025-12-08T20:30:39.510082] [INFO ] [sig       ] [2733/3624] Forecasting RCUS...
[2025-12-08T20:30:39.510113] [INFO ] [sig       ] Generating forecast for: RCUS
[2025-12-08T20:30:39.510144] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCUS' from 'https://tdm.silogroup.org/data/derivative_storage/RCUS.csv'.
[2025-12-08T20:30:39.522729] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCUS'.
[2025-12-08T20:30:39.523092] [INFO ] [FORECASTER] Starting predict_future for RCUS
[2025-12-08T20:30:39.523900] [DEBUG] [LOCAL     ] No optimal features file found for RCUS: ./output/feature-sets/RCUS.txt
[2025-12-08T20:30:39.523965] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:39.523998] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:39.524025] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:39.524081] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:39.582116] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:39.582885] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:39.582976] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:39.583009] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:39.703079] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:39.703231] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:39.703271] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:39.703299] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:39.706549] [DEBUG] [FORECASTER] RCUS: Forecast T+1@11:T+2@11: UP (p=96.63%)
[2025-12-08T20:30:39.706825] [INFO ] [FORECASTER] Completed predict_future for RCUS
[2025-12-08T20:30:39.706944] [INFO ] [sig       ] RCUS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:30:39.844041] [INFO ] [LOCAL     ] Saved forecast: RCUS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/RCUS.txt
[2025-12-08T20:30:39.844179] [INFO ] [sig       ] [2733/3624] Completed RCUS in 0.3s | 2.92 sym/s | Total: 15.6m | ETA: 5.1m
[2025-12-08T20:30:39.844220] [INFO ] [sig       ] [2734/3624] Forecasting RDCM...
[2025-12-08T20:30:39.844249] [INFO ] [sig       ] Generating forecast for: RDCM
[2025-12-08T20:30:39.844278] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDCM' from 'https://tdm.silogroup.org/data/derivative_storage/RDCM.csv'.
[2025-12-08T20:30:39.856428] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RDCM'.
[2025-12-08T20:30:39.856796] [INFO ] [FORECASTER] Starting predict_future for RDCM
[2025-12-08T20:30:39.857591] [DEBUG] [LOCAL     ] No optimal features file found for RDCM: ./output/feature-sets/RDCM.txt
[2025-12-08T20:30:39.857641] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:39.857671] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:39.857697] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:39.857751] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:39.912873] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:39.913602] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:39.913678] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:39.913709] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:40.029373] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:40.029523] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:40.029560] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:40.029610] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:40.032850] [DEBUG] [FORECASTER] RDCM: Forecast T+1@11:T+2@11: DOWN (p=17.08%)
[2025-12-08T20:30:40.033122] [INFO ] [FORECASTER] Completed predict_future for RDCM
[2025-12-08T20:30:40.033242] [INFO ] [sig       ] RDCM: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:30:40.172070] [INFO ] [LOCAL     ] Saved forecast: RDCM	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/RDCM.txt
[2025-12-08T20:30:40.172206] [INFO ] [sig       ] [2734/3624] Completed RDCM in 0.3s | 2.92 sym/s | Total: 15.6m | ETA: 5.1m
[2025-12-08T20:30:40.172243] [INFO ] [sig       ] [2735/3624] Forecasting RDHL...
[2025-12-08T20:30:40.172272] [INFO ] [sig       ] Generating forecast for: RDHL
[2025-12-08T20:30:40.172302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDHL' from 'https://tdm.silogroup.org/data/derivative_storage/RDHL.csv'.
[2025-12-08T20:30:40.184439] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RDHL'.
[2025-12-08T20:30:40.184816] [INFO ] [FORECASTER] Starting predict_future for RDHL
[2025-12-08T20:30:40.185595] [DEBUG] [LOCAL     ] No optimal features file found for RDHL: ./output/feature-sets/RDHL.txt
[2025-12-08T20:30:40.185645] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:40.185677] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:40.185704] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:40.185758] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:40.243163] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:40.244026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:40.244108] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:40.244141] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:40.356892] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:40.357043] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:40.357080] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:40.357109] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:40.360419] [DEBUG] [FORECASTER] RDHL: Forecast T+1@11:T+2@11: UP (p=79.54%)
[2025-12-08T20:30:40.360711] [INFO ] [FORECASTER] Completed predict_future for RDHL
[2025-12-08T20:30:40.360831] [INFO ] [sig       ] RDHL: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:30:40.498710] [INFO ] [LOCAL     ] Saved forecast: RDHL	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/RDHL.txt
[2025-12-08T20:30:40.498845] [INFO ] [sig       ] [2735/3624] Completed RDHL in 0.3s | 2.92 sym/s | Total: 15.6m | ETA: 5.1m
[2025-12-08T20:30:40.498885] [INFO ] [sig       ] [2736/3624] Forecasting RDVY...
[2025-12-08T20:30:40.498912] [INFO ] [sig       ] Generating forecast for: RDVY
[2025-12-08T20:30:40.498941] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDVY' from 'https://tdm.silogroup.org/data/derivative_storage/RDVY.csv'.
[2025-12-08T20:30:40.511408] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RDVY'.
[2025-12-08T20:30:40.511804] [INFO ] [FORECASTER] Starting predict_future for RDVY
[2025-12-08T20:30:40.512559] [DEBUG] [LOCAL     ] No optimal features file found for RDVY: ./output/feature-sets/RDVY.txt
[2025-12-08T20:30:40.512627] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:40.512681] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:40.512709] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:40.512765] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:40.568713] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:40.569379] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:40.569453] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:40.569485] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:40.687358] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:40.687532] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:40.687590] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:40.687621] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:40.690868] [DEBUG] [FORECASTER] RDVY: Forecast T+1@11:T+2@11: DOWN (p=27.64%)
[2025-12-08T20:30:40.691129] [INFO ] [FORECASTER] Completed predict_future for RDVY
[2025-12-08T20:30:40.691245] [INFO ] [sig       ] RDVY: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:30:40.826903] [INFO ] [LOCAL     ] Saved forecast: RDVY	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/RDVY.txt
[2025-12-08T20:30:40.827064] [INFO ] [sig       ] [2736/3624] Completed RDVY in 0.3s | 2.92 sym/s | Total: 15.6m | ETA: 5.1m
[2025-12-08T20:30:40.827109] [INFO ] [sig       ] [2737/3624] Forecasting RDY...
[2025-12-08T20:30:40.827137] [INFO ] [sig       ] Generating forecast for: RDY
[2025-12-08T20:30:40.827167] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDY' from 'https://tdm.silogroup.org/data/derivative_storage/RDY.csv'.
[2025-12-08T20:30:40.839264] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RDY'.
[2025-12-08T20:30:40.839637] [INFO ] [FORECASTER] Starting predict_future for RDY
[2025-12-08T20:30:40.840393] [DEBUG] [LOCAL     ] No optimal features file found for RDY: ./output/feature-sets/RDY.txt
[2025-12-08T20:30:40.840443] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:40.840473] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:40.840499] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:40.840553] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:40.895137] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:40.895906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:40.895983] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:40.896014] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:41.018710] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:41.018868] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:41.018922] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:41.018951] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:41.022331] [DEBUG] [FORECASTER] RDY: Forecast T+1@11:T+2@11: UP (p=98.93%)
[2025-12-08T20:30:41.022623] [INFO ] [FORECASTER] Completed predict_future for RDY
[2025-12-08T20:30:41.022745] [INFO ] [sig       ] RDY: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:30:41.158507] [INFO ] [LOCAL     ] Saved forecast: RDY	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/RDY.txt
[2025-12-08T20:30:41.158649] [INFO ] [sig       ] [2737/3624] Completed RDY in 0.3s | 2.92 sym/s | Total: 15.6m | ETA: 5.1m
[2025-12-08T20:30:41.158690] [INFO ] [sig       ] [2738/3624] Forecasting REAL...
[2025-12-08T20:30:41.158719] [INFO ] [sig       ] Generating forecast for: REAL
[2025-12-08T20:30:41.158747] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REAL' from 'https://tdm.silogroup.org/data/derivative_storage/REAL.csv'.
[2025-12-08T20:30:41.170727] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REAL'.
[2025-12-08T20:30:41.171088] [INFO ] [FORECASTER] Starting predict_future for REAL
[2025-12-08T20:30:41.171879] [DEBUG] [LOCAL     ] No optimal features file found for REAL: ./output/feature-sets/REAL.txt
[2025-12-08T20:30:41.171929] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:41.171959] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:41.171984] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:41.172038] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:41.226526] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:41.227172] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:41.227245] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:41.227276] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:41.347458] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:41.347627] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:41.347665] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:41.347693] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:41.350954] [DEBUG] [FORECASTER] REAL: Forecast T+1@11:T+2@11: DOWN (p=36.22%)
[2025-12-08T20:30:41.351236] [INFO ] [FORECASTER] Completed predict_future for REAL
[2025-12-08T20:30:41.351352] [INFO ] [sig       ] REAL: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:30:41.487845] [INFO ] [LOCAL     ] Saved forecast: REAL	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/REAL.txt
[2025-12-08T20:30:41.487978] [INFO ] [sig       ] [2738/3624] Completed REAL in 0.3s | 2.92 sym/s | Total: 15.6m | ETA: 5.1m
[2025-12-08T20:30:41.488018] [INFO ] [sig       ] [2739/3624] Forecasting REAX...
[2025-12-08T20:30:41.488046] [INFO ] [sig       ] Generating forecast for: REAX
[2025-12-08T20:30:41.488076] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REAX' from 'https://tdm.silogroup.org/data/derivative_storage/REAX.csv'.
[2025-12-08T20:30:41.500155] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REAX'.
[2025-12-08T20:30:41.500512] [INFO ] [FORECASTER] Starting predict_future for REAX
[2025-12-08T20:30:41.501286] [DEBUG] [LOCAL     ] No optimal features file found for REAX: ./output/feature-sets/REAX.txt
[2025-12-08T20:30:41.501335] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:41.501365] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:41.501392] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:41.501446] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:41.556866] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:41.557569] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:41.557663] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:41.557694] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:41.678673] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:41.678826] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:41.678872] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:41.678935] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:41.682388] [DEBUG] [FORECASTER] REAX: Forecast T+1@11:T+2@11: DOWN (p=30.13%)
[2025-12-08T20:30:41.682694] [INFO ] [FORECASTER] Completed predict_future for REAX
[2025-12-08T20:30:41.682821] [INFO ] [sig       ] REAX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:30:41.821423] [INFO ] [LOCAL     ] Saved forecast: REAX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/REAX.txt
[2025-12-08T20:30:41.821548] [INFO ] [sig       ] [2739/3624] Completed REAX in 0.3s | 2.92 sym/s | Total: 15.6m | ETA: 5.0m
[2025-12-08T20:30:41.821604] [INFO ] [sig       ] [2740/3624] Forecasting REBN...
[2025-12-08T20:30:41.821634] [INFO ] [sig       ] Generating forecast for: REBN
[2025-12-08T20:30:41.821663] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REBN' from 'https://tdm.silogroup.org/data/derivative_storage/REBN.csv'.
[2025-12-08T20:30:41.834096] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REBN'.
[2025-12-08T20:30:41.834451] [INFO ] [FORECASTER] Starting predict_future for REBN
[2025-12-08T20:30:41.835250] [DEBUG] [LOCAL     ] No optimal features file found for REBN: ./output/feature-sets/REBN.txt
[2025-12-08T20:30:41.835300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:41.835331] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:41.835357] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:41.835412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:41.890179] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:41.891047] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:41.891125] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:41.891157] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:42.006437] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:42.006622] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:42.006662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:42.006689] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:42.009952] [DEBUG] [FORECASTER] REBN: Forecast T+1@11:T+2@11: DOWN (p=36.29%)
[2025-12-08T20:30:42.010238] [INFO ] [FORECASTER] Completed predict_future for REBN
[2025-12-08T20:30:42.010358] [INFO ] [sig       ] REBN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:30:42.146283] [INFO ] [LOCAL     ] Saved forecast: REBN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/REBN.txt
[2025-12-08T20:30:42.146425] [INFO ] [sig       ] [2740/3624] Completed REBN in 0.3s | 2.92 sym/s | Total: 15.6m | ETA: 5.0m
[2025-12-08T20:30:42.146463] [INFO ] [sig       ] [2741/3624] Forecasting REFI...
[2025-12-08T20:30:42.146493] [INFO ] [sig       ] Generating forecast for: REFI
[2025-12-08T20:30:42.146522] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REFI' from 'https://tdm.silogroup.org/data/derivative_storage/REFI.csv'.
[2025-12-08T20:30:42.158826] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REFI'.
[2025-12-08T20:30:42.159176] [INFO ] [FORECASTER] Starting predict_future for REFI
[2025-12-08T20:30:42.159943] [DEBUG] [LOCAL     ] No optimal features file found for REFI: ./output/feature-sets/REFI.txt
[2025-12-08T20:30:42.159993] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:42.160023] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:42.160048] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:42.160103] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:42.215056] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:42.215816] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:42.215892] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:42.215923] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:42.337810] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:42.337958] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:42.337996] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:42.338024] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:42.341245] [DEBUG] [FORECASTER] REFI: Forecast T+1@11:T+2@11: DOWN (p=26.81%)
[2025-12-08T20:30:42.341509] [INFO ] [FORECASTER] Completed predict_future for REFI
[2025-12-08T20:30:42.341644] [INFO ] [sig       ] REFI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:30:42.483044] [INFO ] [LOCAL     ] Saved forecast: REFI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/REFI.txt
[2025-12-08T20:30:42.483182] [INFO ] [sig       ] [2741/3624] Completed REFI in 0.3s | 2.92 sym/s | Total: 15.6m | ETA: 5.0m
[2025-12-08T20:30:42.483220] [INFO ] [sig       ] [2742/3624] Forecasting REG...
[2025-12-08T20:30:42.483250] [INFO ] [sig       ] Generating forecast for: REG
[2025-12-08T20:30:42.483280] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REG' from 'https://tdm.silogroup.org/data/derivative_storage/REG.csv'.
[2025-12-08T20:30:42.495261] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REG'.
[2025-12-08T20:30:42.495628] [INFO ] [FORECASTER] Starting predict_future for REG
[2025-12-08T20:30:42.496406] [DEBUG] [LOCAL     ] No optimal features file found for REG: ./output/feature-sets/REG.txt
[2025-12-08T20:30:42.496456] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:42.496486] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:42.496513] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:42.496596] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:42.552367] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:42.553021] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:42.553099] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:42.553133] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:42.671062] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:42.671210] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:42.671250] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:42.671277] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:42.674533] [DEBUG] [FORECASTER] REG: Forecast T+1@11:T+2@11: UP (p=93.67%)
[2025-12-08T20:30:42.674813] [INFO ] [FORECASTER] Completed predict_future for REG
[2025-12-08T20:30:42.674928] [INFO ] [sig       ] REG: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:30:42.810696] [INFO ] [LOCAL     ] Saved forecast: REG	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/REG.txt
[2025-12-08T20:30:42.810828] [INFO ] [sig       ] [2742/3624] Completed REG in 0.3s | 2.92 sym/s | Total: 15.6m | ETA: 5.0m
[2025-12-08T20:30:42.810866] [INFO ] [sig       ] [2743/3624] Forecasting REGN...
[2025-12-08T20:30:42.810895] [INFO ] [sig       ] Generating forecast for: REGN
[2025-12-08T20:30:42.810923] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REGN' from 'https://tdm.silogroup.org/data/derivative_storage/REGN.csv'.
[2025-12-08T20:30:42.822820] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REGN'.
[2025-12-08T20:30:42.823181] [INFO ] [FORECASTER] Starting predict_future for REGN
[2025-12-08T20:30:42.823962] [DEBUG] [LOCAL     ] No optimal features file found for REGN: ./output/feature-sets/REGN.txt
[2025-12-08T20:30:42.824011] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:42.824041] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:42.824067] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:42.824120] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:42.878929] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:42.879605] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:42.879681] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:42.879713] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:42.994331] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:42.994479] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:42.994516] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:42.994543] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:42.997791] [DEBUG] [FORECASTER] REGN: Forecast T+1@11:T+2@11: DOWN (p=2.28%)
[2025-12-08T20:30:42.998052] [INFO ] [FORECASTER] Completed predict_future for REGN
[2025-12-08T20:30:42.998170] [INFO ] [sig       ] REGN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:30:43.137443] [INFO ] [LOCAL     ] Saved forecast: REGN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/REGN.txt
[2025-12-08T20:30:43.137597] [INFO ] [sig       ] [2743/3624] Completed REGN in 0.3s | 2.92 sym/s | Total: 15.6m | ETA: 5.0m
[2025-12-08T20:30:43.137639] [INFO ] [sig       ] [2744/3624] Forecasting RELL...
[2025-12-08T20:30:43.137668] [INFO ] [sig       ] Generating forecast for: RELL
[2025-12-08T20:30:43.137696] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RELL' from 'https://tdm.silogroup.org/data/derivative_storage/RELL.csv'.
[2025-12-08T20:30:43.149566] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RELL'.
[2025-12-08T20:30:43.149942] [INFO ] [FORECASTER] Starting predict_future for RELL
[2025-12-08T20:30:43.150712] [DEBUG] [LOCAL     ] No optimal features file found for RELL: ./output/feature-sets/RELL.txt
[2025-12-08T20:30:43.150773] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:43.150804] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:43.150829] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:43.150884] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:43.205413] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:43.206097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:43.206172] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:43.206203] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:43.323125] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:43.323272] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:43.323308] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:43.323335] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:43.326613] [DEBUG] [FORECASTER] RELL: Forecast T+1@11:T+2@11: UP (p=81.83%)
[2025-12-08T20:30:43.326882] [INFO ] [FORECASTER] Completed predict_future for RELL
[2025-12-08T20:30:43.326999] [INFO ] [sig       ] RELL: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:30:43.463361] [INFO ] [LOCAL     ] Saved forecast: RELL	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/RELL.txt
[2025-12-08T20:30:43.463493] [INFO ] [sig       ] [2744/3624] Completed RELL in 0.3s | 2.92 sym/s | Total: 15.6m | ETA: 5.0m
[2025-12-08T20:30:43.463532] [INFO ] [sig       ] [2745/3624] Forecasting RELX...
[2025-12-08T20:30:43.463561] [INFO ] [sig       ] Generating forecast for: RELX
[2025-12-08T20:30:43.463611] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RELX' from 'https://tdm.silogroup.org/data/derivative_storage/RELX.csv'.
[2025-12-08T20:30:43.475554] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RELX'.
[2025-12-08T20:30:43.475917] [INFO ] [FORECASTER] Starting predict_future for RELX
[2025-12-08T20:30:43.476692] [DEBUG] [LOCAL     ] No optimal features file found for RELX: ./output/feature-sets/RELX.txt
[2025-12-08T20:30:43.476742] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:43.476773] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:43.476799] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:43.476853] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:43.531630] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:43.532288] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:43.532362] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:43.532393] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:43.653264] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:43.653411] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:43.653449] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:43.653477] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:43.656737] [DEBUG] [FORECASTER] RELX: Forecast T+1@11:T+2@11: UP (p=54.68%)
[2025-12-08T20:30:43.656999] [INFO ] [FORECASTER] Completed predict_future for RELX
[2025-12-08T20:30:43.657116] [INFO ] [sig       ] RELX: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:30:43.796111] [INFO ] [LOCAL     ] Saved forecast: RELX	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/RELX.txt
[2025-12-08T20:30:43.796266] [INFO ] [sig       ] [2745/3624] Completed RELX in 0.3s | 2.92 sym/s | Total: 15.7m | ETA: 5.0m
[2025-12-08T20:30:43.796307] [INFO ] [sig       ] [2746/3624] Forecasting RELY...
[2025-12-08T20:30:43.796337] [INFO ] [sig       ] Generating forecast for: RELY
[2025-12-08T20:30:43.796365] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RELY' from 'https://tdm.silogroup.org/data/derivative_storage/RELY.csv'.
[2025-12-08T20:30:43.809178] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RELY'.
[2025-12-08T20:30:43.809535] [INFO ] [FORECASTER] Starting predict_future for RELY
[2025-12-08T20:30:43.810320] [DEBUG] [LOCAL     ] No optimal features file found for RELY: ./output/feature-sets/RELY.txt
[2025-12-08T20:30:43.810370] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:43.810401] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:43.810428] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:43.810482] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:43.865303] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:43.866129] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:43.866237] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:43.866270] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:43.984448] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:43.984610] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:43.984652] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:43.984679] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:43.987949] [DEBUG] [FORECASTER] RELY: Forecast T+1@11:T+2@11: UP (p=82.58%)
[2025-12-08T20:30:43.988213] [INFO ] [FORECASTER] Completed predict_future for RELY
[2025-12-08T20:30:43.988329] [INFO ] [sig       ] RELY: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:30:44.124538] [INFO ] [LOCAL     ] Saved forecast: RELY	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/RELY.txt
[2025-12-08T20:30:44.124684] [INFO ] [sig       ] [2746/3624] Completed RELY in 0.3s | 2.92 sym/s | Total: 15.7m | ETA: 5.0m
[2025-12-08T20:30:44.124723] [INFO ] [sig       ] [2747/3624] Forecasting REPL...
[2025-12-08T20:30:44.124753] [INFO ] [sig       ] Generating forecast for: REPL
[2025-12-08T20:30:44.124782] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REPL' from 'https://tdm.silogroup.org/data/derivative_storage/REPL.csv'.
[2025-12-08T20:30:44.136526] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REPL'.
[2025-12-08T20:30:44.136887] [INFO ] [FORECASTER] Starting predict_future for REPL
[2025-12-08T20:30:44.137687] [DEBUG] [LOCAL     ] No optimal features file found for REPL: ./output/feature-sets/REPL.txt
[2025-12-08T20:30:44.137736] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:44.137767] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:44.137792] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:44.137847] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:44.193090] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:44.193815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:44.193888] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:44.193920] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:44.315808] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:44.315960] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:44.315999] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:44.316027] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:44.319955] [DEBUG] [FORECASTER] REPL: Forecast T+1@11:T+2@11: UP (p=93.17%)
[2025-12-08T20:30:44.320240] [INFO ] [FORECASTER] Completed predict_future for REPL
[2025-12-08T20:30:44.320363] [INFO ] [sig       ] REPL: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:30:44.464798] [INFO ] [LOCAL     ] Saved forecast: REPL	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/REPL.txt
[2025-12-08T20:30:44.464933] [INFO ] [sig       ] [2747/3624] Completed REPL in 0.3s | 2.92 sym/s | Total: 15.7m | ETA: 5.0m
[2025-12-08T20:30:44.464979] [INFO ] [sig       ] [2748/3624] Forecasting RERE...
[2025-12-08T20:30:44.465010] [INFO ] [sig       ] Generating forecast for: RERE
[2025-12-08T20:30:44.465041] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RERE' from 'https://tdm.silogroup.org/data/derivative_storage/RERE.csv'.
[2025-12-08T20:30:44.477360] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RERE'.
[2025-12-08T20:30:44.477806] [INFO ] [FORECASTER] Starting predict_future for RERE
[2025-12-08T20:30:44.478645] [DEBUG] [LOCAL     ] No optimal features file found for RERE: ./output/feature-sets/RERE.txt
[2025-12-08T20:30:44.478696] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:44.478728] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:44.478756] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:44.478813] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:44.540550] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:44.541431] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:44.541521] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:44.541557] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:44.664255] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:44.664405] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:44.664443] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:44.664472] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:44.667887] [DEBUG] [FORECASTER] RERE: Forecast T+1@11:T+2@11: UP (p=54.23%)
[2025-12-08T20:30:44.668155] [INFO ] [FORECASTER] Completed predict_future for RERE
[2025-12-08T20:30:44.668277] [INFO ] [sig       ] RERE: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:30:44.814485] [INFO ] [LOCAL     ] Saved forecast: RERE	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/RERE.txt
[2025-12-08T20:30:44.814642] [INFO ] [sig       ] [2748/3624] Completed RERE in 0.3s | 2.92 sym/s | Total: 15.7m | ETA: 5.0m
[2025-12-08T20:30:44.814684] [INFO ] [sig       ] [2749/3624] Forecasting RES...
[2025-12-08T20:30:44.814715] [INFO ] [sig       ] Generating forecast for: RES
[2025-12-08T20:30:44.814748] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RES' from 'https://tdm.silogroup.org/data/derivative_storage/RES.csv'.
[2025-12-08T20:30:44.827515] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RES'.
[2025-12-08T20:30:44.827919] [INFO ] [FORECASTER] Starting predict_future for RES
[2025-12-08T20:30:44.828764] [DEBUG] [LOCAL     ] No optimal features file found for RES: ./output/feature-sets/RES.txt
[2025-12-08T20:30:44.828813] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:44.828844] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:44.828869] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:44.828923] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:44.885102] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:44.885895] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:44.885972] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:44.886003] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:45.008130] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:45.008283] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:45.008321] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:45.008349] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:45.011706] [DEBUG] [FORECASTER] RES: Forecast T+1@11:T+2@11: UP (p=54.31%)
[2025-12-08T20:30:45.012009] [INFO ] [FORECASTER] Completed predict_future for RES
[2025-12-08T20:30:45.012129] [INFO ] [sig       ] RES: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:30:45.150462] [INFO ] [LOCAL     ] Saved forecast: RES	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/RES.txt
[2025-12-08T20:30:45.150633] [INFO ] [sig       ] [2749/3624] Completed RES in 0.3s | 2.92 sym/s | Total: 15.7m | ETA: 5.0m
[2025-12-08T20:30:45.150674] [INFO ] [sig       ] [2750/3624] Forecasting REVG...
[2025-12-08T20:30:45.150703] [INFO ] [sig       ] Generating forecast for: REVG
[2025-12-08T20:30:45.150732] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REVG' from 'https://tdm.silogroup.org/data/derivative_storage/REVG.csv'.
[2025-12-08T20:30:45.162404] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REVG'.
[2025-12-08T20:30:45.162770] [INFO ] [FORECASTER] Starting predict_future for REVG
[2025-12-08T20:30:45.163615] [DEBUG] [LOCAL     ] No optimal features file found for REVG: ./output/feature-sets/REVG.txt
[2025-12-08T20:30:45.163665] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:45.163696] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:45.163721] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:45.163775] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:45.223763] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:45.224599] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:45.224687] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:45.224722] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:45.351726] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:45.351903] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:45.351952] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:45.351981] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:45.355311] [DEBUG] [FORECASTER] REVG: Forecast T+1@11:T+2@11: DOWN (p=43.87%)
[2025-12-08T20:30:45.355596] [INFO ] [FORECASTER] Completed predict_future for REVG
[2025-12-08T20:30:45.355718] [INFO ] [sig       ] REVG: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:30:45.543229] [INFO ] [LOCAL     ] Saved forecast: REVG	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/REVG.txt
[2025-12-08T20:30:45.543367] [INFO ] [sig       ] [2750/3624] Completed REVG in 0.4s | 2.92 sym/s | Total: 15.7m | ETA: 5.0m
[2025-12-08T20:30:45.543406] [INFO ] [sig       ] [2751/3624] Forecasting REX...
[2025-12-08T20:30:45.543439] [INFO ] [sig       ] Generating forecast for: REX
[2025-12-08T20:30:45.543474] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REX' from 'https://tdm.silogroup.org/data/derivative_storage/REX.csv'.
[2025-12-08T20:30:45.555634] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REX'.
[2025-12-08T20:30:45.555982] [INFO ] [FORECASTER] Starting predict_future for REX
[2025-12-08T20:30:45.556757] [DEBUG] [LOCAL     ] No optimal features file found for REX: ./output/feature-sets/REX.txt
[2025-12-08T20:30:45.556806] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:45.556836] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:45.556863] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:45.556917] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:45.612541] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:45.613211] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:45.613286] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:45.613317] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:45.730463] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:45.730630] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:45.730685] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:45.730714] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:45.733967] [DEBUG] [FORECASTER] REX: Forecast T+1@11:T+2@11: UP (p=62.75%)
[2025-12-08T20:30:45.734229] [INFO ] [FORECASTER] Completed predict_future for REX
[2025-12-08T20:30:45.734345] [INFO ] [sig       ] REX: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:30:45.870237] [INFO ] [LOCAL     ] Saved forecast: REX	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/REX.txt
[2025-12-08T20:30:45.870368] [INFO ] [sig       ] [2751/3624] Completed REX in 0.3s | 2.92 sym/s | Total: 15.7m | ETA: 5.0m
[2025-12-08T20:30:45.870405] [INFO ] [sig       ] [2752/3624] Forecasting REYN...
[2025-12-08T20:30:45.870436] [INFO ] [sig       ] Generating forecast for: REYN
[2025-12-08T20:30:45.870465] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REYN' from 'https://tdm.silogroup.org/data/derivative_storage/REYN.csv'.
[2025-12-08T20:30:45.882864] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REYN'.
[2025-12-08T20:30:45.883244] [INFO ] [FORECASTER] Starting predict_future for REYN
[2025-12-08T20:30:45.884050] [DEBUG] [LOCAL     ] No optimal features file found for REYN: ./output/feature-sets/REYN.txt
[2025-12-08T20:30:45.884100] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:45.884131] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:45.884156] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:45.884211] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:45.939613] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:45.940405] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:45.940486] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:45.940519] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:46.056841] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:46.057019] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:46.057058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:46.057085] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:46.060470] [DEBUG] [FORECASTER] REYN: Forecast T+1@11:T+2@11: UP (p=96.23%)
[2025-12-08T20:30:46.060751] [INFO ] [FORECASTER] Completed predict_future for REYN
[2025-12-08T20:30:46.060877] [INFO ] [sig       ] REYN: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:30:46.197422] [INFO ] [LOCAL     ] Saved forecast: REYN	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/REYN.txt
[2025-12-08T20:30:46.197594] [INFO ] [sig       ] [2752/3624] Completed REYN in 0.3s | 2.92 sym/s | Total: 15.7m | ETA: 5.0m
[2025-12-08T20:30:46.197635] [INFO ] [sig       ] [2753/3624] Forecasting REZI...
[2025-12-08T20:30:46.197664] [INFO ] [sig       ] Generating forecast for: REZI
[2025-12-08T20:30:46.197693] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REZI' from 'https://tdm.silogroup.org/data/derivative_storage/REZI.csv'.
[2025-12-08T20:30:46.209883] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REZI'.
[2025-12-08T20:30:46.210262] [INFO ] [FORECASTER] Starting predict_future for REZI
[2025-12-08T20:30:46.211088] [DEBUG] [LOCAL     ] No optimal features file found for REZI: ./output/feature-sets/REZI.txt
[2025-12-08T20:30:46.211138] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:46.211196] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:46.211225] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:46.211290] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:46.266182] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:46.267085] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:46.267165] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:46.267197] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:46.389455] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:46.389626] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:46.389676] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:46.389710] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:46.393168] [DEBUG] [FORECASTER] REZI: Forecast T+1@11:T+2@11: UP (p=97.58%)
[2025-12-08T20:30:46.393450] [INFO ] [FORECASTER] Completed predict_future for REZI
[2025-12-08T20:30:46.393595] [INFO ] [sig       ] REZI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:30:46.534492] [INFO ] [LOCAL     ] Saved forecast: REZI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/REZI.txt
[2025-12-08T20:30:46.534664] [INFO ] [sig       ] [2753/3624] Completed REZI in 0.3s | 2.92 sym/s | Total: 15.7m | ETA: 5.0m
[2025-12-08T20:30:46.534718] [INFO ] [sig       ] [2754/3624] Forecasting RF...
[2025-12-08T20:30:46.534751] [INFO ] [sig       ] Generating forecast for: RF
[2025-12-08T20:30:46.534782] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RF' from 'https://tdm.silogroup.org/data/derivative_storage/RF.csv'.
[2025-12-08T20:30:46.547081] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RF'.
[2025-12-08T20:30:46.547466] [INFO ] [FORECASTER] Starting predict_future for RF
[2025-12-08T20:30:46.548275] [DEBUG] [LOCAL     ] No optimal features file found for RF: ./output/feature-sets/RF.txt
[2025-12-08T20:30:46.548326] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:46.548356] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:46.548382] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:46.548438] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:46.606367] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:46.607176] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:46.607256] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:46.607287] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:46.728824] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:46.728984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:46.729025] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:46.729052] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:46.732441] [DEBUG] [FORECASTER] RF: Forecast T+1@11:T+2@11: DOWN (p=6.48%)
[2025-12-08T20:30:46.732748] [INFO ] [FORECASTER] Completed predict_future for RF
[2025-12-08T20:30:46.732879] [INFO ] [sig       ] RF: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:30:46.870226] [INFO ] [LOCAL     ] Saved forecast: RF	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/RF.txt
[2025-12-08T20:30:46.870380] [INFO ] [sig       ] [2754/3624] Completed RF in 0.3s | 2.92 sym/s | Total: 15.7m | ETA: 5.0m
[2025-12-08T20:30:46.870421] [INFO ] [sig       ] [2755/3624] Forecasting RFI...
[2025-12-08T20:30:46.870449] [INFO ] [sig       ] Generating forecast for: RFI
[2025-12-08T20:30:46.870479] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFI' from 'https://tdm.silogroup.org/data/derivative_storage/RFI.csv'.
[2025-12-08T20:30:46.883033] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RFI'.
[2025-12-08T20:30:46.883391] [INFO ] [FORECASTER] Starting predict_future for RFI
[2025-12-08T20:30:46.884188] [DEBUG] [LOCAL     ] No optimal features file found for RFI: ./output/feature-sets/RFI.txt
[2025-12-08T20:30:46.884237] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:46.884278] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:46.884305] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:46.884360] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:46.939151] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:46.940005] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:46.940083] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:46.940114] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:47.049776] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:47.049936] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:47.049974] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:47.050001] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:47.053354] [DEBUG] [FORECASTER] RFI: Forecast T+1@11:T+2@11: UP (p=94.36%)
[2025-12-08T20:30:47.053646] [INFO ] [FORECASTER] Completed predict_future for RFI
[2025-12-08T20:30:47.053769] [INFO ] [sig       ] RFI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:30:47.191789] [INFO ] [LOCAL     ] Saved forecast: RFI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/RFI.txt
[2025-12-08T20:30:47.191920] [INFO ] [sig       ] [2755/3624] Completed RFI in 0.3s | 2.92 sym/s | Total: 15.7m | ETA: 5.0m
[2025-12-08T20:30:47.191959] [INFO ] [sig       ] [2756/3624] Forecasting RFL...
[2025-12-08T20:30:47.191987] [INFO ] [sig       ] Generating forecast for: RFL
[2025-12-08T20:30:47.192018] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFL' from 'https://tdm.silogroup.org/data/derivative_storage/RFL.csv'.
[2025-12-08T20:30:47.203795] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RFL'.
[2025-12-08T20:30:47.204188] [INFO ] [FORECASTER] Starting predict_future for RFL
[2025-12-08T20:30:47.204983] [DEBUG] [LOCAL     ] No optimal features file found for RFL: ./output/feature-sets/RFL.txt
[2025-12-08T20:30:47.205033] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:47.205062] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:47.205088] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:47.205143] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:47.264488] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:47.265465] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:47.265560] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:47.265623] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:47.387241] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:47.387384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:47.387448] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:47.387476] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:47.390806] [DEBUG] [FORECASTER] RFL: Forecast T+1@11:T+2@11: UP (p=50.12%)
[2025-12-08T20:30:47.391065] [INFO ] [FORECASTER] Completed predict_future for RFL
[2025-12-08T20:30:47.391183] [INFO ] [sig       ] RFL: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:30:47.531212] [INFO ] [LOCAL     ] Saved forecast: RFL	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/RFL.txt
[2025-12-08T20:30:47.531348] [INFO ] [sig       ] [2756/3624] Completed RFL in 0.3s | 2.92 sym/s | Total: 15.7m | ETA: 5.0m
[2025-12-08T20:30:47.531388] [INFO ] [sig       ] [2757/3624] Forecasting RFM...
[2025-12-08T20:30:47.531417] [INFO ] [sig       ] Generating forecast for: RFM
[2025-12-08T20:30:47.531445] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFM' from 'https://tdm.silogroup.org/data/derivative_storage/RFM.csv'.
[2025-12-08T20:30:47.543427] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RFM'.
[2025-12-08T20:30:47.543804] [INFO ] [FORECASTER] Starting predict_future for RFM
[2025-12-08T20:30:47.544564] [DEBUG] [LOCAL     ] No optimal features file found for RFM: ./output/feature-sets/RFM.txt
[2025-12-08T20:30:47.544632] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:47.544664] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:47.544690] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:47.544744] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:47.600234] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:47.601026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:47.601104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:47.601135] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:47.708015] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:47.708171] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:47.708209] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:47.708237] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:47.711514] [DEBUG] [FORECASTER] RFM: Forecast T+1@11:T+2@11: DOWN (p=16.58%)
[2025-12-08T20:30:47.711801] [INFO ] [FORECASTER] Completed predict_future for RFM
[2025-12-08T20:30:47.711920] [INFO ] [sig       ] RFM: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:30:47.850007] [INFO ] [LOCAL     ] Saved forecast: RFM	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/RFM.txt
[2025-12-08T20:30:47.850141] [INFO ] [sig       ] [2757/3624] Completed RFM in 0.3s | 2.92 sym/s | Total: 15.7m | ETA: 4.9m
[2025-12-08T20:30:47.850181] [INFO ] [sig       ] [2758/3624] Forecasting RFMZ...
[2025-12-08T20:30:47.850209] [INFO ] [sig       ] Generating forecast for: RFMZ
[2025-12-08T20:30:47.850238] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFMZ' from 'https://tdm.silogroup.org/data/derivative_storage/RFMZ.csv'.
[2025-12-08T20:30:47.862191] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RFMZ'.
[2025-12-08T20:30:47.862503] [INFO ] [FORECASTER] Starting predict_future for RFMZ
[2025-12-08T20:30:47.863280] [DEBUG] [LOCAL     ] No optimal features file found for RFMZ: ./output/feature-sets/RFMZ.txt
[2025-12-08T20:30:47.863330] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:47.863361] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:47.863387] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:47.863442] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:47.918738] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:47.919371] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:47.919446] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:47.919477] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:48.037817] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:48.037968] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:48.038007] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:48.038035] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:48.041335] [DEBUG] [FORECASTER] RFMZ: Forecast T+1@11:T+2@11: DOWN (p=2.92%)
[2025-12-08T20:30:48.041645] [INFO ] [FORECASTER] Completed predict_future for RFMZ
[2025-12-08T20:30:48.041773] [INFO ] [sig       ] RFMZ: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:30:48.185056] [INFO ] [LOCAL     ] Saved forecast: RFMZ	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/RFMZ.txt
[2025-12-08T20:30:48.185211] [INFO ] [sig       ] [2758/3624] Completed RFMZ in 0.3s | 2.92 sym/s | Total: 15.7m | ETA: 4.9m
[2025-12-08T20:30:48.185251] [INFO ] [sig       ] [2759/3624] Forecasting RGA...
[2025-12-08T20:30:48.185292] [INFO ] [sig       ] Generating forecast for: RGA
[2025-12-08T20:30:48.185324] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGA' from 'https://tdm.silogroup.org/data/derivative_storage/RGA.csv'.
[2025-12-08T20:30:48.197770] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGA'.
[2025-12-08T20:30:48.198117] [INFO ] [FORECASTER] Starting predict_future for RGA
[2025-12-08T20:30:48.198911] [DEBUG] [LOCAL     ] No optimal features file found for RGA: ./output/feature-sets/RGA.txt
[2025-12-08T20:30:48.198961] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:48.198992] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:48.199018] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:48.199072] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:48.255529] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:48.256269] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:48.256343] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:48.256375] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:48.381504] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:48.381678] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:48.381718] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:48.381746] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:48.385191] [DEBUG] [FORECASTER] RGA: Forecast T+1@11:T+2@11: DOWN (p=34.92%)
[2025-12-08T20:30:48.385468] [INFO ] [FORECASTER] Completed predict_future for RGA
[2025-12-08T20:30:48.385614] [INFO ] [sig       ] RGA: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:30:48.526990] [INFO ] [LOCAL     ] Saved forecast: RGA	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/RGA.txt
[2025-12-08T20:30:48.527117] [INFO ] [sig       ] [2759/3624] Completed RGA in 0.3s | 2.92 sym/s | Total: 15.7m | ETA: 4.9m
[2025-12-08T20:30:48.527156] [INFO ] [sig       ] [2760/3624] Forecasting RGCO...
[2025-12-08T20:30:48.527184] [INFO ] [sig       ] Generating forecast for: RGCO
[2025-12-08T20:30:48.527213] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGCO' from 'https://tdm.silogroup.org/data/derivative_storage/RGCO.csv'.
[2025-12-08T20:30:48.539054] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGCO'.
[2025-12-08T20:30:48.539396] [INFO ] [FORECASTER] Starting predict_future for RGCO
[2025-12-08T20:30:48.540283] [DEBUG] [LOCAL     ] No optimal features file found for RGCO: ./output/feature-sets/RGCO.txt
[2025-12-08T20:30:48.540335] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:48.540368] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:48.540395] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:48.540452] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:48.596646] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:48.597314] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:48.597388] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:48.597445] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:48.696084] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:48.696238] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:48.696276] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:48.696304] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:48.699590] [DEBUG] [FORECASTER] RGCO: Forecast T+1@11:T+2@11: DOWN (p=5.28%)
[2025-12-08T20:30:48.699861] [INFO ] [FORECASTER] Completed predict_future for RGCO
[2025-12-08T20:30:48.699980] [INFO ] [sig       ] RGCO: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:30:48.837813] [INFO ] [LOCAL     ] Saved forecast: RGCO	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/RGCO.txt
[2025-12-08T20:30:48.838001] [INFO ] [sig       ] [2760/3624] Completed RGCO in 0.3s | 2.92 sym/s | Total: 15.7m | ETA: 4.9m
[2025-12-08T20:30:48.838044] [INFO ] [sig       ] [2761/3624] Forecasting RGEN...
[2025-12-08T20:30:48.838074] [INFO ] [sig       ] Generating forecast for: RGEN
[2025-12-08T20:30:48.838103] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGEN' from 'https://tdm.silogroup.org/data/derivative_storage/RGEN.csv'.
[2025-12-08T20:30:48.851242] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGEN'.
[2025-12-08T20:30:48.851635] [INFO ] [FORECASTER] Starting predict_future for RGEN
[2025-12-08T20:30:48.852476] [DEBUG] [LOCAL     ] No optimal features file found for RGEN: ./output/feature-sets/RGEN.txt
[2025-12-08T20:30:48.852534] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:48.852599] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:48.852638] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:48.852706] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:48.912389] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:48.913185] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:48.913262] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:48.913294] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:49.029645] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:49.029799] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:49.029836] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:49.029866] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:49.033196] [DEBUG] [FORECASTER] RGEN: Forecast T+1@11:T+2@11: DOWN (p=18.88%)
[2025-12-08T20:30:49.033467] [INFO ] [FORECASTER] Completed predict_future for RGEN
[2025-12-08T20:30:49.033614] [INFO ] [sig       ] RGEN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:30:49.171609] [INFO ] [LOCAL     ] Saved forecast: RGEN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/RGEN.txt
[2025-12-08T20:30:49.171740] [INFO ] [sig       ] [2761/3624] Completed RGEN in 0.3s | 2.92 sym/s | Total: 15.7m | ETA: 4.9m
[2025-12-08T20:30:49.171779] [INFO ] [sig       ] [2762/3624] Forecasting RGLD...
[2025-12-08T20:30:49.171807] [INFO ] [sig       ] Generating forecast for: RGLD
[2025-12-08T20:30:49.171836] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGLD' from 'https://tdm.silogroup.org/data/derivative_storage/RGLD.csv'.
[2025-12-08T20:30:49.184193] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGLD'.
[2025-12-08T20:30:49.184522] [INFO ] [FORECASTER] Starting predict_future for RGLD
[2025-12-08T20:30:49.185288] [DEBUG] [LOCAL     ] No optimal features file found for RGLD: ./output/feature-sets/RGLD.txt
[2025-12-08T20:30:49.185338] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:49.185368] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:49.185394] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:49.185449] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:49.241770] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:49.242488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:49.242590] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:49.242626] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:49.358990] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:49.359149] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:49.359190] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:49.359237] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:49.362681] [DEBUG] [FORECASTER] RGLD: Forecast T+1@11:T+2@11: DOWN (p=8.60%)
[2025-12-08T20:30:49.362965] [INFO ] [FORECASTER] Completed predict_future for RGLD
[2025-12-08T20:30:49.363087] [INFO ] [sig       ] RGLD: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:30:49.499346] [INFO ] [LOCAL     ] Saved forecast: RGLD	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/RGLD.txt
[2025-12-08T20:30:49.499483] [INFO ] [sig       ] [2762/3624] Completed RGLD in 0.3s | 2.92 sym/s | Total: 15.8m | ETA: 4.9m
[2025-12-08T20:30:49.499522] [INFO ] [sig       ] [2763/3624] Forecasting RGNX...
[2025-12-08T20:30:49.499553] [INFO ] [sig       ] Generating forecast for: RGNX
[2025-12-08T20:30:49.499601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGNX' from 'https://tdm.silogroup.org/data/derivative_storage/RGNX.csv'.
[2025-12-08T20:30:49.511614] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGNX'.
[2025-12-08T20:30:49.511963] [INFO ] [FORECASTER] Starting predict_future for RGNX
[2025-12-08T20:30:49.512762] [DEBUG] [LOCAL     ] No optimal features file found for RGNX: ./output/feature-sets/RGNX.txt
[2025-12-08T20:30:49.512811] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:49.512842] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:49.512870] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:49.512924] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:49.571553] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:49.572395] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:49.572501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:49.572534] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:49.691778] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:49.691927] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:49.691966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:49.691994] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:49.695296] [DEBUG] [FORECASTER] RGNX: Forecast T+1@11:T+2@11: UP (p=83.80%)
[2025-12-08T20:30:49.695565] [INFO ] [FORECASTER] Completed predict_future for RGNX
[2025-12-08T20:30:49.695711] [INFO ] [sig       ] RGNX: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:30:49.836163] [INFO ] [LOCAL     ] Saved forecast: RGNX	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/RGNX.txt
[2025-12-08T20:30:49.836306] [INFO ] [sig       ] [2763/3624] Completed RGNX in 0.3s | 2.92 sym/s | Total: 15.8m | ETA: 4.9m
[2025-12-08T20:30:49.836345] [INFO ] [sig       ] [2764/3624] Forecasting RGP...
[2025-12-08T20:30:49.836375] [INFO ] [sig       ] Generating forecast for: RGP
[2025-12-08T20:30:49.836405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGP' from 'https://tdm.silogroup.org/data/derivative_storage/RGP.csv'.
[2025-12-08T20:30:49.849167] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGP'.
[2025-12-08T20:30:49.849537] [INFO ] [FORECASTER] Starting predict_future for RGP
[2025-12-08T20:30:49.850350] [DEBUG] [LOCAL     ] No optimal features file found for RGP: ./output/feature-sets/RGP.txt
[2025-12-08T20:30:49.850402] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:49.850433] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:49.850461] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:49.850517] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:49.908901] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:49.909661] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:49.909740] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:49.909793] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:50.028453] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:50.028624] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:50.028663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:50.028691] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:50.031948] [DEBUG] [FORECASTER] RGP: Forecast T+1@11:T+2@11: DOWN (p=37.51%)
[2025-12-08T20:30:50.032215] [INFO ] [FORECASTER] Completed predict_future for RGP
[2025-12-08T20:30:50.032332] [INFO ] [sig       ] RGP: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:30:50.175528] [INFO ] [LOCAL     ] Saved forecast: RGP	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/RGP.txt
[2025-12-08T20:30:50.175685] [INFO ] [sig       ] [2764/3624] Completed RGP in 0.3s | 2.92 sym/s | Total: 15.8m | ETA: 4.9m
[2025-12-08T20:30:50.175724] [INFO ] [sig       ] [2765/3624] Forecasting RGS...
[2025-12-08T20:30:50.175753] [INFO ] [sig       ] Generating forecast for: RGS
[2025-12-08T20:30:50.175783] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGS' from 'https://tdm.silogroup.org/data/derivative_storage/RGS.csv'.
[2025-12-08T20:30:50.188125] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGS'.
[2025-12-08T20:30:50.188488] [INFO ] [FORECASTER] Starting predict_future for RGS
[2025-12-08T20:30:50.189311] [DEBUG] [LOCAL     ] No optimal features file found for RGS: ./output/feature-sets/RGS.txt
[2025-12-08T20:30:50.189363] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:50.189394] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:50.189421] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:50.189478] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:50.247774] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:50.248527] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:50.248627] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:50.248662] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:50.365012] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:50.365183] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:50.365226] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:50.365254] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:50.368927] [DEBUG] [FORECASTER] RGS: Forecast T+1@11:T+2@11: UP (p=88.57%)
[2025-12-08T20:30:50.369216] [INFO ] [FORECASTER] Completed predict_future for RGS
[2025-12-08T20:30:50.369350] [INFO ] [sig       ] RGS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:30:50.515417] [INFO ] [LOCAL     ] Saved forecast: RGS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/RGS.txt
[2025-12-08T20:30:50.515552] [INFO ] [sig       ] [2765/3624] Completed RGS in 0.3s | 2.92 sym/s | Total: 15.8m | ETA: 4.9m
[2025-12-08T20:30:50.515609] [INFO ] [sig       ] [2766/3624] Forecasting RGTI...
[2025-12-08T20:30:50.515639] [INFO ] [sig       ] Generating forecast for: RGTI
[2025-12-08T20:30:50.515668] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGTI' from 'https://tdm.silogroup.org/data/derivative_storage/RGTI.csv'.
[2025-12-08T20:30:50.529076] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGTI'.
[2025-12-08T20:30:50.529482] [INFO ] [FORECASTER] Starting predict_future for RGTI
[2025-12-08T20:30:50.530383] [DEBUG] [LOCAL     ] No optimal features file found for RGTI: ./output/feature-sets/RGTI.txt
[2025-12-08T20:30:50.530436] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:50.530469] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:50.530496] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:50.530563] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:50.591883] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:50.592752] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:50.592836] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:50.592868] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:50.723342] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:50.723490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:50.723529] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:50.723564] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:50.727017] [DEBUG] [FORECASTER] RGTI: Forecast T+1@11:T+2@11: DOWN (p=47.54%)
[2025-12-08T20:30:50.727288] [INFO ] [FORECASTER] Completed predict_future for RGTI
[2025-12-08T20:30:50.727442] [INFO ] [sig       ] RGTI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:30:50.893801] [INFO ] [LOCAL     ] Saved forecast: RGTI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/RGTI.txt
[2025-12-08T20:30:50.894032] [INFO ] [sig       ] [2766/3624] Completed RGTI in 0.4s | 2.92 sym/s | Total: 15.8m | ETA: 4.9m
[2025-12-08T20:30:50.894093] [INFO ] [sig       ] [2767/3624] Forecasting RH...
[2025-12-08T20:30:50.894132] [INFO ] [sig       ] Generating forecast for: RH
[2025-12-08T20:30:50.894166] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RH' from 'https://tdm.silogroup.org/data/derivative_storage/RH.csv'.
[2025-12-08T20:30:50.906780] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RH'.
[2025-12-08T20:30:50.907169] [INFO ] [FORECASTER] Starting predict_future for RH
[2025-12-08T20:30:50.908048] [DEBUG] [LOCAL     ] No optimal features file found for RH: ./output/feature-sets/RH.txt
[2025-12-08T20:30:50.908100] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:50.908131] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:50.908157] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:50.908216] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:50.965495] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:50.966365] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:50.966448] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:50.966482] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:51.090501] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:51.090674] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:51.090718] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:51.090753] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:51.094184] [DEBUG] [FORECASTER] RH: Forecast T+1@11:T+2@11: UP (p=75.89%)
[2025-12-08T20:30:51.094476] [INFO ] [FORECASTER] Completed predict_future for RH
[2025-12-08T20:30:51.094623] [INFO ] [sig       ] RH: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:30:51.240685] [INFO ] [LOCAL     ] Saved forecast: RH	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/RH.txt
[2025-12-08T20:30:51.240831] [INFO ] [sig       ] [2767/3624] Completed RH in 0.3s | 2.92 sym/s | Total: 15.8m | ETA: 4.9m
[2025-12-08T20:30:51.240872] [INFO ] [sig       ] [2768/3624] Forecasting RHI...
[2025-12-08T20:30:51.240900] [INFO ] [sig       ] Generating forecast for: RHI
[2025-12-08T20:30:51.240929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RHI' from 'https://tdm.silogroup.org/data/derivative_storage/RHI.csv'.
[2025-12-08T20:30:51.252458] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RHI'.
[2025-12-08T20:30:51.252858] [INFO ] [FORECASTER] Starting predict_future for RHI
[2025-12-08T20:30:51.253716] [DEBUG] [LOCAL     ] No optimal features file found for RHI: ./output/feature-sets/RHI.txt
[2025-12-08T20:30:51.253779] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:51.253812] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:51.253839] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:51.253895] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:51.311767] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:51.312607] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:51.312690] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:51.312723] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:51.441489] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:51.441667] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:51.441707] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:51.441736] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:51.445393] [DEBUG] [FORECASTER] RHI: Forecast T+1@11:T+2@11: DOWN (p=6.19%)
[2025-12-08T20:30:51.445811] [INFO ] [FORECASTER] Completed predict_future for RHI
[2025-12-08T20:30:51.445960] [INFO ] [sig       ] RHI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:30:51.591980] [INFO ] [LOCAL     ] Saved forecast: RHI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/RHI.txt
[2025-12-08T20:30:51.592133] [INFO ] [sig       ] [2768/3624] Completed RHI in 0.4s | 2.92 sym/s | Total: 15.8m | ETA: 4.9m
[2025-12-08T20:30:51.592174] [INFO ] [sig       ] [2769/3624] Forecasting RHP...
[2025-12-08T20:30:51.592204] [INFO ] [sig       ] Generating forecast for: RHP
[2025-12-08T20:30:51.592234] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RHP' from 'https://tdm.silogroup.org/data/derivative_storage/RHP.csv'.
[2025-12-08T20:30:51.604106] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RHP'.
[2025-12-08T20:30:51.604486] [INFO ] [FORECASTER] Starting predict_future for RHP
[2025-12-08T20:30:51.605313] [DEBUG] [LOCAL     ] No optimal features file found for RHP: ./output/feature-sets/RHP.txt
[2025-12-08T20:30:51.605364] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:51.605397] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:51.605425] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:51.605482] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:51.665801] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:51.666604] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:51.666688] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:51.666727] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:51.789424] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:51.789587] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:51.789637] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:51.789674] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:51.793025] [DEBUG] [FORECASTER] RHP: Forecast T+1@11:T+2@11: DOWN (p=39.59%)
[2025-12-08T20:30:51.793293] [INFO ] [FORECASTER] Completed predict_future for RHP
[2025-12-08T20:30:51.793413] [INFO ] [sig       ] RHP: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:30:51.938095] [INFO ] [LOCAL     ] Saved forecast: RHP	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/RHP.txt
[2025-12-08T20:30:51.938215] [INFO ] [sig       ] [2769/3624] Completed RHP in 0.3s | 2.92 sym/s | Total: 15.8m | ETA: 4.9m
[2025-12-08T20:30:51.938254] [INFO ] [sig       ] [2770/3624] Forecasting RICK...
[2025-12-08T20:30:51.938282] [INFO ] [sig       ] Generating forecast for: RICK
[2025-12-08T20:30:51.938311] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RICK' from 'https://tdm.silogroup.org/data/derivative_storage/RICK.csv'.
[2025-12-08T20:30:51.950360] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RICK'.
[2025-12-08T20:30:51.950709] [INFO ] [FORECASTER] Starting predict_future for RICK
[2025-12-08T20:30:51.951492] [DEBUG] [LOCAL     ] No optimal features file found for RICK: ./output/feature-sets/RICK.txt
[2025-12-08T20:30:51.951542] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:51.951614] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:51.951643] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:51.951698] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:52.009252] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:52.009937] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:52.010014] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:52.010047] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:52.130136] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:52.130286] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:52.130328] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:52.130358] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:52.133770] [DEBUG] [FORECASTER] RICK: Forecast T+1@11:T+2@11: UP (p=83.18%)
[2025-12-08T20:30:52.134056] [INFO ] [FORECASTER] Completed predict_future for RICK
[2025-12-08T20:30:52.134185] [INFO ] [sig       ] RICK: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:30:52.271954] [INFO ] [LOCAL     ] Saved forecast: RICK	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/RICK.txt
[2025-12-08T20:30:52.272095] [INFO ] [sig       ] [2770/3624] Completed RICK in 0.3s | 2.92 sym/s | Total: 15.8m | ETA: 4.9m
[2025-12-08T20:30:52.272137] [INFO ] [sig       ] [2771/3624] Forecasting RIG...
[2025-12-08T20:30:52.272165] [INFO ] [sig       ] Generating forecast for: RIG
[2025-12-08T20:30:52.272194] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIG' from 'https://tdm.silogroup.org/data/derivative_storage/RIG.csv'.
[2025-12-08T20:30:52.284062] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIG'.
[2025-12-08T20:30:52.284445] [INFO ] [FORECASTER] Starting predict_future for RIG
[2025-12-08T20:30:52.285247] [DEBUG] [LOCAL     ] No optimal features file found for RIG: ./output/feature-sets/RIG.txt
[2025-12-08T20:30:52.285296] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:52.285326] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:52.285352] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:52.285407] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:52.341260] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:52.342081] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:52.342164] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:52.342196] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:52.463872] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:52.464028] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:52.464068] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:52.464098] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:52.467545] [DEBUG] [FORECASTER] RIG: Forecast T+1@11:T+2@11: DOWN (p=24.84%)
[2025-12-08T20:30:52.467921] [INFO ] [FORECASTER] Completed predict_future for RIG
[2025-12-08T20:30:52.468065] [INFO ] [sig       ] RIG: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:30:52.606839] [INFO ] [LOCAL     ] Saved forecast: RIG	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/RIG.txt
[2025-12-08T20:30:52.606995] [INFO ] [sig       ] [2771/3624] Completed RIG in 0.3s | 2.92 sym/s | Total: 15.8m | ETA: 4.9m
[2025-12-08T20:30:52.607035] [INFO ] [sig       ] [2772/3624] Forecasting RIGL...
[2025-12-08T20:30:52.607064] [INFO ] [sig       ] Generating forecast for: RIGL
[2025-12-08T20:30:52.607093] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIGL' from 'https://tdm.silogroup.org/data/derivative_storage/RIGL.csv'.
[2025-12-08T20:30:52.619440] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIGL'.
[2025-12-08T20:30:52.619850] [INFO ] [FORECASTER] Starting predict_future for RIGL
[2025-12-08T20:30:52.620730] [DEBUG] [LOCAL     ] No optimal features file found for RIGL: ./output/feature-sets/RIGL.txt
[2025-12-08T20:30:52.620781] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:52.620814] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:52.620841] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:52.620898] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:52.679181] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:52.680037] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:52.680135] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:52.680168] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:52.804896] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:52.805069] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:52.805110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:52.805139] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:52.808867] [DEBUG] [FORECASTER] RIGL: Forecast T+1@11:T+2@11: DOWN (p=14.27%)
[2025-12-08T20:30:52.809219] [INFO ] [FORECASTER] Completed predict_future for RIGL
[2025-12-08T20:30:52.809364] [INFO ] [sig       ] RIGL: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:30:52.947126] [INFO ] [LOCAL     ] Saved forecast: RIGL	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/RIGL.txt
[2025-12-08T20:30:52.947246] [INFO ] [sig       ] [2772/3624] Completed RIGL in 0.3s | 2.92 sym/s | Total: 15.8m | ETA: 4.9m
[2025-12-08T20:30:52.947284] [INFO ] [sig       ] [2773/3624] Forecasting RILY...
[2025-12-08T20:30:52.947313] [INFO ] [sig       ] Generating forecast for: RILY
[2025-12-08T20:30:52.947342] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RILY' from 'https://tdm.silogroup.org/data/derivative_storage/RILY.csv'.
[2025-12-08T20:30:52.959124] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RILY'.
[2025-12-08T20:30:52.959470] [INFO ] [FORECASTER] Starting predict_future for RILY
[2025-12-08T20:30:52.960306] [DEBUG] [LOCAL     ] No optimal features file found for RILY: ./output/feature-sets/RILY.txt
[2025-12-08T20:30:52.960358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:52.960392] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:52.960420] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:52.960478] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:53.017021] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:53.017747] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:53.017828] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:53.017861] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:53.135072] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:53.135218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:53.135256] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:53.135322] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:53.138802] [DEBUG] [FORECASTER] RILY: Forecast T+1@11:T+2@11: DOWN (p=4.54%)
[2025-12-08T20:30:53.139101] [INFO ] [FORECASTER] Completed predict_future for RILY
[2025-12-08T20:30:53.139219] [INFO ] [sig       ] RILY: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:30:53.274997] [INFO ] [LOCAL     ] Saved forecast: RILY	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/RILY.txt
[2025-12-08T20:30:53.275103] [INFO ] [sig       ] [2773/3624] Completed RILY in 0.3s | 2.92 sym/s | Total: 15.8m | ETA: 4.9m
[2025-12-08T20:30:53.275140] [INFO ] [sig       ] [2774/3624] Forecasting RILYN...
[2025-12-08T20:30:53.275169] [INFO ] [sig       ] Generating forecast for: RILYN
[2025-12-08T20:30:53.275197] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RILYN' from 'https://tdm.silogroup.org/data/derivative_storage/RILYN.csv'.
[2025-12-08T20:30:53.287087] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RILYN'.
[2025-12-08T20:30:53.287444] [INFO ] [FORECASTER] Starting predict_future for RILYN
[2025-12-08T20:30:53.288284] [DEBUG] [LOCAL     ] No optimal features file found for RILYN: ./output/feature-sets/RILYN.txt
[2025-12-08T20:30:53.288336] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:53.288368] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:53.288396] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:53.288451] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:53.345206] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:53.345832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:53.345908] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:53.345941] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:53.459113] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:53.459283] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:53.459323] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:53.459351] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:53.462727] [DEBUG] [FORECASTER] RILYN: Forecast T+1@11:T+2@11: UP (p=92.23%)
[2025-12-08T20:30:53.463020] [INFO ] [FORECASTER] Completed predict_future for RILYN
[2025-12-08T20:30:53.463142] [INFO ] [sig       ] RILYN: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:30:53.600084] [INFO ] [LOCAL     ] Saved forecast: RILYN	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/RILYN.txt
[2025-12-08T20:30:53.600207] [INFO ] [sig       ] [2774/3624] Completed RILYN in 0.3s | 2.92 sym/s | Total: 15.8m | ETA: 4.8m
[2025-12-08T20:30:53.600248] [INFO ] [sig       ] [2775/3624] Forecasting RILYZ...
[2025-12-08T20:30:53.600276] [INFO ] [sig       ] Generating forecast for: RILYZ
[2025-12-08T20:30:53.600305] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RILYZ' from 'https://tdm.silogroup.org/data/derivative_storage/RILYZ.csv'.
[2025-12-08T20:30:53.612194] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RILYZ'.
[2025-12-08T20:30:53.612545] [INFO ] [FORECASTER] Starting predict_future for RILYZ
[2025-12-08T20:30:53.613384] [DEBUG] [LOCAL     ] No optimal features file found for RILYZ: ./output/feature-sets/RILYZ.txt
[2025-12-08T20:30:53.613436] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:53.613469] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:53.613497] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:53.613555] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:53.670976] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:53.671647] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:53.671725] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:53.671759] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:53.790795] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:53.790983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:53.791023] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:53.791052] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:53.794502] [DEBUG] [FORECASTER] RILYZ: Forecast T+1@11:T+2@11: DOWN (p=38.00%)
[2025-12-08T20:30:53.794781] [INFO ] [FORECASTER] Completed predict_future for RILYZ
[2025-12-08T20:30:53.794899] [INFO ] [sig       ] RILYZ: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:30:53.932113] [INFO ] [LOCAL     ] Saved forecast: RILYZ	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/RILYZ.txt
[2025-12-08T20:30:53.932237] [INFO ] [sig       ] [2775/3624] Completed RILYZ in 0.3s | 2.92 sym/s | Total: 15.8m | ETA: 4.8m
[2025-12-08T20:30:53.932276] [INFO ] [sig       ] [2776/3624] Forecasting RIME...
[2025-12-08T20:30:53.932304] [INFO ] [sig       ] Generating forecast for: RIME
[2025-12-08T20:30:53.932333] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIME' from 'https://tdm.silogroup.org/data/derivative_storage/RIME.csv'.
[2025-12-08T20:30:53.943599] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIME'.
[2025-12-08T20:30:53.943941] [INFO ] [FORECASTER] Starting predict_future for RIME
[2025-12-08T20:30:53.944733] [DEBUG] [LOCAL     ] No optimal features file found for RIME: ./output/feature-sets/RIME.txt
[2025-12-08T20:30:53.944783] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:53.944814] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:53.944840] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:53.944895] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:53.999597] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:54.000203] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:54.000279] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:54.000310] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:54.113901] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:54.114051] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:54.114089] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:54.114116] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:54.117367] [DEBUG] [FORECASTER] RIME: Forecast T+1@11:T+2@11: DOWN (p=23.01%)
[2025-12-08T20:30:54.117669] [INFO ] [FORECASTER] Completed predict_future for RIME
[2025-12-08T20:30:54.117785] [INFO ] [sig       ] RIME: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:30:54.255664] [INFO ] [LOCAL     ] Saved forecast: RIME	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/RIME.txt
[2025-12-08T20:30:54.255779] [INFO ] [sig       ] [2776/3624] Completed RIME in 0.3s | 2.92 sym/s | Total: 15.8m | ETA: 4.8m
[2025-12-08T20:30:54.255817] [INFO ] [sig       ] [2777/3624] Forecasting RING...
[2025-12-08T20:30:54.255846] [INFO ] [sig       ] Generating forecast for: RING
[2025-12-08T20:30:54.255874] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RING' from 'https://tdm.silogroup.org/data/derivative_storage/RING.csv'.
[2025-12-08T20:30:54.272659] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RING'.
[2025-12-08T20:30:54.273007] [INFO ] [FORECASTER] Starting predict_future for RING
[2025-12-08T20:30:54.273801] [DEBUG] [LOCAL     ] No optimal features file found for RING: ./output/feature-sets/RING.txt
[2025-12-08T20:30:54.273850] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:54.273882] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:54.273907] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:54.273961] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:54.329063] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:54.329705] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:54.329779] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:54.329810] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:54.451098] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:54.451252] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:54.451291] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:54.451319] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:54.454628] [DEBUG] [FORECASTER] RING: Forecast T+1@11:T+2@11: UP (p=98.88%)
[2025-12-08T20:30:54.454889] [INFO ] [FORECASTER] Completed predict_future for RING
[2025-12-08T20:30:54.455006] [INFO ] [sig       ] RING: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:30:54.591603] [INFO ] [LOCAL     ] Saved forecast: RING	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/RING.txt
[2025-12-08T20:30:54.591740] [INFO ] [sig       ] [2777/3624] Completed RING in 0.3s | 2.92 sym/s | Total: 15.8m | ETA: 4.8m
[2025-12-08T20:30:54.591781] [INFO ] [sig       ] [2778/3624] Forecasting RIO...
[2025-12-08T20:30:54.591809] [INFO ] [sig       ] Generating forecast for: RIO
[2025-12-08T20:30:54.591838] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIO' from 'https://tdm.silogroup.org/data/derivative_storage/RIO.csv'.
[2025-12-08T20:30:54.603645] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIO'.
[2025-12-08T20:30:54.604026] [INFO ] [FORECASTER] Starting predict_future for RIO
[2025-12-08T20:30:54.604827] [DEBUG] [LOCAL     ] No optimal features file found for RIO: ./output/feature-sets/RIO.txt
[2025-12-08T20:30:54.604884] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:54.604918] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:54.604952] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:54.605011] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:54.662550] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:54.663329] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:54.663411] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:54.663444] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:54.795718] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:54.795880] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:54.795919] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:54.795948] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:54.800682] [DEBUG] [FORECASTER] RIO: Forecast T+1@11:T+2@11: DOWN (p=4.71%)
[2025-12-08T20:30:54.801138] [INFO ] [FORECASTER] Completed predict_future for RIO
[2025-12-08T20:30:54.801323] [INFO ] [sig       ] RIO: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:30:54.945029] [INFO ] [LOCAL     ] Saved forecast: RIO	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/RIO.txt
[2025-12-08T20:30:54.945178] [INFO ] [sig       ] [2778/3624] Completed RIO in 0.4s | 2.92 sym/s | Total: 15.8m | ETA: 4.8m
[2025-12-08T20:30:54.945219] [INFO ] [sig       ] [2779/3624] Forecasting RITM...
[2025-12-08T20:30:54.945248] [INFO ] [sig       ] Generating forecast for: RITM
[2025-12-08T20:30:54.945277] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RITM' from 'https://tdm.silogroup.org/data/derivative_storage/RITM.csv'.
[2025-12-08T20:30:54.957540] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RITM'.
[2025-12-08T20:30:54.957895] [INFO ] [FORECASTER] Starting predict_future for RITM
[2025-12-08T20:30:54.958681] [DEBUG] [LOCAL     ] No optimal features file found for RITM: ./output/feature-sets/RITM.txt
[2025-12-08T20:30:54.958743] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:54.958778] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:54.958805] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:54.958860] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:55.015719] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:55.016343] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:55.016419] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:55.016451] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:55.133278] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:55.133430] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:55.133468] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:55.133497] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:55.136856] [DEBUG] [FORECASTER] RITM: Forecast T+1@11:T+2@11: UP (p=88.82%)
[2025-12-08T20:30:55.137127] [INFO ] [FORECASTER] Completed predict_future for RITM
[2025-12-08T20:30:55.137251] [INFO ] [sig       ] RITM: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:30:55.282401] [INFO ] [LOCAL     ] Saved forecast: RITM	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/RITM.txt
[2025-12-08T20:30:55.282516] [INFO ] [sig       ] [2779/3624] Completed RITM in 0.3s | 2.92 sym/s | Total: 15.8m | ETA: 4.8m
[2025-12-08T20:30:55.282553] [INFO ] [sig       ] [2780/3624] Forecasting RIVN...
[2025-12-08T20:30:55.282600] [INFO ] [sig       ] Generating forecast for: RIVN
[2025-12-08T20:30:55.282630] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIVN' from 'https://tdm.silogroup.org/data/derivative_storage/RIVN.csv'.
[2025-12-08T20:30:55.294933] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIVN'.
[2025-12-08T20:30:55.295293] [INFO ] [FORECASTER] Starting predict_future for RIVN
[2025-12-08T20:30:55.296111] [DEBUG] [LOCAL     ] No optimal features file found for RIVN: ./output/feature-sets/RIVN.txt
[2025-12-08T20:30:55.296161] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:55.296192] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:55.296218] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:55.296274] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:55.352782] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:55.353470] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:55.353594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:55.353631] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:55.477517] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:55.477698] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:55.477754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:55.477794] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:55.481265] [DEBUG] [FORECASTER] RIVN: Forecast T+1@11:T+2@11: DOWN (p=7.46%)
[2025-12-08T20:30:55.481547] [INFO ] [FORECASTER] Completed predict_future for RIVN
[2025-12-08T20:30:55.481691] [INFO ] [sig       ] RIVN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:30:55.630543] [INFO ] [LOCAL     ] Saved forecast: RIVN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/RIVN.txt
[2025-12-08T20:30:55.630703] [INFO ] [sig       ] [2780/3624] Completed RIVN in 0.3s | 2.92 sym/s | Total: 15.9m | ETA: 4.8m
[2025-12-08T20:30:55.630742] [INFO ] [sig       ] [2781/3624] Forecasting RKLB...
[2025-12-08T20:30:55.630772] [INFO ] [sig       ] Generating forecast for: RKLB
[2025-12-08T20:30:55.630800] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RKLB' from 'https://tdm.silogroup.org/data/derivative_storage/RKLB.csv'.
[2025-12-08T20:30:55.642671] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RKLB'.
[2025-12-08T20:30:55.643030] [INFO ] [FORECASTER] Starting predict_future for RKLB
[2025-12-08T20:30:55.643814] [DEBUG] [LOCAL     ] No optimal features file found for RKLB: ./output/feature-sets/RKLB.txt
[2025-12-08T20:30:55.643864] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:55.643894] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:55.643920] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:55.643976] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:55.699388] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:55.700271] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:55.700370] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:55.700402] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:55.823842] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:55.823994] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:55.824034] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:55.824064] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:55.827369] [DEBUG] [FORECASTER] RKLB: Forecast T+1@11:T+2@11: DOWN (p=6.70%)
[2025-12-08T20:30:55.827677] [INFO ] [FORECASTER] Completed predict_future for RKLB
[2025-12-08T20:30:55.827799] [INFO ] [sig       ] RKLB: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:30:55.972259] [INFO ] [LOCAL     ] Saved forecast: RKLB	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/RKLB.txt
[2025-12-08T20:30:55.972406] [INFO ] [sig       ] [2781/3624] Completed RKLB in 0.3s | 2.92 sym/s | Total: 15.9m | ETA: 4.8m
[2025-12-08T20:30:55.972447] [INFO ] [sig       ] [2782/3624] Forecasting RL...
[2025-12-08T20:30:55.972476] [INFO ] [sig       ] Generating forecast for: RL
[2025-12-08T20:30:55.972505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RL' from 'https://tdm.silogroup.org/data/derivative_storage/RL.csv'.
[2025-12-08T20:30:55.984795] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RL'.
[2025-12-08T20:30:55.985167] [INFO ] [FORECASTER] Starting predict_future for RL
[2025-12-08T20:30:55.985975] [DEBUG] [LOCAL     ] No optimal features file found for RL: ./output/feature-sets/RL.txt
[2025-12-08T20:30:55.986026] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:55.986058] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:55.986085] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:55.986142] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:56.043150] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:56.044015] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:56.044099] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:56.044132] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:56.164670] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:56.164826] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:56.164864] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:56.164891] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:56.168368] [DEBUG] [FORECASTER] RL: Forecast T+1@11:T+2@11: UP (p=69.91%)
[2025-12-08T20:30:56.168749] [INFO ] [FORECASTER] Completed predict_future for RL
[2025-12-08T20:30:56.168898] [INFO ] [sig       ] RL: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:30:56.318075] [INFO ] [LOCAL     ] Saved forecast: RL	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/RL.txt
[2025-12-08T20:30:56.318225] [INFO ] [sig       ] [2782/3624] Completed RL in 0.3s | 2.92 sym/s | Total: 15.9m | ETA: 4.8m
[2025-12-08T20:30:56.318271] [INFO ] [sig       ] [2783/3624] Forecasting RLAY...
[2025-12-08T20:30:56.318302] [INFO ] [sig       ] Generating forecast for: RLAY
[2025-12-08T20:30:56.318332] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLAY' from 'https://tdm.silogroup.org/data/derivative_storage/RLAY.csv'.
[2025-12-08T20:30:56.329860] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLAY'.
[2025-12-08T20:30:56.330241] [INFO ] [FORECASTER] Starting predict_future for RLAY
[2025-12-08T20:30:56.331058] [DEBUG] [LOCAL     ] No optimal features file found for RLAY: ./output/feature-sets/RLAY.txt
[2025-12-08T20:30:56.331108] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:56.331140] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:56.331166] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:56.331221] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:56.386698] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:56.387589] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:56.387672] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:56.387703] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:56.511049] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:56.511199] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:56.511236] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:56.511263] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:56.514492] [DEBUG] [FORECASTER] RLAY: Forecast T+1@11:T+2@11: UP (p=66.68%)
[2025-12-08T20:30:56.514767] [INFO ] [FORECASTER] Completed predict_future for RLAY
[2025-12-08T20:30:56.514888] [INFO ] [sig       ] RLAY: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:30:56.654160] [INFO ] [LOCAL     ] Saved forecast: RLAY	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/RLAY.txt
[2025-12-08T20:30:56.654339] [INFO ] [sig       ] [2783/3624] Completed RLAY in 0.3s | 2.92 sym/s | Total: 15.9m | ETA: 4.8m
[2025-12-08T20:30:56.654379] [INFO ] [sig       ] [2784/3624] Forecasting RLI...
[2025-12-08T20:30:56.654408] [INFO ] [sig       ] Generating forecast for: RLI
[2025-12-08T20:30:56.654436] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLI' from 'https://tdm.silogroup.org/data/derivative_storage/RLI.csv'.
[2025-12-08T20:30:56.667810] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLI'.
[2025-12-08T20:30:56.668222] [INFO ] [FORECASTER] Starting predict_future for RLI
[2025-12-08T20:30:56.669051] [DEBUG] [LOCAL     ] No optimal features file found for RLI: ./output/feature-sets/RLI.txt
[2025-12-08T20:30:56.669102] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:56.669133] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:56.669159] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:56.669216] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:56.725170] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:56.726034] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:56.726113] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:56.726143] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:56.848718] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:56.848865] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:56.848902] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:56.848929] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:56.852303] [DEBUG] [FORECASTER] RLI: Forecast T+1@11:T+2@11: UP (p=98.70%)
[2025-12-08T20:30:56.852651] [INFO ] [FORECASTER] Completed predict_future for RLI
[2025-12-08T20:30:56.852815] [INFO ] [sig       ] RLI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:30:56.992753] [INFO ] [LOCAL     ] Saved forecast: RLI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/RLI.txt
[2025-12-08T20:30:56.992910] [INFO ] [sig       ] [2784/3624] Completed RLI in 0.3s | 2.92 sym/s | Total: 15.9m | ETA: 4.8m
[2025-12-08T20:30:56.992950] [INFO ] [sig       ] [2785/3624] Forecasting RLJ...
[2025-12-08T20:30:56.992977] [INFO ] [sig       ] Generating forecast for: RLJ
[2025-12-08T20:30:56.993006] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLJ' from 'https://tdm.silogroup.org/data/derivative_storage/RLJ.csv'.
[2025-12-08T20:30:57.004966] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLJ'.
[2025-12-08T20:30:57.005356] [INFO ] [FORECASTER] Starting predict_future for RLJ
[2025-12-08T20:30:57.006178] [DEBUG] [LOCAL     ] No optimal features file found for RLJ: ./output/feature-sets/RLJ.txt
[2025-12-08T20:30:57.006227] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:57.006257] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:57.006283] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:57.006337] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:57.074848] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:57.076035] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:57.076130] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:57.076169] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:57.209139] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:57.209289] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:57.209330] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:57.209360] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:57.213106] [DEBUG] [FORECASTER] RLJ: Forecast T+1@11:T+2@11: DOWN (p=0.81%)
[2025-12-08T20:30:57.213435] [INFO ] [FORECASTER] Completed predict_future for RLJ
[2025-12-08T20:30:57.213604] [INFO ] [sig       ] RLJ: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:30:57.376110] [INFO ] [LOCAL     ] Saved forecast: RLJ	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/RLJ.txt
[2025-12-08T20:30:57.376267] [INFO ] [sig       ] [2785/3624] Completed RLJ in 0.4s | 2.92 sym/s | Total: 15.9m | ETA: 4.8m
[2025-12-08T20:30:57.376306] [INFO ] [sig       ] [2786/3624] Forecasting RLMD...
[2025-12-08T20:30:57.376336] [INFO ] [sig       ] Generating forecast for: RLMD
[2025-12-08T20:30:57.376365] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLMD' from 'https://tdm.silogroup.org/data/derivative_storage/RLMD.csv'.
[2025-12-08T20:30:57.388398] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLMD'.
[2025-12-08T20:30:57.388791] [INFO ] [FORECASTER] Starting predict_future for RLMD
[2025-12-08T20:30:57.389560] [DEBUG] [LOCAL     ] No optimal features file found for RLMD: ./output/feature-sets/RLMD.txt
[2025-12-08T20:30:57.389632] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:57.389664] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:57.389690] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:57.389744] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:57.445414] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:57.446271] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:57.446351] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:57.446383] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:57.566332] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:57.566485] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:57.566540] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:57.566587] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:57.569955] [DEBUG] [FORECASTER] RLMD: Forecast T+1@11:T+2@11: UP (p=73.09%)
[2025-12-08T20:30:57.570229] [INFO ] [FORECASTER] Completed predict_future for RLMD
[2025-12-08T20:30:57.570354] [INFO ] [sig       ] RLMD: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:30:57.731615] [INFO ] [LOCAL     ] Saved forecast: RLMD	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/RLMD.txt
[2025-12-08T20:30:57.731788] [INFO ] [sig       ] [2786/3624] Completed RLMD in 0.4s | 2.92 sym/s | Total: 15.9m | ETA: 4.8m
[2025-12-08T20:30:57.731829] [INFO ] [sig       ] [2787/3624] Forecasting RLTY...
[2025-12-08T20:30:57.731859] [INFO ] [sig       ] Generating forecast for: RLTY
[2025-12-08T20:30:57.731887] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLTY' from 'https://tdm.silogroup.org/data/derivative_storage/RLTY.csv'.
[2025-12-08T20:30:57.747435] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLTY'.
[2025-12-08T20:30:57.747923] [INFO ] [FORECASTER] Starting predict_future for RLTY
[2025-12-08T20:30:57.748968] [DEBUG] [LOCAL     ] No optimal features file found for RLTY: ./output/feature-sets/RLTY.txt
[2025-12-08T20:30:57.749032] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:57.749107] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:57.749144] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:57.749229] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:57.816315] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:57.817202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:57.817289] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:57.817322] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:57.931663] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:57.931821] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:57.931858] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:57.931885] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:57.935176] [DEBUG] [FORECASTER] RLTY: Forecast T+1@11:T+2@11: DOWN (p=7.21%)
[2025-12-08T20:30:57.935471] [INFO ] [FORECASTER] Completed predict_future for RLTY
[2025-12-08T20:30:57.935619] [INFO ] [sig       ] RLTY: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:30:58.082592] [INFO ] [LOCAL     ] Saved forecast: RLTY	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/RLTY.txt
[2025-12-08T20:30:58.082748] [INFO ] [sig       ] [2787/3624] Completed RLTY in 0.4s | 2.92 sym/s | Total: 15.9m | ETA: 4.8m
[2025-12-08T20:30:58.082788] [INFO ] [sig       ] [2788/3624] Forecasting RLX...
[2025-12-08T20:30:58.082817] [INFO ] [sig       ] Generating forecast for: RLX
[2025-12-08T20:30:58.082845] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLX' from 'https://tdm.silogroup.org/data/derivative_storage/RLX.csv'.
[2025-12-08T20:30:58.095368] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLX'.
[2025-12-08T20:30:58.095777] [INFO ] [FORECASTER] Starting predict_future for RLX
[2025-12-08T20:30:58.096604] [DEBUG] [LOCAL     ] No optimal features file found for RLX: ./output/feature-sets/RLX.txt
[2025-12-08T20:30:58.096656] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:58.096688] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:58.096716] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:58.096772] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:58.155729] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:58.156636] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:58.156745] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:58.156777] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:58.288242] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:58.288394] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:58.288437] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:58.288466] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:58.291890] [DEBUG] [FORECASTER] RLX: Forecast T+1@11:T+2@11: DOWN (p=30.24%)
[2025-12-08T20:30:58.292164] [INFO ] [FORECASTER] Completed predict_future for RLX
[2025-12-08T20:30:58.292291] [INFO ] [sig       ] RLX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:30:58.436383] [INFO ] [LOCAL     ] Saved forecast: RLX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/RLX.txt
[2025-12-08T20:30:58.436531] [INFO ] [sig       ] [2788/3624] Completed RLX in 0.4s | 2.92 sym/s | Total: 15.9m | ETA: 4.8m
[2025-12-08T20:30:58.436585] [INFO ] [sig       ] [2789/3624] Forecasting RM...
[2025-12-08T20:30:58.436617] [INFO ] [sig       ] Generating forecast for: RM
[2025-12-08T20:30:58.436647] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RM' from 'https://tdm.silogroup.org/data/derivative_storage/RM.csv'.
[2025-12-08T20:30:58.448428] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RM'.
[2025-12-08T20:30:58.448803] [INFO ] [FORECASTER] Starting predict_future for RM
[2025-12-08T20:30:58.449618] [DEBUG] [LOCAL     ] No optimal features file found for RM: ./output/feature-sets/RM.txt
[2025-12-08T20:30:58.449669] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:58.449703] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:58.449729] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:58.449789] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:58.507108] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:58.508019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:58.508107] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:58.508139] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:58.628440] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:58.628611] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:58.628650] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:58.628677] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:58.631926] [DEBUG] [FORECASTER] RM: Forecast T+1@11:T+2@11: UP (p=94.71%)
[2025-12-08T20:30:58.632189] [INFO ] [FORECASTER] Completed predict_future for RM
[2025-12-08T20:30:58.632307] [INFO ] [sig       ] RM: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:30:58.769528] [INFO ] [LOCAL     ] Saved forecast: RM	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/RM.txt
[2025-12-08T20:30:58.769695] [INFO ] [sig       ] [2789/3624] Completed RM in 0.3s | 2.92 sym/s | Total: 15.9m | ETA: 4.8m
[2025-12-08T20:30:58.769735] [INFO ] [sig       ] [2790/3624] Forecasting RMAX...
[2025-12-08T20:30:58.769764] [INFO ] [sig       ] Generating forecast for: RMAX
[2025-12-08T20:30:58.769794] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMAX' from 'https://tdm.silogroup.org/data/derivative_storage/RMAX.csv'.
[2025-12-08T20:30:58.782204] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMAX'.
[2025-12-08T20:30:58.782592] [INFO ] [FORECASTER] Starting predict_future for RMAX
[2025-12-08T20:30:58.783386] [DEBUG] [LOCAL     ] No optimal features file found for RMAX: ./output/feature-sets/RMAX.txt
[2025-12-08T20:30:58.783436] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:58.783466] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:58.783510] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:58.783566] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:58.840157] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:58.840845] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:58.840923] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:58.840955] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:58.953821] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:58.953971] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:58.954010] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:58.954039] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:58.957550] [DEBUG] [FORECASTER] RMAX: Forecast T+1@11:T+2@11: DOWN (p=13.42%)
[2025-12-08T20:30:58.957869] [INFO ] [FORECASTER] Completed predict_future for RMAX
[2025-12-08T20:30:58.958021] [INFO ] [sig       ] RMAX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:30:59.104286] [INFO ] [LOCAL     ] Saved forecast: RMAX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/RMAX.txt
[2025-12-08T20:30:59.104421] [INFO ] [sig       ] [2790/3624] Completed RMAX in 0.3s | 2.92 sym/s | Total: 15.9m | ETA: 4.8m
[2025-12-08T20:30:59.104461] [INFO ] [sig       ] [2791/3624] Forecasting RMBI...
[2025-12-08T20:30:59.104489] [INFO ] [sig       ] Generating forecast for: RMBI
[2025-12-08T20:30:59.104519] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMBI' from 'https://tdm.silogroup.org/data/derivative_storage/RMBI.csv'.
[2025-12-08T20:30:59.116260] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMBI'.
[2025-12-08T20:30:59.116616] [INFO ] [FORECASTER] Starting predict_future for RMBI
[2025-12-08T20:30:59.117565] [DEBUG] [LOCAL     ] No optimal features file found for RMBI: ./output/feature-sets/RMBI.txt
[2025-12-08T20:30:59.117632] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:59.117665] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:59.117692] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:59.117746] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:59.175343] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:59.176056] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:59.176135] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:59.176169] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:59.288958] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:59.289106] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-08T20:30:59.289152] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:59.289188] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:59.292646] [DEBUG] [FORECASTER] RMBI: Forecast T+1@11:T+2@11: UP (p=77.42%)
[2025-12-08T20:30:59.292921] [INFO ] [FORECASTER] Completed predict_future for RMBI
[2025-12-08T20:30:59.293042] [INFO ] [sig       ] RMBI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:30:59.439931] [INFO ] [LOCAL     ] Saved forecast: RMBI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/RMBI.txt
[2025-12-08T20:30:59.440068] [INFO ] [sig       ] [2791/3624] Completed RMBI in 0.3s | 2.92 sym/s | Total: 15.9m | ETA: 4.8m
[2025-12-08T20:30:59.440109] [INFO ] [sig       ] [2792/3624] Forecasting RMBS...
[2025-12-08T20:30:59.440140] [INFO ] [sig       ] Generating forecast for: RMBS
[2025-12-08T20:30:59.440171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMBS' from 'https://tdm.silogroup.org/data/derivative_storage/RMBS.csv'.
[2025-12-08T20:30:59.452098] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMBS'.
[2025-12-08T20:30:59.452490] [INFO ] [FORECASTER] Starting predict_future for RMBS
[2025-12-08T20:30:59.453347] [DEBUG] [LOCAL     ] No optimal features file found for RMBS: ./output/feature-sets/RMBS.txt
[2025-12-08T20:30:59.453400] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:59.453432] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:59.453460] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:59.453517] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:59.511816] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:59.512689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:59.512778] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:59.512810] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:59.629152] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:59.629308] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:59.629348] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:59.629377] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:59.633352] [DEBUG] [FORECASTER] RMBS: Forecast T+1@11:T+2@11: DOWN (p=22.44%)
[2025-12-08T20:30:59.633657] [INFO ] [FORECASTER] Completed predict_future for RMBS
[2025-12-08T20:30:59.633785] [INFO ] [sig       ] RMBS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:30:59.776250] [INFO ] [LOCAL     ] Saved forecast: RMBS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/RMBS.txt
[2025-12-08T20:30:59.776405] [INFO ] [sig       ] [2792/3624] Completed RMBS in 0.3s | 2.92 sym/s | Total: 15.9m | ETA: 4.7m
[2025-12-08T20:30:59.776445] [INFO ] [sig       ] [2793/3624] Forecasting RMD...
[2025-12-08T20:30:59.776474] [INFO ] [sig       ] Generating forecast for: RMD
[2025-12-08T20:30:59.776502] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMD' from 'https://tdm.silogroup.org/data/derivative_storage/RMD.csv'.
[2025-12-08T20:30:59.788889] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMD'.
[2025-12-08T20:30:59.789276] [INFO ] [FORECASTER] Starting predict_future for RMD
[2025-12-08T20:30:59.790091] [DEBUG] [LOCAL     ] No optimal features file found for RMD: ./output/feature-sets/RMD.txt
[2025-12-08T20:30:59.790141] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:30:59.790172] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:30:59.790198] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:30:59.790253] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:30:59.846771] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:30:59.847651] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:30:59.847732] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:30:59.847765] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:30:59.970090] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:30:59.970236] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:30:59.970275] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:30:59.970303] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:30:59.973605] [DEBUG] [FORECASTER] RMD: Forecast T+1@11:T+2@11: DOWN (p=20.07%)
[2025-12-08T20:30:59.973868] [INFO ] [FORECASTER] Completed predict_future for RMD
[2025-12-08T20:30:59.973985] [INFO ] [sig       ] RMD: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:31:00.110838] [INFO ] [LOCAL     ] Saved forecast: RMD	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/RMD.txt
[2025-12-08T20:31:00.110945] [INFO ] [sig       ] [2793/3624] Completed RMD in 0.3s | 2.92 sym/s | Total: 15.9m | ETA: 4.7m
[2025-12-08T20:31:00.110984] [INFO ] [sig       ] [2794/3624] Forecasting RMI...
[2025-12-08T20:31:00.111019] [INFO ] [sig       ] Generating forecast for: RMI
[2025-12-08T20:31:00.111049] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMI' from 'https://tdm.silogroup.org/data/derivative_storage/RMI.csv'.
[2025-12-08T20:31:00.122862] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMI'.
[2025-12-08T20:31:00.123364] [INFO ] [FORECASTER] Starting predict_future for RMI
[2025-12-08T20:31:00.124130] [DEBUG] [LOCAL     ] No optimal features file found for RMI: ./output/feature-sets/RMI.txt
[2025-12-08T20:31:00.124180] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:00.124211] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:00.124238] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:00.124294] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:00.179626] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:00.180417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:00.180495] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:00.180527] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:00.287794] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:00.287947] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:00.287984] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:00.288013] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:00.291280] [DEBUG] [FORECASTER] RMI: Forecast T+1@11:T+2@11: DOWN (p=16.64%)
[2025-12-08T20:31:00.291545] [INFO ] [FORECASTER] Completed predict_future for RMI
[2025-12-08T20:31:00.291683] [INFO ] [sig       ] RMI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:31:00.434037] [INFO ] [LOCAL     ] Saved forecast: RMI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/RMI.txt
[2025-12-08T20:31:00.434187] [INFO ] [sig       ] [2794/3624] Completed RMI in 0.3s | 2.92 sym/s | Total: 15.9m | ETA: 4.7m
[2025-12-08T20:31:00.434227] [INFO ] [sig       ] [2795/3624] Forecasting RMM...
[2025-12-08T20:31:00.434257] [INFO ] [sig       ] Generating forecast for: RMM
[2025-12-08T20:31:00.434286] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMM' from 'https://tdm.silogroup.org/data/derivative_storage/RMM.csv'.
[2025-12-08T20:31:00.446591] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMM'.
[2025-12-08T20:31:00.446943] [INFO ] [FORECASTER] Starting predict_future for RMM
[2025-12-08T20:31:00.447745] [DEBUG] [LOCAL     ] No optimal features file found for RMM: ./output/feature-sets/RMM.txt
[2025-12-08T20:31:00.447796] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:00.447826] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:00.447853] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:00.447912] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:00.503748] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:00.504560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:00.504658] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:00.504691] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:00.627591] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:00.627746] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:00.627784] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:00.627811] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:00.631149] [DEBUG] [FORECASTER] RMM: Forecast T+1@11:T+2@11: UP (p=89.11%)
[2025-12-08T20:31:00.631441] [INFO ] [FORECASTER] Completed predict_future for RMM
[2025-12-08T20:31:00.631565] [INFO ] [sig       ] RMM: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:31:00.771326] [INFO ] [LOCAL     ] Saved forecast: RMM	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/RMM.txt
[2025-12-08T20:31:00.771489] [INFO ] [sig       ] [2795/3624] Completed RMM in 0.3s | 2.92 sym/s | Total: 15.9m | ETA: 4.7m
[2025-12-08T20:31:00.771530] [INFO ] [sig       ] [2796/3624] Forecasting RMMZ...
[2025-12-08T20:31:00.771558] [INFO ] [sig       ] Generating forecast for: RMMZ
[2025-12-08T20:31:00.771610] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMMZ' from 'https://tdm.silogroup.org/data/derivative_storage/RMMZ.csv'.
[2025-12-08T20:31:00.783974] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMMZ'.
[2025-12-08T20:31:00.784332] [INFO ] [FORECASTER] Starting predict_future for RMMZ
[2025-12-08T20:31:00.785148] [DEBUG] [LOCAL     ] No optimal features file found for RMMZ: ./output/feature-sets/RMMZ.txt
[2025-12-08T20:31:00.785197] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:00.785228] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:00.785254] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:00.785308] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:00.842560] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:00.843408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:00.843489] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:00.843522] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:00.973665] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:00.973815] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:00.973857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:00.973892] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:00.977633] [DEBUG] [FORECASTER] RMMZ: Forecast T+1@11:T+2@11: UP (p=96.25%)
[2025-12-08T20:31:00.977909] [INFO ] [FORECASTER] Completed predict_future for RMMZ
[2025-12-08T20:31:00.978031] [INFO ] [sig       ] RMMZ: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:31:01.141605] [INFO ] [LOCAL     ] Saved forecast: RMMZ	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/RMMZ.txt
[2025-12-08T20:31:01.141745] [INFO ] [sig       ] [2796/3624] Completed RMMZ in 0.4s | 2.92 sym/s | Total: 15.9m | ETA: 4.7m
[2025-12-08T20:31:01.141787] [INFO ] [sig       ] [2797/3624] Forecasting RMNI...
[2025-12-08T20:31:01.141818] [INFO ] [sig       ] Generating forecast for: RMNI
[2025-12-08T20:31:01.141849] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMNI' from 'https://tdm.silogroup.org/data/derivative_storage/RMNI.csv'.
[2025-12-08T20:31:01.154752] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMNI'.
[2025-12-08T20:31:01.155121] [INFO ] [FORECASTER] Starting predict_future for RMNI
[2025-12-08T20:31:01.155964] [DEBUG] [LOCAL     ] No optimal features file found for RMNI: ./output/feature-sets/RMNI.txt
[2025-12-08T20:31:01.156017] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:01.156048] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:01.156076] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:01.156135] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:01.224046] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:01.224897] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:01.225007] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:01.225040] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:01.344627] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:01.344772] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:01.344810] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:01.344859] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:01.348139] [DEBUG] [FORECASTER] RMNI: Forecast T+1@11:T+2@11: DOWN (p=36.49%)
[2025-12-08T20:31:01.348401] [INFO ] [FORECASTER] Completed predict_future for RMNI
[2025-12-08T20:31:01.348519] [INFO ] [sig       ] RMNI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:31:01.486429] [INFO ] [LOCAL     ] Saved forecast: RMNI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/RMNI.txt
[2025-12-08T20:31:01.486609] [INFO ] [sig       ] [2797/3624] Completed RMNI in 0.3s | 2.92 sym/s | Total: 15.9m | ETA: 4.7m
[2025-12-08T20:31:01.486652] [INFO ] [sig       ] [2798/3624] Forecasting RNA...
[2025-12-08T20:31:01.486682] [INFO ] [sig       ] Generating forecast for: RNA
[2025-12-08T20:31:01.486711] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNA' from 'https://tdm.silogroup.org/data/derivative_storage/RNA.csv'.
[2025-12-08T20:31:01.498920] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNA'.
[2025-12-08T20:31:01.499346] [INFO ] [FORECASTER] Starting predict_future for RNA
[2025-12-08T20:31:01.500180] [DEBUG] [LOCAL     ] No optimal features file found for RNA: ./output/feature-sets/RNA.txt
[2025-12-08T20:31:01.500230] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:01.500261] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:01.500287] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:01.500342] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:01.556691] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:01.557554] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:01.557652] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:01.557684] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:01.674676] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:01.674829] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:01.674866] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:01.674893] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:01.678138] [DEBUG] [FORECASTER] RNA: Forecast T+1@11:T+2@11: UP (p=59.64%)
[2025-12-08T20:31:01.678395] [INFO ] [FORECASTER] Completed predict_future for RNA
[2025-12-08T20:31:01.678509] [INFO ] [sig       ] RNA: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:31:01.816341] [INFO ] [LOCAL     ] Saved forecast: RNA	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/RNA.txt
[2025-12-08T20:31:01.816491] [INFO ] [sig       ] [2798/3624] Completed RNA in 0.3s | 2.92 sym/s | Total: 16.0m | ETA: 4.7m
[2025-12-08T20:31:01.816530] [INFO ] [sig       ] [2799/3624] Forecasting RNAC...
[2025-12-08T20:31:01.816560] [INFO ] [sig       ] Generating forecast for: RNAC
[2025-12-08T20:31:01.816620] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNAC' from 'https://tdm.silogroup.org/data/derivative_storage/RNAC.csv'.
[2025-12-08T20:31:01.828873] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNAC'.
[2025-12-08T20:31:01.829239] [INFO ] [FORECASTER] Starting predict_future for RNAC
[2025-12-08T20:31:01.830013] [DEBUG] [LOCAL     ] No optimal features file found for RNAC: ./output/feature-sets/RNAC.txt
[2025-12-08T20:31:01.830063] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:01.830094] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:01.830119] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:01.830174] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:01.886554] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:01.887366] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:01.887508] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:01.887542] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:02.002501] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:02.002672] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:02.002709] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:02.002736] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:02.006163] [DEBUG] [FORECASTER] RNAC: Forecast T+1@11:T+2@11: UP (p=83.59%)
[2025-12-08T20:31:02.006481] [INFO ] [FORECASTER] Completed predict_future for RNAC
[2025-12-08T20:31:02.006642] [INFO ] [sig       ] RNAC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:31:02.149892] [INFO ] [LOCAL     ] Saved forecast: RNAC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/RNAC.txt
[2025-12-08T20:31:02.150046] [INFO ] [sig       ] [2799/3624] Completed RNAC in 0.3s | 2.92 sym/s | Total: 16.0m | ETA: 4.7m
[2025-12-08T20:31:02.150086] [INFO ] [sig       ] [2800/3624] Forecasting RNG...
[2025-12-08T20:31:02.150115] [INFO ] [sig       ] Generating forecast for: RNG
[2025-12-08T20:31:02.150143] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNG' from 'https://tdm.silogroup.org/data/derivative_storage/RNG.csv'.
[2025-12-08T20:31:02.163134] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNG'.
[2025-12-08T20:31:02.163519] [INFO ] [FORECASTER] Starting predict_future for RNG
[2025-12-08T20:31:02.164302] [DEBUG] [LOCAL     ] No optimal features file found for RNG: ./output/feature-sets/RNG.txt
[2025-12-08T20:31:02.164352] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:02.164383] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:02.164408] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:02.164463] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:02.220766] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:02.221555] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:02.221648] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:02.221680] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:02.340971] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:02.341129] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:02.341167] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:02.341195] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:02.344443] [DEBUG] [FORECASTER] RNG: Forecast T+1@11:T+2@11: DOWN (p=1.52%)
[2025-12-08T20:31:02.344728] [INFO ] [FORECASTER] Completed predict_future for RNG
[2025-12-08T20:31:02.344847] [INFO ] [sig       ] RNG: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:31:02.499620] [INFO ] [LOCAL     ] Saved forecast: RNG	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/RNG.txt
[2025-12-08T20:31:02.499872] [INFO ] [sig       ] [2800/3624] Completed RNG in 0.3s | 2.92 sym/s | Total: 16.0m | ETA: 4.7m
[2025-12-08T20:31:02.499938] [INFO ] [sig       ] [2801/3624] Forecasting RNP...
[2025-12-08T20:31:02.499985] [INFO ] [sig       ] Generating forecast for: RNP
[2025-12-08T20:31:02.500029] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNP' from 'https://tdm.silogroup.org/data/derivative_storage/RNP.csv'.
[2025-12-08T20:31:02.513650] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNP'.
[2025-12-08T20:31:02.514075] [INFO ] [FORECASTER] Starting predict_future for RNP
[2025-12-08T20:31:02.514984] [DEBUG] [LOCAL     ] No optimal features file found for RNP: ./output/feature-sets/RNP.txt
[2025-12-08T20:31:02.515040] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:02.515072] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:02.515099] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:02.515173] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:02.572570] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:02.573447] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:02.573532] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:02.573566] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:02.693806] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:02.693972] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:02.694013] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:02.694043] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:02.697613] [DEBUG] [FORECASTER] RNP: Forecast T+1@11:T+2@11: UP (p=88.11%)
[2025-12-08T20:31:02.697937] [INFO ] [FORECASTER] Completed predict_future for RNP
[2025-12-08T20:31:02.698100] [INFO ] [sig       ] RNP: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:31:02.846757] [INFO ] [LOCAL     ] Saved forecast: RNP	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/RNP.txt
[2025-12-08T20:31:02.846909] [INFO ] [sig       ] [2801/3624] Completed RNP in 0.3s | 2.92 sym/s | Total: 16.0m | ETA: 4.7m
[2025-12-08T20:31:02.846948] [INFO ] [sig       ] [2802/3624] Forecasting ROAD...
[2025-12-08T20:31:02.846979] [INFO ] [sig       ] Generating forecast for: ROAD
[2025-12-08T20:31:02.847009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ROAD' from 'https://tdm.silogroup.org/data/derivative_storage/ROAD.csv'.
[2025-12-08T20:31:02.860268] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ROAD'.
[2025-12-08T20:31:02.860666] [INFO ] [FORECASTER] Starting predict_future for ROAD
[2025-12-08T20:31:02.861431] [DEBUG] [LOCAL     ] No optimal features file found for ROAD: ./output/feature-sets/ROAD.txt
[2025-12-08T20:31:02.861481] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:02.861513] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:02.861540] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:02.861619] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:02.921114] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:02.921962] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:02.922043] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:02.922076] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:03.048290] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:03.048450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:03.048489] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:03.048517] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:03.052214] [DEBUG] [FORECASTER] ROAD: Forecast T+1@11:T+2@11: UP (p=84.30%)
[2025-12-08T20:31:03.052536] [INFO ] [FORECASTER] Completed predict_future for ROAD
[2025-12-08T20:31:03.052691] [INFO ] [sig       ] ROAD: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:31:03.202902] [INFO ] [LOCAL     ] Saved forecast: ROAD	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ROAD.txt
[2025-12-08T20:31:03.203053] [INFO ] [sig       ] [2802/3624] Completed ROAD in 0.4s | 2.92 sym/s | Total: 16.0m | ETA: 4.7m
[2025-12-08T20:31:03.203094] [INFO ] [sig       ] [2803/3624] Forecasting ROCK...
[2025-12-08T20:31:03.203124] [INFO ] [sig       ] Generating forecast for: ROCK
[2025-12-08T20:31:03.203154] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ROCK' from 'https://tdm.silogroup.org/data/derivative_storage/ROCK.csv'.
[2025-12-08T20:31:03.215805] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ROCK'.
[2025-12-08T20:31:03.216217] [INFO ] [FORECASTER] Starting predict_future for ROCK
[2025-12-08T20:31:03.217061] [DEBUG] [LOCAL     ] No optimal features file found for ROCK: ./output/feature-sets/ROCK.txt
[2025-12-08T20:31:03.217127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:03.217170] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:03.217201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:03.217259] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:03.279063] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:03.279946] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:03.280028] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:03.280062] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:03.404956] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:03.405116] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:03.405156] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:03.405185] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:03.408606] [DEBUG] [FORECASTER] ROCK: Forecast T+1@11:T+2@11: DOWN (p=15.39%)
[2025-12-08T20:31:03.408904] [INFO ] [FORECASTER] Completed predict_future for ROCK
[2025-12-08T20:31:03.409047] [INFO ] [sig       ] ROCK: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:31:03.552880] [INFO ] [LOCAL     ] Saved forecast: ROCK	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ROCK.txt
[2025-12-08T20:31:03.553034] [INFO ] [sig       ] [2803/3624] Completed ROCK in 0.3s | 2.92 sym/s | Total: 16.0m | ETA: 4.7m
[2025-12-08T20:31:03.553076] [INFO ] [sig       ] [2804/3624] Forecasting ROE...
[2025-12-08T20:31:03.553105] [INFO ] [sig       ] Generating forecast for: ROE
[2025-12-08T20:31:03.553135] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ROE' from 'https://tdm.silogroup.org/data/derivative_storage/ROE.csv'.
[2025-12-08T20:31:03.566096] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ROE'.
[2025-12-08T20:31:03.566498] [INFO ] [FORECASTER] Starting predict_future for ROE
[2025-12-08T20:31:03.567326] [DEBUG] [LOCAL     ] No optimal features file found for ROE: ./output/feature-sets/ROE.txt
[2025-12-08T20:31:03.567378] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:03.567476] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:03.567504] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:03.567559] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:03.624317] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:03.625192] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:03.625272] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:03.625304] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:03.746285] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:03.746441] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:03.746481] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:03.746511] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:03.750464] [DEBUG] [FORECASTER] ROE: Forecast T+1@11:T+2@11: UP (p=70.67%)
[2025-12-08T20:31:03.750763] [INFO ] [FORECASTER] Completed predict_future for ROE
[2025-12-08T20:31:03.750886] [INFO ] [sig       ] ROE: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:31:03.898048] [INFO ] [LOCAL     ] Saved forecast: ROE	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ROE.txt
[2025-12-08T20:31:03.898194] [INFO ] [sig       ] [2804/3624] Completed ROE in 0.3s | 2.92 sym/s | Total: 16.0m | ETA: 4.7m
[2025-12-08T20:31:03.898232] [INFO ] [sig       ] [2805/3624] Forecasting ROP...
[2025-12-08T20:31:03.898263] [INFO ] [sig       ] Generating forecast for: ROP
[2025-12-08T20:31:03.898292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ROP' from 'https://tdm.silogroup.org/data/derivative_storage/ROP.csv'.
[2025-12-08T20:31:03.911315] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ROP'.
[2025-12-08T20:31:03.911747] [INFO ] [FORECASTER] Starting predict_future for ROP
[2025-12-08T20:31:03.912526] [DEBUG] [LOCAL     ] No optimal features file found for ROP: ./output/feature-sets/ROP.txt
[2025-12-08T20:31:03.912595] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:03.912629] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:03.912655] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:03.912709] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:03.972043] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:03.972896] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:03.972990] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:03.973030] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:04.091005] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:04.091162] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:04.091200] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:04.091228] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:04.094466] [DEBUG] [FORECASTER] ROP: Forecast T+1@11:T+2@11: DOWN (p=6.89%)
[2025-12-08T20:31:04.094749] [INFO ] [FORECASTER] Completed predict_future for ROP
[2025-12-08T20:31:04.094871] [INFO ] [sig       ] ROP: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:31:04.237463] [INFO ] [LOCAL     ] Saved forecast: ROP	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ROP.txt
[2025-12-08T20:31:04.237641] [INFO ] [sig       ] [2805/3624] Completed ROP in 0.3s | 2.92 sym/s | Total: 16.0m | ETA: 4.7m
[2025-12-08T20:31:04.237684] [INFO ] [sig       ] [2806/3624] Forecasting RPAY...
[2025-12-08T20:31:04.237713] [INFO ] [sig       ] Generating forecast for: RPAY
[2025-12-08T20:31:04.237740] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPAY' from 'https://tdm.silogroup.org/data/derivative_storage/RPAY.csv'.
[2025-12-08T20:31:04.250195] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPAY'.
[2025-12-08T20:31:04.250563] [INFO ] [FORECASTER] Starting predict_future for RPAY
[2025-12-08T20:31:04.251541] [DEBUG] [LOCAL     ] No optimal features file found for RPAY: ./output/feature-sets/RPAY.txt
[2025-12-08T20:31:04.251609] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:04.251641] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:04.251667] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:04.251721] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:04.309304] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:04.310241] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:04.310332] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:04.310365] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:04.431462] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:04.431595] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:04.431653] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:04.431681] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:04.435209] [DEBUG] [FORECASTER] RPAY: Forecast T+1@11:T+2@11: DOWN (p=8.23%)
[2025-12-08T20:31:04.435536] [INFO ] [FORECASTER] Completed predict_future for RPAY
[2025-12-08T20:31:04.435705] [INFO ] [sig       ] RPAY: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:31:04.583159] [INFO ] [LOCAL     ] Saved forecast: RPAY	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/RPAY.txt
[2025-12-08T20:31:04.583302] [INFO ] [sig       ] [2806/3624] Completed RPAY in 0.3s | 2.92 sym/s | Total: 16.0m | ETA: 4.7m
[2025-12-08T20:31:04.583349] [INFO ] [sig       ] [2807/3624] Forecasting RPD...
[2025-12-08T20:31:04.583380] [INFO ] [sig       ] Generating forecast for: RPD
[2025-12-08T20:31:04.583414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPD' from 'https://tdm.silogroup.org/data/derivative_storage/RPD.csv'.
[2025-12-08T20:31:04.596717] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPD'.
[2025-12-08T20:31:04.597108] [INFO ] [FORECASTER] Starting predict_future for RPD
[2025-12-08T20:31:04.598001] [DEBUG] [LOCAL     ] No optimal features file found for RPD: ./output/feature-sets/RPD.txt
[2025-12-08T20:31:04.598054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:04.598087] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:04.598116] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:04.598174] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:04.657669] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:04.658499] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:04.658621] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:04.658664] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:04.788658] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:04.788812] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:04.788862] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:04.788948] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:04.792482] [DEBUG] [FORECASTER] RPD: Forecast T+1@11:T+2@11: UP (p=87.57%)
[2025-12-08T20:31:04.792770] [INFO ] [FORECASTER] Completed predict_future for RPD
[2025-12-08T20:31:04.792893] [INFO ] [sig       ] RPD: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:31:04.940684] [INFO ] [LOCAL     ] Saved forecast: RPD	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/RPD.txt
[2025-12-08T20:31:04.940832] [INFO ] [sig       ] [2807/3624] Completed RPD in 0.4s | 2.92 sym/s | Total: 16.0m | ETA: 4.7m
[2025-12-08T20:31:04.940872] [INFO ] [sig       ] [2808/3624] Forecasting RPID...
[2025-12-08T20:31:04.940901] [INFO ] [sig       ] Generating forecast for: RPID
[2025-12-08T20:31:04.940930] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPID' from 'https://tdm.silogroup.org/data/derivative_storage/RPID.csv'.
[2025-12-08T20:31:04.954512] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPID'.
[2025-12-08T20:31:04.954922] [INFO ] [FORECASTER] Starting predict_future for RPID
[2025-12-08T20:31:04.955753] [DEBUG] [LOCAL     ] No optimal features file found for RPID: ./output/feature-sets/RPID.txt
[2025-12-08T20:31:04.955818] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:04.955868] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:04.955913] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:04.955983] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:05.016465] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:05.017273] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:05.017353] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:05.017386] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:05.141782] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:05.141957] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:05.142014] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:05.142058] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:05.145683] [DEBUG] [FORECASTER] RPID: Forecast T+1@11:T+2@11: DOWN (p=20.31%)
[2025-12-08T20:31:05.145992] [INFO ] [FORECASTER] Completed predict_future for RPID
[2025-12-08T20:31:05.146121] [INFO ] [sig       ] RPID: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:31:05.292306] [INFO ] [LOCAL     ] Saved forecast: RPID	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/RPID.txt
[2025-12-08T20:31:05.292444] [INFO ] [sig       ] [2808/3624] Completed RPID in 0.4s | 2.92 sym/s | Total: 16.0m | ETA: 4.7m
[2025-12-08T20:31:05.292484] [INFO ] [sig       ] [2809/3624] Forecasting RPRX...
[2025-12-08T20:31:05.292515] [INFO ] [sig       ] Generating forecast for: RPRX
[2025-12-08T20:31:05.292548] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPRX' from 'https://tdm.silogroup.org/data/derivative_storage/RPRX.csv'.
[2025-12-08T20:31:05.305354] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPRX'.
[2025-12-08T20:31:05.305759] [INFO ] [FORECASTER] Starting predict_future for RPRX
[2025-12-08T20:31:05.306615] [DEBUG] [LOCAL     ] No optimal features file found for RPRX: ./output/feature-sets/RPRX.txt
[2025-12-08T20:31:05.306668] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:05.306700] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:05.306727] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:05.306785] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:05.365746] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:05.366506] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:05.366603] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:05.366638] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:05.488133] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:05.488293] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:05.488333] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:05.488361] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:05.491667] [DEBUG] [FORECASTER] RPRX: Forecast T+1@11:T+2@11: UP (p=50.80%)
[2025-12-08T20:31:05.491938] [INFO ] [FORECASTER] Completed predict_future for RPRX
[2025-12-08T20:31:05.492059] [INFO ] [sig       ] RPRX: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:31:05.632624] [INFO ] [LOCAL     ] Saved forecast: RPRX	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/RPRX.txt
[2025-12-08T20:31:05.632756] [INFO ] [sig       ] [2809/3624] Completed RPRX in 0.3s | 2.92 sym/s | Total: 16.0m | ETA: 4.6m
[2025-12-08T20:31:05.632795] [INFO ] [sig       ] [2810/3624] Forecasting RPTX...
[2025-12-08T20:31:05.632824] [INFO ] [sig       ] Generating forecast for: RPTX
[2025-12-08T20:31:05.632853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPTX' from 'https://tdm.silogroup.org/data/derivative_storage/RPTX.csv'.
[2025-12-08T20:31:05.653465] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPTX'.
[2025-12-08T20:31:05.653901] [INFO ] [FORECASTER] Starting predict_future for RPTX
[2025-12-08T20:31:05.654903] [DEBUG] [LOCAL     ] No optimal features file found for RPTX: ./output/feature-sets/RPTX.txt
[2025-12-08T20:31:05.654954] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:05.654986] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:05.655012] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:05.655067] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:05.711165] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:05.711894] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:05.711968] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:05.711999] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:05.827944] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:05.828105] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:05.828175] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:05.828208] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:05.831636] [DEBUG] [FORECASTER] RPTX: Forecast T+1@11:T+2@11: DOWN (p=13.53%)
[2025-12-08T20:31:05.831914] [INFO ] [FORECASTER] Completed predict_future for RPTX
[2025-12-08T20:31:05.832037] [INFO ] [sig       ] RPTX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:31:05.974787] [INFO ] [LOCAL     ] Saved forecast: RPTX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/RPTX.txt
[2025-12-08T20:31:05.974929] [INFO ] [sig       ] [2810/3624] Completed RPTX in 0.3s | 2.92 sym/s | Total: 16.0m | ETA: 4.6m
[2025-12-08T20:31:05.974973] [INFO ] [sig       ] [2811/3624] Forecasting RQI...
[2025-12-08T20:31:05.975002] [INFO ] [sig       ] Generating forecast for: RQI
[2025-12-08T20:31:05.975033] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RQI' from 'https://tdm.silogroup.org/data/derivative_storage/RQI.csv'.
[2025-12-08T20:31:05.990672] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RQI'.
[2025-12-08T20:31:05.991036] [INFO ] [FORECASTER] Starting predict_future for RQI
[2025-12-08T20:31:05.992068] [DEBUG] [LOCAL     ] No optimal features file found for RQI: ./output/feature-sets/RQI.txt
[2025-12-08T20:31:05.992290] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:05.992322] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:05.992348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:05.992405] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:06.051310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:06.052057] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:06.052146] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:06.052183] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:06.173814] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:06.173966] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:06.174007] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:06.174036] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:06.177462] [DEBUG] [FORECASTER] RQI: Forecast T+1@11:T+2@11: UP (p=99.76%)
[2025-12-08T20:31:06.177755] [INFO ] [FORECASTER] Completed predict_future for RQI
[2025-12-08T20:31:06.177876] [INFO ] [sig       ] RQI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:31:06.319338] [INFO ] [LOCAL     ] Saved forecast: RQI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/RQI.txt
[2025-12-08T20:31:06.319502] [INFO ] [sig       ] [2811/3624] Completed RQI in 0.3s | 2.92 sym/s | Total: 16.0m | ETA: 4.6m
[2025-12-08T20:31:06.319551] [INFO ] [sig       ] [2812/3624] Forecasting RRBI...
[2025-12-08T20:31:06.319627] [INFO ] [sig       ] Generating forecast for: RRBI
[2025-12-08T20:31:06.319665] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RRBI' from 'https://tdm.silogroup.org/data/derivative_storage/RRBI.csv'.
[2025-12-08T20:31:06.332044] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RRBI'.
[2025-12-08T20:31:06.332397] [INFO ] [FORECASTER] Starting predict_future for RRBI
[2025-12-08T20:31:06.333324] [DEBUG] [LOCAL     ] No optimal features file found for RRBI: ./output/feature-sets/RRBI.txt
[2025-12-08T20:31:06.333376] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:06.333407] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:06.333432] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:06.333488] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:06.396031] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:06.396820] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:06.396897] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:06.396930] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:06.504244] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:06.504391] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-08T20:31:06.504432] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:06.504460] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:06.507974] [DEBUG] [FORECASTER] RRBI: Forecast T+1@11:T+2@11: UP (p=93.97%)
[2025-12-08T20:31:06.508254] [INFO ] [FORECASTER] Completed predict_future for RRBI
[2025-12-08T20:31:06.508380] [INFO ] [sig       ] RRBI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:31:06.654973] [INFO ] [LOCAL     ] Saved forecast: RRBI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/RRBI.txt
[2025-12-08T20:31:06.655135] [INFO ] [sig       ] [2812/3624] Completed RRBI in 0.3s | 2.92 sym/s | Total: 16.0m | ETA: 4.6m
[2025-12-08T20:31:06.655175] [INFO ] [sig       ] [2813/3624] Forecasting RRC...
[2025-12-08T20:31:06.655206] [INFO ] [sig       ] Generating forecast for: RRC
[2025-12-08T20:31:06.655235] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RRC' from 'https://tdm.silogroup.org/data/derivative_storage/RRC.csv'.
[2025-12-08T20:31:06.669928] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RRC'.
[2025-12-08T20:31:06.670514] [INFO ] [FORECASTER] Starting predict_future for RRC
[2025-12-08T20:31:06.671608] [DEBUG] [LOCAL     ] No optimal features file found for RRC: ./output/feature-sets/RRC.txt
[2025-12-08T20:31:06.671660] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:06.671692] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:06.671718] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:06.671772] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:06.732443] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:06.733361] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:06.733445] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:06.733477] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:06.864959] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:06.865119] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:06.865176] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:06.865241] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:06.868960] [DEBUG] [FORECASTER] RRC: Forecast T+1@11:T+2@11: UP (p=97.08%)
[2025-12-08T20:31:06.869295] [INFO ] [FORECASTER] Completed predict_future for RRC
[2025-12-08T20:31:06.869434] [INFO ] [sig       ] RRC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:31:07.046364] [INFO ] [LOCAL     ] Saved forecast: RRC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/RRC.txt
[2025-12-08T20:31:07.046545] [INFO ] [sig       ] [2813/3624] Completed RRC in 0.4s | 2.92 sym/s | Total: 16.0m | ETA: 4.6m
[2025-12-08T20:31:07.046618] [INFO ] [sig       ] [2814/3624] Forecasting RRGB...
[2025-12-08T20:31:07.046650] [INFO ] [sig       ] Generating forecast for: RRGB
[2025-12-08T20:31:07.046681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RRGB' from 'https://tdm.silogroup.org/data/derivative_storage/RRGB.csv'.
[2025-12-08T20:31:07.066537] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RRGB'.
[2025-12-08T20:31:07.067017] [INFO ] [FORECASTER] Starting predict_future for RRGB
[2025-12-08T20:31:07.068085] [DEBUG] [LOCAL     ] No optimal features file found for RRGB: ./output/feature-sets/RRGB.txt
[2025-12-08T20:31:07.068143] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:07.068191] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:07.068232] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:07.068325] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:07.148273] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:07.149274] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:07.149422] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:07.149457] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:07.318471] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:07.318685] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:07.318734] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:07.318770] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:07.324064] [DEBUG] [FORECASTER] RRGB: Forecast T+1@11:T+2@11: UP (p=80.38%)
[2025-12-08T20:31:07.324603] [INFO ] [FORECASTER] Completed predict_future for RRGB
[2025-12-08T20:31:07.324823] [INFO ] [sig       ] RRGB: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:31:07.553683] [INFO ] [LOCAL     ] Saved forecast: RRGB	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/RRGB.txt
[2025-12-08T20:31:07.553946] [INFO ] [sig       ] [2814/3624] Completed RRGB in 0.5s | 2.92 sym/s | Total: 16.1m | ETA: 4.6m
[2025-12-08T20:31:07.554022] [INFO ] [sig       ] [2815/3624] Forecasting RRX...
[2025-12-08T20:31:07.554070] [INFO ] [sig       ] Generating forecast for: RRX
[2025-12-08T20:31:07.554118] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RRX' from 'https://tdm.silogroup.org/data/derivative_storage/RRX.csv'.
[2025-12-08T20:31:07.579953] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RRX'.
[2025-12-08T20:31:07.580449] [INFO ] [FORECASTER] Starting predict_future for RRX
[2025-12-08T20:31:07.581666] [DEBUG] [LOCAL     ] No optimal features file found for RRX: ./output/feature-sets/RRX.txt
[2025-12-08T20:31:07.581736] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:07.581784] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:07.581826] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:07.581914] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:07.665441] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:07.666401] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:07.666490] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:07.666523] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:07.813772] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:07.813959] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:07.814018] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:07.814063] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:07.819117] [DEBUG] [FORECASTER] RRX: Forecast T+1@11:T+2@11: DOWN (p=43.25%)
[2025-12-08T20:31:07.819614] [INFO ] [FORECASTER] Completed predict_future for RRX
[2025-12-08T20:31:07.819816] [INFO ] [sig       ] RRX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:31:08.032418] [INFO ] [LOCAL     ] Saved forecast: RRX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/RRX.txt
[2025-12-08T20:31:08.032596] [INFO ] [sig       ] [2815/3624] Completed RRX in 0.5s | 2.92 sym/s | Total: 16.1m | ETA: 4.6m
[2025-12-08T20:31:08.032638] [INFO ] [sig       ] [2816/3624] Forecasting RS...
[2025-12-08T20:31:08.032668] [INFO ] [sig       ] Generating forecast for: RS
[2025-12-08T20:31:08.032696] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RS' from 'https://tdm.silogroup.org/data/derivative_storage/RS.csv'.
[2025-12-08T20:31:08.045731] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RS'.
[2025-12-08T20:31:08.046140] [INFO ] [FORECASTER] Starting predict_future for RS
[2025-12-08T20:31:08.047016] [DEBUG] [LOCAL     ] No optimal features file found for RS: ./output/feature-sets/RS.txt
[2025-12-08T20:31:08.047069] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:08.047100] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:08.047127] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:08.047182] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:08.111839] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:08.112843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:08.112962] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:08.113010] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:08.255626] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:08.255800] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:08.255844] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:08.255877] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:08.260273] [DEBUG] [FORECASTER] RS: Forecast T+1@11:T+2@11: DOWN (p=15.39%)
[2025-12-08T20:31:08.260700] [INFO ] [FORECASTER] Completed predict_future for RS
[2025-12-08T20:31:08.260868] [INFO ] [sig       ] RS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:31:08.407789] [INFO ] [LOCAL     ] Saved forecast: RS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/RS.txt
[2025-12-08T20:31:08.407939] [INFO ] [sig       ] [2816/3624] Completed RS in 0.4s | 2.92 sym/s | Total: 16.1m | ETA: 4.6m
[2025-12-08T20:31:08.407987] [INFO ] [sig       ] [2817/3624] Forecasting RSG...
[2025-12-08T20:31:08.408022] [INFO ] [sig       ] Generating forecast for: RSG
[2025-12-08T20:31:08.408059] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSG' from 'https://tdm.silogroup.org/data/derivative_storage/RSG.csv'.
[2025-12-08T20:31:08.422359] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RSG'.
[2025-12-08T20:31:08.422773] [INFO ] [FORECASTER] Starting predict_future for RSG
[2025-12-08T20:31:08.423595] [DEBUG] [LOCAL     ] No optimal features file found for RSG: ./output/feature-sets/RSG.txt
[2025-12-08T20:31:08.423658] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:08.423695] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:08.423723] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:08.423782] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:08.487812] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:08.488713] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:08.488792] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:08.488823] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:08.611180] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:08.611324] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:08.611360] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:08.611389] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:08.614643] [DEBUG] [FORECASTER] RSG: Forecast T+1@11:T+2@11: UP (p=59.54%)
[2025-12-08T20:31:08.614904] [INFO ] [FORECASTER] Completed predict_future for RSG
[2025-12-08T20:31:08.615022] [INFO ] [sig       ] RSG: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:31:08.755913] [INFO ] [LOCAL     ] Saved forecast: RSG	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/RSG.txt
[2025-12-08T20:31:08.756048] [INFO ] [sig       ] [2817/3624] Completed RSG in 0.3s | 2.92 sym/s | Total: 16.1m | ETA: 4.6m
[2025-12-08T20:31:08.756086] [INFO ] [sig       ] [2818/3624] Forecasting RSI...
[2025-12-08T20:31:08.756122] [INFO ] [sig       ] Generating forecast for: RSI
[2025-12-08T20:31:08.756151] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSI' from 'https://tdm.silogroup.org/data/derivative_storage/RSI.csv'.
[2025-12-08T20:31:08.768742] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RSI'.
[2025-12-08T20:31:08.769058] [INFO ] [FORECASTER] Starting predict_future for RSI
[2025-12-08T20:31:08.769835] [DEBUG] [LOCAL     ] No optimal features file found for RSI: ./output/feature-sets/RSI.txt
[2025-12-08T20:31:08.769884] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:08.769916] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:08.769942] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:08.769997] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:08.826108] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:08.826690] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:08.826763] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:08.826793] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:08.949375] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:08.949515] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:08.949553] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:08.949603] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:08.952807] [DEBUG] [FORECASTER] RSI: Forecast T+1@11:T+2@11: UP (p=65.47%)
[2025-12-08T20:31:08.953067] [INFO ] [FORECASTER] Completed predict_future for RSI
[2025-12-08T20:31:08.953189] [INFO ] [sig       ] RSI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:31:09.093450] [INFO ] [LOCAL     ] Saved forecast: RSI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/RSI.txt
[2025-12-08T20:31:09.093559] [INFO ] [sig       ] [2818/3624] Completed RSI in 0.3s | 2.92 sym/s | Total: 16.1m | ETA: 4.6m
[2025-12-08T20:31:09.093614] [INFO ] [sig       ] [2819/3624] Forecasting RSKD...
[2025-12-08T20:31:09.093643] [INFO ] [sig       ] Generating forecast for: RSKD
[2025-12-08T20:31:09.093671] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSKD' from 'https://tdm.silogroup.org/data/derivative_storage/RSKD.csv'.
[2025-12-08T20:31:09.106856] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RSKD'.
[2025-12-08T20:31:09.107356] [INFO ] [FORECASTER] Starting predict_future for RSKD
[2025-12-08T20:31:09.108472] [DEBUG] [LOCAL     ] No optimal features file found for RSKD: ./output/feature-sets/RSKD.txt
[2025-12-08T20:31:09.108533] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:09.108570] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:09.108625] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:09.108699] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:09.170901] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:09.171863] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:09.171948] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:09.171980] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:09.285323] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:09.285492] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:09.285531] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:09.285559] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:09.289018] [DEBUG] [FORECASTER] RSKD: Forecast T+1@11:T+2@11: UP (p=71.21%)
[2025-12-08T20:31:09.289295] [INFO ] [FORECASTER] Completed predict_future for RSKD
[2025-12-08T20:31:09.289440] [INFO ] [sig       ] RSKD: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:31:09.428148] [INFO ] [LOCAL     ] Saved forecast: RSKD	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/RSKD.txt
[2025-12-08T20:31:09.428280] [INFO ] [sig       ] [2819/3624] Completed RSKD in 0.3s | 2.92 sym/s | Total: 16.1m | ETA: 4.6m
[2025-12-08T20:31:09.428319] [INFO ] [sig       ] [2820/3624] Forecasting RSSS...
[2025-12-08T20:31:09.428348] [INFO ] [sig       ] Generating forecast for: RSSS
[2025-12-08T20:31:09.428377] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSSS' from 'https://tdm.silogroup.org/data/derivative_storage/RSSS.csv'.
[2025-12-08T20:31:09.440905] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RSSS'.
[2025-12-08T20:31:09.441246] [INFO ] [FORECASTER] Starting predict_future for RSSS
[2025-12-08T20:31:09.442037] [DEBUG] [LOCAL     ] No optimal features file found for RSSS: ./output/feature-sets/RSSS.txt
[2025-12-08T20:31:09.442088] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:09.442121] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:09.442151] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:09.442243] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:09.509797] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:09.510481] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:09.510556] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:09.510605] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:09.632242] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:09.632412] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:09.632454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:09.632485] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:09.635857] [DEBUG] [FORECASTER] RSSS: Forecast T+1@11:T+2@11: UP (p=95.35%)
[2025-12-08T20:31:09.636136] [INFO ] [FORECASTER] Completed predict_future for RSSS
[2025-12-08T20:31:09.636260] [INFO ] [sig       ] RSSS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:31:09.793823] [INFO ] [LOCAL     ] Saved forecast: RSSS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/RSSS.txt
[2025-12-08T20:31:09.793948] [INFO ] [sig       ] [2820/3624] Completed RSSS in 0.4s | 2.92 sym/s | Total: 16.1m | ETA: 4.6m
[2025-12-08T20:31:09.793988] [INFO ] [sig       ] [2821/3624] Forecasting RTO...
[2025-12-08T20:31:09.794016] [INFO ] [sig       ] Generating forecast for: RTO
[2025-12-08T20:31:09.794045] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RTO' from 'https://tdm.silogroup.org/data/derivative_storage/RTO.csv'.
[2025-12-08T20:31:09.807033] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RTO'.
[2025-12-08T20:31:09.807368] [INFO ] [FORECASTER] Starting predict_future for RTO
[2025-12-08T20:31:09.808259] [DEBUG] [LOCAL     ] No optimal features file found for RTO: ./output/feature-sets/RTO.txt
[2025-12-08T20:31:09.808310] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:09.808369] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:09.808397] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:09.808455] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:09.864262] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:09.864993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:09.865068] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:09.865099] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:09.984216] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:09.984367] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:09.984408] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:09.984454] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:09.987817] [DEBUG] [FORECASTER] RTO: Forecast T+1@11:T+2@11: DOWN (p=5.10%)
[2025-12-08T20:31:09.988092] [INFO ] [FORECASTER] Completed predict_future for RTO
[2025-12-08T20:31:09.988215] [INFO ] [sig       ] RTO: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:31:10.126532] [INFO ] [LOCAL     ] Saved forecast: RTO	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/RTO.txt
[2025-12-08T20:31:10.126709] [INFO ] [sig       ] [2821/3624] Completed RTO in 0.3s | 2.92 sym/s | Total: 16.1m | ETA: 4.6m
[2025-12-08T20:31:10.126751] [INFO ] [sig       ] [2822/3624] Forecasting RUM...
[2025-12-08T20:31:10.126779] [INFO ] [sig       ] Generating forecast for: RUM
[2025-12-08T20:31:10.126807] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUM' from 'https://tdm.silogroup.org/data/derivative_storage/RUM.csv'.
[2025-12-08T20:31:10.139686] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUM'.
[2025-12-08T20:31:10.140043] [INFO ] [FORECASTER] Starting predict_future for RUM
[2025-12-08T20:31:10.140818] [DEBUG] [LOCAL     ] No optimal features file found for RUM: ./output/feature-sets/RUM.txt
[2025-12-08T20:31:10.140868] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:10.140899] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:10.140925] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:10.140980] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:10.195815] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:10.196454] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:10.196528] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:10.196559] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:10.316785] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:10.316937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:10.316974] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:10.317002] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:10.323144] [DEBUG] [FORECASTER] RUM: Forecast T+1@11:T+2@11: UP (p=86.06%)
[2025-12-08T20:31:10.323418] [INFO ] [FORECASTER] Completed predict_future for RUM
[2025-12-08T20:31:10.323541] [INFO ] [sig       ] RUM: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:31:10.459179] [INFO ] [LOCAL     ] Saved forecast: RUM	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/RUM.txt
[2025-12-08T20:31:10.459303] [INFO ] [sig       ] [2822/3624] Completed RUM in 0.3s | 2.92 sym/s | Total: 16.1m | ETA: 4.6m
[2025-12-08T20:31:10.459342] [INFO ] [sig       ] [2823/3624] Forecasting RUN...
[2025-12-08T20:31:10.459370] [INFO ] [sig       ] Generating forecast for: RUN
[2025-12-08T20:31:10.459399] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUN' from 'https://tdm.silogroup.org/data/derivative_storage/RUN.csv'.
[2025-12-08T20:31:10.473794] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUN'.
[2025-12-08T20:31:10.474206] [INFO ] [FORECASTER] Starting predict_future for RUN
[2025-12-08T20:31:10.475045] [DEBUG] [LOCAL     ] No optimal features file found for RUN: ./output/feature-sets/RUN.txt
[2025-12-08T20:31:10.475107] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:10.475147] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:10.475179] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:10.475248] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:10.531875] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:10.532795] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:10.532877] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:10.532928] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:10.651716] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:10.651896] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:10.651936] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:10.651963] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:10.655448] [DEBUG] [FORECASTER] RUN: Forecast T+1@11:T+2@11: DOWN (p=12.39%)
[2025-12-08T20:31:10.655774] [INFO ] [FORECASTER] Completed predict_future for RUN
[2025-12-08T20:31:10.655918] [INFO ] [sig       ] RUN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:31:10.799947] [INFO ] [LOCAL     ] Saved forecast: RUN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/RUN.txt
[2025-12-08T20:31:10.800096] [INFO ] [sig       ] [2823/3624] Completed RUN in 0.3s | 2.92 sym/s | Total: 16.1m | ETA: 4.6m
[2025-12-08T20:31:10.800135] [INFO ] [sig       ] [2824/3624] Forecasting RUNN...
[2025-12-08T20:31:10.800166] [INFO ] [sig       ] Generating forecast for: RUNN
[2025-12-08T20:31:10.800196] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUNN' from 'https://tdm.silogroup.org/data/derivative_storage/RUNN.csv'.
[2025-12-08T20:31:10.812608] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUNN'.
[2025-12-08T20:31:10.813010] [INFO ] [FORECASTER] Starting predict_future for RUNN
[2025-12-08T20:31:10.813846] [DEBUG] [LOCAL     ] No optimal features file found for RUNN: ./output/feature-sets/RUNN.txt
[2025-12-08T20:31:10.813897] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:10.813928] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:10.813953] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:10.814008] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:10.868769] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:10.869629] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:10.869711] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:10.869742] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:10.990592] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:10.990751] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:10.990789] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:10.990849] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:10.994078] [DEBUG] [FORECASTER] RUNN: Forecast T+1@11:T+2@11: UP (p=89.18%)
[2025-12-08T20:31:10.994337] [INFO ] [FORECASTER] Completed predict_future for RUNN
[2025-12-08T20:31:10.994454] [INFO ] [sig       ] RUNN: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:31:11.131941] [INFO ] [LOCAL     ] Saved forecast: RUNN	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/RUNN.txt
[2025-12-08T20:31:11.132090] [INFO ] [sig       ] [2824/3624] Completed RUNN in 0.3s | 2.92 sym/s | Total: 16.1m | ETA: 4.6m
[2025-12-08T20:31:11.132130] [INFO ] [sig       ] [2825/3624] Forecasting RUSHA...
[2025-12-08T20:31:11.132158] [INFO ] [sig       ] Generating forecast for: RUSHA
[2025-12-08T20:31:11.132188] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUSHA' from 'https://tdm.silogroup.org/data/derivative_storage/RUSHA.csv'.
[2025-12-08T20:31:11.145028] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUSHA'.
[2025-12-08T20:31:11.145416] [INFO ] [FORECASTER] Starting predict_future for RUSHA
[2025-12-08T20:31:11.146194] [DEBUG] [LOCAL     ] No optimal features file found for RUSHA: ./output/feature-sets/RUSHA.txt
[2025-12-08T20:31:11.146245] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:11.146276] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:11.146303] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:11.146371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:11.205143] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:11.206096] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:11.206187] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:11.206223] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:11.335001] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:11.335151] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:11.335192] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:11.335222] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:11.338673] [DEBUG] [FORECASTER] RUSHA: Forecast T+1@11:T+2@11: DOWN (p=3.78%)
[2025-12-08T20:31:11.338951] [INFO ] [FORECASTER] Completed predict_future for RUSHA
[2025-12-08T20:31:11.339102] [INFO ] [sig       ] RUSHA: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:31:11.480299] [INFO ] [LOCAL     ] Saved forecast: RUSHA	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/RUSHA.txt
[2025-12-08T20:31:11.480431] [INFO ] [sig       ] [2825/3624] Completed RUSHA in 0.3s | 2.92 sym/s | Total: 16.1m | ETA: 4.6m
[2025-12-08T20:31:11.480473] [INFO ] [sig       ] [2826/3624] Forecasting RUSHB...
[2025-12-08T20:31:11.480513] [INFO ] [sig       ] Generating forecast for: RUSHB
[2025-12-08T20:31:11.480550] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUSHB' from 'https://tdm.silogroup.org/data/derivative_storage/RUSHB.csv'.
[2025-12-08T20:31:11.493709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUSHB'.
[2025-12-08T20:31:11.494068] [INFO ] [FORECASTER] Starting predict_future for RUSHB
[2025-12-08T20:31:11.494873] [DEBUG] [LOCAL     ] No optimal features file found for RUSHB: ./output/feature-sets/RUSHB.txt
[2025-12-08T20:31:11.494924] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:11.494956] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:11.494983] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:11.495040] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:11.554619] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:11.555339] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:11.555415] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:11.555446] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:11.657185] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:11.657322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:11.657359] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:11.657387] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:11.660643] [DEBUG] [FORECASTER] RUSHB: Forecast T+1@11:T+2@11: UP (p=55.45%)
[2025-12-08T20:31:11.660905] [INFO ] [FORECASTER] Completed predict_future for RUSHB
[2025-12-08T20:31:11.661023] [INFO ] [sig       ] RUSHB: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:31:11.797969] [INFO ] [LOCAL     ] Saved forecast: RUSHB	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/RUSHB.txt
[2025-12-08T20:31:11.798079] [INFO ] [sig       ] [2826/3624] Completed RUSHB in 0.3s | 2.92 sym/s | Total: 16.1m | ETA: 4.6m
[2025-12-08T20:31:11.798117] [INFO ] [sig       ] [2827/3624] Forecasting RVMD...
[2025-12-08T20:31:11.798146] [INFO ] [sig       ] Generating forecast for: RVMD
[2025-12-08T20:31:11.798175] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RVMD' from 'https://tdm.silogroup.org/data/derivative_storage/RVMD.csv'.
[2025-12-08T20:31:11.813291] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RVMD'.
[2025-12-08T20:31:11.813803] [INFO ] [FORECASTER] Starting predict_future for RVMD
[2025-12-08T20:31:11.814838] [DEBUG] [LOCAL     ] No optimal features file found for RVMD: ./output/feature-sets/RVMD.txt
[2025-12-08T20:31:11.814896] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:11.814932] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:11.814963] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:11.815035] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:11.876848] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:11.877935] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:11.878044] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:11.878090] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:12.011683] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:12.011851] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:12.011892] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:12.011919] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:12.015506] [DEBUG] [FORECASTER] RVMD: Forecast T+1@11:T+2@11: UP (p=96.94%)
[2025-12-08T20:31:12.015812] [INFO ] [FORECASTER] Completed predict_future for RVMD
[2025-12-08T20:31:12.015940] [INFO ] [sig       ] RVMD: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:31:12.175327] [INFO ] [LOCAL     ] Saved forecast: RVMD	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/RVMD.txt
[2025-12-08T20:31:12.175525] [INFO ] [sig       ] [2827/3624] Completed RVMD in 0.4s | 2.92 sym/s | Total: 16.1m | ETA: 4.5m
[2025-12-08T20:31:12.175599] [INFO ] [sig       ] [2828/3624] Forecasting RVSB...
[2025-12-08T20:31:12.175643] [INFO ] [sig       ] Generating forecast for: RVSB
[2025-12-08T20:31:12.175686] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RVSB' from 'https://tdm.silogroup.org/data/derivative_storage/RVSB.csv'.
[2025-12-08T20:31:12.188677] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RVSB'.
[2025-12-08T20:31:12.189083] [INFO ] [FORECASTER] Starting predict_future for RVSB
[2025-12-08T20:31:12.189917] [DEBUG] [LOCAL     ] No optimal features file found for RVSB: ./output/feature-sets/RVSB.txt
[2025-12-08T20:31:12.189979] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:12.190015] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:12.190043] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:12.190100] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:12.254587] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:12.255561] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:12.255679] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:12.255715] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:12.368939] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:12.369097] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:12.369134] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:12.369162] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:12.372423] [DEBUG] [FORECASTER] RVSB: Forecast T+1@11:T+2@11: UP (p=83.69%)
[2025-12-08T20:31:12.372730] [INFO ] [FORECASTER] Completed predict_future for RVSB
[2025-12-08T20:31:12.372855] [INFO ] [sig       ] RVSB: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:31:12.512510] [INFO ] [LOCAL     ] Saved forecast: RVSB	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/RVSB.txt
[2025-12-08T20:31:12.512688] [INFO ] [sig       ] [2828/3624] Completed RVSB in 0.3s | 2.92 sym/s | Total: 16.1m | ETA: 4.5m
[2025-12-08T20:31:12.512731] [INFO ] [sig       ] [2829/3624] Forecasting RVTY...
[2025-12-08T20:31:12.512759] [INFO ] [sig       ] Generating forecast for: RVTY
[2025-12-08T20:31:12.512794] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RVTY' from 'https://tdm.silogroup.org/data/derivative_storage/RVTY.csv'.
[2025-12-08T20:31:12.526286] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RVTY'.
[2025-12-08T20:31:12.526899] [INFO ] [FORECASTER] Starting predict_future for RVTY
[2025-12-08T20:31:12.527743] [DEBUG] [LOCAL     ] No optimal features file found for RVTY: ./output/feature-sets/RVTY.txt
[2025-12-08T20:31:12.527792] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:12.527823] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:12.527849] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:12.527903] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:12.583406] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:12.584331] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:12.584417] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:12.584449] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:12.704833] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:12.704993] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:12.705031] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:12.705062] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:12.708464] [DEBUG] [FORECASTER] RVTY: Forecast T+1@11:T+2@11: UP (p=70.44%)
[2025-12-08T20:31:12.708765] [INFO ] [FORECASTER] Completed predict_future for RVTY
[2025-12-08T20:31:12.708889] [INFO ] [sig       ] RVTY: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:31:12.847105] [INFO ] [LOCAL     ] Saved forecast: RVTY	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/RVTY.txt
[2025-12-08T20:31:12.847259] [INFO ] [sig       ] [2829/3624] Completed RVTY in 0.3s | 2.92 sym/s | Total: 16.1m | ETA: 4.5m
[2025-12-08T20:31:12.847299] [INFO ] [sig       ] [2830/3624] Forecasting RWAY...
[2025-12-08T20:31:12.847326] [INFO ] [sig       ] Generating forecast for: RWAY
[2025-12-08T20:31:12.847354] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RWAY' from 'https://tdm.silogroup.org/data/derivative_storage/RWAY.csv'.
[2025-12-08T20:31:12.863538] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RWAY'.
[2025-12-08T20:31:12.863913] [INFO ] [FORECASTER] Starting predict_future for RWAY
[2025-12-08T20:31:12.864760] [DEBUG] [LOCAL     ] No optimal features file found for RWAY: ./output/feature-sets/RWAY.txt
[2025-12-08T20:31:12.864821] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:12.864864] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:12.864902] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:12.864959] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:12.923528] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:12.924407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:12.924494] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:12.924529] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:13.046590] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:13.046747] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:13.046787] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:13.046817] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:13.050250] [DEBUG] [FORECASTER] RWAY: Forecast T+1@11:T+2@11: DOWN (p=40.87%)
[2025-12-08T20:31:13.050528] [INFO ] [FORECASTER] Completed predict_future for RWAY
[2025-12-08T20:31:13.050683] [INFO ] [sig       ] RWAY: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:31:13.193927] [INFO ] [LOCAL     ] Saved forecast: RWAY	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/RWAY.txt
[2025-12-08T20:31:13.194071] [INFO ] [sig       ] [2830/3624] Completed RWAY in 0.3s | 2.92 sym/s | Total: 16.1m | ETA: 4.5m
[2025-12-08T20:31:13.194114] [INFO ] [sig       ] [2831/3624] Forecasting RXO...
[2025-12-08T20:31:13.194144] [INFO ] [sig       ] Generating forecast for: RXO
[2025-12-08T20:31:13.194176] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RXO' from 'https://tdm.silogroup.org/data/derivative_storage/RXO.csv'.
[2025-12-08T20:31:13.206725] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RXO'.
[2025-12-08T20:31:13.207060] [INFO ] [FORECASTER] Starting predict_future for RXO
[2025-12-08T20:31:13.207913] [DEBUG] [LOCAL     ] No optimal features file found for RXO: ./output/feature-sets/RXO.txt
[2025-12-08T20:31:13.207965] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:13.207996] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:13.208024] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:13.208080] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:13.266501] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:13.267119] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:13.267220] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:13.267258] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:13.389777] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:13.389930] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:13.389971] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:13.390002] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:13.393479] [DEBUG] [FORECASTER] RXO: Forecast T+1@11:T+2@11: UP (p=81.62%)
[2025-12-08T20:31:13.393791] [INFO ] [FORECASTER] Completed predict_future for RXO
[2025-12-08T20:31:13.393919] [INFO ] [sig       ] RXO: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:31:13.541265] [INFO ] [LOCAL     ] Saved forecast: RXO	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/RXO.txt
[2025-12-08T20:31:13.541402] [INFO ] [sig       ] [2831/3624] Completed RXO in 0.3s | 2.92 sym/s | Total: 16.2m | ETA: 4.5m
[2025-12-08T20:31:13.541445] [INFO ] [sig       ] [2832/3624] Forecasting RXRX...
[2025-12-08T20:31:13.541477] [INFO ] [sig       ] Generating forecast for: RXRX
[2025-12-08T20:31:13.541508] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RXRX' from 'https://tdm.silogroup.org/data/derivative_storage/RXRX.csv'.
[2025-12-08T20:31:13.553544] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RXRX'.
[2025-12-08T20:31:13.553921] [INFO ] [FORECASTER] Starting predict_future for RXRX
[2025-12-08T20:31:13.554748] [DEBUG] [LOCAL     ] No optimal features file found for RXRX: ./output/feature-sets/RXRX.txt
[2025-12-08T20:31:13.554800] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:13.554833] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:13.554861] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:13.554918] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:13.614521] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:13.615217] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:13.615294] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:13.615328] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:13.736251] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:13.736402] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:13.736443] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:13.736472] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:13.739915] [DEBUG] [FORECASTER] RXRX: Forecast T+1@11:T+2@11: UP (p=90.77%)
[2025-12-08T20:31:13.740190] [INFO ] [FORECASTER] Completed predict_future for RXRX
[2025-12-08T20:31:13.740311] [INFO ] [sig       ] RXRX: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:31:13.881594] [INFO ] [LOCAL     ] Saved forecast: RXRX	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/RXRX.txt
[2025-12-08T20:31:13.881714] [INFO ] [sig       ] [2832/3624] Completed RXRX in 0.3s | 2.92 sym/s | Total: 16.2m | ETA: 4.5m
[2025-12-08T20:31:13.881755] [INFO ] [sig       ] [2833/3624] Forecasting RY...
[2025-12-08T20:31:13.881786] [INFO ] [sig       ] Generating forecast for: RY
[2025-12-08T20:31:13.881818] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RY' from 'https://tdm.silogroup.org/data/derivative_storage/RY.csv'.
[2025-12-08T20:31:13.894311] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RY'.
[2025-12-08T20:31:13.894662] [INFO ] [FORECASTER] Starting predict_future for RY
[2025-12-08T20:31:13.895461] [DEBUG] [LOCAL     ] No optimal features file found for RY: ./output/feature-sets/RY.txt
[2025-12-08T20:31:13.895513] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:13.895546] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:13.895593] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:13.895671] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:13.954665] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:13.955316] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:13.955395] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:13.955427] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:14.080154] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:14.080306] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:14.080346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:14.080377] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:14.083867] [DEBUG] [FORECASTER] RY: Forecast T+1@11:T+2@11: UP (p=99.17%)
[2025-12-08T20:31:14.084144] [INFO ] [FORECASTER] Completed predict_future for RY
[2025-12-08T20:31:14.084267] [INFO ] [sig       ] RY: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:31:14.227197] [INFO ] [LOCAL     ] Saved forecast: RY	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/RY.txt
[2025-12-08T20:31:14.227339] [INFO ] [sig       ] [2833/3624] Completed RY in 0.3s | 2.92 sym/s | Total: 16.2m | ETA: 4.5m
[2025-12-08T20:31:14.227379] [INFO ] [sig       ] [2834/3624] Forecasting RYAAY...
[2025-12-08T20:31:14.227428] [INFO ] [sig       ] Generating forecast for: RYAAY
[2025-12-08T20:31:14.227461] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYAAY' from 'https://tdm.silogroup.org/data/derivative_storage/RYAAY.csv'.
[2025-12-08T20:31:14.239183] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYAAY'.
[2025-12-08T20:31:14.239544] [INFO ] [FORECASTER] Starting predict_future for RYAAY
[2025-12-08T20:31:14.240399] [DEBUG] [LOCAL     ] No optimal features file found for RYAAY: ./output/feature-sets/RYAAY.txt
[2025-12-08T20:31:14.240450] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:14.240483] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:14.240511] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:14.240595] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:14.297728] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:14.298447] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:14.298532] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:14.298568] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:14.418554] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:14.418733] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:14.418772] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:14.418801] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:14.422028] [DEBUG] [FORECASTER] RYAAY: Forecast T+1@11:T+2@11: DOWN (p=6.38%)
[2025-12-08T20:31:14.422288] [INFO ] [FORECASTER] Completed predict_future for RYAAY
[2025-12-08T20:31:14.422404] [INFO ] [sig       ] RYAAY: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:31:14.559786] [INFO ] [LOCAL     ] Saved forecast: RYAAY	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/RYAAY.txt
[2025-12-08T20:31:14.559936] [INFO ] [sig       ] [2834/3624] Completed RYAAY in 0.3s | 2.92 sym/s | Total: 16.2m | ETA: 4.5m
[2025-12-08T20:31:14.559977] [INFO ] [sig       ] [2835/3624] Forecasting RYAM...
[2025-12-08T20:31:14.560005] [INFO ] [sig       ] Generating forecast for: RYAM
[2025-12-08T20:31:14.560033] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYAM' from 'https://tdm.silogroup.org/data/derivative_storage/RYAM.csv'.
[2025-12-08T20:31:14.571499] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYAM'.
[2025-12-08T20:31:14.571870] [INFO ] [FORECASTER] Starting predict_future for RYAM
[2025-12-08T20:31:14.572695] [DEBUG] [LOCAL     ] No optimal features file found for RYAM: ./output/feature-sets/RYAM.txt
[2025-12-08T20:31:14.572745] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:14.572776] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:14.572803] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:14.572858] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:14.630043] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:14.630720] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:14.630799] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:14.630833] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:14.757366] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:14.757545] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:14.757599] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:14.757629] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:14.760970] [DEBUG] [FORECASTER] RYAM: Forecast T+1@11:T+2@11: DOWN (p=24.40%)
[2025-12-08T20:31:14.761266] [INFO ] [FORECASTER] Completed predict_future for RYAM
[2025-12-08T20:31:14.761384] [INFO ] [sig       ] RYAM: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:31:14.899617] [INFO ] [LOCAL     ] Saved forecast: RYAM	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/RYAM.txt
[2025-12-08T20:31:14.899745] [INFO ] [sig       ] [2835/3624] Completed RYAM in 0.3s | 2.92 sym/s | Total: 16.2m | ETA: 4.5m
[2025-12-08T20:31:14.899785] [INFO ] [sig       ] [2836/3624] Forecasting RYAN...
[2025-12-08T20:31:14.899816] [INFO ] [sig       ] Generating forecast for: RYAN
[2025-12-08T20:31:14.899847] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYAN' from 'https://tdm.silogroup.org/data/derivative_storage/RYAN.csv'.
[2025-12-08T20:31:14.912077] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYAN'.
[2025-12-08T20:31:14.912460] [INFO ] [FORECASTER] Starting predict_future for RYAN
[2025-12-08T20:31:14.913287] [DEBUG] [LOCAL     ] No optimal features file found for RYAN: ./output/feature-sets/RYAN.txt
[2025-12-08T20:31:14.913338] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:14.913371] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:14.913398] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:14.913456] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:14.970694] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:14.971328] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:14.971402] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:14.971432] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:15.092371] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:15.092521] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:15.092565] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:15.092616] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:15.095993] [DEBUG] [FORECASTER] RYAN: Forecast T+1@11:T+2@11: DOWN (p=16.82%)
[2025-12-08T20:31:15.096305] [INFO ] [FORECASTER] Completed predict_future for RYAN
[2025-12-08T20:31:15.096429] [INFO ] [sig       ] RYAN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:31:15.243050] [INFO ] [LOCAL     ] Saved forecast: RYAN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/RYAN.txt
[2025-12-08T20:31:15.243212] [INFO ] [sig       ] [2836/3624] Completed RYAN in 0.3s | 2.92 sym/s | Total: 16.2m | ETA: 4.5m
[2025-12-08T20:31:15.243260] [INFO ] [sig       ] [2837/3624] Forecasting RYI...
[2025-12-08T20:31:15.243295] [INFO ] [sig       ] Generating forecast for: RYI
[2025-12-08T20:31:15.243327] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYI' from 'https://tdm.silogroup.org/data/derivative_storage/RYI.csv'.
[2025-12-08T20:31:15.256298] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYI'.
[2025-12-08T20:31:15.256652] [INFO ] [FORECASTER] Starting predict_future for RYI
[2025-12-08T20:31:15.257459] [DEBUG] [LOCAL     ] No optimal features file found for RYI: ./output/feature-sets/RYI.txt
[2025-12-08T20:31:15.257509] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:15.257540] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:15.257565] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:15.257638] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:15.313602] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:15.314201] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:15.314275] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:15.314306] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:15.436048] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:15.436209] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:15.436253] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:15.436283] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:15.439841] [DEBUG] [FORECASTER] RYI: Forecast T+1@11:T+2@11: DOWN (p=20.86%)
[2025-12-08T20:31:15.440118] [INFO ] [FORECASTER] Completed predict_future for RYI
[2025-12-08T20:31:15.440244] [INFO ] [sig       ] RYI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:31:15.582535] [INFO ] [LOCAL     ] Saved forecast: RYI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/RYI.txt
[2025-12-08T20:31:15.582687] [INFO ] [sig       ] [2837/3624] Completed RYI in 0.3s | 2.92 sym/s | Total: 16.2m | ETA: 4.5m
[2025-12-08T20:31:15.582733] [INFO ] [sig       ] [2838/3624] Forecasting RYN...
[2025-12-08T20:31:15.582771] [INFO ] [sig       ] Generating forecast for: RYN
[2025-12-08T20:31:15.582803] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYN' from 'https://tdm.silogroup.org/data/derivative_storage/RYN.csv'.
[2025-12-08T20:31:15.595004] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYN'.
[2025-12-08T20:31:15.595365] [INFO ] [FORECASTER] Starting predict_future for RYN
[2025-12-08T20:31:15.596183] [DEBUG] [LOCAL     ] No optimal features file found for RYN: ./output/feature-sets/RYN.txt
[2025-12-08T20:31:15.596248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:15.596321] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:15.596351] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:15.596409] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:15.664591] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:15.665446] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:15.665525] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:15.665557] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:15.777342] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:15.777516] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:15.777555] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:15.777598] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:15.780906] [DEBUG] [FORECASTER] RYN: Forecast T+1@11:T+2@11: UP (p=63.68%)
[2025-12-08T20:31:15.781196] [INFO ] [FORECASTER] Completed predict_future for RYN
[2025-12-08T20:31:15.781326] [INFO ] [sig       ] RYN: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:31:15.924215] [INFO ] [LOCAL     ] Saved forecast: RYN	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/RYN.txt
[2025-12-08T20:31:15.924357] [INFO ] [sig       ] [2838/3624] Completed RYN in 0.3s | 2.92 sym/s | Total: 16.2m | ETA: 4.5m
[2025-12-08T20:31:15.924397] [INFO ] [sig       ] [2839/3624] Forecasting RYTM...
[2025-12-08T20:31:15.924426] [INFO ] [sig       ] Generating forecast for: RYTM
[2025-12-08T20:31:15.924455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYTM' from 'https://tdm.silogroup.org/data/derivative_storage/RYTM.csv'.
[2025-12-08T20:31:15.936393] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYTM'.
[2025-12-08T20:31:15.936771] [INFO ] [FORECASTER] Starting predict_future for RYTM
[2025-12-08T20:31:15.937591] [DEBUG] [LOCAL     ] No optimal features file found for RYTM: ./output/feature-sets/RYTM.txt
[2025-12-08T20:31:15.937641] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:15.937671] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:15.937696] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:15.937751] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:15.992655] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:15.993413] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:15.993489] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:15.993520] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:16.120918] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:16.121108] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:16.121157] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:16.121186] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:16.124846] [DEBUG] [FORECASTER] RYTM: Forecast T+1@11:T+2@11: DOWN (p=8.39%)
[2025-12-08T20:31:16.125125] [INFO ] [FORECASTER] Completed predict_future for RYTM
[2025-12-08T20:31:16.125245] [INFO ] [sig       ] RYTM: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:31:16.264620] [INFO ] [LOCAL     ] Saved forecast: RYTM	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/RYTM.txt
[2025-12-08T20:31:16.264761] [INFO ] [sig       ] [2839/3624] Completed RYTM in 0.3s | 2.92 sym/s | Total: 16.2m | ETA: 4.5m
[2025-12-08T20:31:16.264799] [INFO ] [sig       ] [2840/3624] Forecasting RZB...
[2025-12-08T20:31:16.264829] [INFO ] [sig       ] Generating forecast for: RZB
[2025-12-08T20:31:16.264857] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RZB' from 'https://tdm.silogroup.org/data/derivative_storage/RZB.csv'.
[2025-12-08T20:31:16.277049] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RZB'.
[2025-12-08T20:31:16.277384] [INFO ] [FORECASTER] Starting predict_future for RZB
[2025-12-08T20:31:16.278192] [DEBUG] [LOCAL     ] No optimal features file found for RZB: ./output/feature-sets/RZB.txt
[2025-12-08T20:31:16.278241] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:16.278273] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:16.278299] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:16.278353] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:16.333612] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:16.334310] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:16.334385] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:16.334415] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:16.450425] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:16.450588] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:16.450629] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:16.450656] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:16.454064] [DEBUG] [FORECASTER] RZB: Forecast T+1@11:T+2@11: DOWN (p=41.20%)
[2025-12-08T20:31:16.454334] [INFO ] [FORECASTER] Completed predict_future for RZB
[2025-12-08T20:31:16.454454] [INFO ] [sig       ] RZB: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:31:16.595367] [INFO ] [LOCAL     ] Saved forecast: RZB	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/RZB.txt
[2025-12-08T20:31:16.595487] [INFO ] [sig       ] [2840/3624] Completed RZB in 0.3s | 2.92 sym/s | Total: 16.2m | ETA: 4.5m
[2025-12-08T20:31:16.595525] [INFO ] [sig       ] [2841/3624] Forecasting RZC...
[2025-12-08T20:31:16.595553] [INFO ] [sig       ] Generating forecast for: RZC
[2025-12-08T20:31:16.595602] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RZC' from 'https://tdm.silogroup.org/data/derivative_storage/RZC.csv'.
[2025-12-08T20:31:16.607818] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RZC'.
[2025-12-08T20:31:16.608213] [INFO ] [FORECASTER] Starting predict_future for RZC
[2025-12-08T20:31:16.609068] [DEBUG] [LOCAL     ] No optimal features file found for RZC: ./output/feature-sets/RZC.txt
[2025-12-08T20:31:16.609128] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:16.609162] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:16.609189] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:16.609244] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:16.667124] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:16.667814] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:16.667901] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:16.667938] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:16.789064] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:16.789224] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:16.789264] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:16.789326] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:16.792749] [DEBUG] [FORECASTER] RZC: Forecast T+1@11:T+2@11: UP (p=95.58%)
[2025-12-08T20:31:16.793022] [INFO ] [FORECASTER] Completed predict_future for RZC
[2025-12-08T20:31:16.793149] [INFO ] [sig       ] RZC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:31:16.934099] [INFO ] [LOCAL     ] Saved forecast: RZC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/RZC.txt
[2025-12-08T20:31:16.934232] [INFO ] [sig       ] [2841/3624] Completed RZC in 0.3s | 2.92 sym/s | Total: 16.2m | ETA: 4.5m
[2025-12-08T20:31:16.934292] [INFO ] [sig       ] [2842/3624] Forecasting S...
[2025-12-08T20:31:16.934328] [INFO ] [sig       ] Generating forecast for: S
[2025-12-08T20:31:16.934358] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'S' from 'https://tdm.silogroup.org/data/derivative_storage/S.csv'.
[2025-12-08T20:31:16.947181] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'S'.
[2025-12-08T20:31:16.947567] [INFO ] [FORECASTER] Starting predict_future for S
[2025-12-08T20:31:16.948364] [DEBUG] [LOCAL     ] No optimal features file found for S: ./output/feature-sets/S.txt
[2025-12-08T20:31:16.948413] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:16.948444] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:16.948470] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:16.948524] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:17.006087] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:17.006906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:17.006980] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:17.007011] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:17.133778] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:17.133909] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:17.133946] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:17.133973] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:17.137211] [DEBUG] [FORECASTER] S: Forecast T+1@11:T+2@11: DOWN (p=18.78%)
[2025-12-08T20:31:17.137502] [INFO ] [FORECASTER] Completed predict_future for S
[2025-12-08T20:31:17.137639] [INFO ] [sig       ] S: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:31:17.281726] [INFO ] [LOCAL     ] Saved forecast: S	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/S.txt
[2025-12-08T20:31:17.281873] [INFO ] [sig       ] [2842/3624] Completed S in 0.3s | 2.92 sym/s | Total: 16.2m | ETA: 4.5m
[2025-12-08T20:31:17.281913] [INFO ] [sig       ] [2843/3624] Forecasting SA...
[2025-12-08T20:31:17.281942] [INFO ] [sig       ] Generating forecast for: SA
[2025-12-08T20:31:17.281970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SA' from 'https://tdm.silogroup.org/data/derivative_storage/SA.csv'.
[2025-12-08T20:31:17.294591] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SA'.
[2025-12-08T20:31:17.294986] [INFO ] [FORECASTER] Starting predict_future for SA
[2025-12-08T20:31:17.295841] [DEBUG] [LOCAL     ] No optimal features file found for SA: ./output/feature-sets/SA.txt
[2025-12-08T20:31:17.295891] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:17.295924] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:17.295951] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:17.296007] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:17.351958] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:17.352771] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:17.352848] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:17.352894] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:17.476147] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:17.476306] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:17.476349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:17.476380] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:17.479767] [DEBUG] [FORECASTER] SA: Forecast T+1@11:T+2@11: UP (p=94.66%)
[2025-12-08T20:31:17.480032] [INFO ] [FORECASTER] Completed predict_future for SA
[2025-12-08T20:31:17.480167] [INFO ] [sig       ] SA: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:31:17.622015] [INFO ] [LOCAL     ] Saved forecast: SA	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/SA.txt
[2025-12-08T20:31:17.622139] [INFO ] [sig       ] [2843/3624] Completed SA in 0.3s | 2.92 sym/s | Total: 16.2m | ETA: 4.5m
[2025-12-08T20:31:17.622177] [INFO ] [sig       ] [2844/3624] Forecasting SAFE...
[2025-12-08T20:31:17.622208] [INFO ] [sig       ] Generating forecast for: SAFE
[2025-12-08T20:31:17.622237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAFE' from 'https://tdm.silogroup.org/data/derivative_storage/SAFE.csv'.
[2025-12-08T20:31:17.635645] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAFE'.
[2025-12-08T20:31:17.636112] [INFO ] [FORECASTER] Starting predict_future for SAFE
[2025-12-08T20:31:17.637013] [DEBUG] [LOCAL     ] No optimal features file found for SAFE: ./output/feature-sets/SAFE.txt
[2025-12-08T20:31:17.637066] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:17.637097] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:17.637125] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:17.637189] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:17.697341] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:17.698338] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:17.698430] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:17.698462] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:17.821357] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:17.821509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:17.821548] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:17.821595] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:17.825028] [DEBUG] [FORECASTER] SAFE: Forecast T+1@11:T+2@11: UP (p=70.30%)
[2025-12-08T20:31:17.825311] [INFO ] [FORECASTER] Completed predict_future for SAFE
[2025-12-08T20:31:17.825438] [INFO ] [sig       ] SAFE: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:31:17.969162] [INFO ] [LOCAL     ] Saved forecast: SAFE	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/SAFE.txt
[2025-12-08T20:31:17.969301] [INFO ] [sig       ] [2844/3624] Completed SAFE in 0.3s | 2.92 sym/s | Total: 16.2m | ETA: 4.4m
[2025-12-08T20:31:17.969343] [INFO ] [sig       ] [2845/3624] Forecasting SAH...
[2025-12-08T20:31:17.969373] [INFO ] [sig       ] Generating forecast for: SAH
[2025-12-08T20:31:17.969403] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAH' from 'https://tdm.silogroup.org/data/derivative_storage/SAH.csv'.
[2025-12-08T20:31:17.981773] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAH'.
[2025-12-08T20:31:17.982170] [INFO ] [FORECASTER] Starting predict_future for SAH
[2025-12-08T20:31:17.982974] [DEBUG] [LOCAL     ] No optimal features file found for SAH: ./output/feature-sets/SAH.txt
[2025-12-08T20:31:17.983024] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:17.983055] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:17.983081] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:17.983136] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:18.038729] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:18.039547] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:18.039646] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:18.039680] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:18.164181] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:18.164352] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:18.164398] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:18.164446] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:18.167948] [DEBUG] [FORECASTER] SAH: Forecast T+1@11:T+2@11: DOWN (p=10.45%)
[2025-12-08T20:31:18.168214] [INFO ] [FORECASTER] Completed predict_future for SAH
[2025-12-08T20:31:18.168333] [INFO ] [sig       ] SAH: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:31:18.308176] [INFO ] [LOCAL     ] Saved forecast: SAH	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SAH.txt
[2025-12-08T20:31:18.308321] [INFO ] [sig       ] [2845/3624] Completed SAH in 0.3s | 2.92 sym/s | Total: 16.2m | ETA: 4.4m
[2025-12-08T20:31:18.308367] [INFO ] [sig       ] [2846/3624] Forecasting SAIA...
[2025-12-08T20:31:18.308402] [INFO ] [sig       ] Generating forecast for: SAIA
[2025-12-08T20:31:18.308431] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAIA' from 'https://tdm.silogroup.org/data/derivative_storage/SAIA.csv'.
[2025-12-08T20:31:18.320451] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAIA'.
[2025-12-08T20:31:18.320837] [INFO ] [FORECASTER] Starting predict_future for SAIA
[2025-12-08T20:31:18.321631] [DEBUG] [LOCAL     ] No optimal features file found for SAIA: ./output/feature-sets/SAIA.txt
[2025-12-08T20:31:18.321680] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:18.321711] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:18.321737] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:18.321791] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:18.380471] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:18.381345] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:18.381430] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:18.381462] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:18.501678] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:18.501832] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:18.501869] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:18.501897] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:18.505139] [DEBUG] [FORECASTER] SAIA: Forecast T+1@11:T+2@11: UP (p=53.02%)
[2025-12-08T20:31:18.505401] [INFO ] [FORECASTER] Completed predict_future for SAIA
[2025-12-08T20:31:18.505519] [INFO ] [sig       ] SAIA: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:31:18.645815] [INFO ] [LOCAL     ] Saved forecast: SAIA	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/SAIA.txt
[2025-12-08T20:31:18.645974] [INFO ] [sig       ] [2846/3624] Completed SAIA in 0.3s | 2.92 sym/s | Total: 16.2m | ETA: 4.4m
[2025-12-08T20:31:18.646014] [INFO ] [sig       ] [2847/3624] Forecasting SAIC...
[2025-12-08T20:31:18.646042] [INFO ] [sig       ] Generating forecast for: SAIC
[2025-12-08T20:31:18.646069] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAIC' from 'https://tdm.silogroup.org/data/derivative_storage/SAIC.csv'.
[2025-12-08T20:31:18.659019] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAIC'.
[2025-12-08T20:31:18.659405] [INFO ] [FORECASTER] Starting predict_future for SAIC
[2025-12-08T20:31:18.660247] [DEBUG] [LOCAL     ] No optimal features file found for SAIC: ./output/feature-sets/SAIC.txt
[2025-12-08T20:31:18.660300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:18.660332] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:18.660359] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:18.660604] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:18.717262] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:18.718176] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:18.718288] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:18.718328] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:18.843433] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:18.843625] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:18.843670] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:18.843699] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:18.847100] [DEBUG] [FORECASTER] SAIC: Forecast T+1@11:T+2@11: UP (p=85.27%)
[2025-12-08T20:31:18.847377] [INFO ] [FORECASTER] Completed predict_future for SAIC
[2025-12-08T20:31:18.847543] [INFO ] [sig       ] SAIC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:31:18.993183] [INFO ] [LOCAL     ] Saved forecast: SAIC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/SAIC.txt
[2025-12-08T20:31:18.993335] [INFO ] [sig       ] [2847/3624] Completed SAIC in 0.3s | 2.92 sym/s | Total: 16.2m | ETA: 4.4m
[2025-12-08T20:31:18.993377] [INFO ] [sig       ] [2848/3624] Forecasting SAM...
[2025-12-08T20:31:18.993407] [INFO ] [sig       ] Generating forecast for: SAM
[2025-12-08T20:31:18.993436] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAM' from 'https://tdm.silogroup.org/data/derivative_storage/SAM.csv'.
[2025-12-08T20:31:19.006780] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAM'.
[2025-12-08T20:31:19.007145] [INFO ] [FORECASTER] Starting predict_future for SAM
[2025-12-08T20:31:19.008186] [DEBUG] [LOCAL     ] No optimal features file found for SAM: ./output/feature-sets/SAM.txt
[2025-12-08T20:31:19.008237] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:19.008269] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:19.008300] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:19.008367] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:19.079033] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:19.080142] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:19.080255] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:19.080288] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:19.198370] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:19.198524] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:19.198563] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:19.198611] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:19.201921] [DEBUG] [FORECASTER] SAM: Forecast T+1@11:T+2@11: UP (p=67.29%)
[2025-12-08T20:31:19.202206] [INFO ] [FORECASTER] Completed predict_future for SAM
[2025-12-08T20:31:19.202331] [INFO ] [sig       ] SAM: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:31:19.340565] [INFO ] [LOCAL     ] Saved forecast: SAM	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/SAM.txt
[2025-12-08T20:31:19.340735] [INFO ] [sig       ] [2848/3624] Completed SAM in 0.3s | 2.92 sym/s | Total: 16.2m | ETA: 4.4m
[2025-12-08T20:31:19.340777] [INFO ] [sig       ] [2849/3624] Forecasting SAMG...
[2025-12-08T20:31:19.340807] [INFO ] [sig       ] Generating forecast for: SAMG
[2025-12-08T20:31:19.340835] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAMG' from 'https://tdm.silogroup.org/data/derivative_storage/SAMG.csv'.
[2025-12-08T20:31:19.352780] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAMG'.
[2025-12-08T20:31:19.353160] [INFO ] [FORECASTER] Starting predict_future for SAMG
[2025-12-08T20:31:19.353973] [DEBUG] [LOCAL     ] No optimal features file found for SAMG: ./output/feature-sets/SAMG.txt
[2025-12-08T20:31:19.354023] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:19.354054] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:19.354094] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:19.354150] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:19.411703] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:19.412565] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:19.412664] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:19.412695] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:19.532868] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:19.533021] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:19.533061] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:19.533091] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:19.536463] [DEBUG] [FORECASTER] SAMG: Forecast T+1@11:T+2@11: UP (p=97.41%)
[2025-12-08T20:31:19.536749] [INFO ] [FORECASTER] Completed predict_future for SAMG
[2025-12-08T20:31:19.536868] [INFO ] [sig       ] SAMG: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:31:19.680125] [INFO ] [LOCAL     ] Saved forecast: SAMG	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/SAMG.txt
[2025-12-08T20:31:19.680317] [INFO ] [sig       ] [2849/3624] Completed SAMG in 0.3s | 2.92 sym/s | Total: 16.3m | ETA: 4.4m
[2025-12-08T20:31:19.680370] [INFO ] [sig       ] [2850/3624] Forecasting SAN...
[2025-12-08T20:31:19.680406] [INFO ] [sig       ] Generating forecast for: SAN
[2025-12-08T20:31:19.680445] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAN' from 'https://tdm.silogroup.org/data/derivative_storage/SAN.csv'.
[2025-12-08T20:31:19.693058] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAN'.
[2025-12-08T20:31:19.693433] [INFO ] [FORECASTER] Starting predict_future for SAN
[2025-12-08T20:31:19.694241] [DEBUG] [LOCAL     ] No optimal features file found for SAN: ./output/feature-sets/SAN.txt
[2025-12-08T20:31:19.694292] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:19.694327] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:19.694355] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:19.694411] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:19.750989] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:19.751860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:19.751947] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:19.751979] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:19.872452] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:19.872621] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:19.872661] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:19.872690] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:19.875960] [DEBUG] [FORECASTER] SAN: Forecast T+1@11:T+2@11: UP (p=75.94%)
[2025-12-08T20:31:19.876227] [INFO ] [FORECASTER] Completed predict_future for SAN
[2025-12-08T20:31:19.876346] [INFO ] [sig       ] SAN: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:31:20.016058] [INFO ] [LOCAL     ] Saved forecast: SAN	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/SAN.txt
[2025-12-08T20:31:20.016206] [INFO ] [sig       ] [2850/3624] Completed SAN in 0.3s | 2.92 sym/s | Total: 16.3m | ETA: 4.4m
[2025-12-08T20:31:20.016244] [INFO ] [sig       ] [2851/3624] Forecasting SANA...
[2025-12-08T20:31:20.016273] [INFO ] [sig       ] Generating forecast for: SANA
[2025-12-08T20:31:20.016302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SANA' from 'https://tdm.silogroup.org/data/derivative_storage/SANA.csv'.
[2025-12-08T20:31:20.028359] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SANA'.
[2025-12-08T20:31:20.028703] [INFO ] [FORECASTER] Starting predict_future for SANA
[2025-12-08T20:31:20.029490] [DEBUG] [LOCAL     ] No optimal features file found for SANA: ./output/feature-sets/SANA.txt
[2025-12-08T20:31:20.029538] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:20.029586] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:20.029616] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:20.029671] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:20.085435] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:20.086207] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:20.086283] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:20.086314] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:20.203341] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:20.203491] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:20.203528] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:20.203556] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:20.206796] [DEBUG] [FORECASTER] SANA: Forecast T+1@11:T+2@11: UP (p=72.75%)
[2025-12-08T20:31:20.207059] [INFO ] [FORECASTER] Completed predict_future for SANA
[2025-12-08T20:31:20.207176] [INFO ] [sig       ] SANA: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:31:20.344187] [INFO ] [LOCAL     ] Saved forecast: SANA	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/SANA.txt
[2025-12-08T20:31:20.344363] [INFO ] [sig       ] [2851/3624] Completed SANA in 0.3s | 2.92 sym/s | Total: 16.3m | ETA: 4.4m
[2025-12-08T20:31:20.344411] [INFO ] [sig       ] [2852/3624] Forecasting SANM...
[2025-12-08T20:31:20.344442] [INFO ] [sig       ] Generating forecast for: SANM
[2025-12-08T20:31:20.344471] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SANM' from 'https://tdm.silogroup.org/data/derivative_storage/SANM.csv'.
[2025-12-08T20:31:20.356373] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SANM'.
[2025-12-08T20:31:20.356753] [INFO ] [FORECASTER] Starting predict_future for SANM
[2025-12-08T20:31:20.357555] [DEBUG] [LOCAL     ] No optimal features file found for SANM: ./output/feature-sets/SANM.txt
[2025-12-08T20:31:20.357619] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:20.357651] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:20.357676] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:20.357730] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:20.416855] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:20.417733] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:20.417812] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:20.417843] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:20.541062] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:20.541223] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:20.541260] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:20.541288] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:20.544649] [DEBUG] [FORECASTER] SANM: Forecast T+1@11:T+2@11: DOWN (p=17.43%)
[2025-12-08T20:31:20.544919] [INFO ] [FORECASTER] Completed predict_future for SANM
[2025-12-08T20:31:20.545037] [INFO ] [sig       ] SANM: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:31:20.685386] [INFO ] [LOCAL     ] Saved forecast: SANM	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SANM.txt
[2025-12-08T20:31:20.685519] [INFO ] [sig       ] [2852/3624] Completed SANM in 0.3s | 2.92 sym/s | Total: 16.3m | ETA: 4.4m
[2025-12-08T20:31:20.685556] [INFO ] [sig       ] [2853/3624] Forecasting SAP...
[2025-12-08T20:31:20.685604] [INFO ] [sig       ] Generating forecast for: SAP
[2025-12-08T20:31:20.685643] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAP' from 'https://tdm.silogroup.org/data/derivative_storage/SAP.csv'.
[2025-12-08T20:31:20.701495] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAP'.
[2025-12-08T20:31:20.701933] [INFO ] [FORECASTER] Starting predict_future for SAP
[2025-12-08T20:31:20.702803] [DEBUG] [LOCAL     ] No optimal features file found for SAP: ./output/feature-sets/SAP.txt
[2025-12-08T20:31:20.702860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:20.702893] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:20.702921] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:20.702978] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:20.774519] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:20.775536] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:20.775655] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:20.775698] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:20.901616] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:20.901777] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:20.901816] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:20.901845] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:20.905412] [DEBUG] [FORECASTER] SAP: Forecast T+1@11:T+2@11: UP (p=54.29%)
[2025-12-08T20:31:20.905810] [INFO ] [FORECASTER] Completed predict_future for SAP
[2025-12-08T20:31:20.905955] [INFO ] [sig       ] SAP: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:31:21.046103] [INFO ] [LOCAL     ] Saved forecast: SAP	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/SAP.txt
[2025-12-08T20:31:21.046229] [INFO ] [sig       ] [2853/3624] Completed SAP in 0.4s | 2.92 sym/s | Total: 16.3m | ETA: 4.4m
[2025-12-08T20:31:21.046268] [INFO ] [sig       ] [2854/3624] Forecasting SARK...
[2025-12-08T20:31:21.046299] [INFO ] [sig       ] Generating forecast for: SARK
[2025-12-08T20:31:21.046332] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SARK' from 'https://tdm.silogroup.org/data/derivative_storage/SARK.csv'.
[2025-12-08T20:31:21.058248] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SARK'.
[2025-12-08T20:31:21.058584] [INFO ] [FORECASTER] Starting predict_future for SARK
[2025-12-08T20:31:21.059358] [DEBUG] [LOCAL     ] No optimal features file found for SARK: ./output/feature-sets/SARK.txt
[2025-12-08T20:31:21.059408] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:21.059440] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:21.059467] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:21.059522] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:21.115909] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:21.116917] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:21.117005] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:21.117037] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:21.233053] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:21.233208] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:21.233247] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:21.233275] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:21.236631] [DEBUG] [FORECASTER] SARK: Forecast T+1@11:T+2@11: UP (p=96.78%)
[2025-12-08T20:31:21.236908] [INFO ] [FORECASTER] Completed predict_future for SARK
[2025-12-08T20:31:21.237032] [INFO ] [sig       ] SARK: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:31:21.373898] [INFO ] [LOCAL     ] Saved forecast: SARK	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/SARK.txt
[2025-12-08T20:31:21.374043] [INFO ] [sig       ] [2854/3624] Completed SARK in 0.3s | 2.92 sym/s | Total: 16.3m | ETA: 4.4m
[2025-12-08T20:31:21.374083] [INFO ] [sig       ] [2855/3624] Forecasting SATL...
[2025-12-08T20:31:21.374113] [INFO ] [sig       ] Generating forecast for: SATL
[2025-12-08T20:31:21.374142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SATL' from 'https://tdm.silogroup.org/data/derivative_storage/SATL.csv'.
[2025-12-08T20:31:21.386204] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SATL'.
[2025-12-08T20:31:21.386556] [INFO ] [FORECASTER] Starting predict_future for SATL
[2025-12-08T20:31:21.387442] [DEBUG] [LOCAL     ] No optimal features file found for SATL: ./output/feature-sets/SATL.txt
[2025-12-08T20:31:21.387494] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:21.387553] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:21.387601] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:21.387660] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:21.444876] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:21.445649] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:21.445731] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:21.445763] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:21.563241] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:21.563424] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:21.563487] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:21.563527] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:21.568266] [DEBUG] [FORECASTER] SATL: Forecast T+1@11:T+2@11: DOWN (p=15.26%)
[2025-12-08T20:31:21.568725] [INFO ] [FORECASTER] Completed predict_future for SATL
[2025-12-08T20:31:21.568909] [INFO ] [sig       ] SATL: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:31:21.718694] [INFO ] [LOCAL     ] Saved forecast: SATL	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SATL.txt
[2025-12-08T20:31:21.718845] [INFO ] [sig       ] [2855/3624] Completed SATL in 0.3s | 2.92 sym/s | Total: 16.3m | ETA: 4.4m
[2025-12-08T20:31:21.718885] [INFO ] [sig       ] [2856/3624] Forecasting SATS...
[2025-12-08T20:31:21.718914] [INFO ] [sig       ] Generating forecast for: SATS
[2025-12-08T20:31:21.718943] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SATS' from 'https://tdm.silogroup.org/data/derivative_storage/SATS.csv'.
[2025-12-08T20:31:21.731451] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SATS'.
[2025-12-08T20:31:21.731863] [INFO ] [FORECASTER] Starting predict_future for SATS
[2025-12-08T20:31:21.732692] [DEBUG] [LOCAL     ] No optimal features file found for SATS: ./output/feature-sets/SATS.txt
[2025-12-08T20:31:21.732750] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:21.732790] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:21.732827] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:21.732922] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:21.800834] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:21.801904] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:21.801992] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:21.802026] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:21.928906] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:21.929058] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:21.929103] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:21.929148] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:21.932818] [DEBUG] [FORECASTER] SATS: Forecast T+1@11:T+2@11: DOWN (p=45.74%)
[2025-12-08T20:31:21.933089] [INFO ] [FORECASTER] Completed predict_future for SATS
[2025-12-08T20:31:21.933220] [INFO ] [sig       ] SATS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:31:22.075161] [INFO ] [LOCAL     ] Saved forecast: SATS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SATS.txt
[2025-12-08T20:31:22.075283] [INFO ] [sig       ] [2856/3624] Completed SATS in 0.4s | 2.92 sym/s | Total: 16.3m | ETA: 4.4m
[2025-12-08T20:31:22.075321] [INFO ] [sig       ] [2857/3624] Forecasting SAVA...
[2025-12-08T20:31:22.075351] [INFO ] [sig       ] Generating forecast for: SAVA
[2025-12-08T20:31:22.075384] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAVA' from 'https://tdm.silogroup.org/data/derivative_storage/SAVA.csv'.
[2025-12-08T20:31:22.087512] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAVA'.
[2025-12-08T20:31:22.087889] [INFO ] [FORECASTER] Starting predict_future for SAVA
[2025-12-08T20:31:22.088714] [DEBUG] [LOCAL     ] No optimal features file found for SAVA: ./output/feature-sets/SAVA.txt
[2025-12-08T20:31:22.088767] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:22.088801] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:22.088830] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:22.088887] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:22.148390] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:22.149106] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:22.149184] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:22.149219] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:22.266614] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:22.266758] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:22.266795] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:22.266822] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:22.270038] [DEBUG] [FORECASTER] SAVA: Forecast T+1@11:T+2@11: DOWN (p=19.85%)
[2025-12-08T20:31:22.270297] [INFO ] [FORECASTER] Completed predict_future for SAVA
[2025-12-08T20:31:22.270414] [INFO ] [sig       ] SAVA: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:31:22.408755] [INFO ] [LOCAL     ] Saved forecast: SAVA	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SAVA.txt
[2025-12-08T20:31:22.408876] [INFO ] [sig       ] [2857/3624] Completed SAVA in 0.3s | 2.92 sym/s | Total: 16.3m | ETA: 4.4m
[2025-12-08T20:31:22.408913] [INFO ] [sig       ] [2858/3624] Forecasting SB...
[2025-12-08T20:31:22.408943] [INFO ] [sig       ] Generating forecast for: SB
[2025-12-08T20:31:22.408972] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SB' from 'https://tdm.silogroup.org/data/derivative_storage/SB.csv'.
[2025-12-08T20:31:22.421047] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SB'.
[2025-12-08T20:31:22.421378] [INFO ] [FORECASTER] Starting predict_future for SB
[2025-12-08T20:31:22.422182] [DEBUG] [LOCAL     ] No optimal features file found for SB: ./output/feature-sets/SB.txt
[2025-12-08T20:31:22.422232] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:22.422262] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:22.422288] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:22.422343] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:22.481434] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:22.482184] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:22.482259] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:22.482290] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:22.600911] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:22.601008] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:22.601044] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:22.601099] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:22.605430] [DEBUG] [FORECASTER] SB: Forecast T+1@11:T+2@11: DOWN (p=15.02%)
[2025-12-08T20:31:22.605735] [INFO ] [FORECASTER] Completed predict_future for SB
[2025-12-08T20:31:22.605860] [INFO ] [sig       ] SB: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:31:22.746196] [INFO ] [LOCAL     ] Saved forecast: SB	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SB.txt
[2025-12-08T20:31:22.746348] [INFO ] [sig       ] [2858/3624] Completed SB in 0.3s | 2.92 sym/s | Total: 16.3m | ETA: 4.4m
[2025-12-08T20:31:22.746388] [INFO ] [sig       ] [2859/3624] Forecasting SBAC...
[2025-12-08T20:31:22.746418] [INFO ] [sig       ] Generating forecast for: SBAC
[2025-12-08T20:31:22.746446] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBAC' from 'https://tdm.silogroup.org/data/derivative_storage/SBAC.csv'.
[2025-12-08T20:31:22.758926] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBAC'.
[2025-12-08T20:31:22.759302] [INFO ] [FORECASTER] Starting predict_future for SBAC
[2025-12-08T20:31:22.760123] [DEBUG] [LOCAL     ] No optimal features file found for SBAC: ./output/feature-sets/SBAC.txt
[2025-12-08T20:31:22.760173] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:22.760204] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:22.760231] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:22.760285] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:22.817081] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:22.817831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:22.817910] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:22.817943] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:22.937530] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:22.937684] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:22.937720] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:22.937748] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:22.941005] [DEBUG] [FORECASTER] SBAC: Forecast T+1@11:T+2@11: DOWN (p=23.48%)
[2025-12-08T20:31:22.941274] [INFO ] [FORECASTER] Completed predict_future for SBAC
[2025-12-08T20:31:22.941395] [INFO ] [sig       ] SBAC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:31:23.085101] [INFO ] [LOCAL     ] Saved forecast: SBAC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SBAC.txt
[2025-12-08T20:31:23.085227] [INFO ] [sig       ] [2859/3624] Completed SBAC in 0.3s | 2.92 sym/s | Total: 16.3m | ETA: 4.4m
[2025-12-08T20:31:23.085265] [INFO ] [sig       ] [2860/3624] Forecasting SBCF...
[2025-12-08T20:31:23.085294] [INFO ] [sig       ] Generating forecast for: SBCF
[2025-12-08T20:31:23.085322] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBCF' from 'https://tdm.silogroup.org/data/derivative_storage/SBCF.csv'.
[2025-12-08T20:31:23.097311] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBCF'.
[2025-12-08T20:31:23.097688] [INFO ] [FORECASTER] Starting predict_future for SBCF
[2025-12-08T20:31:23.098463] [DEBUG] [LOCAL     ] No optimal features file found for SBCF: ./output/feature-sets/SBCF.txt
[2025-12-08T20:31:23.098513] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:23.098543] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:23.098585] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:23.098655] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:23.154621] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:23.155229] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:23.155302] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:23.155333] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:23.271604] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:23.271764] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:23.271814] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:23.271853] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:23.275238] [DEBUG] [FORECASTER] SBCF: Forecast T+1@11:T+2@11: UP (p=67.68%)
[2025-12-08T20:31:23.275506] [INFO ] [FORECASTER] Completed predict_future for SBCF
[2025-12-08T20:31:23.275644] [INFO ] [sig       ] SBCF: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:31:23.414783] [INFO ] [LOCAL     ] Saved forecast: SBCF	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/SBCF.txt
[2025-12-08T20:31:23.414906] [INFO ] [sig       ] [2860/3624] Completed SBCF in 0.3s | 2.92 sym/s | Total: 16.3m | ETA: 4.4m
[2025-12-08T20:31:23.414944] [INFO ] [sig       ] [2861/3624] Forecasting SBFM...
[2025-12-08T20:31:23.414973] [INFO ] [sig       ] Generating forecast for: SBFM
[2025-12-08T20:31:23.415002] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBFM' from 'https://tdm.silogroup.org/data/derivative_storage/SBFM.csv'.
[2025-12-08T20:31:23.426980] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBFM'.
[2025-12-08T20:31:23.427301] [INFO ] [FORECASTER] Starting predict_future for SBFM
[2025-12-08T20:31:23.428146] [DEBUG] [LOCAL     ] No optimal features file found for SBFM: ./output/feature-sets/SBFM.txt
[2025-12-08T20:31:23.428195] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:23.428225] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:23.428253] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:23.428307] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:23.484916] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:23.485592] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:23.485667] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:23.485698] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:23.606588] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:23.606715] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:23.606753] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:23.606780] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:23.610020] [DEBUG] [FORECASTER] SBFM: Forecast T+1@11:T+2@11: DOWN (p=11.49%)
[2025-12-08T20:31:23.610281] [INFO ] [FORECASTER] Completed predict_future for SBFM
[2025-12-08T20:31:23.610397] [INFO ] [sig       ] SBFM: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:31:23.748955] [INFO ] [LOCAL     ] Saved forecast: SBFM	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SBFM.txt
[2025-12-08T20:31:23.749088] [INFO ] [sig       ] [2861/3624] Completed SBFM in 0.3s | 2.92 sym/s | Total: 16.3m | ETA: 4.4m
[2025-12-08T20:31:23.749128] [INFO ] [sig       ] [2862/3624] Forecasting SBGI...
[2025-12-08T20:31:23.749156] [INFO ] [sig       ] Generating forecast for: SBGI
[2025-12-08T20:31:23.749184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBGI' from 'https://tdm.silogroup.org/data/derivative_storage/SBGI.csv'.
[2025-12-08T20:31:23.761284] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBGI'.
[2025-12-08T20:31:23.761687] [INFO ] [FORECASTER] Starting predict_future for SBGI
[2025-12-08T20:31:23.762462] [DEBUG] [LOCAL     ] No optimal features file found for SBGI: ./output/feature-sets/SBGI.txt
[2025-12-08T20:31:23.762522] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:23.762554] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:23.762599] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:23.762656] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:23.820003] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:23.820931] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:23.821016] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:23.821049] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:23.939478] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:23.939648] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:23.939686] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:23.939714] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:23.942979] [DEBUG] [FORECASTER] SBGI: Forecast T+1@11:T+2@11: UP (p=73.90%)
[2025-12-08T20:31:23.943269] [INFO ] [FORECASTER] Completed predict_future for SBGI
[2025-12-08T20:31:23.943394] [INFO ] [sig       ] SBGI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:31:24.090215] [INFO ] [LOCAL     ] Saved forecast: SBGI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/SBGI.txt
[2025-12-08T20:31:24.090384] [INFO ] [sig       ] [2862/3624] Completed SBGI in 0.3s | 2.92 sym/s | Total: 16.3m | ETA: 4.3m
[2025-12-08T20:31:24.090425] [INFO ] [sig       ] [2863/3624] Forecasting SBH...
[2025-12-08T20:31:24.090455] [INFO ] [sig       ] Generating forecast for: SBH
[2025-12-08T20:31:24.090484] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBH' from 'https://tdm.silogroup.org/data/derivative_storage/SBH.csv'.
[2025-12-08T20:31:24.102300] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBH'.
[2025-12-08T20:31:24.102661] [INFO ] [FORECASTER] Starting predict_future for SBH
[2025-12-08T20:31:24.103440] [DEBUG] [LOCAL     ] No optimal features file found for SBH: ./output/feature-sets/SBH.txt
[2025-12-08T20:31:24.103490] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:24.103522] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:24.103548] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:24.103624] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:24.159109] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:24.159873] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:24.159950] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:24.159981] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:24.280636] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:24.280781] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:24.280819] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:24.280846] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:24.284093] [DEBUG] [FORECASTER] SBH: Forecast T+1@11:T+2@11: DOWN (p=4.48%)
[2025-12-08T20:31:24.284357] [INFO ] [FORECASTER] Completed predict_future for SBH
[2025-12-08T20:31:24.284473] [INFO ] [sig       ] SBH: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:31:24.422895] [INFO ] [LOCAL     ] Saved forecast: SBH	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SBH.txt
[2025-12-08T20:31:24.423018] [INFO ] [sig       ] [2863/3624] Completed SBH in 0.3s | 2.92 sym/s | Total: 16.3m | ETA: 4.3m
[2025-12-08T20:31:24.423055] [INFO ] [sig       ] [2864/3624] Forecasting SBI...
[2025-12-08T20:31:24.423084] [INFO ] [sig       ] Generating forecast for: SBI
[2025-12-08T20:31:24.423114] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBI' from 'https://tdm.silogroup.org/data/derivative_storage/SBI.csv'.
[2025-12-08T20:31:24.434336] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBI'.
[2025-12-08T20:31:24.434680] [INFO ] [FORECASTER] Starting predict_future for SBI
[2025-12-08T20:31:24.435436] [DEBUG] [LOCAL     ] No optimal features file found for SBI: ./output/feature-sets/SBI.txt
[2025-12-08T20:31:24.435486] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:24.435516] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:24.435541] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:24.435611] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:24.493417] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:24.494141] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:24.494219] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:24.494260] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:24.623524] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:24.623730] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:24.623788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:24.623829] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:24.627909] [DEBUG] [FORECASTER] SBI: Forecast T+1@11:T+2@11: DOWN (p=7.88%)
[2025-12-08T20:31:24.628264] [INFO ] [FORECASTER] Completed predict_future for SBI
[2025-12-08T20:31:24.628409] [INFO ] [sig       ] SBI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:31:24.773032] [INFO ] [LOCAL     ] Saved forecast: SBI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SBI.txt
[2025-12-08T20:31:24.773160] [INFO ] [sig       ] [2864/3624] Completed SBI in 0.4s | 2.92 sym/s | Total: 16.3m | ETA: 4.3m
[2025-12-08T20:31:24.773199] [INFO ] [sig       ] [2865/3624] Forecasting SBLK...
[2025-12-08T20:31:24.773228] [INFO ] [sig       ] Generating forecast for: SBLK
[2025-12-08T20:31:24.773255] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBLK' from 'https://tdm.silogroup.org/data/derivative_storage/SBLK.csv'.
[2025-12-08T20:31:24.788129] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBLK'.
[2025-12-08T20:31:24.788475] [INFO ] [FORECASTER] Starting predict_future for SBLK
[2025-12-08T20:31:24.789292] [DEBUG] [LOCAL     ] No optimal features file found for SBLK: ./output/feature-sets/SBLK.txt
[2025-12-08T20:31:24.789343] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:24.789375] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:24.789403] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:24.789460] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:24.851721] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:24.852622] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:24.852736] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:24.852770] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:24.969601] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:24.969750] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:24.969788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:24.969816] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:24.973106] [DEBUG] [FORECASTER] SBLK: Forecast T+1@11:T+2@11: UP (p=68.14%)
[2025-12-08T20:31:24.973373] [INFO ] [FORECASTER] Completed predict_future for SBLK
[2025-12-08T20:31:24.973493] [INFO ] [sig       ] SBLK: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:31:25.115557] [INFO ] [LOCAL     ] Saved forecast: SBLK	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/SBLK.txt
[2025-12-08T20:31:25.115711] [INFO ] [sig       ] [2865/3624] Completed SBLK in 0.3s | 2.92 sym/s | Total: 16.3m | ETA: 4.3m
[2025-12-08T20:31:25.115752] [INFO ] [sig       ] [2866/3624] Forecasting SBRA...
[2025-12-08T20:31:25.115781] [INFO ] [sig       ] Generating forecast for: SBRA
[2025-12-08T20:31:25.115810] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBRA' from 'https://tdm.silogroup.org/data/derivative_storage/SBRA.csv'.
[2025-12-08T20:31:25.128734] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBRA'.
[2025-12-08T20:31:25.129073] [INFO ] [FORECASTER] Starting predict_future for SBRA
[2025-12-08T20:31:25.129870] [DEBUG] [LOCAL     ] No optimal features file found for SBRA: ./output/feature-sets/SBRA.txt
[2025-12-08T20:31:25.129919] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:25.129950] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:25.129976] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:25.130030] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:25.187820] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:25.188508] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:25.188609] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:25.188645] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:25.306698] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:25.306845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:25.306883] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:25.306910] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:25.310178] [DEBUG] [FORECASTER] SBRA: Forecast T+1@11:T+2@11: DOWN (p=5.37%)
[2025-12-08T20:31:25.310441] [INFO ] [FORECASTER] Completed predict_future for SBRA
[2025-12-08T20:31:25.310556] [INFO ] [sig       ] SBRA: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:31:25.449357] [INFO ] [LOCAL     ] Saved forecast: SBRA	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SBRA.txt
[2025-12-08T20:31:25.449477] [INFO ] [sig       ] [2866/3624] Completed SBRA in 0.3s | 2.92 sym/s | Total: 16.3m | ETA: 4.3m
[2025-12-08T20:31:25.449515] [INFO ] [sig       ] [2867/3624] Forecasting SBS...
[2025-12-08T20:31:25.449544] [INFO ] [sig       ] Generating forecast for: SBS
[2025-12-08T20:31:25.449590] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBS' from 'https://tdm.silogroup.org/data/derivative_storage/SBS.csv'.
[2025-12-08T20:31:25.461986] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBS'.
[2025-12-08T20:31:25.462341] [INFO ] [FORECASTER] Starting predict_future for SBS
[2025-12-08T20:31:25.463125] [DEBUG] [LOCAL     ] No optimal features file found for SBS: ./output/feature-sets/SBS.txt
[2025-12-08T20:31:25.463175] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:25.463206] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:25.463232] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:25.463287] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:25.519125] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:25.519715] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:25.519788] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:25.519819] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:25.652608] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:25.652714] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:25.652751] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:25.652778] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:25.656030] [DEBUG] [FORECASTER] SBS: Forecast T+1@11:T+2@11: UP (p=84.82%)
[2025-12-08T20:31:25.656308] [INFO ] [FORECASTER] Completed predict_future for SBS
[2025-12-08T20:31:25.656425] [INFO ] [sig       ] SBS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:31:25.794248] [INFO ] [LOCAL     ] Saved forecast: SBS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/SBS.txt
[2025-12-08T20:31:25.794373] [INFO ] [sig       ] [2867/3624] Completed SBS in 0.3s | 2.92 sym/s | Total: 16.4m | ETA: 4.3m
[2025-12-08T20:31:25.794411] [INFO ] [sig       ] [2868/3624] Forecasting SBSI...
[2025-12-08T20:31:25.794445] [INFO ] [sig       ] Generating forecast for: SBSI
[2025-12-08T20:31:25.794474] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBSI' from 'https://tdm.silogroup.org/data/derivative_storage/SBSI.csv'.
[2025-12-08T20:31:25.806204] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBSI'.
[2025-12-08T20:31:25.806527] [INFO ] [FORECASTER] Starting predict_future for SBSI
[2025-12-08T20:31:25.807309] [DEBUG] [LOCAL     ] No optimal features file found for SBSI: ./output/feature-sets/SBSI.txt
[2025-12-08T20:31:25.807359] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:25.807390] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:25.807444] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:25.807508] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:25.864773] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:25.865414] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:25.865489] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:25.865522] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:25.980794] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:25.980941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:25.980979] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:25.981007] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:25.984212] [DEBUG] [FORECASTER] SBSI: Forecast T+1@11:T+2@11: DOWN (p=46.66%)
[2025-12-08T20:31:25.984469] [INFO ] [FORECASTER] Completed predict_future for SBSI
[2025-12-08T20:31:25.984604] [INFO ] [sig       ] SBSI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:31:26.127621] [INFO ] [LOCAL     ] Saved forecast: SBSI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SBSI.txt
[2025-12-08T20:31:26.127771] [INFO ] [sig       ] [2868/3624] Completed SBSI in 0.3s | 2.92 sym/s | Total: 16.4m | ETA: 4.3m
[2025-12-08T20:31:26.127810] [INFO ] [sig       ] [2869/3624] Forecasting SBUX...
[2025-12-08T20:31:26.127840] [INFO ] [sig       ] Generating forecast for: SBUX
[2025-12-08T20:31:26.127869] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBUX' from 'https://tdm.silogroup.org/data/derivative_storage/SBUX.csv'.
[2025-12-08T20:31:26.139481] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBUX'.
[2025-12-08T20:31:26.139830] [INFO ] [FORECASTER] Starting predict_future for SBUX
[2025-12-08T20:31:26.140616] [DEBUG] [LOCAL     ] No optimal features file found for SBUX: ./output/feature-sets/SBUX.txt
[2025-12-08T20:31:26.140667] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:26.140700] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:26.140727] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:26.140795] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:26.198194] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:26.198847] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:26.198922] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:26.198955] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:26.321099] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:26.321263] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:26.321303] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:26.321332] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:26.324706] [DEBUG] [FORECASTER] SBUX: Forecast T+1@11:T+2@11: DOWN (p=38.74%)
[2025-12-08T20:31:26.324977] [INFO ] [FORECASTER] Completed predict_future for SBUX
[2025-12-08T20:31:26.325095] [INFO ] [sig       ] SBUX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:31:26.468994] [INFO ] [LOCAL     ] Saved forecast: SBUX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SBUX.txt
[2025-12-08T20:31:26.469117] [INFO ] [sig       ] [2869/3624] Completed SBUX in 0.3s | 2.92 sym/s | Total: 16.4m | ETA: 4.3m
[2025-12-08T20:31:26.469155] [INFO ] [sig       ] [2870/3624] Forecasting SCD...
[2025-12-08T20:31:26.469186] [INFO ] [sig       ] Generating forecast for: SCD
[2025-12-08T20:31:26.469215] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCD' from 'https://tdm.silogroup.org/data/derivative_storage/SCD.csv'.
[2025-12-08T20:31:26.481155] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCD'.
[2025-12-08T20:31:26.481475] [INFO ] [FORECASTER] Starting predict_future for SCD
[2025-12-08T20:31:26.482238] [DEBUG] [LOCAL     ] No optimal features file found for SCD: ./output/feature-sets/SCD.txt
[2025-12-08T20:31:26.482287] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:26.482318] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:26.482345] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:26.482399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:26.541297] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:26.542051] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:26.542134] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:26.542169] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:26.657541] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:26.657894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:26.657933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:26.657962] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:26.661371] [DEBUG] [FORECASTER] SCD: Forecast T+1@11:T+2@11: DOWN (p=38.38%)
[2025-12-08T20:31:26.661663] [INFO ] [FORECASTER] Completed predict_future for SCD
[2025-12-08T20:31:26.661794] [INFO ] [sig       ] SCD: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:31:26.801306] [INFO ] [LOCAL     ] Saved forecast: SCD	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SCD.txt
[2025-12-08T20:31:26.801430] [INFO ] [sig       ] [2870/3624] Completed SCD in 0.3s | 2.92 sym/s | Total: 16.4m | ETA: 4.3m
[2025-12-08T20:31:26.801470] [INFO ] [sig       ] [2871/3624] Forecasting SCHL...
[2025-12-08T20:31:26.801497] [INFO ] [sig       ] Generating forecast for: SCHL
[2025-12-08T20:31:26.801526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCHL' from 'https://tdm.silogroup.org/data/derivative_storage/SCHL.csv'.
[2025-12-08T20:31:26.813431] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCHL'.
[2025-12-08T20:31:26.813786] [INFO ] [FORECASTER] Starting predict_future for SCHL
[2025-12-08T20:31:26.814541] [DEBUG] [LOCAL     ] No optimal features file found for SCHL: ./output/feature-sets/SCHL.txt
[2025-12-08T20:31:26.814606] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:26.814639] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:26.814665] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:26.814718] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:26.870307] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:26.871090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:26.871164] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:26.871195] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:26.993475] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:26.993647] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:26.993686] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:26.993715] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:26.996972] [DEBUG] [FORECASTER] SCHL: Forecast T+1@11:T+2@11: UP (p=84.36%)
[2025-12-08T20:31:26.997239] [INFO ] [FORECASTER] Completed predict_future for SCHL
[2025-12-08T20:31:26.997360] [INFO ] [sig       ] SCHL: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:31:27.138881] [INFO ] [LOCAL     ] Saved forecast: SCHL	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/SCHL.txt
[2025-12-08T20:31:27.139033] [INFO ] [sig       ] [2871/3624] Completed SCHL in 0.3s | 2.92 sym/s | Total: 16.4m | ETA: 4.3m
[2025-12-08T20:31:27.139074] [INFO ] [sig       ] [2872/3624] Forecasting SCI...
[2025-12-08T20:31:27.139105] [INFO ] [sig       ] Generating forecast for: SCI
[2025-12-08T20:31:27.139138] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCI' from 'https://tdm.silogroup.org/data/derivative_storage/SCI.csv'.
[2025-12-08T20:31:27.152543] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCI'.
[2025-12-08T20:31:27.153002] [INFO ] [FORECASTER] Starting predict_future for SCI
[2025-12-08T20:31:27.154032] [DEBUG] [LOCAL     ] No optimal features file found for SCI: ./output/feature-sets/SCI.txt
[2025-12-08T20:31:27.154096] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:27.154171] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:27.154209] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:27.154289] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:27.215091] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:27.216024] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:27.216105] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:27.216141] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:27.339257] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:27.339429] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:27.339472] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:27.339501] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:27.343246] [DEBUG] [FORECASTER] SCI: Forecast T+1@11:T+2@11: DOWN (p=5.60%)
[2025-12-08T20:31:27.343546] [INFO ] [FORECASTER] Completed predict_future for SCI
[2025-12-08T20:31:27.343715] [INFO ] [sig       ] SCI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:31:27.507852] [INFO ] [LOCAL     ] Saved forecast: SCI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SCI.txt
[2025-12-08T20:31:27.508001] [INFO ] [sig       ] [2872/3624] Completed SCI in 0.4s | 2.92 sym/s | Total: 16.4m | ETA: 4.3m
[2025-12-08T20:31:27.508041] [INFO ] [sig       ] [2873/3624] Forecasting SCL...
[2025-12-08T20:31:27.508072] [INFO ] [sig       ] Generating forecast for: SCL
[2025-12-08T20:31:27.508102] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCL' from 'https://tdm.silogroup.org/data/derivative_storage/SCL.csv'.
[2025-12-08T20:31:27.520017] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCL'.
[2025-12-08T20:31:27.520388] [INFO ] [FORECASTER] Starting predict_future for SCL
[2025-12-08T20:31:27.521358] [DEBUG] [LOCAL     ] No optimal features file found for SCL: ./output/feature-sets/SCL.txt
[2025-12-08T20:31:27.521418] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:27.521477] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:27.521516] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:27.521607] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:27.578277] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:27.579173] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:27.579259] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:27.579292] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:27.694228] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:27.694376] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:27.694415] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:27.694442] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:27.697753] [DEBUG] [FORECASTER] SCL: Forecast T+1@11:T+2@11: UP (p=90.79%)
[2025-12-08T20:31:27.698037] [INFO ] [FORECASTER] Completed predict_future for SCL
[2025-12-08T20:31:27.698159] [INFO ] [sig       ] SCL: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:31:27.836944] [INFO ] [LOCAL     ] Saved forecast: SCL	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/SCL.txt
[2025-12-08T20:31:27.837081] [INFO ] [sig       ] [2873/3624] Completed SCL in 0.3s | 2.92 sym/s | Total: 16.4m | ETA: 4.3m
[2025-12-08T20:31:27.837119] [INFO ] [sig       ] [2874/3624] Forecasting SCLX...
[2025-12-08T20:31:27.837147] [INFO ] [sig       ] Generating forecast for: SCLX
[2025-12-08T20:31:27.837176] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCLX' from 'https://tdm.silogroup.org/data/derivative_storage/SCLX.csv'.
[2025-12-08T20:31:27.849885] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCLX'.
[2025-12-08T20:31:27.850241] [INFO ] [FORECASTER] Starting predict_future for SCLX
[2025-12-08T20:31:27.851031] [DEBUG] [LOCAL     ] No optimal features file found for SCLX: ./output/feature-sets/SCLX.txt
[2025-12-08T20:31:27.851082] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:27.851116] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:27.851144] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:27.851200] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:27.909342] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:27.910193] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:27.910273] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:27.910306] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:28.030726] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:28.030871] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:28.030910] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:28.030938] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:28.034196] [DEBUG] [FORECASTER] SCLX: Forecast T+1@11:T+2@11: DOWN (p=12.79%)
[2025-12-08T20:31:28.034458] [INFO ] [FORECASTER] Completed predict_future for SCLX
[2025-12-08T20:31:28.034591] [INFO ] [sig       ] SCLX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:31:28.173941] [INFO ] [LOCAL     ] Saved forecast: SCLX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SCLX.txt
[2025-12-08T20:31:28.174054] [INFO ] [sig       ] [2874/3624] Completed SCLX in 0.3s | 2.92 sym/s | Total: 16.4m | ETA: 4.3m
[2025-12-08T20:31:28.174092] [INFO ] [sig       ] [2875/3624] Forecasting SCM...
[2025-12-08T20:31:28.174119] [INFO ] [sig       ] Generating forecast for: SCM
[2025-12-08T20:31:28.174147] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCM' from 'https://tdm.silogroup.org/data/derivative_storage/SCM.csv'.
[2025-12-08T20:31:28.191289] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCM'.
[2025-12-08T20:31:28.191857] [INFO ] [FORECASTER] Starting predict_future for SCM
[2025-12-08T20:31:28.192768] [DEBUG] [LOCAL     ] No optimal features file found for SCM: ./output/feature-sets/SCM.txt
[2025-12-08T20:31:28.192821] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:28.192854] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:28.192881] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:28.192937] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:28.258458] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:28.259463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:28.259560] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:28.259620] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:28.387161] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:28.387274] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:28.387312] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:28.387371] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:28.390756] [DEBUG] [FORECASTER] SCM: Forecast T+1@11:T+2@11: UP (p=74.71%)
[2025-12-08T20:31:28.391038] [INFO ] [FORECASTER] Completed predict_future for SCM
[2025-12-08T20:31:28.391161] [INFO ] [sig       ] SCM: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:31:28.526133] [INFO ] [LOCAL     ] Saved forecast: SCM	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/SCM.txt
[2025-12-08T20:31:28.526238] [INFO ] [sig       ] [2875/3624] Completed SCM in 0.4s | 2.92 sym/s | Total: 16.4m | ETA: 4.3m
[2025-12-08T20:31:28.526276] [INFO ] [sig       ] [2876/3624] Forecasting SCS...
[2025-12-08T20:31:28.526304] [INFO ] [sig       ] Generating forecast for: SCS
[2025-12-08T20:31:28.526332] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCS' from 'https://tdm.silogroup.org/data/derivative_storage/SCS.csv'.
[2025-12-08T20:31:28.538787] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCS'.
[2025-12-08T20:31:28.539131] [INFO ] [FORECASTER] Starting predict_future for SCS
[2025-12-08T20:31:28.539921] [DEBUG] [LOCAL     ] No optimal features file found for SCS: ./output/feature-sets/SCS.txt
[2025-12-08T20:31:28.539970] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:28.540000] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:28.540026] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:28.540081] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:28.594655] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:28.595217] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:28.595292] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:28.595322] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:28.713638] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:28.713756] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:28.713793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:28.713819] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:28.717066] [DEBUG] [FORECASTER] SCS: Forecast T+1@11:T+2@11: UP (p=86.86%)
[2025-12-08T20:31:28.717331] [INFO ] [FORECASTER] Completed predict_future for SCS
[2025-12-08T20:31:28.717495] [INFO ] [sig       ] SCS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:31:28.853670] [INFO ] [LOCAL     ] Saved forecast: SCS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/SCS.txt
[2025-12-08T20:31:28.853772] [INFO ] [sig       ] [2876/3624] Completed SCS in 0.3s | 2.92 sym/s | Total: 16.4m | ETA: 4.3m
[2025-12-08T20:31:28.853816] [INFO ] [sig       ] [2877/3624] Forecasting SCSC...
[2025-12-08T20:31:28.853846] [INFO ] [sig       ] Generating forecast for: SCSC
[2025-12-08T20:31:28.853875] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCSC' from 'https://tdm.silogroup.org/data/derivative_storage/SCSC.csv'.
[2025-12-08T20:31:28.865385] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCSC'.
[2025-12-08T20:31:28.865744] [INFO ] [FORECASTER] Starting predict_future for SCSC
[2025-12-08T20:31:28.866500] [DEBUG] [LOCAL     ] No optimal features file found for SCSC: ./output/feature-sets/SCSC.txt
[2025-12-08T20:31:28.866548] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:28.866602] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:28.866630] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:28.866686] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:28.921155] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:28.921740] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:28.921813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:28.921843] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:29.038950] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:29.039081] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:29.039117] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:29.039145] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:29.042327] [DEBUG] [FORECASTER] SCSC: Forecast T+1@11:T+2@11: UP (p=63.99%)
[2025-12-08T20:31:29.042606] [INFO ] [FORECASTER] Completed predict_future for SCSC
[2025-12-08T20:31:29.042723] [INFO ] [sig       ] SCSC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:31:29.179140] [INFO ] [LOCAL     ] Saved forecast: SCSC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/SCSC.txt
[2025-12-08T20:31:29.179240] [INFO ] [sig       ] [2877/3624] Completed SCSC in 0.3s | 2.92 sym/s | Total: 16.4m | ETA: 4.3m
[2025-12-08T20:31:29.179277] [INFO ] [sig       ] [2878/3624] Forecasting SCVL...
[2025-12-08T20:31:29.179305] [INFO ] [sig       ] Generating forecast for: SCVL
[2025-12-08T20:31:29.179333] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCVL' from 'https://tdm.silogroup.org/data/derivative_storage/SCVL.csv'.
[2025-12-08T20:31:29.191288] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCVL'.
[2025-12-08T20:31:29.191633] [INFO ] [FORECASTER] Starting predict_future for SCVL
[2025-12-08T20:31:29.192391] [DEBUG] [LOCAL     ] No optimal features file found for SCVL: ./output/feature-sets/SCVL.txt
[2025-12-08T20:31:29.192440] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:29.192470] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:29.192495] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:29.192550] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:29.247152] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:29.247764] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:29.247836] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:29.247867] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:29.364068] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:29.364210] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:29.364245] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:29.364272] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:29.367462] [DEBUG] [FORECASTER] SCVL: Forecast T+1@11:T+2@11: DOWN (p=12.97%)
[2025-12-08T20:31:29.367741] [INFO ] [FORECASTER] Completed predict_future for SCVL
[2025-12-08T20:31:29.367876] [INFO ] [sig       ] SCVL: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:31:29.503267] [INFO ] [LOCAL     ] Saved forecast: SCVL	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SCVL.txt
[2025-12-08T20:31:29.503381] [INFO ] [sig       ] [2878/3624] Completed SCVL in 0.3s | 2.92 sym/s | Total: 16.4m | ETA: 4.3m
[2025-12-08T20:31:29.503419] [INFO ] [sig       ] [2879/3624] Forecasting SCZ...
[2025-12-08T20:31:29.503447] [INFO ] [sig       ] Generating forecast for: SCZ
[2025-12-08T20:31:29.503475] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCZ' from 'https://tdm.silogroup.org/data/derivative_storage/SCZ.csv'.
[2025-12-08T20:31:29.515052] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCZ'.
[2025-12-08T20:31:29.515401] [INFO ] [FORECASTER] Starting predict_future for SCZ
[2025-12-08T20:31:29.516191] [DEBUG] [LOCAL     ] No optimal features file found for SCZ: ./output/feature-sets/SCZ.txt
[2025-12-08T20:31:29.516240] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:29.516271] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:29.516297] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:29.516350] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:29.570866] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:29.571453] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:29.571530] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:29.571560] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:29.688270] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:29.688427] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:29.688466] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:29.688493] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:29.691785] [DEBUG] [FORECASTER] SCZ: Forecast T+1@11:T+2@11: DOWN (p=30.54%)
[2025-12-08T20:31:29.692053] [INFO ] [FORECASTER] Completed predict_future for SCZ
[2025-12-08T20:31:29.692175] [INFO ] [sig       ] SCZ: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:31:29.829019] [INFO ] [LOCAL     ] Saved forecast: SCZ	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SCZ.txt
[2025-12-08T20:31:29.829152] [INFO ] [sig       ] [2879/3624] Completed SCZ in 0.3s | 2.92 sym/s | Total: 16.4m | ETA: 4.2m
[2025-12-08T20:31:29.829192] [INFO ] [sig       ] [2880/3624] Forecasting SD...
[2025-12-08T20:31:29.829219] [INFO ] [sig       ] Generating forecast for: SD
[2025-12-08T20:31:29.829247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SD' from 'https://tdm.silogroup.org/data/derivative_storage/SD.csv'.
[2025-12-08T20:31:29.840835] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SD'.
[2025-12-08T20:31:29.841182] [INFO ] [FORECASTER] Starting predict_future for SD
[2025-12-08T20:31:29.841981] [DEBUG] [LOCAL     ] No optimal features file found for SD: ./output/feature-sets/SD.txt
[2025-12-08T20:31:29.842032] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:29.842063] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:29.842089] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:29.842143] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:29.896989] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:29.897633] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:29.897708] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:29.897739] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:30.013985] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:30.014143] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:30.014181] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:30.014226] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:30.017507] [DEBUG] [FORECASTER] SD: Forecast T+1@11:T+2@11: DOWN (p=11.62%)
[2025-12-08T20:31:30.017794] [INFO ] [FORECASTER] Completed predict_future for SD
[2025-12-08T20:31:30.017916] [INFO ] [sig       ] SD: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:31:30.154406] [INFO ] [LOCAL     ] Saved forecast: SD	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SD.txt
[2025-12-08T20:31:30.154540] [INFO ] [sig       ] [2880/3624] Completed SD in 0.3s | 2.92 sym/s | Total: 16.4m | ETA: 4.2m
[2025-12-08T20:31:30.154598] [INFO ] [sig       ] [2881/3624] Forecasting SDA...
[2025-12-08T20:31:30.154628] [INFO ] [sig       ] Generating forecast for: SDA
[2025-12-08T20:31:30.154657] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SDA' from 'https://tdm.silogroup.org/data/derivative_storage/SDA.csv'.
[2025-12-08T20:31:30.166294] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SDA'.
[2025-12-08T20:31:30.166671] [INFO ] [FORECASTER] Starting predict_future for SDA
[2025-12-08T20:31:30.167444] [DEBUG] [LOCAL     ] No optimal features file found for SDA: ./output/feature-sets/SDA.txt
[2025-12-08T20:31:30.167496] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:30.167532] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:30.167563] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:30.167657] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:30.222122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:30.222712] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:30.222783] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:30.222814] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:30.338244] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:30.338401] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:30.338440] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:30.338467] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:30.341706] [DEBUG] [FORECASTER] SDA: Forecast T+1@11:T+2@11: UP (p=86.62%)
[2025-12-08T20:31:30.341969] [INFO ] [FORECASTER] Completed predict_future for SDA
[2025-12-08T20:31:30.342087] [INFO ] [sig       ] SDA: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:31:30.521218] [INFO ] [LOCAL     ] Saved forecast: SDA	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/SDA.txt
[2025-12-08T20:31:30.521352] [INFO ] [sig       ] [2881/3624] Completed SDA in 0.4s | 2.92 sym/s | Total: 16.4m | ETA: 4.2m
[2025-12-08T20:31:30.521392] [INFO ] [sig       ] [2882/3624] Forecasting SDHY...
[2025-12-08T20:31:30.521420] [INFO ] [sig       ] Generating forecast for: SDHY
[2025-12-08T20:31:30.521448] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SDHY' from 'https://tdm.silogroup.org/data/derivative_storage/SDHY.csv'.
[2025-12-08T20:31:30.533250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SDHY'.
[2025-12-08T20:31:30.533608] [INFO ] [FORECASTER] Starting predict_future for SDHY
[2025-12-08T20:31:30.534360] [DEBUG] [LOCAL     ] No optimal features file found for SDHY: ./output/feature-sets/SDHY.txt
[2025-12-08T20:31:30.534409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:30.534439] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:30.534466] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:30.534521] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:30.589960] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:30.590556] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:30.590646] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:30.590715] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:30.707056] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:30.707198] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:30.707236] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:30.707263] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:30.710525] [DEBUG] [FORECASTER] SDHY: Forecast T+1@11:T+2@11: DOWN (p=1.25%)
[2025-12-08T20:31:30.710802] [INFO ] [FORECASTER] Completed predict_future for SDHY
[2025-12-08T20:31:30.710922] [INFO ] [sig       ] SDHY: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:31:30.848640] [INFO ] [LOCAL     ] Saved forecast: SDHY	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SDHY.txt
[2025-12-08T20:31:30.848866] [INFO ] [sig       ] [2882/3624] Completed SDHY in 0.3s | 2.92 sym/s | Total: 16.4m | ETA: 4.2m
[2025-12-08T20:31:30.848913] [INFO ] [sig       ] [2883/3624] Forecasting SDRL...
[2025-12-08T20:31:30.848941] [INFO ] [sig       ] Generating forecast for: SDRL
[2025-12-08T20:31:30.848970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SDRL' from 'https://tdm.silogroup.org/data/derivative_storage/SDRL.csv'.
[2025-12-08T20:31:30.865211] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SDRL'.
[2025-12-08T20:31:30.865707] [INFO ] [FORECASTER] Starting predict_future for SDRL
[2025-12-08T20:31:30.866837] [DEBUG] [LOCAL     ] No optimal features file found for SDRL: ./output/feature-sets/SDRL.txt
[2025-12-08T20:31:30.866899] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:30.866939] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:30.866974] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:30.867057] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:30.945447] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:30.946313] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:30.946394] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:30.946425] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:31.067262] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:31.067464] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:31.067506] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:31.067535] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:31.071398] [DEBUG] [FORECASTER] SDRL: Forecast T+1@11:T+2@11: DOWN (p=27.77%)
[2025-12-08T20:31:31.071804] [INFO ] [FORECASTER] Completed predict_future for SDRL
[2025-12-08T20:31:31.071954] [INFO ] [sig       ] SDRL: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:31:31.217633] [INFO ] [LOCAL     ] Saved forecast: SDRL	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SDRL.txt
[2025-12-08T20:31:31.217774] [INFO ] [sig       ] [2883/3624] Completed SDRL in 0.4s | 2.92 sym/s | Total: 16.4m | ETA: 4.2m
[2025-12-08T20:31:31.217814] [INFO ] [sig       ] [2884/3624] Forecasting SDVY...
[2025-12-08T20:31:31.217843] [INFO ] [sig       ] Generating forecast for: SDVY
[2025-12-08T20:31:31.217871] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SDVY' from 'https://tdm.silogroup.org/data/derivative_storage/SDVY.csv'.
[2025-12-08T20:31:31.230786] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SDVY'.
[2025-12-08T20:31:31.231185] [INFO ] [FORECASTER] Starting predict_future for SDVY
[2025-12-08T20:31:31.231988] [DEBUG] [LOCAL     ] No optimal features file found for SDVY: ./output/feature-sets/SDVY.txt
[2025-12-08T20:31:31.232037] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:31.232068] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:31.232108] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:31.232165] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:31.295004] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:31.295910] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:31.295995] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:31.296027] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:31.418455] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:31.418614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:31.418653] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:31.418860] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:31.422521] [DEBUG] [FORECASTER] SDVY: Forecast T+1@11:T+2@11: DOWN (p=2.69%)
[2025-12-08T20:31:31.422996] [INFO ] [FORECASTER] Completed predict_future for SDVY
[2025-12-08T20:31:31.423118] [INFO ] [sig       ] SDVY: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:31:31.561705] [INFO ] [LOCAL     ] Saved forecast: SDVY	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SDVY.txt
[2025-12-08T20:31:31.561830] [INFO ] [sig       ] [2884/3624] Completed SDVY in 0.3s | 2.92 sym/s | Total: 16.5m | ETA: 4.2m
[2025-12-08T20:31:31.561868] [INFO ] [sig       ] [2885/3624] Forecasting SE...
[2025-12-08T20:31:31.561897] [INFO ] [sig       ] Generating forecast for: SE
[2025-12-08T20:31:31.561925] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SE' from 'https://tdm.silogroup.org/data/derivative_storage/SE.csv'.
[2025-12-08T20:31:31.574020] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SE'.
[2025-12-08T20:31:31.574349] [INFO ] [FORECASTER] Starting predict_future for SE
[2025-12-08T20:31:31.575121] [DEBUG] [LOCAL     ] No optimal features file found for SE: ./output/feature-sets/SE.txt
[2025-12-08T20:31:31.575170] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:31.575200] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:31.575227] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:31.575282] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:31.630213] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:31.630828] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:31.630904] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:31.630935] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:31.752064] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:31.752216] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:31.752254] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:31.752282] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:31.755562] [DEBUG] [FORECASTER] SE: Forecast T+1@11:T+2@11: DOWN (p=33.93%)
[2025-12-08T20:31:31.755842] [INFO ] [FORECASTER] Completed predict_future for SE
[2025-12-08T20:31:31.755959] [INFO ] [sig       ] SE: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:31:31.894748] [INFO ] [LOCAL     ] Saved forecast: SE	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SE.txt
[2025-12-08T20:31:31.894921] [INFO ] [sig       ] [2885/3624] Completed SE in 0.3s | 2.92 sym/s | Total: 16.5m | ETA: 4.2m
[2025-12-08T20:31:31.894960] [INFO ] [sig       ] [2886/3624] Forecasting SEDG...
[2025-12-08T20:31:31.894988] [INFO ] [sig       ] Generating forecast for: SEDG
[2025-12-08T20:31:31.895017] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEDG' from 'https://tdm.silogroup.org/data/derivative_storage/SEDG.csv'.
[2025-12-08T20:31:31.906892] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEDG'.
[2025-12-08T20:31:31.907220] [INFO ] [FORECASTER] Starting predict_future for SEDG
[2025-12-08T20:31:31.908034] [DEBUG] [LOCAL     ] No optimal features file found for SEDG: ./output/feature-sets/SEDG.txt
[2025-12-08T20:31:31.908083] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:31.908113] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:31.908139] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:31.908194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:31.963212] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:31.963904] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:31.963980] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:31.964012] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:32.081411] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:32.081567] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:32.081625] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:32.081654] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:32.084920] [DEBUG] [FORECASTER] SEDG: Forecast T+1@11:T+2@11: DOWN (p=10.89%)
[2025-12-08T20:31:32.085187] [INFO ] [FORECASTER] Completed predict_future for SEDG
[2025-12-08T20:31:32.085306] [INFO ] [sig       ] SEDG: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:31:32.226212] [INFO ] [LOCAL     ] Saved forecast: SEDG	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SEDG.txt
[2025-12-08T20:31:32.226361] [INFO ] [sig       ] [2886/3624] Completed SEDG in 0.3s | 2.92 sym/s | Total: 16.5m | ETA: 4.2m
[2025-12-08T20:31:32.226402] [INFO ] [sig       ] [2887/3624] Forecasting SEE...
[2025-12-08T20:31:32.226430] [INFO ] [sig       ] Generating forecast for: SEE
[2025-12-08T20:31:32.226459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEE' from 'https://tdm.silogroup.org/data/derivative_storage/SEE.csv'.
[2025-12-08T20:31:32.238115] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEE'.
[2025-12-08T20:31:32.238435] [INFO ] [FORECASTER] Starting predict_future for SEE
[2025-12-08T20:31:32.239201] [DEBUG] [LOCAL     ] No optimal features file found for SEE: ./output/feature-sets/SEE.txt
[2025-12-08T20:31:32.239250] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:32.239281] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:32.239308] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:32.239363] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:32.294367] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:32.295097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:32.295171] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:32.295202] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:32.416243] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:32.416391] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:32.416431] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:32.416459] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:32.419841] [DEBUG] [FORECASTER] SEE: Forecast T+1@11:T+2@11: UP (p=53.22%)
[2025-12-08T20:31:32.420115] [INFO ] [FORECASTER] Completed predict_future for SEE
[2025-12-08T20:31:32.420237] [INFO ] [sig       ] SEE: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:31:32.561737] [INFO ] [LOCAL     ] Saved forecast: SEE	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/SEE.txt
[2025-12-08T20:31:32.561864] [INFO ] [sig       ] [2887/3624] Completed SEE in 0.3s | 2.92 sym/s | Total: 16.5m | ETA: 4.2m
[2025-12-08T20:31:32.561903] [INFO ] [sig       ] [2888/3624] Forecasting SEIC...
[2025-12-08T20:31:32.561932] [INFO ] [sig       ] Generating forecast for: SEIC
[2025-12-08T20:31:32.561967] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEIC' from 'https://tdm.silogroup.org/data/derivative_storage/SEIC.csv'.
[2025-12-08T20:31:32.576300] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEIC'.
[2025-12-08T20:31:32.576900] [INFO ] [FORECASTER] Starting predict_future for SEIC
[2025-12-08T20:31:32.577761] [DEBUG] [LOCAL     ] No optimal features file found for SEIC: ./output/feature-sets/SEIC.txt
[2025-12-08T20:31:32.578005] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:32.578037] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:32.578062] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:32.578116] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:32.636853] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:32.637733] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:32.637809] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:32.637841] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:32.756193] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:32.756348] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:32.756386] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:32.756414] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:32.759738] [DEBUG] [FORECASTER] SEIC: Forecast T+1@11:T+2@11: DOWN (p=5.98%)
[2025-12-08T20:31:32.760013] [INFO ] [FORECASTER] Completed predict_future for SEIC
[2025-12-08T20:31:32.760137] [INFO ] [sig       ] SEIC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:31:32.907629] [INFO ] [LOCAL     ] Saved forecast: SEIC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SEIC.txt
[2025-12-08T20:31:32.907779] [INFO ] [sig       ] [2888/3624] Completed SEIC in 0.3s | 2.92 sym/s | Total: 16.5m | ETA: 4.2m
[2025-12-08T20:31:32.907819] [INFO ] [sig       ] [2889/3624] Forecasting SELF...
[2025-12-08T20:31:32.907849] [INFO ] [sig       ] Generating forecast for: SELF
[2025-12-08T20:31:32.907878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SELF' from 'https://tdm.silogroup.org/data/derivative_storage/SELF.csv'.
[2025-12-08T20:31:32.920232] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SELF'.
[2025-12-08T20:31:32.920638] [INFO ] [FORECASTER] Starting predict_future for SELF
[2025-12-08T20:31:32.921567] [DEBUG] [LOCAL     ] No optimal features file found for SELF: ./output/feature-sets/SELF.txt
[2025-12-08T20:31:32.921643] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:32.921727] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:32.921945] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:32.922006] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:32.982522] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:32.983382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:32.983465] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:32.983500] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:33.090600] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:33.090752] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:33.090790] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:33.090817] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:33.094055] [DEBUG] [FORECASTER] SELF: Forecast T+1@11:T+2@11: UP (p=65.28%)
[2025-12-08T20:31:33.094333] [INFO ] [FORECASTER] Completed predict_future for SELF
[2025-12-08T20:31:33.094473] [INFO ] [sig       ] SELF: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:31:33.231354] [INFO ] [LOCAL     ] Saved forecast: SELF	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/SELF.txt
[2025-12-08T20:31:33.231497] [INFO ] [sig       ] [2889/3624] Completed SELF in 0.3s | 2.92 sym/s | Total: 16.5m | ETA: 4.2m
[2025-12-08T20:31:33.231537] [INFO ] [sig       ] [2890/3624] Forecasting SEM...
[2025-12-08T20:31:33.231566] [INFO ] [sig       ] Generating forecast for: SEM
[2025-12-08T20:31:33.231616] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEM' from 'https://tdm.silogroup.org/data/derivative_storage/SEM.csv'.
[2025-12-08T20:31:33.243801] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEM'.
[2025-12-08T20:31:33.244135] [INFO ] [FORECASTER] Starting predict_future for SEM
[2025-12-08T20:31:33.244935] [DEBUG] [LOCAL     ] No optimal features file found for SEM: ./output/feature-sets/SEM.txt
[2025-12-08T20:31:33.244987] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:33.245020] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:33.245049] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:33.245106] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:33.302468] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:33.303108] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:33.303187] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:33.303221] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:33.422892] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:33.423057] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:33.423097] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:33.423128] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:33.426508] [DEBUG] [FORECASTER] SEM: Forecast T+1@11:T+2@11: UP (p=77.87%)
[2025-12-08T20:31:33.426797] [INFO ] [FORECASTER] Completed predict_future for SEM
[2025-12-08T20:31:33.426924] [INFO ] [sig       ] SEM: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:31:33.571458] [INFO ] [LOCAL     ] Saved forecast: SEM	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/SEM.txt
[2025-12-08T20:31:33.571639] [INFO ] [sig       ] [2890/3624] Completed SEM in 0.3s | 2.92 sym/s | Total: 16.5m | ETA: 4.2m
[2025-12-08T20:31:33.571681] [INFO ] [sig       ] [2891/3624] Forecasting SENEA...
[2025-12-08T20:31:33.571710] [INFO ] [sig       ] Generating forecast for: SENEA
[2025-12-08T20:31:33.571738] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SENEA' from 'https://tdm.silogroup.org/data/derivative_storage/SENEA.csv'.
[2025-12-08T20:31:33.584711] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SENEA'.
[2025-12-08T20:31:33.585125] [INFO ] [FORECASTER] Starting predict_future for SENEA
[2025-12-08T20:31:33.586016] [DEBUG] [LOCAL     ] No optimal features file found for SENEA: ./output/feature-sets/SENEA.txt
[2025-12-08T20:31:33.586080] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:33.586124] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:33.586154] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:33.586211] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:33.646963] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:33.647842] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:33.647924] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:33.647959] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:33.768714] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:33.768872] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:33.768913] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:33.768943] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:33.772533] [DEBUG] [FORECASTER] SENEA: Forecast T+1@11:T+2@11: UP (p=82.69%)
[2025-12-08T20:31:33.772872] [INFO ] [FORECASTER] Completed predict_future for SENEA
[2025-12-08T20:31:33.773036] [INFO ] [sig       ] SENEA: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:31:33.919713] [INFO ] [LOCAL     ] Saved forecast: SENEA	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/SENEA.txt
[2025-12-08T20:31:33.919855] [INFO ] [sig       ] [2891/3624] Completed SENEA in 0.3s | 2.92 sym/s | Total: 16.5m | ETA: 4.2m
[2025-12-08T20:31:33.919893] [INFO ] [sig       ] [2892/3624] Forecasting SENS...
[2025-12-08T20:31:33.919921] [INFO ] [sig       ] Generating forecast for: SENS
[2025-12-08T20:31:33.919951] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SENS' from 'https://tdm.silogroup.org/data/derivative_storage/SENS.csv'.
[2025-12-08T20:31:33.933125] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SENS'.
[2025-12-08T20:31:33.933473] [INFO ] [FORECASTER] Starting predict_future for SENS
[2025-12-08T20:31:33.934284] [DEBUG] [LOCAL     ] No optimal features file found for SENS: ./output/feature-sets/SENS.txt
[2025-12-08T20:31:33.934333] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:33.934364] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:33.934390] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:33.934444] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:33.990516] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:33.991177] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:33.991254] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:33.991285] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:34.111421] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:34.111535] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:34.111585] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:34.111647] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:34.114853] [DEBUG] [FORECASTER] SENS: Forecast T+1@11:T+2@11: DOWN (p=9.49%)
[2025-12-08T20:31:34.115113] [INFO ] [FORECASTER] Completed predict_future for SENS
[2025-12-08T20:31:34.115230] [INFO ] [sig       ] SENS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:31:34.257428] [INFO ] [LOCAL     ] Saved forecast: SENS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SENS.txt
[2025-12-08T20:31:34.257549] [INFO ] [sig       ] [2892/3624] Completed SENS in 0.3s | 2.92 sym/s | Total: 16.5m | ETA: 4.2m
[2025-12-08T20:31:34.257606] [INFO ] [sig       ] [2893/3624] Forecasting SERA...
[2025-12-08T20:31:34.257639] [INFO ] [sig       ] Generating forecast for: SERA
[2025-12-08T20:31:34.257670] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SERA' from 'https://tdm.silogroup.org/data/derivative_storage/SERA.csv'.
[2025-12-08T20:31:34.269421] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SERA'.
[2025-12-08T20:31:34.269812] [INFO ] [FORECASTER] Starting predict_future for SERA
[2025-12-08T20:31:34.270595] [DEBUG] [LOCAL     ] No optimal features file found for SERA: ./output/feature-sets/SERA.txt
[2025-12-08T20:31:34.270646] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:34.270677] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:34.270702] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:34.270760] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:34.325591] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:34.326196] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:34.326273] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:34.326303] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:34.446617] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:34.446771] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:34.446809] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:34.446836] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:34.450074] [DEBUG] [FORECASTER] SERA: Forecast T+1@11:T+2@11: UP (p=86.93%)
[2025-12-08T20:31:34.450336] [INFO ] [FORECASTER] Completed predict_future for SERA
[2025-12-08T20:31:34.450454] [INFO ] [sig       ] SERA: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:31:34.590134] [INFO ] [LOCAL     ] Saved forecast: SERA	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/SERA.txt
[2025-12-08T20:31:34.590273] [INFO ] [sig       ] [2893/3624] Completed SERA in 0.3s | 2.92 sym/s | Total: 16.5m | ETA: 4.2m
[2025-12-08T20:31:34.590313] [INFO ] [sig       ] [2894/3624] Forecasting SES...
[2025-12-08T20:31:34.590342] [INFO ] [sig       ] Generating forecast for: SES
[2025-12-08T20:31:34.590370] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SES' from 'https://tdm.silogroup.org/data/derivative_storage/SES.csv'.
[2025-12-08T20:31:34.604205] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SES'.
[2025-12-08T20:31:34.604676] [INFO ] [FORECASTER] Starting predict_future for SES
[2025-12-08T20:31:34.605522] [DEBUG] [LOCAL     ] No optimal features file found for SES: ./output/feature-sets/SES.txt
[2025-12-08T20:31:34.605601] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:34.605671] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:34.605707] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:34.605794] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:34.668020] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:34.668927] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:34.669010] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:34.669043] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:34.795352] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:34.795510] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:34.795548] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:34.795596] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:34.798956] [DEBUG] [FORECASTER] SES: Forecast T+1@11:T+2@11: UP (p=73.23%)
[2025-12-08T20:31:34.799269] [INFO ] [FORECASTER] Completed predict_future for SES
[2025-12-08T20:31:34.799400] [INFO ] [sig       ] SES: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:31:34.938629] [INFO ] [LOCAL     ] Saved forecast: SES	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/SES.txt
[2025-12-08T20:31:34.938767] [INFO ] [sig       ] [2894/3624] Completed SES in 0.3s | 2.92 sym/s | Total: 16.5m | ETA: 4.2m
[2025-12-08T20:31:34.938807] [INFO ] [sig       ] [2895/3624] Forecasting SEVN...
[2025-12-08T20:31:34.938836] [INFO ] [sig       ] Generating forecast for: SEVN
[2025-12-08T20:31:34.938865] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEVN' from 'https://tdm.silogroup.org/data/derivative_storage/SEVN.csv'.
[2025-12-08T20:31:34.950750] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEVN'.
[2025-12-08T20:31:34.951101] [INFO ] [FORECASTER] Starting predict_future for SEVN
[2025-12-08T20:31:34.951874] [DEBUG] [LOCAL     ] No optimal features file found for SEVN: ./output/feature-sets/SEVN.txt
[2025-12-08T20:31:34.951923] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:34.951954] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:34.951979] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:34.952035] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:35.007129] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:35.007972] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:35.008067] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:35.008099] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:35.123023] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:35.123179] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:35.123217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:35.123244] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:35.126563] [DEBUG] [FORECASTER] SEVN: Forecast T+1@11:T+2@11: UP (p=83.15%)
[2025-12-08T20:31:35.126858] [INFO ] [FORECASTER] Completed predict_future for SEVN
[2025-12-08T20:31:35.126983] [INFO ] [sig       ] SEVN: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:31:35.269558] [INFO ] [LOCAL     ] Saved forecast: SEVN	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/SEVN.txt
[2025-12-08T20:31:35.269716] [INFO ] [sig       ] [2895/3624] Completed SEVN in 0.3s | 2.92 sym/s | Total: 16.5m | ETA: 4.2m
[2025-12-08T20:31:35.269755] [INFO ] [sig       ] [2896/3624] Forecasting SEZL...
[2025-12-08T20:31:35.269784] [INFO ] [sig       ] Generating forecast for: SEZL
[2025-12-08T20:31:35.269813] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEZL' from 'https://tdm.silogroup.org/data/derivative_storage/SEZL.csv'.
[2025-12-08T20:31:35.281602] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEZL'.
[2025-12-08T20:31:35.281952] [INFO ] [FORECASTER] Starting predict_future for SEZL
[2025-12-08T20:31:35.282740] [DEBUG] [LOCAL     ] No optimal features file found for SEZL: ./output/feature-sets/SEZL.txt
[2025-12-08T20:31:35.282789] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:35.282819] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:35.282844] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:35.282898] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:35.338860] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:35.339733] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:35.339812] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:35.339843] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:35.461401] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:35.461565] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:35.461631] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:35.461666] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:35.465194] [DEBUG] [FORECASTER] SEZL: Forecast T+1@11:T+2@11: DOWN (p=31.55%)
[2025-12-08T20:31:35.465475] [INFO ] [FORECASTER] Completed predict_future for SEZL
[2025-12-08T20:31:35.465625] [INFO ] [sig       ] SEZL: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:31:35.607181] [INFO ] [LOCAL     ] Saved forecast: SEZL	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SEZL.txt
[2025-12-08T20:31:35.607322] [INFO ] [sig       ] [2896/3624] Completed SEZL in 0.3s | 2.92 sym/s | Total: 16.5m | ETA: 4.2m
[2025-12-08T20:31:35.607363] [INFO ] [sig       ] [2897/3624] Forecasting SF...
[2025-12-08T20:31:35.607391] [INFO ] [sig       ] Generating forecast for: SF
[2025-12-08T20:31:35.607449] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SF' from 'https://tdm.silogroup.org/data/derivative_storage/SF.csv'.
[2025-12-08T20:31:35.620655] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SF'.
[2025-12-08T20:31:35.621026] [INFO ] [FORECASTER] Starting predict_future for SF
[2025-12-08T20:31:35.621810] [DEBUG] [LOCAL     ] No optimal features file found for SF: ./output/feature-sets/SF.txt
[2025-12-08T20:31:35.621870] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:35.621902] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:35.621928] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:35.621983] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:35.679846] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:35.680680] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:35.680765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:35.680796] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:35.804696] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:35.805038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:35.805078] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:35.805105] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:35.809429] [DEBUG] [FORECASTER] SF: Forecast T+1@11:T+2@11: DOWN (p=15.02%)
[2025-12-08T20:31:35.809746] [INFO ] [FORECASTER] Completed predict_future for SF
[2025-12-08T20:31:35.809879] [INFO ] [sig       ] SF: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:31:35.963218] [INFO ] [LOCAL     ] Saved forecast: SF	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SF.txt
[2025-12-08T20:31:35.963352] [INFO ] [sig       ] [2897/3624] Completed SF in 0.4s | 2.92 sym/s | Total: 16.5m | ETA: 4.1m
[2025-12-08T20:31:35.963392] [INFO ] [sig       ] [2898/3624] Forecasting SFB...
[2025-12-08T20:31:35.963423] [INFO ] [sig       ] Generating forecast for: SFB
[2025-12-08T20:31:35.963454] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFB' from 'https://tdm.silogroup.org/data/derivative_storage/SFB.csv'.
[2025-12-08T20:31:35.975673] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFB'.
[2025-12-08T20:31:35.976064] [INFO ] [FORECASTER] Starting predict_future for SFB
[2025-12-08T20:31:35.976873] [DEBUG] [LOCAL     ] No optimal features file found for SFB: ./output/feature-sets/SFB.txt
[2025-12-08T20:31:35.976922] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:35.976952] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:35.976977] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:35.977031] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:36.032195] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:36.032953] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:36.033029] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:36.033060] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:36.141953] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:36.142117] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:36.142155] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:36.142182] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:36.145500] [DEBUG] [FORECASTER] SFB: Forecast T+1@11:T+2@11: DOWN (p=17.45%)
[2025-12-08T20:31:36.145839] [INFO ] [FORECASTER] Completed predict_future for SFB
[2025-12-08T20:31:36.145977] [INFO ] [sig       ] SFB: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:31:36.287357] [INFO ] [LOCAL     ] Saved forecast: SFB	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SFB.txt
[2025-12-08T20:31:36.287524] [INFO ] [sig       ] [2898/3624] Completed SFB in 0.3s | 2.92 sym/s | Total: 16.5m | ETA: 4.1m
[2025-12-08T20:31:36.287565] [INFO ] [sig       ] [2899/3624] Forecasting SFBS...
[2025-12-08T20:31:36.287614] [INFO ] [sig       ] Generating forecast for: SFBS
[2025-12-08T20:31:36.287644] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFBS' from 'https://tdm.silogroup.org/data/derivative_storage/SFBS.csv'.
[2025-12-08T20:31:36.299796] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFBS'.
[2025-12-08T20:31:36.300184] [INFO ] [FORECASTER] Starting predict_future for SFBS
[2025-12-08T20:31:36.300968] [DEBUG] [LOCAL     ] No optimal features file found for SFBS: ./output/feature-sets/SFBS.txt
[2025-12-08T20:31:36.301017] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:36.301048] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:36.301074] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:36.301129] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:36.358207] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:36.359073] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:36.359184] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:36.359217] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:36.481912] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:36.482072] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:36.482110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:36.482138] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:36.485425] [DEBUG] [FORECASTER] SFBS: Forecast T+1@11:T+2@11: UP (p=87.07%)
[2025-12-08T20:31:36.485711] [INFO ] [FORECASTER] Completed predict_future for SFBS
[2025-12-08T20:31:36.485834] [INFO ] [sig       ] SFBS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:31:36.627108] [INFO ] [LOCAL     ] Saved forecast: SFBS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/SFBS.txt
[2025-12-08T20:31:36.627256] [INFO ] [sig       ] [2899/3624] Completed SFBS in 0.3s | 2.92 sym/s | Total: 16.5m | ETA: 4.1m
[2025-12-08T20:31:36.627294] [INFO ] [sig       ] [2900/3624] Forecasting SFIX...
[2025-12-08T20:31:36.627324] [INFO ] [sig       ] Generating forecast for: SFIX
[2025-12-08T20:31:36.627362] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFIX' from 'https://tdm.silogroup.org/data/derivative_storage/SFIX.csv'.
[2025-12-08T20:31:36.641618] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFIX'.
[2025-12-08T20:31:36.642011] [INFO ] [FORECASTER] Starting predict_future for SFIX
[2025-12-08T20:31:36.642860] [DEBUG] [LOCAL     ] No optimal features file found for SFIX: ./output/feature-sets/SFIX.txt
[2025-12-08T20:31:36.642912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:36.642944] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:36.642970] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:36.643026] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:36.703094] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:36.703998] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:36.704081] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:36.704113] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:36.824705] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:36.824848] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:36.824886] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:36.824914] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:36.828175] [DEBUG] [FORECASTER] SFIX: Forecast T+1@11:T+2@11: UP (p=85.42%)
[2025-12-08T20:31:36.828438] [INFO ] [FORECASTER] Completed predict_future for SFIX
[2025-12-08T20:31:36.828557] [INFO ] [sig       ] SFIX: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:31:36.974028] [INFO ] [LOCAL     ] Saved forecast: SFIX	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/SFIX.txt
[2025-12-08T20:31:36.974180] [INFO ] [sig       ] [2900/3624] Completed SFIX in 0.3s | 2.92 sym/s | Total: 16.5m | ETA: 4.1m
[2025-12-08T20:31:36.974226] [INFO ] [sig       ] [2901/3624] Forecasting SFL...
[2025-12-08T20:31:36.974255] [INFO ] [sig       ] Generating forecast for: SFL
[2025-12-08T20:31:36.974284] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFL' from 'https://tdm.silogroup.org/data/derivative_storage/SFL.csv'.
[2025-12-08T20:31:36.987013] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFL'.
[2025-12-08T20:31:36.987356] [INFO ] [FORECASTER] Starting predict_future for SFL
[2025-12-08T20:31:36.988155] [DEBUG] [LOCAL     ] No optimal features file found for SFL: ./output/feature-sets/SFL.txt
[2025-12-08T20:31:36.988203] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:36.988234] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:36.988260] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:36.988314] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:37.049996] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:37.050893] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:37.050974] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:37.051006] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:37.175988] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:37.176137] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:37.176176] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:37.176203] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:37.179492] [DEBUG] [FORECASTER] SFL: Forecast T+1@11:T+2@11: DOWN (p=42.92%)
[2025-12-08T20:31:37.179830] [INFO ] [FORECASTER] Completed predict_future for SFL
[2025-12-08T20:31:37.179956] [INFO ] [sig       ] SFL: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:31:37.327699] [INFO ] [LOCAL     ] Saved forecast: SFL	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SFL.txt
[2025-12-08T20:31:37.327849] [INFO ] [sig       ] [2901/3624] Completed SFL in 0.4s | 2.92 sym/s | Total: 16.5m | ETA: 4.1m
[2025-12-08T20:31:37.327890] [INFO ] [sig       ] [2902/3624] Forecasting SFLO...
[2025-12-08T20:31:37.327918] [INFO ] [sig       ] Generating forecast for: SFLO
[2025-12-08T20:31:37.327947] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFLO' from 'https://tdm.silogroup.org/data/derivative_storage/SFLO.csv'.
[2025-12-08T20:31:37.340812] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFLO'.
[2025-12-08T20:31:37.341251] [INFO ] [FORECASTER] Starting predict_future for SFLO
[2025-12-08T20:31:37.342216] [DEBUG] [LOCAL     ] No optimal features file found for SFLO: ./output/feature-sets/SFLO.txt
[2025-12-08T20:31:37.342269] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:37.342302] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:37.342329] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:37.342385] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:37.404283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:37.405130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:37.405225] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:37.405262] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:37.542845] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:37.543004] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:37.543043] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:37.543071] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:37.546634] [DEBUG] [FORECASTER] SFLO: Forecast T+1@11:T+2@11: DOWN (p=45.25%)
[2025-12-08T20:31:37.547162] [INFO ] [FORECASTER] Completed predict_future for SFLO
[2025-12-08T20:31:37.547298] [INFO ] [sig       ] SFLO: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:31:37.699970] [INFO ] [LOCAL     ] Saved forecast: SFLO	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SFLO.txt
[2025-12-08T20:31:37.700148] [INFO ] [sig       ] [2902/3624] Completed SFLO in 0.4s | 2.92 sym/s | Total: 16.6m | ETA: 4.1m
[2025-12-08T20:31:37.700189] [INFO ] [sig       ] [2903/3624] Forecasting SFM...
[2025-12-08T20:31:37.700219] [INFO ] [sig       ] Generating forecast for: SFM
[2025-12-08T20:31:37.700248] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFM' from 'https://tdm.silogroup.org/data/derivative_storage/SFM.csv'.
[2025-12-08T20:31:37.712269] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFM'.
[2025-12-08T20:31:37.712675] [INFO ] [FORECASTER] Starting predict_future for SFM
[2025-12-08T20:31:37.713434] [DEBUG] [LOCAL     ] No optimal features file found for SFM: ./output/feature-sets/SFM.txt
[2025-12-08T20:31:37.713483] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:37.713514] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:37.713539] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:37.713619] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:37.770442] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:37.771538] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:37.771655] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:37.771687] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:37.897727] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:37.897883] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:37.897921] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:37.897949] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:37.901272] [DEBUG] [FORECASTER] SFM: Forecast T+1@11:T+2@11: DOWN (p=8.68%)
[2025-12-08T20:31:37.901589] [INFO ] [FORECASTER] Completed predict_future for SFM
[2025-12-08T20:31:37.901726] [INFO ] [sig       ] SFM: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:31:38.045628] [INFO ] [LOCAL     ] Saved forecast: SFM	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SFM.txt
[2025-12-08T20:31:38.045778] [INFO ] [sig       ] [2903/3624] Completed SFM in 0.3s | 2.92 sym/s | Total: 16.6m | ETA: 4.1m
[2025-12-08T20:31:38.045818] [INFO ] [sig       ] [2904/3624] Forecasting SFNC...
[2025-12-08T20:31:38.045847] [INFO ] [sig       ] Generating forecast for: SFNC
[2025-12-08T20:31:38.045877] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFNC' from 'https://tdm.silogroup.org/data/derivative_storage/SFNC.csv'.
[2025-12-08T20:31:38.058915] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFNC'.
[2025-12-08T20:31:38.059330] [INFO ] [FORECASTER] Starting predict_future for SFNC
[2025-12-08T20:31:38.060209] [DEBUG] [LOCAL     ] No optimal features file found for SFNC: ./output/feature-sets/SFNC.txt
[2025-12-08T20:31:38.060261] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:38.060293] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:38.060320] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:38.060376] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:38.118150] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:38.119017] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:38.119096] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:38.119129] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:38.240098] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:38.240253] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:38.240309] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:38.240339] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:38.243917] [DEBUG] [FORECASTER] SFNC: Forecast T+1@11:T+2@11: UP (p=70.72%)
[2025-12-08T20:31:38.244236] [INFO ] [FORECASTER] Completed predict_future for SFNC
[2025-12-08T20:31:38.244371] [INFO ] [sig       ] SFNC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:31:38.389720] [INFO ] [LOCAL     ] Saved forecast: SFNC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/SFNC.txt
[2025-12-08T20:31:38.389892] [INFO ] [sig       ] [2904/3624] Completed SFNC in 0.3s | 2.92 sym/s | Total: 16.6m | ETA: 4.1m
[2025-12-08T20:31:38.389936] [INFO ] [sig       ] [2905/3624] Forecasting SG...
[2025-12-08T20:31:38.389965] [INFO ] [sig       ] Generating forecast for: SG
[2025-12-08T20:31:38.389995] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SG' from 'https://tdm.silogroup.org/data/derivative_storage/SG.csv'.
[2025-12-08T20:31:38.403007] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SG'.
[2025-12-08T20:31:38.403392] [INFO ] [FORECASTER] Starting predict_future for SG
[2025-12-08T20:31:38.404183] [DEBUG] [LOCAL     ] No optimal features file found for SG: ./output/feature-sets/SG.txt
[2025-12-08T20:31:38.404233] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:38.404265] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:38.404291] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:38.404346] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:38.464257] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:38.465170] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:38.465250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:38.465282] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:38.590375] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:38.590538] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:38.590600] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:38.590633] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:38.594099] [DEBUG] [FORECASTER] SG: Forecast T+1@11:T+2@11: DOWN (p=1.96%)
[2025-12-08T20:31:38.594391] [INFO ] [FORECASTER] Completed predict_future for SG
[2025-12-08T20:31:38.594531] [INFO ] [sig       ] SG: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:31:38.741262] [INFO ] [LOCAL     ] Saved forecast: SG	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SG.txt
[2025-12-08T20:31:38.741418] [INFO ] [sig       ] [2905/3624] Completed SG in 0.4s | 2.92 sym/s | Total: 16.6m | ETA: 4.1m
[2025-12-08T20:31:38.741458] [INFO ] [sig       ] [2906/3624] Forecasting SGBX...
[2025-12-08T20:31:38.741486] [INFO ] [sig       ] Generating forecast for: SGBX
[2025-12-08T20:31:38.741513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SGBX' from 'https://tdm.silogroup.org/data/derivative_storage/SGBX.csv'.
[2025-12-08T20:31:38.753968] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SGBX'.
[2025-12-08T20:31:38.754377] [INFO ] [FORECASTER] Starting predict_future for SGBX
[2025-12-08T20:31:38.755194] [DEBUG] [LOCAL     ] No optimal features file found for SGBX: ./output/feature-sets/SGBX.txt
[2025-12-08T20:31:38.755245] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:38.755305] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:38.755333] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:38.755388] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:38.812676] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:38.813517] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:38.813612] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:38.813646] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:38.935672] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:38.935821] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:38.935859] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:38.935887] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:38.939256] [DEBUG] [FORECASTER] SGBX: Forecast T+1@11:T+2@11: UP (p=66.29%)
[2025-12-08T20:31:38.939531] [INFO ] [FORECASTER] Completed predict_future for SGBX
[2025-12-08T20:31:38.939672] [INFO ] [sig       ] SGBX: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:31:39.084034] [INFO ] [LOCAL     ] Saved forecast: SGBX	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/SGBX.txt
[2025-12-08T20:31:39.084155] [INFO ] [sig       ] [2906/3624] Completed SGBX in 0.3s | 2.92 sym/s | Total: 16.6m | ETA: 4.1m
[2025-12-08T20:31:39.084194] [INFO ] [sig       ] [2907/3624] Forecasting SGC...
[2025-12-08T20:31:39.084222] [INFO ] [sig       ] Generating forecast for: SGC
[2025-12-08T20:31:39.084251] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SGC' from 'https://tdm.silogroup.org/data/derivative_storage/SGC.csv'.
[2025-12-08T20:31:39.096596] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SGC'.
[2025-12-08T20:31:39.097117] [INFO ] [FORECASTER] Starting predict_future for SGC
[2025-12-08T20:31:39.097945] [DEBUG] [LOCAL     ] No optimal features file found for SGC: ./output/feature-sets/SGC.txt
[2025-12-08T20:31:39.097995] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:39.098031] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:39.098058] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:39.098114] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:39.155330] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:39.155941] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:39.156012] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:39.156044] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:39.273855] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:39.273985] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:39.274022] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:39.274049] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:39.277236] [DEBUG] [FORECASTER] SGC: Forecast T+1@11:T+2@11: UP (p=57.87%)
[2025-12-08T20:31:39.277506] [INFO ] [FORECASTER] Completed predict_future for SGC
[2025-12-08T20:31:39.277643] [INFO ] [sig       ] SGC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:31:39.420242] [INFO ] [LOCAL     ] Saved forecast: SGC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/SGC.txt
[2025-12-08T20:31:39.420369] [INFO ] [sig       ] [2907/3624] Completed SGC in 0.3s | 2.92 sym/s | Total: 16.6m | ETA: 4.1m
[2025-12-08T20:31:39.420406] [INFO ] [sig       ] [2908/3624] Forecasting SGHC...
[2025-12-08T20:31:39.420435] [INFO ] [sig       ] Generating forecast for: SGHC
[2025-12-08T20:31:39.420463] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SGHC' from 'https://tdm.silogroup.org/data/derivative_storage/SGHC.csv'.
[2025-12-08T20:31:39.432173] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SGHC'.
[2025-12-08T20:31:39.432494] [INFO ] [FORECASTER] Starting predict_future for SGHC
[2025-12-08T20:31:39.433265] [DEBUG] [LOCAL     ] No optimal features file found for SGHC: ./output/feature-sets/SGHC.txt
[2025-12-08T20:31:39.433314] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:39.433357] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:39.433384] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:39.433439] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:39.493399] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:39.494084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:39.494167] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:39.494202] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:39.611438] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:39.611601] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:39.611641] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:39.611670] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:39.614978] [DEBUG] [FORECASTER] SGHC: Forecast T+1@11:T+2@11: DOWN (p=43.11%)
[2025-12-08T20:31:39.615243] [INFO ] [FORECASTER] Completed predict_future for SGHC
[2025-12-08T20:31:39.615364] [INFO ] [sig       ] SGHC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:31:39.757829] [INFO ] [LOCAL     ] Saved forecast: SGHC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SGHC.txt
[2025-12-08T20:31:39.757960] [INFO ] [sig       ] [2908/3624] Completed SGHC in 0.3s | 2.92 sym/s | Total: 16.6m | ETA: 4.1m
[2025-12-08T20:31:39.757998] [INFO ] [sig       ] [2909/3624] Forecasting SGRY...
[2025-12-08T20:31:39.758027] [INFO ] [sig       ] Generating forecast for: SGRY
[2025-12-08T20:31:39.758058] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SGRY' from 'https://tdm.silogroup.org/data/derivative_storage/SGRY.csv'.
[2025-12-08T20:31:39.770079] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SGRY'.
[2025-12-08T20:31:39.770401] [INFO ] [FORECASTER] Starting predict_future for SGRY
[2025-12-08T20:31:39.771182] [DEBUG] [LOCAL     ] No optimal features file found for SGRY: ./output/feature-sets/SGRY.txt
[2025-12-08T20:31:39.771231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:39.771261] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:39.771286] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:39.771340] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:39.827805] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:39.828377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:39.828451] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:39.828482] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:39.951772] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:39.951916] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:39.951953] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:39.952009] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:39.955242] [DEBUG] [FORECASTER] SGRY: Forecast T+1@11:T+2@11: UP (p=96.11%)
[2025-12-08T20:31:39.955505] [INFO ] [FORECASTER] Completed predict_future for SGRY
[2025-12-08T20:31:39.955640] [INFO ] [sig       ] SGRY: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:31:40.102152] [INFO ] [LOCAL     ] Saved forecast: SGRY	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/SGRY.txt
[2025-12-08T20:31:40.102275] [INFO ] [sig       ] [2909/3624] Completed SGRY in 0.3s | 2.92 sym/s | Total: 16.6m | ETA: 4.1m
[2025-12-08T20:31:40.102314] [INFO ] [sig       ] [2910/3624] Forecasting SHAK...
[2025-12-08T20:31:40.102343] [INFO ] [sig       ] Generating forecast for: SHAK
[2025-12-08T20:31:40.102373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHAK' from 'https://tdm.silogroup.org/data/derivative_storage/SHAK.csv'.
[2025-12-08T20:31:40.114400] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHAK'.
[2025-12-08T20:31:40.114753] [INFO ] [FORECASTER] Starting predict_future for SHAK
[2025-12-08T20:31:40.115540] [DEBUG] [LOCAL     ] No optimal features file found for SHAK: ./output/feature-sets/SHAK.txt
[2025-12-08T20:31:40.115607] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:40.115640] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:40.115666] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:40.115721] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:40.174547] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:40.175150] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:40.175225] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:40.175256] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:40.296932] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:40.297066] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:40.297102] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:40.297129] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:40.300737] [DEBUG] [FORECASTER] SHAK: Forecast T+1@11:T+2@11: DOWN (p=18.31%)
[2025-12-08T20:31:40.301008] [INFO ] [FORECASTER] Completed predict_future for SHAK
[2025-12-08T20:31:40.301131] [INFO ] [sig       ] SHAK: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:31:40.446661] [INFO ] [LOCAL     ] Saved forecast: SHAK	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SHAK.txt
[2025-12-08T20:31:40.446784] [INFO ] [sig       ] [2910/3624] Completed SHAK in 0.3s | 2.92 sym/s | Total: 16.6m | ETA: 4.1m
[2025-12-08T20:31:40.446821] [INFO ] [sig       ] [2911/3624] Forecasting SHBI...
[2025-12-08T20:31:40.446849] [INFO ] [sig       ] Generating forecast for: SHBI
[2025-12-08T20:31:40.446878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHBI' from 'https://tdm.silogroup.org/data/derivative_storage/SHBI.csv'.
[2025-12-08T20:31:40.459685] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHBI'.
[2025-12-08T20:31:40.460110] [INFO ] [FORECASTER] Starting predict_future for SHBI
[2025-12-08T20:31:40.460949] [DEBUG] [LOCAL     ] No optimal features file found for SHBI: ./output/feature-sets/SHBI.txt
[2025-12-08T20:31:40.460999] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:40.461031] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:40.461057] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:40.461112] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:40.516303] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:40.517510] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:40.517627] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:40.517661] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:40.645609] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:40.645797] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:40.645847] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:40.645883] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:40.650548] [DEBUG] [FORECASTER] SHBI: Forecast T+1@11:T+2@11: UP (p=95.63%)
[2025-12-08T20:31:40.650991] [INFO ] [FORECASTER] Completed predict_future for SHBI
[2025-12-08T20:31:40.651171] [INFO ] [sig       ] SHBI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:31:40.798181] [INFO ] [LOCAL     ] Saved forecast: SHBI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/SHBI.txt
[2025-12-08T20:31:40.798333] [INFO ] [sig       ] [2911/3624] Completed SHBI in 0.4s | 2.92 sym/s | Total: 16.6m | ETA: 4.1m
[2025-12-08T20:31:40.798373] [INFO ] [sig       ] [2912/3624] Forecasting SHC...
[2025-12-08T20:31:40.798409] [INFO ] [sig       ] Generating forecast for: SHC
[2025-12-08T20:31:40.798439] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHC' from 'https://tdm.silogroup.org/data/derivative_storage/SHC.csv'.
[2025-12-08T20:31:40.811780] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHC'.
[2025-12-08T20:31:40.812120] [INFO ] [FORECASTER] Starting predict_future for SHC
[2025-12-08T20:31:40.812910] [DEBUG] [LOCAL     ] No optimal features file found for SHC: ./output/feature-sets/SHC.txt
[2025-12-08T20:31:40.812960] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:40.812990] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:40.813016] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:40.813071] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:40.869828] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:40.870424] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:40.870499] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:40.870532] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:40.991020] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:40.991122] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:40.991161] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:40.991190] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:40.994549] [DEBUG] [FORECASTER] SHC: Forecast T+1@11:T+2@11: UP (p=65.33%)
[2025-12-08T20:31:40.994828] [INFO ] [FORECASTER] Completed predict_future for SHC
[2025-12-08T20:31:40.994949] [INFO ] [sig       ] SHC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:31:41.133367] [INFO ] [LOCAL     ] Saved forecast: SHC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/SHC.txt
[2025-12-08T20:31:41.133478] [INFO ] [sig       ] [2912/3624] Completed SHC in 0.3s | 2.92 sym/s | Total: 16.6m | ETA: 4.1m
[2025-12-08T20:31:41.133515] [INFO ] [sig       ] [2913/3624] Forecasting SHCO...
[2025-12-08T20:31:41.133544] [INFO ] [sig       ] Generating forecast for: SHCO
[2025-12-08T20:31:41.133589] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHCO' from 'https://tdm.silogroup.org/data/derivative_storage/SHCO.csv'.
[2025-12-08T20:31:41.145187] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHCO'.
[2025-12-08T20:31:41.145518] [INFO ] [FORECASTER] Starting predict_future for SHCO
[2025-12-08T20:31:41.146291] [DEBUG] [LOCAL     ] No optimal features file found for SHCO: ./output/feature-sets/SHCO.txt
[2025-12-08T20:31:41.146339] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:41.146370] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:41.146397] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:41.146451] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:41.201827] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:41.202405] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:41.202480] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:41.202510] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:41.322737] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:41.322875] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:41.322913] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:41.322940] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:41.326379] [DEBUG] [FORECASTER] SHCO: Forecast T+1@11:T+2@11: UP (p=73.01%)
[2025-12-08T20:31:41.326660] [INFO ] [FORECASTER] Completed predict_future for SHCO
[2025-12-08T20:31:41.326780] [INFO ] [sig       ] SHCO: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:31:41.467983] [INFO ] [LOCAL     ] Saved forecast: SHCO	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/SHCO.txt
[2025-12-08T20:31:41.468112] [INFO ] [sig       ] [2913/3624] Completed SHCO in 0.3s | 2.92 sym/s | Total: 16.6m | ETA: 4.1m
[2025-12-08T20:31:41.468151] [INFO ] [sig       ] [2914/3624] Forecasting SHEL...
[2025-12-08T20:31:41.468180] [INFO ] [sig       ] Generating forecast for: SHEL
[2025-12-08T20:31:41.468208] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHEL' from 'https://tdm.silogroup.org/data/derivative_storage/SHEL.csv'.
[2025-12-08T20:31:41.480898] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHEL'.
[2025-12-08T20:31:41.481207] [INFO ] [FORECASTER] Starting predict_future for SHEL
[2025-12-08T20:31:41.481990] [DEBUG] [LOCAL     ] No optimal features file found for SHEL: ./output/feature-sets/SHEL.txt
[2025-12-08T20:31:41.482038] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:41.482069] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:41.482095] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:41.482150] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:41.539282] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:41.539866] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:41.539938] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:41.539969] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:41.658859] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:41.658998] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:41.659035] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:41.659063] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:41.662455] [DEBUG] [FORECASTER] SHEL: Forecast T+1@11:T+2@11: DOWN (p=13.71%)
[2025-12-08T20:31:41.662733] [INFO ] [FORECASTER] Completed predict_future for SHEL
[2025-12-08T20:31:41.662857] [INFO ] [sig       ] SHEL: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:31:41.800290] [INFO ] [LOCAL     ] Saved forecast: SHEL	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SHEL.txt
[2025-12-08T20:31:41.800396] [INFO ] [sig       ] [2914/3624] Completed SHEL in 0.3s | 2.92 sym/s | Total: 16.6m | ETA: 4.0m
[2025-12-08T20:31:41.800434] [INFO ] [sig       ] [2915/3624] Forecasting SHEN...
[2025-12-08T20:31:41.800462] [INFO ] [sig       ] Generating forecast for: SHEN
[2025-12-08T20:31:41.800490] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHEN' from 'https://tdm.silogroup.org/data/derivative_storage/SHEN.csv'.
[2025-12-08T20:31:41.813030] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHEN'.
[2025-12-08T20:31:41.813362] [INFO ] [FORECASTER] Starting predict_future for SHEN
[2025-12-08T20:31:41.814139] [DEBUG] [LOCAL     ] No optimal features file found for SHEN: ./output/feature-sets/SHEN.txt
[2025-12-08T20:31:41.814188] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:41.814219] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:41.814245] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:41.814300] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:41.871252] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:41.871981] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:41.872076] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:41.872108] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:41.992213] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:41.992365] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:41.992403] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:41.992449] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:41.996119] [DEBUG] [FORECASTER] SHEN: Forecast T+1@11:T+2@11: DOWN (p=19.24%)
[2025-12-08T20:31:41.996386] [INFO ] [FORECASTER] Completed predict_future for SHEN
[2025-12-08T20:31:41.996503] [INFO ] [sig       ] SHEN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:31:42.141354] [INFO ] [LOCAL     ] Saved forecast: SHEN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SHEN.txt
[2025-12-08T20:31:42.141493] [INFO ] [sig       ] [2915/3624] Completed SHEN in 0.3s | 2.92 sym/s | Total: 16.6m | ETA: 4.0m
[2025-12-08T20:31:42.141531] [INFO ] [sig       ] [2916/3624] Forecasting SHFS...
[2025-12-08T20:31:42.141561] [INFO ] [sig       ] Generating forecast for: SHFS
[2025-12-08T20:31:42.141610] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHFS' from 'https://tdm.silogroup.org/data/derivative_storage/SHFS.csv'.
[2025-12-08T20:31:42.153968] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHFS'.
[2025-12-08T20:31:42.154338] [INFO ] [FORECASTER] Starting predict_future for SHFS
[2025-12-08T20:31:42.155132] [DEBUG] [LOCAL     ] No optimal features file found for SHFS: ./output/feature-sets/SHFS.txt
[2025-12-08T20:31:42.155181] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:42.155211] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:42.155246] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:42.155300] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:42.213022] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:42.213848] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:42.213952] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:42.213985] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:42.324089] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:42.324216] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:42.324252] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:42.324279] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:42.327437] [DEBUG] [FORECASTER] SHFS: Forecast T+1@11:T+2@11: DOWN (p=14.43%)
[2025-12-08T20:31:42.327717] [INFO ] [FORECASTER] Completed predict_future for SHFS
[2025-12-08T20:31:42.327830] [INFO ] [sig       ] SHFS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:31:42.465200] [INFO ] [LOCAL     ] Saved forecast: SHFS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SHFS.txt
[2025-12-08T20:31:42.465310] [INFO ] [sig       ] [2916/3624] Completed SHFS in 0.3s | 2.92 sym/s | Total: 16.6m | ETA: 4.0m
[2025-12-08T20:31:42.465348] [INFO ] [sig       ] [2917/3624] Forecasting SHG...
[2025-12-08T20:31:42.465376] [INFO ] [sig       ] Generating forecast for: SHG
[2025-12-08T20:31:42.465403] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHG' from 'https://tdm.silogroup.org/data/derivative_storage/SHG.csv'.
[2025-12-08T20:31:42.477323] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHG'.
[2025-12-08T20:31:42.477688] [INFO ] [FORECASTER] Starting predict_future for SHG
[2025-12-08T20:31:42.478451] [DEBUG] [LOCAL     ] No optimal features file found for SHG: ./output/feature-sets/SHG.txt
[2025-12-08T20:31:42.478500] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:42.478530] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:42.478556] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:42.478632] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:42.534803] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:42.535402] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:42.535473] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:42.535516] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:42.657796] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:42.657948] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:42.657988] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:42.658015] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:42.661247] [DEBUG] [FORECASTER] SHG: Forecast T+1@11:T+2@11: DOWN (p=8.53%)
[2025-12-08T20:31:42.661506] [INFO ] [FORECASTER] Completed predict_future for SHG
[2025-12-08T20:31:42.661642] [INFO ] [sig       ] SHG: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:31:42.802358] [INFO ] [LOCAL     ] Saved forecast: SHG	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SHG.txt
[2025-12-08T20:31:42.802520] [INFO ] [sig       ] [2917/3624] Completed SHG in 0.3s | 2.92 sym/s | Total: 16.6m | ETA: 4.0m
[2025-12-08T20:31:42.802561] [INFO ] [sig       ] [2918/3624] Forecasting SHIP...
[2025-12-08T20:31:42.802612] [INFO ] [sig       ] Generating forecast for: SHIP
[2025-12-08T20:31:42.802642] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHIP' from 'https://tdm.silogroup.org/data/derivative_storage/SHIP.csv'.
[2025-12-08T20:31:42.815089] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHIP'.
[2025-12-08T20:31:42.815455] [INFO ] [FORECASTER] Starting predict_future for SHIP
[2025-12-08T20:31:42.816249] [DEBUG] [LOCAL     ] No optimal features file found for SHIP: ./output/feature-sets/SHIP.txt
[2025-12-08T20:31:42.816299] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:42.816329] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:42.816355] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:42.816409] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:42.874212] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:42.875044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:42.875120] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:42.875152] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:42.995587] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:42.995731] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:42.995769] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:42.995796] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:42.999034] [DEBUG] [FORECASTER] SHIP: Forecast T+1@11:T+2@11: DOWN (p=32.47%)
[2025-12-08T20:31:42.999296] [INFO ] [FORECASTER] Completed predict_future for SHIP
[2025-12-08T20:31:42.999414] [INFO ] [sig       ] SHIP: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:31:43.138377] [INFO ] [LOCAL     ] Saved forecast: SHIP	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SHIP.txt
[2025-12-08T20:31:43.138501] [INFO ] [sig       ] [2918/3624] Completed SHIP in 0.3s | 2.92 sym/s | Total: 16.6m | ETA: 4.0m
[2025-12-08T20:31:43.138540] [INFO ] [sig       ] [2919/3624] Forecasting SHLS...
[2025-12-08T20:31:43.138585] [INFO ] [sig       ] Generating forecast for: SHLS
[2025-12-08T20:31:43.138617] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHLS' from 'https://tdm.silogroup.org/data/derivative_storage/SHLS.csv'.
[2025-12-08T20:31:43.155740] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHLS'.
[2025-12-08T20:31:43.156460] [INFO ] [FORECASTER] Starting predict_future for SHLS
[2025-12-08T20:31:43.157869] [DEBUG] [LOCAL     ] No optimal features file found for SHLS: ./output/feature-sets/SHLS.txt
[2025-12-08T20:31:43.157935] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:43.157983] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:43.158221] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:43.158310] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:43.230458] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:43.231541] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:43.231662] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:43.231706] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:43.359850] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:43.360004] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:43.360042] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:43.360070] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:43.363508] [DEBUG] [FORECASTER] SHLS: Forecast T+1@11:T+2@11: DOWN (p=17.13%)
[2025-12-08T20:31:43.363792] [INFO ] [FORECASTER] Completed predict_future for SHLS
[2025-12-08T20:31:43.363911] [INFO ] [sig       ] SHLS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:31:43.503249] [INFO ] [LOCAL     ] Saved forecast: SHLS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SHLS.txt
[2025-12-08T20:31:43.503428] [INFO ] [sig       ] [2919/3624] Completed SHLS in 0.4s | 2.92 sym/s | Total: 16.7m | ETA: 4.0m
[2025-12-08T20:31:43.503468] [INFO ] [sig       ] [2920/3624] Forecasting SHO...
[2025-12-08T20:31:43.503497] [INFO ] [sig       ] Generating forecast for: SHO
[2025-12-08T20:31:43.503526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHO' from 'https://tdm.silogroup.org/data/derivative_storage/SHO.csv'.
[2025-12-08T20:31:43.515853] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHO'.
[2025-12-08T20:31:43.516289] [INFO ] [FORECASTER] Starting predict_future for SHO
[2025-12-08T20:31:43.517088] [DEBUG] [LOCAL     ] No optimal features file found for SHO: ./output/feature-sets/SHO.txt
[2025-12-08T20:31:43.517139] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:43.517172] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:43.517199] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:43.517255] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:43.586559] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:43.587726] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:43.587824] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:43.587867] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:43.715024] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:43.715182] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:43.715221] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:43.715249] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:43.718624] [DEBUG] [FORECASTER] SHO: Forecast T+1@11:T+2@11: UP (p=75.22%)
[2025-12-08T20:31:43.718911] [INFO ] [FORECASTER] Completed predict_future for SHO
[2025-12-08T20:31:43.719045] [INFO ] [sig       ] SHO: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:31:43.857557] [INFO ] [LOCAL     ] Saved forecast: SHO	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/SHO.txt
[2025-12-08T20:31:43.857700] [INFO ] [sig       ] [2920/3624] Completed SHO in 0.4s | 2.92 sym/s | Total: 16.7m | ETA: 4.0m
[2025-12-08T20:31:43.857738] [INFO ] [sig       ] [2921/3624] Forecasting SHOC...
[2025-12-08T20:31:43.857767] [INFO ] [sig       ] Generating forecast for: SHOC
[2025-12-08T20:31:43.857795] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHOC' from 'https://tdm.silogroup.org/data/derivative_storage/SHOC.csv'.
[2025-12-08T20:31:43.869016] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHOC'.
[2025-12-08T20:31:43.869351] [INFO ] [FORECASTER] Starting predict_future for SHOC
[2025-12-08T20:31:43.870155] [DEBUG] [LOCAL     ] No optimal features file found for SHOC: ./output/feature-sets/SHOC.txt
[2025-12-08T20:31:43.870205] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:43.870235] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:43.870261] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:43.870316] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:43.927167] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:43.927920] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:43.927994] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:43.928026] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:44.040857] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:44.040955] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:44.040991] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:44.041018] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:44.044918] [DEBUG] [FORECASTER] SHOC: Forecast T+1@11:T+2@11: DOWN (p=9.24%)
[2025-12-08T20:31:44.045182] [INFO ] [FORECASTER] Completed predict_future for SHOC
[2025-12-08T20:31:44.045297] [INFO ] [sig       ] SHOC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:31:44.184203] [INFO ] [LOCAL     ] Saved forecast: SHOC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SHOC.txt
[2025-12-08T20:31:44.184324] [INFO ] [sig       ] [2921/3624] Completed SHOC in 0.3s | 2.92 sym/s | Total: 16.7m | ETA: 4.0m
[2025-12-08T20:31:44.184361] [INFO ] [sig       ] [2922/3624] Forecasting SHOO...
[2025-12-08T20:31:44.184390] [INFO ] [sig       ] Generating forecast for: SHOO
[2025-12-08T20:31:44.184418] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHOO' from 'https://tdm.silogroup.org/data/derivative_storage/SHOO.csv'.
[2025-12-08T20:31:44.195891] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHOO'.
[2025-12-08T20:31:44.196238] [INFO ] [FORECASTER] Starting predict_future for SHOO
[2025-12-08T20:31:44.197023] [DEBUG] [LOCAL     ] No optimal features file found for SHOO: ./output/feature-sets/SHOO.txt
[2025-12-08T20:31:44.197071] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:44.197102] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:44.197128] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:44.197183] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:44.253603] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:44.254221] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:44.254295] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:44.254325] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:44.379500] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:44.379656] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:44.379694] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:44.379722] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:44.382987] [DEBUG] [FORECASTER] SHOO: Forecast T+1@11:T+2@11: DOWN (p=5.36%)
[2025-12-08T20:31:44.383249] [INFO ] [FORECASTER] Completed predict_future for SHOO
[2025-12-08T20:31:44.383364] [INFO ] [sig       ] SHOO: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:31:44.523387] [INFO ] [LOCAL     ] Saved forecast: SHOO	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SHOO.txt
[2025-12-08T20:31:44.523507] [INFO ] [sig       ] [2922/3624] Completed SHOO in 0.3s | 2.92 sym/s | Total: 16.7m | ETA: 4.0m
[2025-12-08T20:31:44.523546] [INFO ] [sig       ] [2923/3624] Forecasting SHOP...
[2025-12-08T20:31:44.523592] [INFO ] [sig       ] Generating forecast for: SHOP
[2025-12-08T20:31:44.523646] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHOP' from 'https://tdm.silogroup.org/data/derivative_storage/SHOP.csv'.
[2025-12-08T20:31:44.535406] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHOP'.
[2025-12-08T20:31:44.535756] [INFO ] [FORECASTER] Starting predict_future for SHOP
[2025-12-08T20:31:44.536512] [DEBUG] [LOCAL     ] No optimal features file found for SHOP: ./output/feature-sets/SHOP.txt
[2025-12-08T20:31:44.536561] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:44.536633] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:44.536662] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:44.536717] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:44.592352] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:44.592971] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:44.593045] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:44.593076] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:44.715024] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:44.715168] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:44.715205] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:44.715232] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:44.718486] [DEBUG] [FORECASTER] SHOP: Forecast T+1@11:T+2@11: DOWN (p=20.15%)
[2025-12-08T20:31:44.718765] [INFO ] [FORECASTER] Completed predict_future for SHOP
[2025-12-08T20:31:44.718887] [INFO ] [sig       ] SHOP: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:31:44.857980] [INFO ] [LOCAL     ] Saved forecast: SHOP	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SHOP.txt
[2025-12-08T20:31:44.858093] [INFO ] [sig       ] [2923/3624] Completed SHOP in 0.3s | 2.92 sym/s | Total: 16.7m | ETA: 4.0m
[2025-12-08T20:31:44.858129] [INFO ] [sig       ] [2924/3624] Forecasting SHPH...
[2025-12-08T20:31:44.858158] [INFO ] [sig       ] Generating forecast for: SHPH
[2025-12-08T20:31:44.858185] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHPH' from 'https://tdm.silogroup.org/data/derivative_storage/SHPH.csv'.
[2025-12-08T20:31:44.869546] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHPH'.
[2025-12-08T20:31:44.869897] [INFO ] [FORECASTER] Starting predict_future for SHPH
[2025-12-08T20:31:44.870667] [DEBUG] [LOCAL     ] No optimal features file found for SHPH: ./output/feature-sets/SHPH.txt
[2025-12-08T20:31:44.870717] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:44.870748] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:44.870774] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:44.870829] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:44.926569] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:44.927178] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:44.927249] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:44.927280] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:45.050348] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:45.050494] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:45.050537] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:45.050565] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:45.053900] [DEBUG] [FORECASTER] SHPH: Forecast T+1@11:T+2@11: DOWN (p=20.67%)
[2025-12-08T20:31:45.054181] [INFO ] [FORECASTER] Completed predict_future for SHPH
[2025-12-08T20:31:45.054300] [INFO ] [sig       ] SHPH: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:31:45.194037] [INFO ] [LOCAL     ] Saved forecast: SHPH	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SHPH.txt
[2025-12-08T20:31:45.194152] [INFO ] [sig       ] [2924/3624] Completed SHPH in 0.3s | 2.92 sym/s | Total: 16.7m | ETA: 4.0m
[2025-12-08T20:31:45.194190] [INFO ] [sig       ] [2925/3624] Forecasting SHY...
[2025-12-08T20:31:45.194218] [INFO ] [sig       ] Generating forecast for: SHY
[2025-12-08T20:31:45.194247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHY' from 'https://tdm.silogroup.org/data/derivative_storage/SHY.csv'.
[2025-12-08T20:31:45.206247] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHY'.
[2025-12-08T20:31:45.206595] [INFO ] [FORECASTER] Starting predict_future for SHY
[2025-12-08T20:31:45.207343] [DEBUG] [LOCAL     ] No optimal features file found for SHY: ./output/feature-sets/SHY.txt
[2025-12-08T20:31:45.207392] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:45.207445] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:45.207472] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:45.207527] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:45.263901] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:45.264496] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:45.264570] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:45.264620] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:45.385742] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:45.385886] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:45.385930] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:45.385964] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:45.389326] [DEBUG] [FORECASTER] SHY: Forecast T+1@11:T+2@11: DOWN (p=41.46%)
[2025-12-08T20:31:45.389607] [INFO ] [FORECASTER] Completed predict_future for SHY
[2025-12-08T20:31:45.389726] [INFO ] [sig       ] SHY: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:31:45.531147] [INFO ] [LOCAL     ] Saved forecast: SHY	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SHY.txt
[2025-12-08T20:31:45.531264] [INFO ] [sig       ] [2925/3624] Completed SHY in 0.3s | 2.92 sym/s | Total: 16.7m | ETA: 4.0m
[2025-12-08T20:31:45.531301] [INFO ] [sig       ] [2926/3624] Forecasting SIBN...
[2025-12-08T20:31:45.531330] [INFO ] [sig       ] Generating forecast for: SIBN
[2025-12-08T20:31:45.531359] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIBN' from 'https://tdm.silogroup.org/data/derivative_storage/SIBN.csv'.
[2025-12-08T20:31:45.543360] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIBN'.
[2025-12-08T20:31:45.543740] [INFO ] [FORECASTER] Starting predict_future for SIBN
[2025-12-08T20:31:45.544517] [DEBUG] [LOCAL     ] No optimal features file found for SIBN: ./output/feature-sets/SIBN.txt
[2025-12-08T20:31:45.544565] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:45.544617] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:45.544644] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:45.544699] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:45.602604] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:45.603398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:45.603471] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:45.603502] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:45.730373] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:45.730524] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:45.730561] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:45.730633] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:45.734257] [DEBUG] [FORECASTER] SIBN: Forecast T+1@11:T+2@11: DOWN (p=30.68%)
[2025-12-08T20:31:45.734524] [INFO ] [FORECASTER] Completed predict_future for SIBN
[2025-12-08T20:31:45.734659] [INFO ] [sig       ] SIBN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:31:45.873717] [INFO ] [LOCAL     ] Saved forecast: SIBN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SIBN.txt
[2025-12-08T20:31:45.873836] [INFO ] [sig       ] [2926/3624] Completed SIBN in 0.3s | 2.92 sym/s | Total: 16.7m | ETA: 4.0m
[2025-12-08T20:31:45.873875] [INFO ] [sig       ] [2927/3624] Forecasting SID...
[2025-12-08T20:31:45.873908] [INFO ] [sig       ] Generating forecast for: SID
[2025-12-08T20:31:45.873938] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SID' from 'https://tdm.silogroup.org/data/derivative_storage/SID.csv'.
[2025-12-08T20:31:45.886039] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SID'.
[2025-12-08T20:31:45.886369] [INFO ] [FORECASTER] Starting predict_future for SID
[2025-12-08T20:31:45.887137] [DEBUG] [LOCAL     ] No optimal features file found for SID: ./output/feature-sets/SID.txt
[2025-12-08T20:31:45.887186] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:45.887217] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:45.887243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:45.887298] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:45.943797] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:45.944390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:45.944464] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:45.944495] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:46.062617] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:46.062721] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:46.062756] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:46.062783] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:46.065835] [DEBUG] [FORECASTER] SID: Forecast T+1@11:T+2@11: DOWN (p=6.71%)
[2025-12-08T20:31:46.066090] [INFO ] [FORECASTER] Completed predict_future for SID
[2025-12-08T20:31:46.066204] [INFO ] [sig       ] SID: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:31:46.206700] [INFO ] [LOCAL     ] Saved forecast: SID	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SID.txt
[2025-12-08T20:31:46.206811] [INFO ] [sig       ] [2927/3624] Completed SID in 0.3s | 2.92 sym/s | Total: 16.7m | ETA: 4.0m
[2025-12-08T20:31:46.206848] [INFO ] [sig       ] [2928/3624] Forecasting SIEB...
[2025-12-08T20:31:46.206877] [INFO ] [sig       ] Generating forecast for: SIEB
[2025-12-08T20:31:46.206906] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIEB' from 'https://tdm.silogroup.org/data/derivative_storage/SIEB.csv'.
[2025-12-08T20:31:46.218465] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIEB'.
[2025-12-08T20:31:46.218798] [INFO ] [FORECASTER] Starting predict_future for SIEB
[2025-12-08T20:31:46.219549] [DEBUG] [LOCAL     ] No optimal features file found for SIEB: ./output/feature-sets/SIEB.txt
[2025-12-08T20:31:46.219623] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:46.219654] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:46.219680] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:46.219736] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:46.277726] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:46.278356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:46.278430] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:46.278461] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:46.396248] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:46.396383] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:46.396430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:46.396459] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:46.399787] [DEBUG] [FORECASTER] SIEB: Forecast T+1@11:T+2@11: UP (p=73.76%)
[2025-12-08T20:31:46.400058] [INFO ] [FORECASTER] Completed predict_future for SIEB
[2025-12-08T20:31:46.400182] [INFO ] [sig       ] SIEB: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:31:46.543919] [INFO ] [LOCAL     ] Saved forecast: SIEB	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/SIEB.txt
[2025-12-08T20:31:46.544045] [INFO ] [sig       ] [2928/3624] Completed SIEB in 0.3s | 2.92 sym/s | Total: 16.7m | ETA: 4.0m
[2025-12-08T20:31:46.544083] [INFO ] [sig       ] [2929/3624] Forecasting SIFY...
[2025-12-08T20:31:46.544112] [INFO ] [sig       ] Generating forecast for: SIFY
[2025-12-08T20:31:46.544141] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIFY' from 'https://tdm.silogroup.org/data/derivative_storage/SIFY.csv'.
[2025-12-08T20:31:46.556894] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIFY'.
[2025-12-08T20:31:46.557251] [INFO ] [FORECASTER] Starting predict_future for SIFY
[2025-12-08T20:31:46.558089] [DEBUG] [LOCAL     ] No optimal features file found for SIFY: ./output/feature-sets/SIFY.txt
[2025-12-08T20:31:46.558304] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:46.558336] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:46.558362] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:46.558419] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:46.619453] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:46.620230] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:46.620305] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:46.620335] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:46.737835] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:46.737961] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:46.737997] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:46.738024] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:46.741184] [DEBUG] [FORECASTER] SIFY: Forecast T+1@11:T+2@11: UP (p=67.75%)
[2025-12-08T20:31:46.741437] [INFO ] [FORECASTER] Completed predict_future for SIFY
[2025-12-08T20:31:46.741553] [INFO ] [sig       ] SIFY: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:31:46.893230] [INFO ] [LOCAL     ] Saved forecast: SIFY	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/SIFY.txt
[2025-12-08T20:31:46.893378] [INFO ] [sig       ] [2929/3624] Completed SIFY in 0.3s | 2.92 sym/s | Total: 16.7m | ETA: 4.0m
[2025-12-08T20:31:46.893418] [INFO ] [sig       ] [2930/3624] Forecasting SIG...
[2025-12-08T20:31:46.893446] [INFO ] [sig       ] Generating forecast for: SIG
[2025-12-08T20:31:46.893475] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIG' from 'https://tdm.silogroup.org/data/derivative_storage/SIG.csv'.
[2025-12-08T20:31:46.905171] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIG'.
[2025-12-08T20:31:46.905547] [INFO ] [FORECASTER] Starting predict_future for SIG
[2025-12-08T20:31:46.906363] [DEBUG] [LOCAL     ] No optimal features file found for SIG: ./output/feature-sets/SIG.txt
[2025-12-08T20:31:46.906412] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:46.906444] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:46.906470] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:46.906536] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:46.963508] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:46.964351] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:46.964430] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:46.964462] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:47.088385] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:47.088549] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:47.088604] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:47.088633] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:47.091902] [DEBUG] [FORECASTER] SIG: Forecast T+1@11:T+2@11: DOWN (p=1.34%)
[2025-12-08T20:31:47.092176] [INFO ] [FORECASTER] Completed predict_future for SIG
[2025-12-08T20:31:47.092299] [INFO ] [sig       ] SIG: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:31:47.229832] [INFO ] [LOCAL     ] Saved forecast: SIG	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SIG.txt
[2025-12-08T20:31:47.229978] [INFO ] [sig       ] [2930/3624] Completed SIG in 0.3s | 2.92 sym/s | Total: 16.7m | ETA: 4.0m
[2025-12-08T20:31:47.230019] [INFO ] [sig       ] [2931/3624] Forecasting SIGA...
[2025-12-08T20:31:47.230047] [INFO ] [sig       ] Generating forecast for: SIGA
[2025-12-08T20:31:47.230076] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIGA' from 'https://tdm.silogroup.org/data/derivative_storage/SIGA.csv'.
[2025-12-08T20:31:47.241489] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIGA'.
[2025-12-08T20:31:47.241890] [INFO ] [FORECASTER] Starting predict_future for SIGA
[2025-12-08T20:31:47.242685] [DEBUG] [LOCAL     ] No optimal features file found for SIGA: ./output/feature-sets/SIGA.txt
[2025-12-08T20:31:47.242734] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:47.242764] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:47.242790] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:47.242844] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:47.298912] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:47.299776] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:47.299859] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:47.299893] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:47.419087] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:47.419240] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:47.419277] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:47.419305] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:47.422626] [DEBUG] [FORECASTER] SIGA: Forecast T+1@11:T+2@11: UP (p=59.35%)
[2025-12-08T20:31:47.422909] [INFO ] [FORECASTER] Completed predict_future for SIGA
[2025-12-08T20:31:47.423033] [INFO ] [sig       ] SIGA: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:31:47.564469] [INFO ] [LOCAL     ] Saved forecast: SIGA	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/SIGA.txt
[2025-12-08T20:31:47.564635] [INFO ] [sig       ] [2931/3624] Completed SIGA in 0.3s | 2.92 sym/s | Total: 16.7m | ETA: 4.0m
[2025-12-08T20:31:47.564676] [INFO ] [sig       ] [2932/3624] Forecasting SIGI...
[2025-12-08T20:31:47.564704] [INFO ] [sig       ] Generating forecast for: SIGI
[2025-12-08T20:31:47.564732] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIGI' from 'https://tdm.silogroup.org/data/derivative_storage/SIGI.csv'.
[2025-12-08T20:31:47.577254] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIGI'.
[2025-12-08T20:31:47.577656] [INFO ] [FORECASTER] Starting predict_future for SIGI
[2025-12-08T20:31:47.578644] [DEBUG] [LOCAL     ] No optimal features file found for SIGI: ./output/feature-sets/SIGI.txt
[2025-12-08T20:31:47.578704] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:47.578735] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:47.578760] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:47.578814] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:47.638396] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:47.639260] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:47.639347] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:47.639379] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:47.762351] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:47.762521] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:47.762561] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:47.762606] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:47.766060] [DEBUG] [FORECASTER] SIGI: Forecast T+1@11:T+2@11: DOWN (p=16.76%)
[2025-12-08T20:31:47.766372] [INFO ] [FORECASTER] Completed predict_future for SIGI
[2025-12-08T20:31:47.766509] [INFO ] [sig       ] SIGI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:31:47.906947] [INFO ] [LOCAL     ] Saved forecast: SIGI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SIGI.txt
[2025-12-08T20:31:47.907099] [INFO ] [sig       ] [2932/3624] Completed SIGI in 0.3s | 2.92 sym/s | Total: 16.7m | ETA: 3.9m
[2025-12-08T20:31:47.907137] [INFO ] [sig       ] [2933/3624] Forecasting SII...
[2025-12-08T20:31:47.907167] [INFO ] [sig       ] Generating forecast for: SII
[2025-12-08T20:31:47.907196] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SII' from 'https://tdm.silogroup.org/data/derivative_storage/SII.csv'.
[2025-12-08T20:31:47.918814] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SII'.
[2025-12-08T20:31:47.919171] [INFO ] [FORECASTER] Starting predict_future for SII
[2025-12-08T20:31:47.919958] [DEBUG] [LOCAL     ] No optimal features file found for SII: ./output/feature-sets/SII.txt
[2025-12-08T20:31:47.920006] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:47.920037] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:47.920064] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:47.920118] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:47.975838] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:47.976701] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:47.976807] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:47.976840] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:48.090781] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:48.090933] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:48.090970] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:48.090997] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:48.094295] [DEBUG] [FORECASTER] SII: Forecast T+1@11:T+2@11: UP (p=59.86%)
[2025-12-08T20:31:48.094587] [INFO ] [FORECASTER] Completed predict_future for SII
[2025-12-08T20:31:48.094711] [INFO ] [sig       ] SII: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:31:48.233203] [INFO ] [LOCAL     ] Saved forecast: SII	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/SII.txt
[2025-12-08T20:31:48.233351] [INFO ] [sig       ] [2933/3624] Completed SII in 0.3s | 2.92 sym/s | Total: 16.7m | ETA: 3.9m
[2025-12-08T20:31:48.233390] [INFO ] [sig       ] [2934/3624] Forecasting SIMO...
[2025-12-08T20:31:48.233420] [INFO ] [sig       ] Generating forecast for: SIMO
[2025-12-08T20:31:48.233450] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIMO' from 'https://tdm.silogroup.org/data/derivative_storage/SIMO.csv'.
[2025-12-08T20:31:48.245734] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIMO'.
[2025-12-08T20:31:48.246093] [INFO ] [FORECASTER] Starting predict_future for SIMO
[2025-12-08T20:31:48.246880] [DEBUG] [LOCAL     ] No optimal features file found for SIMO: ./output/feature-sets/SIMO.txt
[2025-12-08T20:31:48.246929] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:48.246960] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:48.246986] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:48.247041] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:48.304277] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:48.305103] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:48.305178] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:48.305209] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:48.425392] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:48.425553] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:48.425609] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:48.425639] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:48.429071] [DEBUG] [FORECASTER] SIMO: Forecast T+1@11:T+2@11: UP (p=96.14%)
[2025-12-08T20:31:48.429361] [INFO ] [FORECASTER] Completed predict_future for SIMO
[2025-12-08T20:31:48.429482] [INFO ] [sig       ] SIMO: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:31:48.567256] [INFO ] [LOCAL     ] Saved forecast: SIMO	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/SIMO.txt
[2025-12-08T20:31:48.567425] [INFO ] [sig       ] [2934/3624] Completed SIMO in 0.3s | 2.92 sym/s | Total: 16.7m | ETA: 3.9m
[2025-12-08T20:31:48.567469] [INFO ] [sig       ] [2935/3624] Forecasting SIRI...
[2025-12-08T20:31:48.567497] [INFO ] [sig       ] Generating forecast for: SIRI
[2025-12-08T20:31:48.567526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIRI' from 'https://tdm.silogroup.org/data/derivative_storage/SIRI.csv'.
[2025-12-08T20:31:48.580564] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIRI'.
[2025-12-08T20:31:48.580943] [INFO ] [FORECASTER] Starting predict_future for SIRI
[2025-12-08T20:31:48.581721] [DEBUG] [LOCAL     ] No optimal features file found for SIRI: ./output/feature-sets/SIRI.txt
[2025-12-08T20:31:48.581770] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:48.581801] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:48.581826] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:48.581881] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:48.639635] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:48.640495] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:48.640596] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:48.640632] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:48.760192] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:48.760341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:48.760378] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:48.760405] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:48.763697] [DEBUG] [FORECASTER] SIRI: Forecast T+1@11:T+2@11: DOWN (p=39.47%)
[2025-12-08T20:31:48.763975] [INFO ] [FORECASTER] Completed predict_future for SIRI
[2025-12-08T20:31:48.764100] [INFO ] [sig       ] SIRI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:31:48.904645] [INFO ] [LOCAL     ] Saved forecast: SIRI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SIRI.txt
[2025-12-08T20:31:48.904804] [INFO ] [sig       ] [2935/3624] Completed SIRI in 0.3s | 2.92 sym/s | Total: 16.7m | ETA: 3.9m
[2025-12-08T20:31:48.904844] [INFO ] [sig       ] [2936/3624] Forecasting SITC...
[2025-12-08T20:31:48.904873] [INFO ] [sig       ] Generating forecast for: SITC
[2025-12-08T20:31:48.904903] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SITC' from 'https://tdm.silogroup.org/data/derivative_storage/SITC.csv'.
[2025-12-08T20:31:48.917391] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SITC'.
[2025-12-08T20:31:48.917816] [INFO ] [FORECASTER] Starting predict_future for SITC
[2025-12-08T20:31:48.918775] [DEBUG] [LOCAL     ] No optimal features file found for SITC: ./output/feature-sets/SITC.txt
[2025-12-08T20:31:48.918837] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:48.918874] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:48.918910] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:48.918980] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:48.980929] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:48.981723] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:48.981800] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:48.981833] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:49.101811] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:49.101956] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:49.102001] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:49.102031] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:49.105293] [DEBUG] [FORECASTER] SITC: Forecast T+1@11:T+2@11: UP (p=86.09%)
[2025-12-08T20:31:49.105566] [INFO ] [FORECASTER] Completed predict_future for SITC
[2025-12-08T20:31:49.105699] [INFO ] [sig       ] SITC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:31:49.244195] [INFO ] [LOCAL     ] Saved forecast: SITC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/SITC.txt
[2025-12-08T20:31:49.244374] [INFO ] [sig       ] [2936/3624] Completed SITC in 0.3s | 2.92 sym/s | Total: 16.7m | ETA: 3.9m
[2025-12-08T20:31:49.244413] [INFO ] [sig       ] [2937/3624] Forecasting SITE...
[2025-12-08T20:31:49.244444] [INFO ] [sig       ] Generating forecast for: SITE
[2025-12-08T20:31:49.244473] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SITE' from 'https://tdm.silogroup.org/data/derivative_storage/SITE.csv'.
[2025-12-08T20:31:49.258881] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SITE'.
[2025-12-08T20:31:49.259238] [INFO ] [FORECASTER] Starting predict_future for SITE
[2025-12-08T20:31:49.260047] [DEBUG] [LOCAL     ] No optimal features file found for SITE: ./output/feature-sets/SITE.txt
[2025-12-08T20:31:49.260103] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:49.260134] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:49.260160] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:49.260216] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:49.317299] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:49.318141] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:49.318219] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:49.318252] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:49.434551] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:49.434707] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:49.434743] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:49.434770] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:49.438001] [DEBUG] [FORECASTER] SITE: Forecast T+1@11:T+2@11: UP (p=86.20%)
[2025-12-08T20:31:49.438279] [INFO ] [FORECASTER] Completed predict_future for SITE
[2025-12-08T20:31:49.438396] [INFO ] [sig       ] SITE: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:31:49.577331] [INFO ] [LOCAL     ] Saved forecast: SITE	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/SITE.txt
[2025-12-08T20:31:49.577465] [INFO ] [sig       ] [2937/3624] Completed SITE in 0.3s | 2.92 sym/s | Total: 16.8m | ETA: 3.9m
[2025-12-08T20:31:49.577504] [INFO ] [sig       ] [2938/3624] Forecasting SITM...
[2025-12-08T20:31:49.577534] [INFO ] [sig       ] Generating forecast for: SITM
[2025-12-08T20:31:49.577563] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SITM' from 'https://tdm.silogroup.org/data/derivative_storage/SITM.csv'.
[2025-12-08T20:31:49.589769] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SITM'.
[2025-12-08T20:31:49.590111] [INFO ] [FORECASTER] Starting predict_future for SITM
[2025-12-08T20:31:49.590953] [DEBUG] [LOCAL     ] No optimal features file found for SITM: ./output/feature-sets/SITM.txt
[2025-12-08T20:31:49.591003] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:49.591035] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:49.591061] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:49.591117] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:49.648118] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:49.648760] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:49.648836] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:49.648868] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:49.772725] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:49.772872] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:49.772910] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:49.772937] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:49.776189] [DEBUG] [FORECASTER] SITM: Forecast T+1@11:T+2@11: DOWN (p=19.77%)
[2025-12-08T20:31:49.776449] [INFO ] [FORECASTER] Completed predict_future for SITM
[2025-12-08T20:31:49.776564] [INFO ] [sig       ] SITM: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:31:49.916899] [INFO ] [LOCAL     ] Saved forecast: SITM	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SITM.txt
[2025-12-08T20:31:49.917023] [INFO ] [sig       ] [2938/3624] Completed SITM in 0.3s | 2.92 sym/s | Total: 16.8m | ETA: 3.9m
[2025-12-08T20:31:49.917060] [INFO ] [sig       ] [2939/3624] Forecasting SIXG...
[2025-12-08T20:31:49.917089] [INFO ] [sig       ] Generating forecast for: SIXG
[2025-12-08T20:31:49.917118] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIXG' from 'https://tdm.silogroup.org/data/derivative_storage/SIXG.csv'.
[2025-12-08T20:31:49.928727] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIXG'.
[2025-12-08T20:31:49.929041] [INFO ] [FORECASTER] Starting predict_future for SIXG
[2025-12-08T20:31:49.929816] [DEBUG] [LOCAL     ] No optimal features file found for SIXG: ./output/feature-sets/SIXG.txt
[2025-12-08T20:31:49.929866] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:49.929898] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:49.929924] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:49.929981] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:49.987190] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:49.988071] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:49.988145] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:49.988176] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:50.120656] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:50.120816] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:50.120854] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:50.120882] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:50.124467] [DEBUG] [FORECASTER] SIXG: Forecast T+1@11:T+2@11: UP (p=63.24%)
[2025-12-08T20:31:50.124744] [INFO ] [FORECASTER] Completed predict_future for SIXG
[2025-12-08T20:31:50.124864] [INFO ] [sig       ] SIXG: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:31:50.268655] [INFO ] [LOCAL     ] Saved forecast: SIXG	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/SIXG.txt
[2025-12-08T20:31:50.268773] [INFO ] [sig       ] [2939/3624] Completed SIXG in 0.4s | 2.92 sym/s | Total: 16.8m | ETA: 3.9m
[2025-12-08T20:31:50.268810] [INFO ] [sig       ] [2940/3624] Forecasting SJM...
[2025-12-08T20:31:50.268838] [INFO ] [sig       ] Generating forecast for: SJM
[2025-12-08T20:31:50.268868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SJM' from 'https://tdm.silogroup.org/data/derivative_storage/SJM.csv'.
[2025-12-08T20:31:50.280949] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SJM'.
[2025-12-08T20:31:50.281279] [INFO ] [FORECASTER] Starting predict_future for SJM
[2025-12-08T20:31:50.282077] [DEBUG] [LOCAL     ] No optimal features file found for SJM: ./output/feature-sets/SJM.txt
[2025-12-08T20:31:50.282128] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:50.282182] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:50.282211] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:50.282266] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:50.338265] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:50.338868] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:50.338952] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:50.338986] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:50.456288] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:50.456434] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:50.456472] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:50.456500] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:50.459759] [DEBUG] [FORECASTER] SJM: Forecast T+1@11:T+2@11: UP (p=71.44%)
[2025-12-08T20:31:50.460019] [INFO ] [FORECASTER] Completed predict_future for SJM
[2025-12-08T20:31:50.460135] [INFO ] [sig       ] SJM: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:31:50.600920] [INFO ] [LOCAL     ] Saved forecast: SJM	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/SJM.txt
[2025-12-08T20:31:50.601044] [INFO ] [sig       ] [2940/3624] Completed SJM in 0.3s | 2.92 sym/s | Total: 16.8m | ETA: 3.9m
[2025-12-08T20:31:50.601083] [INFO ] [sig       ] [2941/3624] Forecasting SKE...
[2025-12-08T20:31:50.601112] [INFO ] [sig       ] Generating forecast for: SKE
[2025-12-08T20:31:50.601141] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKE' from 'https://tdm.silogroup.org/data/derivative_storage/SKE.csv'.
[2025-12-08T20:31:50.613606] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKE'.
[2025-12-08T20:31:50.613928] [INFO ] [FORECASTER] Starting predict_future for SKE
[2025-12-08T20:31:50.614715] [DEBUG] [LOCAL     ] No optimal features file found for SKE: ./output/feature-sets/SKE.txt
[2025-12-08T20:31:50.614764] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:50.614795] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:50.614821] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:50.614877] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:50.671655] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:50.672462] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:50.672536] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:50.672567] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:50.792434] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:50.792600] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:50.792639] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:50.792666] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:50.795920] [DEBUG] [FORECASTER] SKE: Forecast T+1@11:T+2@11: DOWN (p=8.95%)
[2025-12-08T20:31:50.796179] [INFO ] [FORECASTER] Completed predict_future for SKE
[2025-12-08T20:31:50.796298] [INFO ] [sig       ] SKE: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:31:50.938356] [INFO ] [LOCAL     ] Saved forecast: SKE	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SKE.txt
[2025-12-08T20:31:50.938474] [INFO ] [sig       ] [2941/3624] Completed SKE in 0.3s | 2.92 sym/s | Total: 16.8m | ETA: 3.9m
[2025-12-08T20:31:50.938510] [INFO ] [sig       ] [2942/3624] Forecasting SKIL...
[2025-12-08T20:31:50.938539] [INFO ] [sig       ] Generating forecast for: SKIL
[2025-12-08T20:31:50.938568] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKIL' from 'https://tdm.silogroup.org/data/derivative_storage/SKIL.csv'.
[2025-12-08T20:31:50.951023] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKIL'.
[2025-12-08T20:31:50.951556] [INFO ] [FORECASTER] Starting predict_future for SKIL
[2025-12-08T20:31:50.952536] [DEBUG] [LOCAL     ] No optimal features file found for SKIL: ./output/feature-sets/SKIL.txt
[2025-12-08T20:31:50.952600] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:50.952637] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:50.952662] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:50.952716] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:51.009374] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:51.010047] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:51.010123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:51.010156] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:51.130039] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:51.130383] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:51.130420] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:51.130447] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:51.133741] [DEBUG] [FORECASTER] SKIL: Forecast T+1@11:T+2@11: DOWN (p=4.62%)
[2025-12-08T20:31:51.134012] [INFO ] [FORECASTER] Completed predict_future for SKIL
[2025-12-08T20:31:51.134130] [INFO ] [sig       ] SKIL: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:31:51.276642] [INFO ] [LOCAL     ] Saved forecast: SKIL	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SKIL.txt
[2025-12-08T20:31:51.276791] [INFO ] [sig       ] [2942/3624] Completed SKIL in 0.3s | 2.92 sym/s | Total: 16.8m | ETA: 3.9m
[2025-12-08T20:31:51.276829] [INFO ] [sig       ] [2943/3624] Forecasting SKIN...
[2025-12-08T20:31:51.276858] [INFO ] [sig       ] Generating forecast for: SKIN
[2025-12-08T20:31:51.276887] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKIN' from 'https://tdm.silogroup.org/data/derivative_storage/SKIN.csv'.
[2025-12-08T20:31:51.288956] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKIN'.
[2025-12-08T20:31:51.289319] [INFO ] [FORECASTER] Starting predict_future for SKIN
[2025-12-08T20:31:51.290121] [DEBUG] [LOCAL     ] No optimal features file found for SKIN: ./output/feature-sets/SKIN.txt
[2025-12-08T20:31:51.290171] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:51.290214] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:51.290243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:51.290301] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:51.351256] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:51.352203] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:51.352296] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:51.352332] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:51.483000] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:51.483173] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:51.483213] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:51.483273] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:51.486585] [DEBUG] [FORECASTER] SKIN: Forecast T+1@11:T+2@11: UP (p=66.59%)
[2025-12-08T20:31:51.486858] [INFO ] [FORECASTER] Completed predict_future for SKIN
[2025-12-08T20:31:51.486980] [INFO ] [sig       ] SKIN: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:31:51.636415] [INFO ] [LOCAL     ] Saved forecast: SKIN	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/SKIN.txt
[2025-12-08T20:31:51.636561] [INFO ] [sig       ] [2943/3624] Completed SKIN in 0.4s | 2.92 sym/s | Total: 16.8m | ETA: 3.9m
[2025-12-08T20:31:51.636618] [INFO ] [sig       ] [2944/3624] Forecasting SKLZ...
[2025-12-08T20:31:51.636648] [INFO ] [sig       ] Generating forecast for: SKLZ
[2025-12-08T20:31:51.636676] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKLZ' from 'https://tdm.silogroup.org/data/derivative_storage/SKLZ.csv'.
[2025-12-08T20:31:51.649056] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKLZ'.
[2025-12-08T20:31:51.649426] [INFO ] [FORECASTER] Starting predict_future for SKLZ
[2025-12-08T20:31:51.650213] [DEBUG] [LOCAL     ] No optimal features file found for SKLZ: ./output/feature-sets/SKLZ.txt
[2025-12-08T20:31:51.650262] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:51.650292] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:51.650319] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:51.650373] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:51.706893] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:51.707771] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:51.707848] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:51.707879] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:51.827820] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:51.827971] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:51.828014] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:51.828048] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:51.831343] [DEBUG] [FORECASTER] SKLZ: Forecast T+1@11:T+2@11: DOWN (p=2.83%)
[2025-12-08T20:31:51.831628] [INFO ] [FORECASTER] Completed predict_future for SKLZ
[2025-12-08T20:31:51.831752] [INFO ] [sig       ] SKLZ: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:31:51.972258] [INFO ] [LOCAL     ] Saved forecast: SKLZ	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SKLZ.txt
[2025-12-08T20:31:51.972410] [INFO ] [sig       ] [2944/3624] Completed SKLZ in 0.3s | 2.92 sym/s | Total: 16.8m | ETA: 3.9m
[2025-12-08T20:31:51.972449] [INFO ] [sig       ] [2945/3624] Forecasting SKM...
[2025-12-08T20:31:51.972478] [INFO ] [sig       ] Generating forecast for: SKM
[2025-12-08T20:31:51.972508] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKM' from 'https://tdm.silogroup.org/data/derivative_storage/SKM.csv'.
[2025-12-08T20:31:51.984535] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKM'.
[2025-12-08T20:31:51.984903] [INFO ] [FORECASTER] Starting predict_future for SKM
[2025-12-08T20:31:51.985714] [DEBUG] [LOCAL     ] No optimal features file found for SKM: ./output/feature-sets/SKM.txt
[2025-12-08T20:31:51.985763] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:51.985794] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:51.985820] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:51.985876] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:52.045466] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:52.046385] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:52.046467] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:52.046500] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:52.166386] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:52.166552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:52.166608] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:52.166638] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:52.170434] [DEBUG] [FORECASTER] SKM: Forecast T+1@11:T+2@11: UP (p=62.79%)
[2025-12-08T20:31:52.170863] [INFO ] [FORECASTER] Completed predict_future for SKM
[2025-12-08T20:31:52.171022] [INFO ] [sig       ] SKM: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:31:52.313165] [INFO ] [LOCAL     ] Saved forecast: SKM	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/SKM.txt
[2025-12-08T20:31:52.313287] [INFO ] [sig       ] [2945/3624] Completed SKM in 0.3s | 2.92 sym/s | Total: 16.8m | ETA: 3.9m
[2025-12-08T20:31:52.313325] [INFO ] [sig       ] [2946/3624] Forecasting SKRE...
[2025-12-08T20:31:52.313353] [INFO ] [sig       ] Generating forecast for: SKRE
[2025-12-08T20:31:52.313383] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKRE' from 'https://tdm.silogroup.org/data/derivative_storage/SKRE.csv'.
[2025-12-08T20:31:52.325599] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKRE'.
[2025-12-08T20:31:52.325931] [INFO ] [FORECASTER] Starting predict_future for SKRE
[2025-12-08T20:31:52.326904] [DEBUG] [LOCAL     ] No optimal features file found for SKRE: ./output/feature-sets/SKRE.txt
[2025-12-08T20:31:52.326953] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:52.326984] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:52.327009] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:52.327073] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:52.383114] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:52.383932] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:52.384016] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:52.384051] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:52.500200] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:52.500536] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:52.500589] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:52.500619] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:52.504219] [DEBUG] [FORECASTER] SKRE: Forecast T+1@11:T+2@11: UP (p=59.18%)
[2025-12-08T20:31:52.504475] [INFO ] [FORECASTER] Completed predict_future for SKRE
[2025-12-08T20:31:52.504609] [INFO ] [sig       ] SKRE: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:31:52.646613] [INFO ] [LOCAL     ] Saved forecast: SKRE	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/SKRE.txt
[2025-12-08T20:31:52.646733] [INFO ] [sig       ] [2946/3624] Completed SKRE in 0.3s | 2.92 sym/s | Total: 16.8m | ETA: 3.9m
[2025-12-08T20:31:52.646777] [INFO ] [sig       ] [2947/3624] Forecasting SKWD...
[2025-12-08T20:31:52.646808] [INFO ] [sig       ] Generating forecast for: SKWD
[2025-12-08T20:31:52.646837] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKWD' from 'https://tdm.silogroup.org/data/derivative_storage/SKWD.csv'.
[2025-12-08T20:31:52.658748] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKWD'.
[2025-12-08T20:31:52.659076] [INFO ] [FORECASTER] Starting predict_future for SKWD
[2025-12-08T20:31:52.659867] [DEBUG] [LOCAL     ] No optimal features file found for SKWD: ./output/feature-sets/SKWD.txt
[2025-12-08T20:31:52.659917] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:52.659948] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:52.659974] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:52.660030] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:52.716500] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:52.717106] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:52.717178] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:52.717211] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:52.833648] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:52.833781] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:52.833815] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:52.833843] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:52.837038] [DEBUG] [FORECASTER] SKWD: Forecast T+1@11:T+2@11: UP (p=55.45%)
[2025-12-08T20:31:52.837298] [INFO ] [FORECASTER] Completed predict_future for SKWD
[2025-12-08T20:31:52.837433] [INFO ] [sig       ] SKWD: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:31:52.977540] [INFO ] [LOCAL     ] Saved forecast: SKWD	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/SKWD.txt
[2025-12-08T20:31:52.977708] [INFO ] [sig       ] [2947/3624] Completed SKWD in 0.3s | 2.92 sym/s | Total: 16.8m | ETA: 3.9m
[2025-12-08T20:31:52.977749] [INFO ] [sig       ] [2948/3624] Forecasting SKY...
[2025-12-08T20:31:52.977779] [INFO ] [sig       ] Generating forecast for: SKY
[2025-12-08T20:31:52.977815] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKY' from 'https://tdm.silogroup.org/data/derivative_storage/SKY.csv'.
[2025-12-08T20:31:52.989886] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKY'.
[2025-12-08T20:31:52.990264] [INFO ] [FORECASTER] Starting predict_future for SKY
[2025-12-08T20:31:52.991050] [DEBUG] [LOCAL     ] No optimal features file found for SKY: ./output/feature-sets/SKY.txt
[2025-12-08T20:31:52.991099] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:52.991130] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:52.991344] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:52.991399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:53.049864] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:53.050645] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:53.050721] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:53.050752] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:53.173004] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:53.173151] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:53.173188] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:53.173215] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:53.176465] [DEBUG] [FORECASTER] SKY: Forecast T+1@11:T+2@11: UP (p=50.63%)
[2025-12-08T20:31:53.176757] [INFO ] [FORECASTER] Completed predict_future for SKY
[2025-12-08T20:31:53.176903] [INFO ] [sig       ] SKY: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:31:53.319775] [INFO ] [LOCAL     ] Saved forecast: SKY	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/SKY.txt
[2025-12-08T20:31:53.319908] [INFO ] [sig       ] [2948/3624] Completed SKY in 0.3s | 2.92 sym/s | Total: 16.8m | ETA: 3.9m
[2025-12-08T20:31:53.319947] [INFO ] [sig       ] [2949/3624] Forecasting SKYE...
[2025-12-08T20:31:53.319979] [INFO ] [sig       ] Generating forecast for: SKYE
[2025-12-08T20:31:53.320008] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKYE' from 'https://tdm.silogroup.org/data/derivative_storage/SKYE.csv'.
[2025-12-08T20:31:53.332624] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKYE'.
[2025-12-08T20:31:53.332946] [INFO ] [FORECASTER] Starting predict_future for SKYE
[2025-12-08T20:31:53.333741] [DEBUG] [LOCAL     ] No optimal features file found for SKYE: ./output/feature-sets/SKYE.txt
[2025-12-08T20:31:53.333790] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:53.333821] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:53.333847] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:53.333901] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:53.389103] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:53.389689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:53.389763] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:53.389793] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:53.506155] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:53.506292] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:53.506328] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:53.506355] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:53.509561] [DEBUG] [FORECASTER] SKYE: Forecast T+1@11:T+2@11: DOWN (p=16.39%)
[2025-12-08T20:31:53.509834] [INFO ] [FORECASTER] Completed predict_future for SKYE
[2025-12-08T20:31:53.509948] [INFO ] [sig       ] SKYE: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:31:53.652702] [INFO ] [LOCAL     ] Saved forecast: SKYE	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SKYE.txt
[2025-12-08T20:31:53.652852] [INFO ] [sig       ] [2949/3624] Completed SKYE in 0.3s | 2.92 sym/s | Total: 16.8m | ETA: 3.8m
[2025-12-08T20:31:53.652890] [INFO ] [sig       ] [2950/3624] Forecasting SKYH...
[2025-12-08T20:31:53.652921] [INFO ] [sig       ] Generating forecast for: SKYH
[2025-12-08T20:31:53.652959] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKYH' from 'https://tdm.silogroup.org/data/derivative_storage/SKYH.csv'.
[2025-12-08T20:31:53.665471] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKYH'.
[2025-12-08T20:31:53.665864] [INFO ] [FORECASTER] Starting predict_future for SKYH
[2025-12-08T20:31:53.666643] [DEBUG] [LOCAL     ] No optimal features file found for SKYH: ./output/feature-sets/SKYH.txt
[2025-12-08T20:31:53.666693] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:53.666723] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:53.666749] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:53.666804] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:53.723464] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:53.724306] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:53.724422] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:53.724454] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:53.847190] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:53.847341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:53.847378] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:53.847442] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:53.851138] [DEBUG] [FORECASTER] SKYH: Forecast T+1@11:T+2@11: UP (p=88.99%)
[2025-12-08T20:31:53.851421] [INFO ] [FORECASTER] Completed predict_future for SKYH
[2025-12-08T20:31:53.851549] [INFO ] [sig       ] SKYH: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:31:53.994847] [INFO ] [LOCAL     ] Saved forecast: SKYH	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/SKYH.txt
[2025-12-08T20:31:53.995008] [INFO ] [sig       ] [2950/3624] Completed SKYH in 0.3s | 2.92 sym/s | Total: 16.8m | ETA: 3.8m
[2025-12-08T20:31:53.995049] [INFO ] [sig       ] [2951/3624] Forecasting SKYX...
[2025-12-08T20:31:53.995079] [INFO ] [sig       ] Generating forecast for: SKYX
[2025-12-08T20:31:53.995109] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKYX' from 'https://tdm.silogroup.org/data/derivative_storage/SKYX.csv'.
[2025-12-08T20:31:54.010627] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKYX'.
[2025-12-08T20:31:54.011009] [INFO ] [FORECASTER] Starting predict_future for SKYX
[2025-12-08T20:31:54.011825] [DEBUG] [LOCAL     ] No optimal features file found for SKYX: ./output/feature-sets/SKYX.txt
[2025-12-08T20:31:54.011876] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:54.011907] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:54.011931] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:54.011986] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:54.067879] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:54.068945] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:54.069024] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:54.069058] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:54.188127] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:54.188283] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:54.188322] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:54.188349] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:54.191832] [DEBUG] [FORECASTER] SKYX: Forecast T+1@11:T+2@11: UP (p=97.35%)
[2025-12-08T20:31:54.192118] [INFO ] [FORECASTER] Completed predict_future for SKYX
[2025-12-08T20:31:54.192241] [INFO ] [sig       ] SKYX: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:31:54.344480] [INFO ] [LOCAL     ] Saved forecast: SKYX	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/SKYX.txt
[2025-12-08T20:31:54.344650] [INFO ] [sig       ] [2951/3624] Completed SKYX in 0.3s | 2.92 sym/s | Total: 16.8m | ETA: 3.8m
[2025-12-08T20:31:54.344692] [INFO ] [sig       ] [2952/3624] Forecasting SKYY...
[2025-12-08T20:31:54.344723] [INFO ] [sig       ] Generating forecast for: SKYY
[2025-12-08T20:31:54.344752] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKYY' from 'https://tdm.silogroup.org/data/derivative_storage/SKYY.csv'.
[2025-12-08T20:31:54.356737] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKYY'.
[2025-12-08T20:31:54.357062] [INFO ] [FORECASTER] Starting predict_future for SKYY
[2025-12-08T20:31:54.357877] [DEBUG] [LOCAL     ] No optimal features file found for SKYY: ./output/feature-sets/SKYY.txt
[2025-12-08T20:31:54.357928] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:54.357959] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:54.357985] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:54.358041] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:54.413923] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:54.414534] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:54.414637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:54.414671] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:54.536173] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:54.536306] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:54.536343] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:54.536370] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:54.539658] [DEBUG] [FORECASTER] SKYY: Forecast T+1@11:T+2@11: DOWN (p=48.02%)
[2025-12-08T20:31:54.539916] [INFO ] [FORECASTER] Completed predict_future for SKYY
[2025-12-08T20:31:54.540030] [INFO ] [sig       ] SKYY: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:31:54.679719] [INFO ] [LOCAL     ] Saved forecast: SKYY	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SKYY.txt
[2025-12-08T20:31:54.679834] [INFO ] [sig       ] [2952/3624] Completed SKYY in 0.3s | 2.92 sym/s | Total: 16.8m | ETA: 3.8m
[2025-12-08T20:31:54.679872] [INFO ] [sig       ] [2953/3624] Forecasting SLAB...
[2025-12-08T20:31:54.679901] [INFO ] [sig       ] Generating forecast for: SLAB
[2025-12-08T20:31:54.679929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLAB' from 'https://tdm.silogroup.org/data/derivative_storage/SLAB.csv'.
[2025-12-08T20:31:54.691742] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLAB'.
[2025-12-08T20:31:54.692073] [INFO ] [FORECASTER] Starting predict_future for SLAB
[2025-12-08T20:31:54.692854] [DEBUG] [LOCAL     ] No optimal features file found for SLAB: ./output/feature-sets/SLAB.txt
[2025-12-08T20:31:54.692903] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:54.692934] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:54.692960] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:54.693015] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:54.748745] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:54.749352] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:54.749422] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:54.749453] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:54.869867] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:54.870018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:54.870055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:54.870083] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:54.873565] [DEBUG] [FORECASTER] SLAB: Forecast T+1@11:T+2@11: DOWN (p=8.98%)
[2025-12-08T20:31:54.873897] [INFO ] [FORECASTER] Completed predict_future for SLAB
[2025-12-08T20:31:54.874028] [INFO ] [sig       ] SLAB: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:31:55.011747] [INFO ] [LOCAL     ] Saved forecast: SLAB	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SLAB.txt
[2025-12-08T20:31:55.011879] [INFO ] [sig       ] [2953/3624] Completed SLAB in 0.3s | 2.92 sym/s | Total: 16.8m | ETA: 3.8m
[2025-12-08T20:31:55.011918] [INFO ] [sig       ] [2954/3624] Forecasting SLB...
[2025-12-08T20:31:55.011946] [INFO ] [sig       ] Generating forecast for: SLB
[2025-12-08T20:31:55.011975] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLB' from 'https://tdm.silogroup.org/data/derivative_storage/SLB.csv'.
[2025-12-08T20:31:55.023478] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLB'.
[2025-12-08T20:31:55.023833] [INFO ] [FORECASTER] Starting predict_future for SLB
[2025-12-08T20:31:55.024603] [DEBUG] [LOCAL     ] No optimal features file found for SLB: ./output/feature-sets/SLB.txt
[2025-12-08T20:31:55.024652] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:55.024695] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:55.024723] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:55.024778] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:55.080813] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:55.081418] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:55.081491] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:55.081523] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:55.201970] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:55.202108] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:55.202144] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:55.202171] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:55.205470] [DEBUG] [FORECASTER] SLB: Forecast T+1@11:T+2@11: UP (p=91.66%)
[2025-12-08T20:31:55.205749] [INFO ] [FORECASTER] Completed predict_future for SLB
[2025-12-08T20:31:55.205864] [INFO ] [sig       ] SLB: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:31:55.344249] [INFO ] [LOCAL     ] Saved forecast: SLB	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/SLB.txt
[2025-12-08T20:31:55.344371] [INFO ] [sig       ] [2954/3624] Completed SLB in 0.3s | 2.92 sym/s | Total: 16.8m | ETA: 3.8m
[2025-12-08T20:31:55.344410] [INFO ] [sig       ] [2955/3624] Forecasting SLDB...
[2025-12-08T20:31:55.344437] [INFO ] [sig       ] Generating forecast for: SLDB
[2025-12-08T20:31:55.344466] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLDB' from 'https://tdm.silogroup.org/data/derivative_storage/SLDB.csv'.
[2025-12-08T20:31:55.356393] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLDB'.
[2025-12-08T20:31:55.356740] [INFO ] [FORECASTER] Starting predict_future for SLDB
[2025-12-08T20:31:55.357518] [DEBUG] [LOCAL     ] No optimal features file found for SLDB: ./output/feature-sets/SLDB.txt
[2025-12-08T20:31:55.357583] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:55.357616] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:55.357642] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:55.357696] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:55.412470] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:55.413084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:55.413155] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:55.413187] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:55.530984] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:55.531127] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:55.531162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:55.531189] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:55.534408] [DEBUG] [FORECASTER] SLDB: Forecast T+1@11:T+2@11: DOWN (p=20.86%)
[2025-12-08T20:31:55.534683] [INFO ] [FORECASTER] Completed predict_future for SLDB
[2025-12-08T20:31:55.534799] [INFO ] [sig       ] SLDB: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:31:55.672276] [INFO ] [LOCAL     ] Saved forecast: SLDB	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SLDB.txt
[2025-12-08T20:31:55.672389] [INFO ] [sig       ] [2955/3624] Completed SLDB in 0.3s | 2.92 sym/s | Total: 16.9m | ETA: 3.8m
[2025-12-08T20:31:55.672427] [INFO ] [sig       ] [2956/3624] Forecasting SLDP...
[2025-12-08T20:31:55.672456] [INFO ] [sig       ] Generating forecast for: SLDP
[2025-12-08T20:31:55.672484] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLDP' from 'https://tdm.silogroup.org/data/derivative_storage/SLDP.csv'.
[2025-12-08T20:31:55.684353] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLDP'.
[2025-12-08T20:31:55.684731] [INFO ] [FORECASTER] Starting predict_future for SLDP
[2025-12-08T20:31:55.685506] [DEBUG] [LOCAL     ] No optimal features file found for SLDP: ./output/feature-sets/SLDP.txt
[2025-12-08T20:31:55.685556] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:55.685605] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:55.685632] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:55.685687] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:55.740431] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:55.741051] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:55.741124] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:55.741155] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:55.854307] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:55.854448] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:55.854484] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:55.854512] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:55.857769] [DEBUG] [FORECASTER] SLDP: Forecast T+1@11:T+2@11: DOWN (p=4.16%)
[2025-12-08T20:31:55.858029] [INFO ] [FORECASTER] Completed predict_future for SLDP
[2025-12-08T20:31:55.858142] [INFO ] [sig       ] SLDP: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:31:55.994453] [INFO ] [LOCAL     ] Saved forecast: SLDP	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SLDP.txt
[2025-12-08T20:31:55.994584] [INFO ] [sig       ] [2956/3624] Completed SLDP in 0.3s | 2.92 sym/s | Total: 16.9m | ETA: 3.8m
[2025-12-08T20:31:55.994625] [INFO ] [sig       ] [2957/3624] Forecasting SLF...
[2025-12-08T20:31:55.994653] [INFO ] [sig       ] Generating forecast for: SLF
[2025-12-08T20:31:55.994682] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLF' from 'https://tdm.silogroup.org/data/derivative_storage/SLF.csv'.
[2025-12-08T20:31:56.006438] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLF'.
[2025-12-08T20:31:56.006800] [INFO ] [FORECASTER] Starting predict_future for SLF
[2025-12-08T20:31:56.007593] [DEBUG] [LOCAL     ] No optimal features file found for SLF: ./output/feature-sets/SLF.txt
[2025-12-08T20:31:56.007645] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:56.007698] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:56.007725] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:56.007780] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:56.062259] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:56.062854] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:56.062927] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:56.062959] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:56.182826] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:56.182936] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:56.182972] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:56.183000] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:56.186221] [DEBUG] [FORECASTER] SLF: Forecast T+1@11:T+2@11: UP (p=50.89%)
[2025-12-08T20:31:56.186478] [INFO ] [FORECASTER] Completed predict_future for SLF
[2025-12-08T20:31:56.186613] [INFO ] [sig       ] SLF: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:31:56.325535] [INFO ] [LOCAL     ] Saved forecast: SLF	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/SLF.txt
[2025-12-08T20:31:56.325656] [INFO ] [sig       ] [2957/3624] Completed SLF in 0.3s | 2.92 sym/s | Total: 16.9m | ETA: 3.8m
[2025-12-08T20:31:56.325694] [INFO ] [sig       ] [2958/3624] Forecasting SLG...
[2025-12-08T20:31:56.325730] [INFO ] [sig       ] Generating forecast for: SLG
[2025-12-08T20:31:56.325760] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLG' from 'https://tdm.silogroup.org/data/derivative_storage/SLG.csv'.
[2025-12-08T20:31:56.337564] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLG'.
[2025-12-08T20:31:56.337909] [INFO ] [FORECASTER] Starting predict_future for SLG
[2025-12-08T20:31:56.338679] [DEBUG] [LOCAL     ] No optimal features file found for SLG: ./output/feature-sets/SLG.txt
[2025-12-08T20:31:56.338728] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:56.338758] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:56.338784] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:56.338838] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:56.395123] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:56.395705] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:56.395777] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:56.395808] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:56.519153] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:56.519306] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:56.519349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:56.519378] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:56.522739] [DEBUG] [FORECASTER] SLG: Forecast T+1@11:T+2@11: DOWN (p=10.45%)
[2025-12-08T20:31:56.522993] [INFO ] [FORECASTER] Completed predict_future for SLG
[2025-12-08T20:31:56.523113] [INFO ] [sig       ] SLG: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:31:56.660648] [INFO ] [LOCAL     ] Saved forecast: SLG	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SLG.txt
[2025-12-08T20:31:56.660758] [INFO ] [sig       ] [2958/3624] Completed SLG in 0.3s | 2.92 sym/s | Total: 16.9m | ETA: 3.8m
[2025-12-08T20:31:56.660795] [INFO ] [sig       ] [2959/3624] Forecasting SLGN...
[2025-12-08T20:31:56.660824] [INFO ] [sig       ] Generating forecast for: SLGN
[2025-12-08T20:31:56.660852] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLGN' from 'https://tdm.silogroup.org/data/derivative_storage/SLGN.csv'.
[2025-12-08T20:31:56.672866] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLGN'.
[2025-12-08T20:31:56.673182] [INFO ] [FORECASTER] Starting predict_future for SLGN
[2025-12-08T20:31:56.674182] [DEBUG] [LOCAL     ] No optimal features file found for SLGN: ./output/feature-sets/SLGN.txt
[2025-12-08T20:31:56.674232] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:56.674455] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:56.674482] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:56.674536] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:56.729128] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:56.729713] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:56.729784] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:56.729815] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:56.843982] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:56.844100] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:56.844135] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:56.844162] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:56.847281] [DEBUG] [FORECASTER] SLGN: Forecast T+1@11:T+2@11: DOWN (p=22.02%)
[2025-12-08T20:31:56.847550] [INFO ] [FORECASTER] Completed predict_future for SLGN
[2025-12-08T20:31:56.847719] [INFO ] [sig       ] SLGN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:31:56.985871] [INFO ] [LOCAL     ] Saved forecast: SLGN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SLGN.txt
[2025-12-08T20:31:56.985972] [INFO ] [sig       ] [2959/3624] Completed SLGN in 0.3s | 2.92 sym/s | Total: 16.9m | ETA: 3.8m
[2025-12-08T20:31:56.986009] [INFO ] [sig       ] [2960/3624] Forecasting SLM...
[2025-12-08T20:31:56.986038] [INFO ] [sig       ] Generating forecast for: SLM
[2025-12-08T20:31:56.986068] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLM' from 'https://tdm.silogroup.org/data/derivative_storage/SLM.csv'.
[2025-12-08T20:31:56.997952] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLM'.
[2025-12-08T20:31:56.998267] [INFO ] [FORECASTER] Starting predict_future for SLM
[2025-12-08T20:31:56.999048] [DEBUG] [LOCAL     ] No optimal features file found for SLM: ./output/feature-sets/SLM.txt
[2025-12-08T20:31:56.999097] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:56.999127] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:56.999156] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:56.999211] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:57.055042] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:57.055635] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:57.055728] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:57.055759] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:57.171033] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:57.171124] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:57.171158] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:57.171214] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:57.174287] [DEBUG] [FORECASTER] SLM: Forecast T+1@11:T+2@11: DOWN (p=31.29%)
[2025-12-08T20:31:57.174541] [INFO ] [FORECASTER] Completed predict_future for SLM
[2025-12-08T20:31:57.174680] [INFO ] [sig       ] SLM: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:31:57.312009] [INFO ] [LOCAL     ] Saved forecast: SLM	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SLM.txt
[2025-12-08T20:31:57.312119] [INFO ] [sig       ] [2960/3624] Completed SLM in 0.3s | 2.92 sym/s | Total: 16.9m | ETA: 3.8m
[2025-12-08T20:31:57.312155] [INFO ] [sig       ] [2961/3624] Forecasting SLN...
[2025-12-08T20:31:57.312189] [INFO ] [sig       ] Generating forecast for: SLN
[2025-12-08T20:31:57.312219] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLN' from 'https://tdm.silogroup.org/data/derivative_storage/SLN.csv'.
[2025-12-08T20:31:57.324013] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLN'.
[2025-12-08T20:31:57.324323] [INFO ] [FORECASTER] Starting predict_future for SLN
[2025-12-08T20:31:57.325094] [DEBUG] [LOCAL     ] No optimal features file found for SLN: ./output/feature-sets/SLN.txt
[2025-12-08T20:31:57.325143] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:57.325174] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:57.325199] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:57.325254] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:57.380079] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:57.380683] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:57.380756] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:57.380786] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:57.500467] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:57.500625] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:57.500663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:57.500706] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:57.503944] [DEBUG] [FORECASTER] SLN: Forecast T+1@11:T+2@11: UP (p=59.97%)
[2025-12-08T20:31:57.504201] [INFO ] [FORECASTER] Completed predict_future for SLN
[2025-12-08T20:31:57.504315] [INFO ] [sig       ] SLN: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:31:57.642056] [INFO ] [LOCAL     ] Saved forecast: SLN	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/SLN.txt
[2025-12-08T20:31:57.642169] [INFO ] [sig       ] [2961/3624] Completed SLN in 0.3s | 2.92 sym/s | Total: 16.9m | ETA: 3.8m
[2025-12-08T20:31:57.642208] [INFO ] [sig       ] [2962/3624] Forecasting SLNO...
[2025-12-08T20:31:57.642238] [INFO ] [sig       ] Generating forecast for: SLNO
[2025-12-08T20:31:57.642267] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLNO' from 'https://tdm.silogroup.org/data/derivative_storage/SLNO.csv'.
[2025-12-08T20:31:57.657139] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLNO'.
[2025-12-08T20:31:57.657597] [INFO ] [FORECASTER] Starting predict_future for SLNO
[2025-12-08T20:31:57.658404] [DEBUG] [LOCAL     ] No optimal features file found for SLNO: ./output/feature-sets/SLNO.txt
[2025-12-08T20:31:57.658455] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:57.658486] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:57.658513] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:57.658583] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:57.714440] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:57.715263] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:57.715340] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:57.715373] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:57.833365] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:57.833499] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:57.833537] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:57.833566] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:57.837119] [DEBUG] [FORECASTER] SLNO: Forecast T+1@11:T+2@11: DOWN (p=27.87%)
[2025-12-08T20:31:57.837380] [INFO ] [FORECASTER] Completed predict_future for SLNO
[2025-12-08T20:31:57.837511] [INFO ] [sig       ] SLNO: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:31:57.978432] [INFO ] [LOCAL     ] Saved forecast: SLNO	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SLNO.txt
[2025-12-08T20:31:57.978538] [INFO ] [sig       ] [2962/3624] Completed SLNO in 0.3s | 2.92 sym/s | Total: 16.9m | ETA: 3.8m
[2025-12-08T20:31:57.978591] [INFO ] [sig       ] [2963/3624] Forecasting SLP...
[2025-12-08T20:31:57.978624] [INFO ] [sig       ] Generating forecast for: SLP
[2025-12-08T20:31:57.978654] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLP' from 'https://tdm.silogroup.org/data/derivative_storage/SLP.csv'.
[2025-12-08T20:31:57.991274] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLP'.
[2025-12-08T20:31:57.991824] [INFO ] [FORECASTER] Starting predict_future for SLP
[2025-12-08T20:31:57.992597] [DEBUG] [LOCAL     ] No optimal features file found for SLP: ./output/feature-sets/SLP.txt
[2025-12-08T20:31:57.992647] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:57.992679] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:57.992706] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:57.992761] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:58.049024] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:58.049605] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:58.049679] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:58.049710] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:58.165354] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:58.165481] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:58.165516] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:58.165543] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:58.168713] [DEBUG] [FORECASTER] SLP: Forecast T+1@11:T+2@11: DOWN (p=26.96%)
[2025-12-08T20:31:58.168971] [INFO ] [FORECASTER] Completed predict_future for SLP
[2025-12-08T20:31:58.169088] [INFO ] [sig       ] SLP: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:31:58.310280] [INFO ] [LOCAL     ] Saved forecast: SLP	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SLP.txt
[2025-12-08T20:31:58.310430] [INFO ] [sig       ] [2963/3624] Completed SLP in 0.3s | 2.92 sym/s | Total: 16.9m | ETA: 3.8m
[2025-12-08T20:31:58.310470] [INFO ] [sig       ] [2964/3624] Forecasting SLQD...
[2025-12-08T20:31:58.310499] [INFO ] [sig       ] Generating forecast for: SLQD
[2025-12-08T20:31:58.310527] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLQD' from 'https://tdm.silogroup.org/data/derivative_storage/SLQD.csv'.
[2025-12-08T20:31:58.323246] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLQD'.
[2025-12-08T20:31:58.323665] [INFO ] [FORECASTER] Starting predict_future for SLQD
[2025-12-08T20:31:58.324478] [DEBUG] [LOCAL     ] No optimal features file found for SLQD: ./output/feature-sets/SLQD.txt
[2025-12-08T20:31:58.324527] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:58.324558] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:58.324604] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:58.324660] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:58.381856] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:58.382702] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:58.382778] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:58.382810] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:58.505346] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:58.505499] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:58.505537] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:58.505565] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:58.508973] [DEBUG] [FORECASTER] SLQD: Forecast T+1@11:T+2@11: DOWN (p=48.65%)
[2025-12-08T20:31:58.509260] [INFO ] [FORECASTER] Completed predict_future for SLQD
[2025-12-08T20:31:58.509388] [INFO ] [sig       ] SLQD: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:31:58.660882] [INFO ] [LOCAL     ] Saved forecast: SLQD	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SLQD.txt
[2025-12-08T20:31:58.661048] [INFO ] [sig       ] [2964/3624] Completed SLQD in 0.4s | 2.92 sym/s | Total: 16.9m | ETA: 3.8m
[2025-12-08T20:31:58.661089] [INFO ] [sig       ] [2965/3624] Forecasting SLRC...
[2025-12-08T20:31:58.661120] [INFO ] [sig       ] Generating forecast for: SLRC
[2025-12-08T20:31:58.661149] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLRC' from 'https://tdm.silogroup.org/data/derivative_storage/SLRC.csv'.
[2025-12-08T20:31:58.673710] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLRC'.
[2025-12-08T20:31:58.674109] [INFO ] [FORECASTER] Starting predict_future for SLRC
[2025-12-08T20:31:58.674948] [DEBUG] [LOCAL     ] No optimal features file found for SLRC: ./output/feature-sets/SLRC.txt
[2025-12-08T20:31:58.675000] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:58.675033] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:58.675061] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:58.675129] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:58.732754] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:58.733654] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:58.733736] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:58.733770] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:58.851609] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:58.851767] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:58.851806] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:58.851835] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:58.855224] [DEBUG] [FORECASTER] SLRC: Forecast T+1@11:T+2@11: DOWN (p=2.93%)
[2025-12-08T20:31:58.855510] [INFO ] [FORECASTER] Completed predict_future for SLRC
[2025-12-08T20:31:58.855658] [INFO ] [sig       ] SLRC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:31:59.008660] [INFO ] [LOCAL     ] Saved forecast: SLRC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SLRC.txt
[2025-12-08T20:31:59.008785] [INFO ] [sig       ] [2965/3624] Completed SLRC in 0.3s | 2.92 sym/s | Total: 16.9m | ETA: 3.8m
[2025-12-08T20:31:59.008824] [INFO ] [sig       ] [2966/3624] Forecasting SLS...
[2025-12-08T20:31:59.008853] [INFO ] [sig       ] Generating forecast for: SLS
[2025-12-08T20:31:59.008882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLS' from 'https://tdm.silogroup.org/data/derivative_storage/SLS.csv'.
[2025-12-08T20:31:59.022720] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLS'.
[2025-12-08T20:31:59.023106] [INFO ] [FORECASTER] Starting predict_future for SLS
[2025-12-08T20:31:59.024047] [DEBUG] [LOCAL     ] No optimal features file found for SLS: ./output/feature-sets/SLS.txt
[2025-12-08T20:31:59.024099] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:59.024131] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:59.024156] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:59.024217] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:59.090985] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:59.092052] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:59.092153] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:59.092194] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:59.221985] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:59.222145] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:59.222183] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:59.222210] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:59.225923] [DEBUG] [FORECASTER] SLS: Forecast T+1@11:T+2@11: DOWN (p=36.57%)
[2025-12-08T20:31:59.226233] [INFO ] [FORECASTER] Completed predict_future for SLS
[2025-12-08T20:31:59.226362] [INFO ] [sig       ] SLS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:31:59.372417] [INFO ] [LOCAL     ] Saved forecast: SLS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SLS.txt
[2025-12-08T20:31:59.372610] [INFO ] [sig       ] [2966/3624] Completed SLS in 0.4s | 2.92 sym/s | Total: 16.9m | ETA: 3.8m
[2025-12-08T20:31:59.372654] [INFO ] [sig       ] [2967/3624] Forecasting SLVM...
[2025-12-08T20:31:59.372683] [INFO ] [sig       ] Generating forecast for: SLVM
[2025-12-08T20:31:59.372710] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLVM' from 'https://tdm.silogroup.org/data/derivative_storage/SLVM.csv'.
[2025-12-08T20:31:59.386276] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLVM'.
[2025-12-08T20:31:59.386665] [INFO ] [FORECASTER] Starting predict_future for SLVM
[2025-12-08T20:31:59.387648] [DEBUG] [LOCAL     ] No optimal features file found for SLVM: ./output/feature-sets/SLVM.txt
[2025-12-08T20:31:59.387717] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:59.387751] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:59.387780] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:59.387838] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:59.446371] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:59.447188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:59.447316] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:59.447359] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:59.571147] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:59.571301] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:59.571340] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:59.571367] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:59.574647] [DEBUG] [FORECASTER] SLVM: Forecast T+1@11:T+2@11: DOWN (p=38.09%)
[2025-12-08T20:31:59.574913] [INFO ] [FORECASTER] Completed predict_future for SLVM
[2025-12-08T20:31:59.575033] [INFO ] [sig       ] SLVM: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:31:59.717945] [INFO ] [LOCAL     ] Saved forecast: SLVM	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SLVM.txt
[2025-12-08T20:31:59.718089] [INFO ] [sig       ] [2967/3624] Completed SLVM in 0.3s | 2.92 sym/s | Total: 16.9m | ETA: 3.7m
[2025-12-08T20:31:59.718127] [INFO ] [sig       ] [2968/3624] Forecasting SLVO...
[2025-12-08T20:31:59.718158] [INFO ] [sig       ] Generating forecast for: SLVO
[2025-12-08T20:31:59.718188] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLVO' from 'https://tdm.silogroup.org/data/derivative_storage/SLVO.csv'.
[2025-12-08T20:31:59.730162] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLVO'.
[2025-12-08T20:31:59.730604] [INFO ] [FORECASTER] Starting predict_future for SLVO
[2025-12-08T20:31:59.731414] [DEBUG] [LOCAL     ] No optimal features file found for SLVO: ./output/feature-sets/SLVO.txt
[2025-12-08T20:31:59.731465] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:31:59.731498] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:31:59.731526] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:31:59.731609] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:31:59.790979] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:31:59.791856] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:31:59.791936] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:31:59.791971] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:31:59.909061] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:31:59.909218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:31:59.909256] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:31:59.909284] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:31:59.912539] [DEBUG] [FORECASTER] SLVO: Forecast T+1@11:T+2@11: UP (p=82.11%)
[2025-12-08T20:31:59.912821] [INFO ] [FORECASTER] Completed predict_future for SLVO
[2025-12-08T20:31:59.912939] [INFO ] [sig       ] SLVO: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:32:00.054947] [INFO ] [LOCAL     ] Saved forecast: SLVO	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/SLVO.txt
[2025-12-08T20:32:00.055098] [INFO ] [sig       ] [2968/3624] Completed SLVO in 0.3s | 2.92 sym/s | Total: 16.9m | ETA: 3.7m
[2025-12-08T20:32:00.055137] [INFO ] [sig       ] [2969/3624] Forecasting SLXN...
[2025-12-08T20:32:00.055166] [INFO ] [sig       ] Generating forecast for: SLXN
[2025-12-08T20:32:00.055195] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLXN' from 'https://tdm.silogroup.org/data/derivative_storage/SLXN.csv'.
[2025-12-08T20:32:00.067360] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLXN'.
[2025-12-08T20:32:00.067803] [INFO ] [FORECASTER] Starting predict_future for SLXN
[2025-12-08T20:32:00.068621] [DEBUG] [LOCAL     ] No optimal features file found for SLXN: ./output/feature-sets/SLXN.txt
[2025-12-08T20:32:00.068671] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:00.068702] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:00.068728] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:00.068784] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:00.126289] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:00.127144] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:00.127227] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:00.127260] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:00.244178] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:00.244331] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:00.244369] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:00.244396] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:00.247830] [DEBUG] [FORECASTER] SLXN: Forecast T+1@11:T+2@11: DOWN (p=24.62%)
[2025-12-08T20:32:00.248118] [INFO ] [FORECASTER] Completed predict_future for SLXN
[2025-12-08T20:32:00.248246] [INFO ] [sig       ] SLXN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:32:00.390381] [INFO ] [LOCAL     ] Saved forecast: SLXN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SLXN.txt
[2025-12-08T20:32:00.390546] [INFO ] [sig       ] [2969/3624] Completed SLXN in 0.3s | 2.92 sym/s | Total: 16.9m | ETA: 3.7m
[2025-12-08T20:32:00.390605] [INFO ] [sig       ] [2970/3624] Forecasting SM...
[2025-12-08T20:32:00.390635] [INFO ] [sig       ] Generating forecast for: SM
[2025-12-08T20:32:00.390664] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SM' from 'https://tdm.silogroup.org/data/derivative_storage/SM.csv'.
[2025-12-08T20:32:00.402872] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SM'.
[2025-12-08T20:32:00.403252] [INFO ] [FORECASTER] Starting predict_future for SM
[2025-12-08T20:32:00.404053] [DEBUG] [LOCAL     ] No optimal features file found for SM: ./output/feature-sets/SM.txt
[2025-12-08T20:32:00.404104] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:00.404139] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:00.404166] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:00.404221] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:00.459913] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:00.460758] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:00.460836] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:00.460868] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:00.581167] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:00.581310] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:00.581359] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:00.581391] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:00.585852] [DEBUG] [FORECASTER] SM: Forecast T+1@11:T+2@11: DOWN (p=24.55%)
[2025-12-08T20:32:00.586153] [INFO ] [FORECASTER] Completed predict_future for SM
[2025-12-08T20:32:00.586284] [INFO ] [sig       ] SM: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:32:00.731173] [INFO ] [LOCAL     ] Saved forecast: SM	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SM.txt
[2025-12-08T20:32:00.731345] [INFO ] [sig       ] [2970/3624] Completed SM in 0.3s | 2.92 sym/s | Total: 16.9m | ETA: 3.7m
[2025-12-08T20:32:00.731385] [INFO ] [sig       ] [2971/3624] Forecasting SMBC...
[2025-12-08T20:32:00.731414] [INFO ] [sig       ] Generating forecast for: SMBC
[2025-12-08T20:32:00.731443] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMBC' from 'https://tdm.silogroup.org/data/derivative_storage/SMBC.csv'.
[2025-12-08T20:32:00.743104] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMBC'.
[2025-12-08T20:32:00.743463] [INFO ] [FORECASTER] Starting predict_future for SMBC
[2025-12-08T20:32:00.744251] [DEBUG] [LOCAL     ] No optimal features file found for SMBC: ./output/feature-sets/SMBC.txt
[2025-12-08T20:32:00.744301] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:00.744333] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:00.744360] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:00.744415] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:00.802407] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:00.803192] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:00.803266] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:00.803300] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:00.917132] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:00.917245] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:00.917282] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:00.917310] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:00.920598] [DEBUG] [FORECASTER] SMBC: Forecast T+1@11:T+2@11: DOWN (p=8.84%)
[2025-12-08T20:32:00.920870] [INFO ] [FORECASTER] Completed predict_future for SMBC
[2025-12-08T20:32:00.920990] [INFO ] [sig       ] SMBC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:32:01.068190] [INFO ] [LOCAL     ] Saved forecast: SMBC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SMBC.txt
[2025-12-08T20:32:01.068342] [INFO ] [sig       ] [2971/3624] Completed SMBC in 0.3s | 2.92 sym/s | Total: 16.9m | ETA: 3.7m
[2025-12-08T20:32:01.068382] [INFO ] [sig       ] [2972/3624] Forecasting SMBK...
[2025-12-08T20:32:01.068411] [INFO ] [sig       ] Generating forecast for: SMBK
[2025-12-08T20:32:01.068440] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMBK' from 'https://tdm.silogroup.org/data/derivative_storage/SMBK.csv'.
[2025-12-08T20:32:01.080621] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMBK'.
[2025-12-08T20:32:01.080968] [INFO ] [FORECASTER] Starting predict_future for SMBK
[2025-12-08T20:32:01.081746] [DEBUG] [LOCAL     ] No optimal features file found for SMBK: ./output/feature-sets/SMBK.txt
[2025-12-08T20:32:01.081795] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:01.081826] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:01.081852] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:01.081906] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:01.137726] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:01.138519] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:01.138619] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:01.138654] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:01.255109] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:01.255263] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:01.255300] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:01.255328] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:01.258634] [DEBUG] [FORECASTER] SMBK: Forecast T+1@11:T+2@11: DOWN (p=46.82%)
[2025-12-08T20:32:01.258918] [INFO ] [FORECASTER] Completed predict_future for SMBK
[2025-12-08T20:32:01.259035] [INFO ] [sig       ] SMBK: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:32:01.401193] [INFO ] [LOCAL     ] Saved forecast: SMBK	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SMBK.txt
[2025-12-08T20:32:01.401327] [INFO ] [sig       ] [2972/3624] Completed SMBK in 0.3s | 2.92 sym/s | Total: 16.9m | ETA: 3.7m
[2025-12-08T20:32:01.401365] [INFO ] [sig       ] [2973/3624] Forecasting SMCI...
[2025-12-08T20:32:01.401395] [INFO ] [sig       ] Generating forecast for: SMCI
[2025-12-08T20:32:01.401423] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMCI' from 'https://tdm.silogroup.org/data/derivative_storage/SMCI.csv'.
[2025-12-08T20:32:01.414504] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMCI'.
[2025-12-08T20:32:01.414852] [INFO ] [FORECASTER] Starting predict_future for SMCI
[2025-12-08T20:32:01.415634] [DEBUG] [LOCAL     ] No optimal features file found for SMCI: ./output/feature-sets/SMCI.txt
[2025-12-08T20:32:01.415682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:01.415714] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:01.415741] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:01.415795] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:01.471068] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:01.471674] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:01.471746] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:01.471777] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:01.600420] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:01.600733] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:01.600772] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:01.600800] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:01.604142] [DEBUG] [FORECASTER] SMCI: Forecast T+1@11:T+2@11: UP (p=95.55%)
[2025-12-08T20:32:01.604405] [INFO ] [FORECASTER] Completed predict_future for SMCI
[2025-12-08T20:32:01.604524] [INFO ] [sig       ] SMCI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:32:01.752222] [INFO ] [LOCAL     ] Saved forecast: SMCI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/SMCI.txt
[2025-12-08T20:32:01.752375] [INFO ] [sig       ] [2973/3624] Completed SMCI in 0.4s | 2.92 sym/s | Total: 17.0m | ETA: 3.7m
[2025-12-08T20:32:01.752413] [INFO ] [sig       ] [2974/3624] Forecasting SMCX...
[2025-12-08T20:32:01.752441] [INFO ] [sig       ] Generating forecast for: SMCX
[2025-12-08T20:32:01.752470] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMCX' from 'https://tdm.silogroup.org/data/derivative_storage/SMCX.csv'.
[2025-12-08T20:32:01.765211] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMCX'.
[2025-12-08T20:32:01.765614] [INFO ] [FORECASTER] Starting predict_future for SMCX
[2025-12-08T20:32:01.766418] [DEBUG] [LOCAL     ] No optimal features file found for SMCX: ./output/feature-sets/SMCX.txt
[2025-12-08T20:32:01.766641] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:01.766699] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:01.766726] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:01.766782] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:01.822923] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:01.823804] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:01.823882] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:01.823914] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:01.955316] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:01.955514] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:01.955554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:01.955600] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:01.959208] [DEBUG] [FORECASTER] SMCX: Forecast T+1@11:T+2@11: DOWN (p=29.72%)
[2025-12-08T20:32:01.959521] [INFO ] [FORECASTER] Completed predict_future for SMCX
[2025-12-08T20:32:01.959677] [INFO ] [sig       ] SMCX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:32:02.104103] [INFO ] [LOCAL     ] Saved forecast: SMCX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SMCX.txt
[2025-12-08T20:32:02.104254] [INFO ] [sig       ] [2974/3624] Completed SMCX in 0.4s | 2.92 sym/s | Total: 17.0m | ETA: 3.7m
[2025-12-08T20:32:02.104296] [INFO ] [sig       ] [2975/3624] Forecasting SMFG...
[2025-12-08T20:32:02.104325] [INFO ] [sig       ] Generating forecast for: SMFG
[2025-12-08T20:32:02.104354] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMFG' from 'https://tdm.silogroup.org/data/derivative_storage/SMFG.csv'.
[2025-12-08T20:32:02.116553] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMFG'.
[2025-12-08T20:32:02.117067] [INFO ] [FORECASTER] Starting predict_future for SMFG
[2025-12-08T20:32:02.118091] [DEBUG] [LOCAL     ] No optimal features file found for SMFG: ./output/feature-sets/SMFG.txt
[2025-12-08T20:32:02.118142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:02.118173] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:02.118198] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:02.118253] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:02.174748] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:02.175510] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:02.175606] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:02.175641] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:02.300640] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:02.300789] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:02.300829] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:02.300863] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:02.304243] [DEBUG] [FORECASTER] SMFG: Forecast T+1@11:T+2@11: DOWN (p=45.48%)
[2025-12-08T20:32:02.304523] [INFO ] [FORECASTER] Completed predict_future for SMFG
[2025-12-08T20:32:02.304666] [INFO ] [sig       ] SMFG: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:32:02.446613] [INFO ] [LOCAL     ] Saved forecast: SMFG	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SMFG.txt
[2025-12-08T20:32:02.446759] [INFO ] [sig       ] [2975/3624] Completed SMFG in 0.3s | 2.92 sym/s | Total: 17.0m | ETA: 3.7m
[2025-12-08T20:32:02.446798] [INFO ] [sig       ] [2976/3624] Forecasting SMH...
[2025-12-08T20:32:02.446828] [INFO ] [sig       ] Generating forecast for: SMH
[2025-12-08T20:32:02.446856] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMH' from 'https://tdm.silogroup.org/data/derivative_storage/SMH.csv'.
[2025-12-08T20:32:02.459230] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMH'.
[2025-12-08T20:32:02.459630] [INFO ] [FORECASTER] Starting predict_future for SMH
[2025-12-08T20:32:02.460483] [DEBUG] [LOCAL     ] No optimal features file found for SMH: ./output/feature-sets/SMH.txt
[2025-12-08T20:32:02.460533] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:02.460567] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:02.460628] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:02.460686] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:02.519935] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:02.520778] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:02.520858] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:02.520891] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:02.644658] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:02.644806] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:02.644843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:02.644871] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:02.648254] [DEBUG] [FORECASTER] SMH: Forecast T+1@11:T+2@11: UP (p=89.35%)
[2025-12-08T20:32:02.648538] [INFO ] [FORECASTER] Completed predict_future for SMH
[2025-12-08T20:32:02.648679] [INFO ] [sig       ] SMH: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:32:02.792452] [INFO ] [LOCAL     ] Saved forecast: SMH	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/SMH.txt
[2025-12-08T20:32:02.792611] [INFO ] [sig       ] [2976/3624] Completed SMH in 0.3s | 2.92 sym/s | Total: 17.0m | ETA: 3.7m
[2025-12-08T20:32:02.792653] [INFO ] [sig       ] [2977/3624] Forecasting SMHI...
[2025-12-08T20:32:02.792682] [INFO ] [sig       ] Generating forecast for: SMHI
[2025-12-08T20:32:02.792712] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMHI' from 'https://tdm.silogroup.org/data/derivative_storage/SMHI.csv'.
[2025-12-08T20:32:02.804981] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMHI'.
[2025-12-08T20:32:02.805379] [INFO ] [FORECASTER] Starting predict_future for SMHI
[2025-12-08T20:32:02.806244] [DEBUG] [LOCAL     ] No optimal features file found for SMHI: ./output/feature-sets/SMHI.txt
[2025-12-08T20:32:02.806300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:02.806331] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:02.806358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:02.806414] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:02.863824] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:02.864640] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:02.864715] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:02.864747] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:02.981652] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:02.981804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:02.981844] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:02.981910] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:02.985400] [DEBUG] [FORECASTER] SMHI: Forecast T+1@11:T+2@11: UP (p=67.33%)
[2025-12-08T20:32:02.985705] [INFO ] [FORECASTER] Completed predict_future for SMHI
[2025-12-08T20:32:02.985833] [INFO ] [sig       ] SMHI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:32:03.140793] [INFO ] [LOCAL     ] Saved forecast: SMHI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/SMHI.txt
[2025-12-08T20:32:03.140942] [INFO ] [sig       ] [2977/3624] Completed SMHI in 0.3s | 2.92 sym/s | Total: 17.0m | ETA: 3.7m
[2025-12-08T20:32:03.140986] [INFO ] [sig       ] [2978/3624] Forecasting SMHX...
[2025-12-08T20:32:03.141017] [INFO ] [sig       ] Generating forecast for: SMHX
[2025-12-08T20:32:03.141045] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMHX' from 'https://tdm.silogroup.org/data/derivative_storage/SMHX.csv'.
[2025-12-08T20:32:03.153126] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMHX'.
[2025-12-08T20:32:03.153475] [INFO ] [FORECASTER] Starting predict_future for SMHX
[2025-12-08T20:32:03.154268] [DEBUG] [LOCAL     ] No optimal features file found for SMHX: ./output/feature-sets/SMHX.txt
[2025-12-08T20:32:03.154318] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:03.154360] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:03.154387] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:03.154442] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:03.211229] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:03.212042] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:03.212119] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:03.212151] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:03.328334] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:03.328478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:03.328516] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:03.328543] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:03.331777] [DEBUG] [FORECASTER] SMHX: Forecast T+1@11:T+2@11: DOWN (p=9.53%)
[2025-12-08T20:32:03.332043] [INFO ] [FORECASTER] Completed predict_future for SMHX
[2025-12-08T20:32:03.332157] [INFO ] [sig       ] SMHX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:32:03.470144] [INFO ] [LOCAL     ] Saved forecast: SMHX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SMHX.txt
[2025-12-08T20:32:03.470266] [INFO ] [sig       ] [2978/3624] Completed SMHX in 0.3s | 2.92 sym/s | Total: 17.0m | ETA: 3.7m
[2025-12-08T20:32:03.470305] [INFO ] [sig       ] [2979/3624] Forecasting SMID...
[2025-12-08T20:32:03.470333] [INFO ] [sig       ] Generating forecast for: SMID
[2025-12-08T20:32:03.470362] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMID' from 'https://tdm.silogroup.org/data/derivative_storage/SMID.csv'.
[2025-12-08T20:32:03.481846] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMID'.
[2025-12-08T20:32:03.482198] [INFO ] [FORECASTER] Starting predict_future for SMID
[2025-12-08T20:32:03.483004] [DEBUG] [LOCAL     ] No optimal features file found for SMID: ./output/feature-sets/SMID.txt
[2025-12-08T20:32:03.483055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:03.483086] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:03.483113] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:03.483170] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:03.542255] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:03.543002] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:03.543076] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:03.543107] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:03.647786] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:03.647940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:03.647979] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:03.648008] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:03.651256] [DEBUG] [FORECASTER] SMID: Forecast T+1@11:T+2@11: UP (p=97.79%)
[2025-12-08T20:32:03.651523] [INFO ] [FORECASTER] Completed predict_future for SMID
[2025-12-08T20:32:03.651657] [INFO ] [sig       ] SMID: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:32:03.792096] [INFO ] [LOCAL     ] Saved forecast: SMID	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/SMID.txt
[2025-12-08T20:32:03.792223] [INFO ] [sig       ] [2979/3624] Completed SMID in 0.3s | 2.92 sym/s | Total: 17.0m | ETA: 3.7m
[2025-12-08T20:32:03.792261] [INFO ] [sig       ] [2980/3624] Forecasting SMPL...
[2025-12-08T20:32:03.792290] [INFO ] [sig       ] Generating forecast for: SMPL
[2025-12-08T20:32:03.792321] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMPL' from 'https://tdm.silogroup.org/data/derivative_storage/SMPL.csv'.
[2025-12-08T20:32:03.804564] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMPL'.
[2025-12-08T20:32:03.804908] [INFO ] [FORECASTER] Starting predict_future for SMPL
[2025-12-08T20:32:03.805698] [DEBUG] [LOCAL     ] No optimal features file found for SMPL: ./output/feature-sets/SMPL.txt
[2025-12-08T20:32:03.805748] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:03.805778] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:03.805805] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:03.805859] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:03.861299] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:03.862119] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:03.862195] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:03.862227] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:03.982452] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:03.982611] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:03.982650] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:03.982678] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:03.985944] [DEBUG] [FORECASTER] SMPL: Forecast T+1@11:T+2@11: UP (p=70.12%)
[2025-12-08T20:32:03.986204] [INFO ] [FORECASTER] Completed predict_future for SMPL
[2025-12-08T20:32:03.986323] [INFO ] [sig       ] SMPL: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:32:04.129172] [INFO ] [LOCAL     ] Saved forecast: SMPL	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/SMPL.txt
[2025-12-08T20:32:04.129324] [INFO ] [sig       ] [2980/3624] Completed SMPL in 0.3s | 2.92 sym/s | Total: 17.0m | ETA: 3.7m
[2025-12-08T20:32:04.129363] [INFO ] [sig       ] [2981/3624] Forecasting SMTC...
[2025-12-08T20:32:04.129391] [INFO ] [sig       ] Generating forecast for: SMTC
[2025-12-08T20:32:04.129420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMTC' from 'https://tdm.silogroup.org/data/derivative_storage/SMTC.csv'.
[2025-12-08T20:32:04.141203] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMTC'.
[2025-12-08T20:32:04.141565] [INFO ] [FORECASTER] Starting predict_future for SMTC
[2025-12-08T20:32:04.142446] [DEBUG] [LOCAL     ] No optimal features file found for SMTC: ./output/feature-sets/SMTC.txt
[2025-12-08T20:32:04.142498] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:04.142537] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:04.142596] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:04.142657] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:04.199261] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:04.199908] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:04.199983] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:04.200016] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:04.317600] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:04.317742] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:04.317779] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:04.317806] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:04.321216] [DEBUG] [FORECASTER] SMTC: Forecast T+1@11:T+2@11: UP (p=99.74%)
[2025-12-08T20:32:04.321507] [INFO ] [FORECASTER] Completed predict_future for SMTC
[2025-12-08T20:32:04.321837] [INFO ] [sig       ] SMTC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:32:04.463686] [INFO ] [LOCAL     ] Saved forecast: SMTC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/SMTC.txt
[2025-12-08T20:32:04.463808] [INFO ] [sig       ] [2981/3624] Completed SMTC in 0.3s | 2.92 sym/s | Total: 17.0m | ETA: 3.7m
[2025-12-08T20:32:04.463856] [INFO ] [sig       ] [2982/3624] Forecasting SMTI...
[2025-12-08T20:32:04.463886] [INFO ] [sig       ] Generating forecast for: SMTI
[2025-12-08T20:32:04.463914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMTI' from 'https://tdm.silogroup.org/data/derivative_storage/SMTI.csv'.
[2025-12-08T20:32:04.475780] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMTI'.
[2025-12-08T20:32:04.476110] [INFO ] [FORECASTER] Starting predict_future for SMTI
[2025-12-08T20:32:04.477083] [DEBUG] [LOCAL     ] No optimal features file found for SMTI: ./output/feature-sets/SMTI.txt
[2025-12-08T20:32:04.477132] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:04.477163] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:04.477188] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:04.477242] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:04.538131] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:04.539024] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:04.539115] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:04.539155] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:04.680550] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:04.680724] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:04.680763] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:04.680791] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:04.684192] [DEBUG] [FORECASTER] SMTI: Forecast T+1@11:T+2@11: UP (p=55.65%)
[2025-12-08T20:32:04.684503] [INFO ] [FORECASTER] Completed predict_future for SMTI
[2025-12-08T20:32:04.684653] [INFO ] [sig       ] SMTI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:32:04.832738] [INFO ] [LOCAL     ] Saved forecast: SMTI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/SMTI.txt
[2025-12-08T20:32:04.832889] [INFO ] [sig       ] [2982/3624] Completed SMTI in 0.4s | 2.92 sym/s | Total: 17.0m | ETA: 3.7m
[2025-12-08T20:32:04.832930] [INFO ] [sig       ] [2983/3624] Forecasting SMWB...
[2025-12-08T20:32:04.832959] [INFO ] [sig       ] Generating forecast for: SMWB
[2025-12-08T20:32:04.832987] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMWB' from 'https://tdm.silogroup.org/data/derivative_storage/SMWB.csv'.
[2025-12-08T20:32:04.845022] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMWB'.
[2025-12-08T20:32:04.845361] [INFO ] [FORECASTER] Starting predict_future for SMWB
[2025-12-08T20:32:04.846159] [DEBUG] [LOCAL     ] No optimal features file found for SMWB: ./output/feature-sets/SMWB.txt
[2025-12-08T20:32:04.846209] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:04.846240] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:04.846266] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:04.846321] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:04.903054] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:04.903727] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:04.903802] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:04.903833] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:05.032249] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:05.032399] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:05.032437] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:05.032465] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:05.035938] [DEBUG] [FORECASTER] SMWB: Forecast T+1@11:T+2@11: DOWN (p=32.04%)
[2025-12-08T20:32:05.036215] [INFO ] [FORECASTER] Completed predict_future for SMWB
[2025-12-08T20:32:05.036353] [INFO ] [sig       ] SMWB: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:32:05.179710] [INFO ] [LOCAL     ] Saved forecast: SMWB	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SMWB.txt
[2025-12-08T20:32:05.179868] [INFO ] [sig       ] [2983/3624] Completed SMWB in 0.3s | 2.92 sym/s | Total: 17.0m | ETA: 3.7m
[2025-12-08T20:32:05.179909] [INFO ] [sig       ] [2984/3624] Forecasting SMX...
[2025-12-08T20:32:05.179937] [INFO ] [sig       ] Generating forecast for: SMX
[2025-12-08T20:32:05.179966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMX' from 'https://tdm.silogroup.org/data/derivative_storage/SMX.csv'.
[2025-12-08T20:32:05.192158] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMX'.
[2025-12-08T20:32:05.192505] [INFO ] [FORECASTER] Starting predict_future for SMX
[2025-12-08T20:32:05.193276] [DEBUG] [LOCAL     ] No optimal features file found for SMX: ./output/feature-sets/SMX.txt
[2025-12-08T20:32:05.193326] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:05.193357] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:05.193383] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:05.193437] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:05.249969] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:05.250805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:05.250911] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:05.250946] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:05.348135] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:05.348288] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:05.348326] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:05.348355] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:05.351689] [DEBUG] [FORECASTER] SMX: Forecast T+1@11:T+2@11: UP (p=85.16%)
[2025-12-08T20:32:05.351978] [INFO ] [FORECASTER] Completed predict_future for SMX
[2025-12-08T20:32:05.352102] [INFO ] [sig       ] SMX: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:32:05.507811] [INFO ] [LOCAL     ] Saved forecast: SMX	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/SMX.txt
[2025-12-08T20:32:05.507959] [INFO ] [sig       ] [2984/3624] Completed SMX in 0.3s | 2.92 sym/s | Total: 17.0m | ETA: 3.6m
[2025-12-08T20:32:05.508000] [INFO ] [sig       ] [2985/3624] Forecasting SN...
[2025-12-08T20:32:05.508031] [INFO ] [sig       ] Generating forecast for: SN
[2025-12-08T20:32:05.508061] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SN' from 'https://tdm.silogroup.org/data/derivative_storage/SN.csv'.
[2025-12-08T20:32:05.523646] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SN'.
[2025-12-08T20:32:05.524086] [INFO ] [FORECASTER] Starting predict_future for SN
[2025-12-08T20:32:05.525137] [DEBUG] [LOCAL     ] No optimal features file found for SN: ./output/feature-sets/SN.txt
[2025-12-08T20:32:05.525202] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:05.525246] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:05.525282] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:05.525360] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:05.600600] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:05.601429] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:05.601507] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:05.601539] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:05.726886] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:05.727045] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:05.727102] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:05.727132] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:05.730667] [DEBUG] [FORECASTER] SN: Forecast T+1@11:T+2@11: DOWN (p=44.79%)
[2025-12-08T20:32:05.730972] [INFO ] [FORECASTER] Completed predict_future for SN
[2025-12-08T20:32:05.731107] [INFO ] [sig       ] SN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:32:05.871668] [INFO ] [LOCAL     ] Saved forecast: SN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SN.txt
[2025-12-08T20:32:05.871821] [INFO ] [sig       ] [2985/3624] Completed SN in 0.4s | 2.92 sym/s | Total: 17.0m | ETA: 3.6m
[2025-12-08T20:32:05.871860] [INFO ] [sig       ] [2986/3624] Forecasting SNA...
[2025-12-08T20:32:05.871890] [INFO ] [sig       ] Generating forecast for: SNA
[2025-12-08T20:32:05.871919] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNA' from 'https://tdm.silogroup.org/data/derivative_storage/SNA.csv'.
[2025-12-08T20:32:05.884227] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNA'.
[2025-12-08T20:32:05.884701] [INFO ] [FORECASTER] Starting predict_future for SNA
[2025-12-08T20:32:05.885731] [DEBUG] [LOCAL     ] No optimal features file found for SNA: ./output/feature-sets/SNA.txt
[2025-12-08T20:32:05.885797] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:05.885839] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:05.885877] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:05.885962] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:05.946074] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:05.946941] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:05.947023] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:05.947056] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:06.064391] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:06.064544] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:06.064599] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:06.064629] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:06.067904] [DEBUG] [FORECASTER] SNA: Forecast T+1@11:T+2@11: UP (p=53.68%)
[2025-12-08T20:32:06.068164] [INFO ] [FORECASTER] Completed predict_future for SNA
[2025-12-08T20:32:06.068280] [INFO ] [sig       ] SNA: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:32:06.210609] [INFO ] [LOCAL     ] Saved forecast: SNA	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/SNA.txt
[2025-12-08T20:32:06.210761] [INFO ] [sig       ] [2986/3624] Completed SNA in 0.3s | 2.92 sym/s | Total: 17.0m | ETA: 3.6m
[2025-12-08T20:32:06.210799] [INFO ] [sig       ] [2987/3624] Forecasting SNAP...
[2025-12-08T20:32:06.210830] [INFO ] [sig       ] Generating forecast for: SNAP
[2025-12-08T20:32:06.210859] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNAP' from 'https://tdm.silogroup.org/data/derivative_storage/SNAP.csv'.
[2025-12-08T20:32:06.223837] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNAP'.
[2025-12-08T20:32:06.224228] [INFO ] [FORECASTER] Starting predict_future for SNAP
[2025-12-08T20:32:06.225149] [DEBUG] [LOCAL     ] No optimal features file found for SNAP: ./output/feature-sets/SNAP.txt
[2025-12-08T20:32:06.225211] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:06.225259] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:06.225297] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:06.225366] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:06.287806] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:06.288667] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:06.288765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:06.288799] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:06.405695] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:06.405856] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:06.405896] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:06.405924] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:06.409330] [DEBUG] [FORECASTER] SNAP: Forecast T+1@11:T+2@11: DOWN (p=3.51%)
[2025-12-08T20:32:06.409685] [INFO ] [FORECASTER] Completed predict_future for SNAP
[2025-12-08T20:32:06.409824] [INFO ] [sig       ] SNAP: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:32:06.549009] [INFO ] [LOCAL     ] Saved forecast: SNAP	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SNAP.txt
[2025-12-08T20:32:06.549181] [INFO ] [sig       ] [2987/3624] Completed SNAP in 0.3s | 2.92 sym/s | Total: 17.0m | ETA: 3.6m
[2025-12-08T20:32:06.549221] [INFO ] [sig       ] [2988/3624] Forecasting SNCY...
[2025-12-08T20:32:06.549251] [INFO ] [sig       ] Generating forecast for: SNCY
[2025-12-08T20:32:06.549279] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNCY' from 'https://tdm.silogroup.org/data/derivative_storage/SNCY.csv'.
[2025-12-08T20:32:06.561778] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNCY'.
[2025-12-08T20:32:06.562161] [INFO ] [FORECASTER] Starting predict_future for SNCY
[2025-12-08T20:32:06.562967] [DEBUG] [LOCAL     ] No optimal features file found for SNCY: ./output/feature-sets/SNCY.txt
[2025-12-08T20:32:06.563016] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:06.563046] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:06.563072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:06.563126] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:06.618409] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:06.619231] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:06.619313] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:06.619346] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:06.737250] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:06.737430] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:06.737470] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:06.737498] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:06.740771] [DEBUG] [FORECASTER] SNCY: Forecast T+1@11:T+2@11: UP (p=78.91%)
[2025-12-08T20:32:06.741039] [INFO ] [FORECASTER] Completed predict_future for SNCY
[2025-12-08T20:32:06.741157] [INFO ] [sig       ] SNCY: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:32:06.900292] [INFO ] [LOCAL     ] Saved forecast: SNCY	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/SNCY.txt
[2025-12-08T20:32:06.900439] [INFO ] [sig       ] [2988/3624] Completed SNCY in 0.4s | 2.92 sym/s | Total: 17.0m | ETA: 3.6m
[2025-12-08T20:32:06.900479] [INFO ] [sig       ] [2989/3624] Forecasting SND...
[2025-12-08T20:32:06.900507] [INFO ] [sig       ] Generating forecast for: SND
[2025-12-08T20:32:06.900536] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SND' from 'https://tdm.silogroup.org/data/derivative_storage/SND.csv'.
[2025-12-08T20:32:06.913003] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SND'.
[2025-12-08T20:32:06.913362] [INFO ] [FORECASTER] Starting predict_future for SND
[2025-12-08T20:32:06.914161] [DEBUG] [LOCAL     ] No optimal features file found for SND: ./output/feature-sets/SND.txt
[2025-12-08T20:32:06.914212] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:06.914255] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:06.914284] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:06.914340] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:06.973497] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:06.974358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:06.974439] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:06.974473] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:07.101989] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:07.102145] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:07.102191] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:07.102220] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:07.105698] [DEBUG] [FORECASTER] SND: Forecast T+1@11:T+2@11: UP (p=95.89%)
[2025-12-08T20:32:07.105974] [INFO ] [FORECASTER] Completed predict_future for SND
[2025-12-08T20:32:07.106098] [INFO ] [sig       ] SND: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:32:07.251212] [INFO ] [LOCAL     ] Saved forecast: SND	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/SND.txt
[2025-12-08T20:32:07.251345] [INFO ] [sig       ] [2989/3624] Completed SND in 0.4s | 2.92 sym/s | Total: 17.0m | ETA: 3.6m
[2025-12-08T20:32:07.251383] [INFO ] [sig       ] [2990/3624] Forecasting SNDL...
[2025-12-08T20:32:07.251411] [INFO ] [sig       ] Generating forecast for: SNDL
[2025-12-08T20:32:07.251440] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNDL' from 'https://tdm.silogroup.org/data/derivative_storage/SNDL.csv'.
[2025-12-08T20:32:07.263903] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNDL'.
[2025-12-08T20:32:07.264255] [INFO ] [FORECASTER] Starting predict_future for SNDL
[2025-12-08T20:32:07.265051] [DEBUG] [LOCAL     ] No optimal features file found for SNDL: ./output/feature-sets/SNDL.txt
[2025-12-08T20:32:07.265102] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:07.265133] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:07.265160] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:07.265218] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:07.323325] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:07.324119] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:07.324198] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:07.324232] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:07.443481] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:07.443659] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:07.443698] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:07.443727] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:07.447166] [DEBUG] [FORECASTER] SNDL: Forecast T+1@11:T+2@11: DOWN (p=35.75%)
[2025-12-08T20:32:07.447493] [INFO ] [FORECASTER] Completed predict_future for SNDL
[2025-12-08T20:32:07.447643] [INFO ] [sig       ] SNDL: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:32:07.593313] [INFO ] [LOCAL     ] Saved forecast: SNDL	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SNDL.txt
[2025-12-08T20:32:07.593450] [INFO ] [sig       ] [2990/3624] Completed SNDL in 0.3s | 2.92 sym/s | Total: 17.1m | ETA: 3.6m
[2025-12-08T20:32:07.593488] [INFO ] [sig       ] [2991/3624] Forecasting SNDX...
[2025-12-08T20:32:07.593516] [INFO ] [sig       ] Generating forecast for: SNDX
[2025-12-08T20:32:07.593545] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNDX' from 'https://tdm.silogroup.org/data/derivative_storage/SNDX.csv'.
[2025-12-08T20:32:07.605822] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNDX'.
[2025-12-08T20:32:07.606184] [INFO ] [FORECASTER] Starting predict_future for SNDX
[2025-12-08T20:32:07.606998] [DEBUG] [LOCAL     ] No optimal features file found for SNDX: ./output/feature-sets/SNDX.txt
[2025-12-08T20:32:07.607048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:07.607102] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:07.607130] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:07.607186] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:07.665094] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:07.665893] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:07.665973] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:07.666006] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:07.790283] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:07.790436] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:07.790474] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:07.790501] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:07.793755] [DEBUG] [FORECASTER] SNDX: Forecast T+1@11:T+2@11: UP (p=59.73%)
[2025-12-08T20:32:07.794021] [INFO ] [FORECASTER] Completed predict_future for SNDX
[2025-12-08T20:32:07.794136] [INFO ] [sig       ] SNDX: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:32:07.940985] [INFO ] [LOCAL     ] Saved forecast: SNDX	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/SNDX.txt
[2025-12-08T20:32:07.941133] [INFO ] [sig       ] [2991/3624] Completed SNDX in 0.3s | 2.92 sym/s | Total: 17.1m | ETA: 3.6m
[2025-12-08T20:32:07.941173] [INFO ] [sig       ] [2992/3624] Forecasting SNES...
[2025-12-08T20:32:07.941204] [INFO ] [sig       ] Generating forecast for: SNES
[2025-12-08T20:32:07.941233] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNES' from 'https://tdm.silogroup.org/data/derivative_storage/SNES.csv'.
[2025-12-08T20:32:07.954539] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNES'.
[2025-12-08T20:32:07.955029] [INFO ] [FORECASTER] Starting predict_future for SNES
[2025-12-08T20:32:07.955999] [DEBUG] [LOCAL     ] No optimal features file found for SNES: ./output/feature-sets/SNES.txt
[2025-12-08T20:32:07.956057] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:07.956095] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:07.956126] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:07.956203] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:08.021001] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:08.021855] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:08.021936] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:08.021968] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:08.140079] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:08.140228] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:08.140267] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:08.140297] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:08.143690] [DEBUG] [FORECASTER] SNES: Forecast T+1@11:T+2@11: UP (p=73.58%)
[2025-12-08T20:32:08.143988] [INFO ] [FORECASTER] Completed predict_future for SNES
[2025-12-08T20:32:08.144114] [INFO ] [sig       ] SNES: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:32:08.287283] [INFO ] [LOCAL     ] Saved forecast: SNES	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/SNES.txt
[2025-12-08T20:32:08.287443] [INFO ] [sig       ] [2992/3624] Completed SNES in 0.3s | 2.92 sym/s | Total: 17.1m | ETA: 3.6m
[2025-12-08T20:32:08.287488] [INFO ] [sig       ] [2993/3624] Forecasting SNEX...
[2025-12-08T20:32:08.287537] [INFO ] [sig       ] Generating forecast for: SNEX
[2025-12-08T20:32:08.287614] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNEX' from 'https://tdm.silogroup.org/data/derivative_storage/SNEX.csv'.
[2025-12-08T20:32:08.299740] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNEX'.
[2025-12-08T20:32:08.300112] [INFO ] [FORECASTER] Starting predict_future for SNEX
[2025-12-08T20:32:08.300926] [DEBUG] [LOCAL     ] No optimal features file found for SNEX: ./output/feature-sets/SNEX.txt
[2025-12-08T20:32:08.300977] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:08.301012] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:08.301038] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:08.301096] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:08.358070] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:08.358803] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:08.358880] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:08.358913] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:08.479616] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:08.479767] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:08.479806] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:08.479834] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:08.483195] [DEBUG] [FORECASTER] SNEX: Forecast T+1@11:T+2@11: DOWN (p=46.00%)
[2025-12-08T20:32:08.483465] [INFO ] [FORECASTER] Completed predict_future for SNEX
[2025-12-08T20:32:08.483600] [INFO ] [sig       ] SNEX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:32:08.629387] [INFO ] [LOCAL     ] Saved forecast: SNEX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SNEX.txt
[2025-12-08T20:32:08.629517] [INFO ] [sig       ] [2993/3624] Completed SNEX in 0.3s | 2.92 sym/s | Total: 17.1m | ETA: 3.6m
[2025-12-08T20:32:08.629556] [INFO ] [sig       ] [2994/3624] Forecasting SNFCA...
[2025-12-08T20:32:08.629603] [INFO ] [sig       ] Generating forecast for: SNFCA
[2025-12-08T20:32:08.629635] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNFCA' from 'https://tdm.silogroup.org/data/derivative_storage/SNFCA.csv'.
[2025-12-08T20:32:08.641490] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNFCA'.
[2025-12-08T20:32:08.641875] [INFO ] [FORECASTER] Starting predict_future for SNFCA
[2025-12-08T20:32:08.642707] [DEBUG] [LOCAL     ] No optimal features file found for SNFCA: ./output/feature-sets/SNFCA.txt
[2025-12-08T20:32:08.642760] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:08.642793] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:08.642822] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:08.642879] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:08.700982] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:08.701692] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:08.701781] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:08.701840] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:08.830486] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:08.830658] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:08.830702] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:08.830785] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:08.834507] [DEBUG] [FORECASTER] SNFCA: Forecast T+1@11:T+2@11: UP (p=97.52%)
[2025-12-08T20:32:08.834810] [INFO ] [FORECASTER] Completed predict_future for SNFCA
[2025-12-08T20:32:08.834936] [INFO ] [sig       ] SNFCA: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:32:08.976181] [INFO ] [LOCAL     ] Saved forecast: SNFCA	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/SNFCA.txt
[2025-12-08T20:32:08.976324] [INFO ] [sig       ] [2994/3624] Completed SNFCA in 0.3s | 2.92 sym/s | Total: 17.1m | ETA: 3.6m
[2025-12-08T20:32:08.976364] [INFO ] [sig       ] [2995/3624] Forecasting SNGX...
[2025-12-08T20:32:08.976393] [INFO ] [sig       ] Generating forecast for: SNGX
[2025-12-08T20:32:08.976422] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNGX' from 'https://tdm.silogroup.org/data/derivative_storage/SNGX.csv'.
[2025-12-08T20:32:08.988930] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNGX'.
[2025-12-08T20:32:08.989288] [INFO ] [FORECASTER] Starting predict_future for SNGX
[2025-12-08T20:32:08.990147] [DEBUG] [LOCAL     ] No optimal features file found for SNGX: ./output/feature-sets/SNGX.txt
[2025-12-08T20:32:08.990199] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:08.990231] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:08.990258] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:08.990313] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:09.046410] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:09.047232] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:09.047312] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:09.047345] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:09.166882] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:09.167032] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:09.167069] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:09.167096] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:09.170588] [DEBUG] [FORECASTER] SNGX: Forecast T+1@11:T+2@11: DOWN (p=0.35%)
[2025-12-08T20:32:09.170862] [INFO ] [FORECASTER] Completed predict_future for SNGX
[2025-12-08T20:32:09.170980] [INFO ] [sig       ] SNGX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:32:09.309312] [INFO ] [LOCAL     ] Saved forecast: SNGX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SNGX.txt
[2025-12-08T20:32:09.309440] [INFO ] [sig       ] [2995/3624] Completed SNGX in 0.3s | 2.92 sym/s | Total: 17.1m | ETA: 3.6m
[2025-12-08T20:32:09.309478] [INFO ] [sig       ] [2996/3624] Forecasting SNN...
[2025-12-08T20:32:09.309507] [INFO ] [sig       ] Generating forecast for: SNN
[2025-12-08T20:32:09.309535] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNN' from 'https://tdm.silogroup.org/data/derivative_storage/SNN.csv'.
[2025-12-08T20:32:09.322059] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNN'.
[2025-12-08T20:32:09.322415] [INFO ] [FORECASTER] Starting predict_future for SNN
[2025-12-08T20:32:09.323300] [DEBUG] [LOCAL     ] No optimal features file found for SNN: ./output/feature-sets/SNN.txt
[2025-12-08T20:32:09.323351] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:09.323383] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:09.323409] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:09.323465] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:09.379000] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:09.379726] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:09.379801] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:09.379833] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:09.499075] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:09.499231] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:09.499269] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:09.499316] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:09.502593] [DEBUG] [FORECASTER] SNN: Forecast T+1@11:T+2@11: DOWN (p=7.40%)
[2025-12-08T20:32:09.502872] [INFO ] [FORECASTER] Completed predict_future for SNN
[2025-12-08T20:32:09.502993] [INFO ] [sig       ] SNN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:32:09.643669] [INFO ] [LOCAL     ] Saved forecast: SNN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SNN.txt
[2025-12-08T20:32:09.643822] [INFO ] [sig       ] [2996/3624] Completed SNN in 0.3s | 2.92 sym/s | Total: 17.1m | ETA: 3.6m
[2025-12-08T20:32:09.643862] [INFO ] [sig       ] [2997/3624] Forecasting SNOA...
[2025-12-08T20:32:09.643892] [INFO ] [sig       ] Generating forecast for: SNOA
[2025-12-08T20:32:09.643922] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNOA' from 'https://tdm.silogroup.org/data/derivative_storage/SNOA.csv'.
[2025-12-08T20:32:09.659370] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNOA'.
[2025-12-08T20:32:09.659779] [INFO ] [FORECASTER] Starting predict_future for SNOA
[2025-12-08T20:32:09.660723] [DEBUG] [LOCAL     ] No optimal features file found for SNOA: ./output/feature-sets/SNOA.txt
[2025-12-08T20:32:09.660775] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:09.660808] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:09.660835] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:09.660890] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:09.719982] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:09.720866] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:09.720959] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:09.721006] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:09.839425] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:09.839593] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:09.839635] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:09.839664] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:09.843076] [DEBUG] [FORECASTER] SNOA: Forecast T+1@11:T+2@11: UP (p=93.30%)
[2025-12-08T20:32:09.843353] [INFO ] [FORECASTER] Completed predict_future for SNOA
[2025-12-08T20:32:09.843474] [INFO ] [sig       ] SNOA: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:32:09.984493] [INFO ] [LOCAL     ] Saved forecast: SNOA	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/SNOA.txt
[2025-12-08T20:32:09.984667] [INFO ] [sig       ] [2997/3624] Completed SNOA in 0.3s | 2.92 sym/s | Total: 17.1m | ETA: 3.6m
[2025-12-08T20:32:09.984711] [INFO ] [sig       ] [2998/3624] Forecasting SNPS...
[2025-12-08T20:32:09.984742] [INFO ] [sig       ] Generating forecast for: SNPS
[2025-12-08T20:32:09.984774] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNPS' from 'https://tdm.silogroup.org/data/derivative_storage/SNPS.csv'.
[2025-12-08T20:32:09.997024] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNPS'.
[2025-12-08T20:32:09.997440] [INFO ] [FORECASTER] Starting predict_future for SNPS
[2025-12-08T20:32:09.998337] [DEBUG] [LOCAL     ] No optimal features file found for SNPS: ./output/feature-sets/SNPS.txt
[2025-12-08T20:32:09.998398] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:09.998448] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:09.998476] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:09.998532] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:10.059162] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:10.060136] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:10.060227] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:10.060287] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:10.190464] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:10.190641] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:10.190680] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:10.190708] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:10.193959] [DEBUG] [FORECASTER] SNPS: Forecast T+1@11:T+2@11: UP (p=95.61%)
[2025-12-08T20:32:10.194243] [INFO ] [FORECASTER] Completed predict_future for SNPS
[2025-12-08T20:32:10.194370] [INFO ] [sig       ] SNPS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:32:10.336918] [INFO ] [LOCAL     ] Saved forecast: SNPS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/SNPS.txt
[2025-12-08T20:32:10.337054] [INFO ] [sig       ] [2998/3624] Completed SNPS in 0.4s | 2.92 sym/s | Total: 17.1m | ETA: 3.6m
[2025-12-08T20:32:10.337096] [INFO ] [sig       ] [2999/3624] Forecasting SNTI...
[2025-12-08T20:32:10.337136] [INFO ] [sig       ] Generating forecast for: SNTI
[2025-12-08T20:32:10.337175] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNTI' from 'https://tdm.silogroup.org/data/derivative_storage/SNTI.csv'.
[2025-12-08T20:32:10.349733] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNTI'.
[2025-12-08T20:32:10.350099] [INFO ] [FORECASTER] Starting predict_future for SNTI
[2025-12-08T20:32:10.350973] [DEBUG] [LOCAL     ] No optimal features file found for SNTI: ./output/feature-sets/SNTI.txt
[2025-12-08T20:32:10.351025] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:10.351056] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:10.351085] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:10.351140] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:10.408532] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:10.409265] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:10.409343] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:10.409376] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:10.535927] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:10.536076] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:10.536114] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:10.536141] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:10.539755] [DEBUG] [FORECASTER] SNTI: Forecast T+1@11:T+2@11: DOWN (p=10.06%)
[2025-12-08T20:32:10.540029] [INFO ] [FORECASTER] Completed predict_future for SNTI
[2025-12-08T20:32:10.540150] [INFO ] [sig       ] SNTI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:32:10.682368] [INFO ] [LOCAL     ] Saved forecast: SNTI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SNTI.txt
[2025-12-08T20:32:10.682505] [INFO ] [sig       ] [2999/3624] Completed SNTI in 0.3s | 2.92 sym/s | Total: 17.1m | ETA: 3.6m
[2025-12-08T20:32:10.682546] [INFO ] [sig       ] [3000/3624] Forecasting SNX...
[2025-12-08T20:32:10.682595] [INFO ] [sig       ] Generating forecast for: SNX
[2025-12-08T20:32:10.682627] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNX' from 'https://tdm.silogroup.org/data/derivative_storage/SNX.csv'.
[2025-12-08T20:32:10.694417] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNX'.
[2025-12-08T20:32:10.694814] [INFO ] [FORECASTER] Starting predict_future for SNX
[2025-12-08T20:32:10.695598] [DEBUG] [LOCAL     ] No optimal features file found for SNX: ./output/feature-sets/SNX.txt
[2025-12-08T20:32:10.695651] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:10.695681] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:10.695718] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:10.695774] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:10.752099] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:10.753138] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:10.753218] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:10.753251] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:10.879140] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:10.879288] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:10.879327] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:10.879356] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:10.882806] [DEBUG] [FORECASTER] SNX: Forecast T+1@11:T+2@11: UP (p=96.52%)
[2025-12-08T20:32:10.883113] [INFO ] [FORECASTER] Completed predict_future for SNX
[2025-12-08T20:32:10.883241] [INFO ] [sig       ] SNX: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:32:11.031037] [INFO ] [LOCAL     ] Saved forecast: SNX	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/SNX.txt
[2025-12-08T20:32:11.031183] [INFO ] [sig       ] [3000/3624] Completed SNX in 0.3s | 2.92 sym/s | Total: 17.1m | ETA: 3.6m
[2025-12-08T20:32:11.031221] [INFO ] [sig       ] [3001/3624] Forecasting SNY...
[2025-12-08T20:32:11.031251] [INFO ] [sig       ] Generating forecast for: SNY
[2025-12-08T20:32:11.031279] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNY' from 'https://tdm.silogroup.org/data/derivative_storage/SNY.csv'.
[2025-12-08T20:32:11.276387] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNY'.
[2025-12-08T20:32:11.276773] [INFO ] [FORECASTER] Starting predict_future for SNY
[2025-12-08T20:32:11.277902] [DEBUG] [LOCAL     ] No optimal features file found for SNY: ./output/feature-sets/SNY.txt
[2025-12-08T20:32:11.277968] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:11.278016] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:11.278061] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:11.278151] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:11.338201] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:11.339045] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:11.339152] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:11.339187] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:11.453231] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:11.453380] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:11.453419] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:11.453446] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:11.456721] [DEBUG] [FORECASTER] SNY: Forecast T+1@11:T+2@11: DOWN (p=35.30%)
[2025-12-08T20:32:11.456986] [INFO ] [FORECASTER] Completed predict_future for SNY
[2025-12-08T20:32:11.457101] [INFO ] [sig       ] SNY: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:32:11.597172] [INFO ] [LOCAL     ] Saved forecast: SNY	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SNY.txt
[2025-12-08T20:32:11.597295] [INFO ] [sig       ] [3001/3624] Completed SNY in 0.6s | 2.92 sym/s | Total: 17.1m | ETA: 3.6m
[2025-12-08T20:32:11.597334] [INFO ] [sig       ] [3002/3624] Forecasting SO...
[2025-12-08T20:32:11.597363] [INFO ] [sig       ] Generating forecast for: SO
[2025-12-08T20:32:11.597391] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SO' from 'https://tdm.silogroup.org/data/derivative_storage/SO.csv'.
[2025-12-08T20:32:11.608801] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SO'.
[2025-12-08T20:32:11.609166] [INFO ] [FORECASTER] Starting predict_future for SO
[2025-12-08T20:32:11.610035] [DEBUG] [LOCAL     ] No optimal features file found for SO: ./output/feature-sets/SO.txt
[2025-12-08T20:32:11.610086] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:11.610118] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:11.610144] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:11.610200] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:11.665906] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:11.666550] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:11.666642] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:11.666674] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:11.785858] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:11.786014] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:11.786052] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:11.786079] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:11.789347] [DEBUG] [FORECASTER] SO: Forecast T+1@11:T+2@11: DOWN (p=7.95%)
[2025-12-08T20:32:11.789668] [INFO ] [FORECASTER] Completed predict_future for SO
[2025-12-08T20:32:11.789786] [INFO ] [sig       ] SO: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:32:11.927537] [INFO ] [LOCAL     ] Saved forecast: SO	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SO.txt
[2025-12-08T20:32:11.927731] [INFO ] [sig       ] [3002/3624] Completed SO in 0.3s | 2.92 sym/s | Total: 17.1m | ETA: 3.5m
[2025-12-08T20:32:11.927775] [INFO ] [sig       ] [3003/3624] Forecasting SOCL...
[2025-12-08T20:32:11.927803] [INFO ] [sig       ] Generating forecast for: SOCL
[2025-12-08T20:32:11.927830] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOCL' from 'https://tdm.silogroup.org/data/derivative_storage/SOCL.csv'.
[2025-12-08T20:32:11.938986] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOCL'.
[2025-12-08T20:32:11.939314] [INFO ] [FORECASTER] Starting predict_future for SOCL
[2025-12-08T20:32:11.940135] [DEBUG] [LOCAL     ] No optimal features file found for SOCL: ./output/feature-sets/SOCL.txt
[2025-12-08T20:32:11.940185] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:11.940216] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:11.940241] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:11.940296] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:11.996276] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:11.997053] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:11.997128] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:11.997159] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:12.100212] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:12.100364] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:12.100403] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:12.100433] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:12.103884] [DEBUG] [FORECASTER] SOCL: Forecast T+1@11:T+2@11: DOWN (p=3.94%)
[2025-12-08T20:32:12.104156] [INFO ] [FORECASTER] Completed predict_future for SOCL
[2025-12-08T20:32:12.104285] [INFO ] [sig       ] SOCL: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:32:12.247181] [INFO ] [LOCAL     ] Saved forecast: SOCL	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SOCL.txt
[2025-12-08T20:32:12.247317] [INFO ] [sig       ] [3003/3624] Completed SOCL in 0.3s | 2.92 sym/s | Total: 17.1m | ETA: 3.5m
[2025-12-08T20:32:12.247356] [INFO ] [sig       ] [3004/3624] Forecasting SOFI...
[2025-12-08T20:32:12.247384] [INFO ] [sig       ] Generating forecast for: SOFI
[2025-12-08T20:32:12.247430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOFI' from 'https://tdm.silogroup.org/data/derivative_storage/SOFI.csv'.
[2025-12-08T20:32:12.259653] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOFI'.
[2025-12-08T20:32:12.260023] [INFO ] [FORECASTER] Starting predict_future for SOFI
[2025-12-08T20:32:12.260898] [DEBUG] [LOCAL     ] No optimal features file found for SOFI: ./output/feature-sets/SOFI.txt
[2025-12-08T20:32:12.260950] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:12.260983] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:12.261010] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:12.261066] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:12.321697] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:12.322398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:12.322476] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:12.322508] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:12.440945] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:12.441096] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:12.441135] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:12.441164] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:12.444509] [DEBUG] [FORECASTER] SOFI: Forecast T+1@11:T+2@11: UP (p=90.48%)
[2025-12-08T20:32:12.444797] [INFO ] [FORECASTER] Completed predict_future for SOFI
[2025-12-08T20:32:12.444921] [INFO ] [sig       ] SOFI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:32:12.585264] [INFO ] [LOCAL     ] Saved forecast: SOFI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/SOFI.txt
[2025-12-08T20:32:12.585430] [INFO ] [sig       ] [3004/3624] Completed SOFI in 0.3s | 2.92 sym/s | Total: 17.1m | ETA: 3.5m
[2025-12-08T20:32:12.585495] [INFO ] [sig       ] [3005/3624] Forecasting SOGP...
[2025-12-08T20:32:12.585536] [INFO ] [sig       ] Generating forecast for: SOGP
[2025-12-08T20:32:12.585596] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOGP' from 'https://tdm.silogroup.org/data/derivative_storage/SOGP.csv'.
[2025-12-08T20:32:12.597309] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOGP'.
[2025-12-08T20:32:12.597724] [INFO ] [FORECASTER] Starting predict_future for SOGP
[2025-12-08T20:32:12.598501] [DEBUG] [LOCAL     ] No optimal features file found for SOGP: ./output/feature-sets/SOGP.txt
[2025-12-08T20:32:12.598552] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:12.598604] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:12.598634] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:12.598691] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:12.655009] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:12.655730] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:12.655822] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:12.655855] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:12.764439] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:12.764593] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:12.764633] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:12.764661] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:12.767910] [DEBUG] [FORECASTER] SOGP: Forecast T+1@11:T+2@11: UP (p=64.27%)
[2025-12-08T20:32:12.768176] [INFO ] [FORECASTER] Completed predict_future for SOGP
[2025-12-08T20:32:12.768299] [INFO ] [sig       ] SOGP: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:32:12.909043] [INFO ] [LOCAL     ] Saved forecast: SOGP	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/SOGP.txt
[2025-12-08T20:32:12.909194] [INFO ] [sig       ] [3005/3624] Completed SOGP in 0.3s | 2.92 sym/s | Total: 17.1m | ETA: 3.5m
[2025-12-08T20:32:12.909237] [INFO ] [sig       ] [3006/3624] Forecasting SOJC...
[2025-12-08T20:32:12.909266] [INFO ] [sig       ] Generating forecast for: SOJC
[2025-12-08T20:32:12.909296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOJC' from 'https://tdm.silogroup.org/data/derivative_storage/SOJC.csv'.
[2025-12-08T20:32:12.920634] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOJC'.
[2025-12-08T20:32:12.920974] [INFO ] [FORECASTER] Starting predict_future for SOJC
[2025-12-08T20:32:12.921742] [DEBUG] [LOCAL     ] No optimal features file found for SOJC: ./output/feature-sets/SOJC.txt
[2025-12-08T20:32:12.921791] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:12.921822] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:12.921848] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:12.921902] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:12.977294] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:12.978070] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:12.978146] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:12.978178] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:13.108357] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:13.108509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:13.108549] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:13.108596] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:13.111996] [DEBUG] [FORECASTER] SOJC: Forecast T+1@11:T+2@11: DOWN (p=49.99%)
[2025-12-08T20:32:13.112259] [INFO ] [FORECASTER] Completed predict_future for SOJC
[2025-12-08T20:32:13.112378] [INFO ] [sig       ] SOJC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:32:13.262468] [INFO ] [LOCAL     ] Saved forecast: SOJC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SOJC.txt
[2025-12-08T20:32:13.262650] [INFO ] [sig       ] [3006/3624] Completed SOJC in 0.4s | 2.92 sym/s | Total: 17.1m | ETA: 3.5m
[2025-12-08T20:32:13.262695] [INFO ] [sig       ] [3007/3624] Forecasting SOJD...
[2025-12-08T20:32:13.262726] [INFO ] [sig       ] Generating forecast for: SOJD
[2025-12-08T20:32:13.262757] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOJD' from 'https://tdm.silogroup.org/data/derivative_storage/SOJD.csv'.
[2025-12-08T20:32:13.274729] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOJD'.
[2025-12-08T20:32:13.275109] [INFO ] [FORECASTER] Starting predict_future for SOJD
[2025-12-08T20:32:13.275909] [DEBUG] [LOCAL     ] No optimal features file found for SOJD: ./output/feature-sets/SOJD.txt
[2025-12-08T20:32:13.275959] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:13.275991] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:13.276018] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:13.276073] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:13.332261] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:13.333134] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:13.333212] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:13.333243] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:13.450805] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:13.450968] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:13.451006] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:13.451036] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:13.454474] [DEBUG] [FORECASTER] SOJD: Forecast T+1@11:T+2@11: UP (p=68.21%)
[2025-12-08T20:32:13.454803] [INFO ] [FORECASTER] Completed predict_future for SOJD
[2025-12-08T20:32:13.454932] [INFO ] [sig       ] SOJD: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:32:13.596227] [INFO ] [LOCAL     ] Saved forecast: SOJD	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/SOJD.txt
[2025-12-08T20:32:13.596384] [INFO ] [sig       ] [3007/3624] Completed SOJD in 0.3s | 2.92 sym/s | Total: 17.2m | ETA: 3.5m
[2025-12-08T20:32:13.596425] [INFO ] [sig       ] [3008/3624] Forecasting SOJE...
[2025-12-08T20:32:13.596453] [INFO ] [sig       ] Generating forecast for: SOJE
[2025-12-08T20:32:13.596482] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOJE' from 'https://tdm.silogroup.org/data/derivative_storage/SOJE.csv'.
[2025-12-08T20:32:13.608707] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOJE'.
[2025-12-08T20:32:13.609082] [INFO ] [FORECASTER] Starting predict_future for SOJE
[2025-12-08T20:32:13.609884] [DEBUG] [LOCAL     ] No optimal features file found for SOJE: ./output/feature-sets/SOJE.txt
[2025-12-08T20:32:13.609934] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:13.609991] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:13.610019] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:13.610075] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:13.668623] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:13.669460] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:13.669538] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:13.669570] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:13.787864] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:13.788010] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:13.788049] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:13.788077] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:13.791364] [DEBUG] [FORECASTER] SOJE: Forecast T+1@11:T+2@11: DOWN (p=37.94%)
[2025-12-08T20:32:13.791652] [INFO ] [FORECASTER] Completed predict_future for SOJE
[2025-12-08T20:32:13.791774] [INFO ] [sig       ] SOJE: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:32:13.938441] [INFO ] [LOCAL     ] Saved forecast: SOJE	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SOJE.txt
[2025-12-08T20:32:13.938618] [INFO ] [sig       ] [3008/3624] Completed SOJE in 0.3s | 2.92 sym/s | Total: 17.2m | ETA: 3.5m
[2025-12-08T20:32:13.938661] [INFO ] [sig       ] [3009/3624] Forecasting SOL...
[2025-12-08T20:32:13.938689] [INFO ] [sig       ] Generating forecast for: SOL
[2025-12-08T20:32:13.938717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOL' from 'https://tdm.silogroup.org/data/derivative_storage/SOL.csv'.
[2025-12-08T20:32:13.951307] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOL'.
[2025-12-08T20:32:13.951698] [INFO ] [FORECASTER] Starting predict_future for SOL
[2025-12-08T20:32:13.952469] [DEBUG] [LOCAL     ] No optimal features file found for SOL: ./output/feature-sets/SOL.txt
[2025-12-08T20:32:13.952518] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:13.952549] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:13.952598] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:13.952657] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:14.008331] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:14.009009] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:14.009084] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:14.009116] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:14.125128] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:14.125292] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:14.125331] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:14.125360] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:14.128670] [DEBUG] [FORECASTER] SOL: Forecast T+1@11:T+2@11: UP (p=59.73%)
[2025-12-08T20:32:14.128940] [INFO ] [FORECASTER] Completed predict_future for SOL
[2025-12-08T20:32:14.129061] [INFO ] [sig       ] SOL: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:32:14.266866] [INFO ] [LOCAL     ] Saved forecast: SOL	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/SOL.txt
[2025-12-08T20:32:14.267006] [INFO ] [sig       ] [3009/3624] Completed SOL in 0.3s | 2.92 sym/s | Total: 17.2m | ETA: 3.5m
[2025-12-08T20:32:14.267044] [INFO ] [sig       ] [3010/3624] Forecasting SON...
[2025-12-08T20:32:14.267073] [INFO ] [sig       ] Generating forecast for: SON
[2025-12-08T20:32:14.267102] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SON' from 'https://tdm.silogroup.org/data/derivative_storage/SON.csv'.
[2025-12-08T20:32:14.279226] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SON'.
[2025-12-08T20:32:14.279588] [INFO ] [FORECASTER] Starting predict_future for SON
[2025-12-08T20:32:14.280352] [DEBUG] [LOCAL     ] No optimal features file found for SON: ./output/feature-sets/SON.txt
[2025-12-08T20:32:14.280401] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:14.280431] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:14.280457] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:14.280511] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:14.336204] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:14.336993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:14.337071] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:14.337104] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:14.454854] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:14.455006] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:14.455043] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:14.455070] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:14.458363] [DEBUG] [FORECASTER] SON: Forecast T+1@11:T+2@11: UP (p=79.12%)
[2025-12-08T20:32:14.458644] [INFO ] [FORECASTER] Completed predict_future for SON
[2025-12-08T20:32:14.458761] [INFO ] [sig       ] SON: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:32:14.595981] [INFO ] [LOCAL     ] Saved forecast: SON	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/SON.txt
[2025-12-08T20:32:14.596126] [INFO ] [sig       ] [3010/3624] Completed SON in 0.3s | 2.92 sym/s | Total: 17.2m | ETA: 3.5m
[2025-12-08T20:32:14.596166] [INFO ] [sig       ] [3011/3624] Forecasting SONO...
[2025-12-08T20:32:14.596195] [INFO ] [sig       ] Generating forecast for: SONO
[2025-12-08T20:32:14.596226] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SONO' from 'https://tdm.silogroup.org/data/derivative_storage/SONO.csv'.
[2025-12-08T20:32:14.608341] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SONO'.
[2025-12-08T20:32:14.608730] [INFO ] [FORECASTER] Starting predict_future for SONO
[2025-12-08T20:32:14.609509] [DEBUG] [LOCAL     ] No optimal features file found for SONO: ./output/feature-sets/SONO.txt
[2025-12-08T20:32:14.609559] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:14.609611] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:14.609640] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:14.609696] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:14.666267] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:14.667026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:14.667105] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:14.667138] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:14.789040] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:14.789199] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:14.789238] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:14.789305] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:14.792785] [DEBUG] [FORECASTER] SONO: Forecast T+1@11:T+2@11: DOWN (p=20.05%)
[2025-12-08T20:32:14.793133] [INFO ] [FORECASTER] Completed predict_future for SONO
[2025-12-08T20:32:14.793270] [INFO ] [sig       ] SONO: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:32:14.941041] [INFO ] [LOCAL     ] Saved forecast: SONO	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SONO.txt
[2025-12-08T20:32:14.941195] [INFO ] [sig       ] [3011/3624] Completed SONO in 0.3s | 2.92 sym/s | Total: 17.2m | ETA: 3.5m
[2025-12-08T20:32:14.941233] [INFO ] [sig       ] [3012/3624] Forecasting SOPA...
[2025-12-08T20:32:14.941263] [INFO ] [sig       ] Generating forecast for: SOPA
[2025-12-08T20:32:14.941291] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOPA' from 'https://tdm.silogroup.org/data/derivative_storage/SOPA.csv'.
[2025-12-08T20:32:14.959207] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOPA'.
[2025-12-08T20:32:14.959893] [INFO ] [FORECASTER] Starting predict_future for SOPA
[2025-12-08T20:32:14.961065] [DEBUG] [LOCAL     ] No optimal features file found for SOPA: ./output/feature-sets/SOPA.txt
[2025-12-08T20:32:14.961131] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:14.961179] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:14.961222] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:14.961312] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:15.043378] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:15.044433] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:15.044556] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:15.044623] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:15.209418] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:15.209633] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:15.209700] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:15.209751] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:15.215062] [DEBUG] [FORECASTER] SOPA: Forecast T+1@11:T+2@11: DOWN (p=14.22%)
[2025-12-08T20:32:15.215549] [INFO ] [FORECASTER] Completed predict_future for SOPA
[2025-12-08T20:32:15.215792] [INFO ] [sig       ] SOPA: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:32:15.480295] [INFO ] [LOCAL     ] Saved forecast: SOPA	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SOPA.txt
[2025-12-08T20:32:15.480494] [INFO ] [sig       ] [3012/3624] Completed SOPA in 0.5s | 2.92 sym/s | Total: 17.2m | ETA: 3.5m
[2025-12-08T20:32:15.480541] [INFO ] [sig       ] [3013/3624] Forecasting SOPH...
[2025-12-08T20:32:15.480595] [INFO ] [sig       ] Generating forecast for: SOPH
[2025-12-08T20:32:15.480633] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOPH' from 'https://tdm.silogroup.org/data/derivative_storage/SOPH.csv'.
[2025-12-08T20:32:15.498170] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOPH'.
[2025-12-08T20:32:15.498651] [INFO ] [FORECASTER] Starting predict_future for SOPH
[2025-12-08T20:32:15.499751] [DEBUG] [LOCAL     ] No optimal features file found for SOPH: ./output/feature-sets/SOPH.txt
[2025-12-08T20:32:15.499846] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:15.499903] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:15.499942] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:15.500048] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:15.573056] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:15.574289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:15.574421] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:15.574469] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:15.729221] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:15.729387] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:15.729432] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:15.729489] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:15.733160] [DEBUG] [FORECASTER] SOPH: Forecast T+1@11:T+2@11: DOWN (p=12.01%)
[2025-12-08T20:32:15.733496] [INFO ] [FORECASTER] Completed predict_future for SOPH
[2025-12-08T20:32:15.733660] [INFO ] [sig       ] SOPH: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:32:15.888267] [INFO ] [LOCAL     ] Saved forecast: SOPH	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SOPH.txt
[2025-12-08T20:32:15.888433] [INFO ] [sig       ] [3013/3624] Completed SOPH in 0.4s | 2.92 sym/s | Total: 17.2m | ETA: 3.5m
[2025-12-08T20:32:15.888477] [INFO ] [sig       ] [3014/3624] Forecasting SOUN...
[2025-12-08T20:32:15.888507] [INFO ] [sig       ] Generating forecast for: SOUN
[2025-12-08T20:32:15.888540] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOUN' from 'https://tdm.silogroup.org/data/derivative_storage/SOUN.csv'.
[2025-12-08T20:32:15.908137] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOUN'.
[2025-12-08T20:32:15.908858] [INFO ] [FORECASTER] Starting predict_future for SOUN
[2025-12-08T20:32:15.910364] [DEBUG] [LOCAL     ] No optimal features file found for SOUN: ./output/feature-sets/SOUN.txt
[2025-12-08T20:32:15.910437] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:15.910487] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:15.910532] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:15.910690] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:15.979406] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:15.980380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:15.980470] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:15.980503] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:16.125400] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:16.125566] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:16.125628] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:16.125659] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:16.129435] [DEBUG] [FORECASTER] SOUN: Forecast T+1@11:T+2@11: DOWN (p=15.72%)
[2025-12-08T20:32:16.129741] [INFO ] [FORECASTER] Completed predict_future for SOUN
[2025-12-08T20:32:16.129869] [INFO ] [sig       ] SOUN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:32:16.275181] [INFO ] [LOCAL     ] Saved forecast: SOUN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SOUN.txt
[2025-12-08T20:32:16.275330] [INFO ] [sig       ] [3014/3624] Completed SOUN in 0.4s | 2.92 sym/s | Total: 17.2m | ETA: 3.5m
[2025-12-08T20:32:16.275372] [INFO ] [sig       ] [3015/3624] Forecasting SOXQ...
[2025-12-08T20:32:16.275401] [INFO ] [sig       ] Generating forecast for: SOXQ
[2025-12-08T20:32:16.275430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOXQ' from 'https://tdm.silogroup.org/data/derivative_storage/SOXQ.csv'.
[2025-12-08T20:32:16.287690] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOXQ'.
[2025-12-08T20:32:16.288065] [INFO ] [FORECASTER] Starting predict_future for SOXQ
[2025-12-08T20:32:16.288850] [DEBUG] [LOCAL     ] No optimal features file found for SOXQ: ./output/feature-sets/SOXQ.txt
[2025-12-08T20:32:16.288900] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:16.288932] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:16.288958] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:16.289013] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:16.346251] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:16.347091] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:16.347169] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:16.347201] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:16.470808] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:16.470966] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:16.471004] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:16.471032] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:16.474301] [DEBUG] [FORECASTER] SOXQ: Forecast T+1@11:T+2@11: DOWN (p=1.37%)
[2025-12-08T20:32:16.474566] [INFO ] [FORECASTER] Completed predict_future for SOXQ
[2025-12-08T20:32:16.474701] [INFO ] [sig       ] SOXQ: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:32:16.612994] [INFO ] [LOCAL     ] Saved forecast: SOXQ	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SOXQ.txt
[2025-12-08T20:32:16.613145] [INFO ] [sig       ] [3015/3624] Completed SOXQ in 0.3s | 2.92 sym/s | Total: 17.2m | ETA: 3.5m
[2025-12-08T20:32:16.613186] [INFO ] [sig       ] [3016/3624] Forecasting SOXX...
[2025-12-08T20:32:16.613215] [INFO ] [sig       ] Generating forecast for: SOXX
[2025-12-08T20:32:16.613244] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOXX' from 'https://tdm.silogroup.org/data/derivative_storage/SOXX.csv'.
[2025-12-08T20:32:16.625473] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOXX'.
[2025-12-08T20:32:16.625859] [INFO ] [FORECASTER] Starting predict_future for SOXX
[2025-12-08T20:32:16.626640] [DEBUG] [LOCAL     ] No optimal features file found for SOXX: ./output/feature-sets/SOXX.txt
[2025-12-08T20:32:16.626689] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:16.626720] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:16.626746] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:16.626803] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:16.682838] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:16.683669] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:16.683746] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:16.683778] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:16.802092] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:16.802241] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:16.802279] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:16.802307] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:16.805537] [DEBUG] [FORECASTER] SOXX: Forecast T+1@11:T+2@11: UP (p=69.84%)
[2025-12-08T20:32:16.805827] [INFO ] [FORECASTER] Completed predict_future for SOXX
[2025-12-08T20:32:16.805944] [INFO ] [sig       ] SOXX: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:32:16.946997] [INFO ] [LOCAL     ] Saved forecast: SOXX	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/SOXX.txt
[2025-12-08T20:32:16.947145] [INFO ] [sig       ] [3016/3624] Completed SOXX in 0.3s | 2.92 sym/s | Total: 17.2m | ETA: 3.5m
[2025-12-08T20:32:16.947190] [INFO ] [sig       ] [3017/3624] Forecasting SPAI...
[2025-12-08T20:32:16.947220] [INFO ] [sig       ] Generating forecast for: SPAI
[2025-12-08T20:32:16.947249] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPAI' from 'https://tdm.silogroup.org/data/derivative_storage/SPAI.csv'.
[2025-12-08T20:32:16.959312] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPAI'.
[2025-12-08T20:32:16.959651] [INFO ] [FORECASTER] Starting predict_future for SPAI
[2025-12-08T20:32:16.960400] [DEBUG] [LOCAL     ] No optimal features file found for SPAI: ./output/feature-sets/SPAI.txt
[2025-12-08T20:32:16.960450] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:16.960481] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:16.960507] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:16.960561] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:17.016119] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:17.016783] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:17.016857] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:17.016888] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:17.131864] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:17.132016] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:17.132053] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:17.132081] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:17.135334] [DEBUG] [FORECASTER] SPAI: Forecast T+1@11:T+2@11: UP (p=70.09%)
[2025-12-08T20:32:17.135639] [INFO ] [FORECASTER] Completed predict_future for SPAI
[2025-12-08T20:32:17.135758] [INFO ] [sig       ] SPAI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:32:17.273386] [INFO ] [LOCAL     ] Saved forecast: SPAI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/SPAI.txt
[2025-12-08T20:32:17.273532] [INFO ] [sig       ] [3017/3624] Completed SPAI in 0.3s | 2.92 sym/s | Total: 17.2m | ETA: 3.5m
[2025-12-08T20:32:17.273590] [INFO ] [sig       ] [3018/3624] Forecasting SPB...
[2025-12-08T20:32:17.273624] [INFO ] [sig       ] Generating forecast for: SPB
[2025-12-08T20:32:17.273654] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPB' from 'https://tdm.silogroup.org/data/derivative_storage/SPB.csv'.
[2025-12-08T20:32:17.285437] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPB'.
[2025-12-08T20:32:17.285817] [INFO ] [FORECASTER] Starting predict_future for SPB
[2025-12-08T20:32:17.286570] [DEBUG] [LOCAL     ] No optimal features file found for SPB: ./output/feature-sets/SPB.txt
[2025-12-08T20:32:17.286637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:17.286668] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:17.286695] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:17.286749] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:17.342645] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:17.343464] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:17.343570] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:17.343624] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:17.462624] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:17.462771] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:17.462810] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:17.462838] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:17.466092] [DEBUG] [FORECASTER] SPB: Forecast T+1@11:T+2@11: DOWN (p=46.81%)
[2025-12-08T20:32:17.466371] [INFO ] [FORECASTER] Completed predict_future for SPB
[2025-12-08T20:32:17.466488] [INFO ] [sig       ] SPB: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:32:17.607250] [INFO ] [LOCAL     ] Saved forecast: SPB	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SPB.txt
[2025-12-08T20:32:17.607395] [INFO ] [sig       ] [3018/3624] Completed SPB in 0.3s | 2.92 sym/s | Total: 17.2m | ETA: 3.5m
[2025-12-08T20:32:17.607447] [INFO ] [sig       ] [3019/3624] Forecasting SPCB...
[2025-12-08T20:32:17.607478] [INFO ] [sig       ] Generating forecast for: SPCB
[2025-12-08T20:32:17.607507] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPCB' from 'https://tdm.silogroup.org/data/derivative_storage/SPCB.csv'.
[2025-12-08T20:32:17.619714] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPCB'.
[2025-12-08T20:32:17.620089] [INFO ] [FORECASTER] Starting predict_future for SPCB
[2025-12-08T20:32:17.620875] [DEBUG] [LOCAL     ] No optimal features file found for SPCB: ./output/feature-sets/SPCB.txt
[2025-12-08T20:32:17.620925] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:17.620956] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:17.620982] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:17.621037] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:17.676365] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:17.677166] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:17.677240] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:17.677272] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:17.796856] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:17.797008] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:17.797045] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:17.797073] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:17.800330] [DEBUG] [FORECASTER] SPCB: Forecast T+1@11:T+2@11: DOWN (p=42.98%)
[2025-12-08T20:32:17.800608] [INFO ] [FORECASTER] Completed predict_future for SPCB
[2025-12-08T20:32:17.800724] [INFO ] [sig       ] SPCB: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:32:17.938080] [INFO ] [LOCAL     ] Saved forecast: SPCB	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SPCB.txt
[2025-12-08T20:32:17.938223] [INFO ] [sig       ] [3019/3624] Completed SPCB in 0.3s | 2.92 sym/s | Total: 17.2m | ETA: 3.5m
[2025-12-08T20:32:17.938263] [INFO ] [sig       ] [3020/3624] Forecasting SPCE...
[2025-12-08T20:32:17.938291] [INFO ] [sig       ] Generating forecast for: SPCE
[2025-12-08T20:32:17.938320] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPCE' from 'https://tdm.silogroup.org/data/derivative_storage/SPCE.csv'.
[2025-12-08T20:32:17.951285] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPCE'.
[2025-12-08T20:32:17.951645] [INFO ] [FORECASTER] Starting predict_future for SPCE
[2025-12-08T20:32:17.952463] [DEBUG] [LOCAL     ] No optimal features file found for SPCE: ./output/feature-sets/SPCE.txt
[2025-12-08T20:32:17.952513] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:17.952545] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:17.952590] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:17.952657] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:18.010562] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:18.011206] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:18.011281] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:18.011313] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:18.127597] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:18.127767] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:18.127823] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:18.127853] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:18.131101] [DEBUG] [FORECASTER] SPCE: Forecast T+1@11:T+2@11: DOWN (p=2.56%)
[2025-12-08T20:32:18.131370] [INFO ] [FORECASTER] Completed predict_future for SPCE
[2025-12-08T20:32:18.131489] [INFO ] [sig       ] SPCE: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:32:18.272476] [INFO ] [LOCAL     ] Saved forecast: SPCE	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SPCE.txt
[2025-12-08T20:32:18.272643] [INFO ] [sig       ] [3020/3624] Completed SPCE in 0.3s | 2.92 sym/s | Total: 17.2m | ETA: 3.4m
[2025-12-08T20:32:18.272685] [INFO ] [sig       ] [3021/3624] Forecasting SPE...
[2025-12-08T20:32:18.272714] [INFO ] [sig       ] Generating forecast for: SPE
[2025-12-08T20:32:18.272744] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPE' from 'https://tdm.silogroup.org/data/derivative_storage/SPE.csv'.
[2025-12-08T20:32:18.284687] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPE'.
[2025-12-08T20:32:18.285036] [INFO ] [FORECASTER] Starting predict_future for SPE
[2025-12-08T20:32:18.285849] [DEBUG] [LOCAL     ] No optimal features file found for SPE: ./output/feature-sets/SPE.txt
[2025-12-08T20:32:18.285899] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:18.285931] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:18.285957] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:18.286013] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:18.343802] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:18.344482] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:18.344556] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:18.344608] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:18.457527] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:18.457689] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:18.457726] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:18.457756] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:18.461068] [DEBUG] [FORECASTER] SPE: Forecast T+1@11:T+2@11: DOWN (p=3.11%)
[2025-12-08T20:32:18.461323] [INFO ] [FORECASTER] Completed predict_future for SPE
[2025-12-08T20:32:18.461438] [INFO ] [sig       ] SPE: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:32:18.599355] [INFO ] [LOCAL     ] Saved forecast: SPE	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SPE.txt
[2025-12-08T20:32:18.599485] [INFO ] [sig       ] [3021/3624] Completed SPE in 0.3s | 2.92 sym/s | Total: 17.2m | ETA: 3.4m
[2025-12-08T20:32:18.599530] [INFO ] [sig       ] [3022/3624] Forecasting SPFI...
[2025-12-08T20:32:18.599592] [INFO ] [sig       ] Generating forecast for: SPFI
[2025-12-08T20:32:18.599636] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPFI' from 'https://tdm.silogroup.org/data/derivative_storage/SPFI.csv'.
[2025-12-08T20:32:18.612859] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPFI'.
[2025-12-08T20:32:18.613329] [INFO ] [FORECASTER] Starting predict_future for SPFI
[2025-12-08T20:32:18.614169] [DEBUG] [LOCAL     ] No optimal features file found for SPFI: ./output/feature-sets/SPFI.txt
[2025-12-08T20:32:18.614219] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:18.614251] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:18.614277] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:18.614331] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:18.673454] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:18.674412] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:18.674502] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:18.674536] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:18.795643] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:18.795814] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:18.795855] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:18.795883] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:18.799432] [DEBUG] [FORECASTER] SPFI: Forecast T+1@11:T+2@11: DOWN (p=36.12%)
[2025-12-08T20:32:18.799773] [INFO ] [FORECASTER] Completed predict_future for SPFI
[2025-12-08T20:32:18.799911] [INFO ] [sig       ] SPFI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:32:18.944802] [INFO ] [LOCAL     ] Saved forecast: SPFI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SPFI.txt
[2025-12-08T20:32:18.944961] [INFO ] [sig       ] [3022/3624] Completed SPFI in 0.3s | 2.92 sym/s | Total: 17.2m | ETA: 3.4m
[2025-12-08T20:32:18.945002] [INFO ] [sig       ] [3023/3624] Forecasting SPG...
[2025-12-08T20:32:18.945032] [INFO ] [sig       ] Generating forecast for: SPG
[2025-12-08T20:32:18.945060] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPG' from 'https://tdm.silogroup.org/data/derivative_storage/SPG.csv'.
[2025-12-08T20:32:18.957912] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPG'.
[2025-12-08T20:32:18.958272] [INFO ] [FORECASTER] Starting predict_future for SPG
[2025-12-08T20:32:18.959146] [DEBUG] [LOCAL     ] No optimal features file found for SPG: ./output/feature-sets/SPG.txt
[2025-12-08T20:32:18.959198] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:18.959229] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:18.959256] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:18.959311] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:19.016510] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:19.017145] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:19.017220] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:19.017252] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:19.137744] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:19.137901] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:19.137939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:19.137967] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:19.141606] [DEBUG] [FORECASTER] SPG: Forecast T+1@11:T+2@11: DOWN (p=36.60%)
[2025-12-08T20:32:19.141874] [INFO ] [FORECASTER] Completed predict_future for SPG
[2025-12-08T20:32:19.141989] [INFO ] [sig       ] SPG: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:32:19.290486] [INFO ] [LOCAL     ] Saved forecast: SPG	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SPG.txt
[2025-12-08T20:32:19.290656] [INFO ] [sig       ] [3023/3624] Completed SPG in 0.3s | 2.92 sym/s | Total: 17.2m | ETA: 3.4m
[2025-12-08T20:32:19.290695] [INFO ] [sig       ] [3024/3624] Forecasting SPGI...
[2025-12-08T20:32:19.290729] [INFO ] [sig       ] Generating forecast for: SPGI
[2025-12-08T20:32:19.290760] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPGI' from 'https://tdm.silogroup.org/data/derivative_storage/SPGI.csv'.
[2025-12-08T20:32:19.303025] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPGI'.
[2025-12-08T20:32:19.303402] [INFO ] [FORECASTER] Starting predict_future for SPGI
[2025-12-08T20:32:19.304208] [DEBUG] [LOCAL     ] No optimal features file found for SPGI: ./output/feature-sets/SPGI.txt
[2025-12-08T20:32:19.304259] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:19.304304] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:19.304332] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:19.304388] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:19.362140] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:19.362999] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:19.363078] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:19.363111] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:19.483482] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:19.483645] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:19.483692] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:19.483727] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:19.486991] [DEBUG] [FORECASTER] SPGI: Forecast T+1@11:T+2@11: UP (p=87.00%)
[2025-12-08T20:32:19.487253] [INFO ] [FORECASTER] Completed predict_future for SPGI
[2025-12-08T20:32:19.487369] [INFO ] [sig       ] SPGI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:32:19.624563] [INFO ] [LOCAL     ] Saved forecast: SPGI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/SPGI.txt
[2025-12-08T20:32:19.624692] [INFO ] [sig       ] [3024/3624] Completed SPGI in 0.3s | 2.92 sym/s | Total: 17.3m | ETA: 3.4m
[2025-12-08T20:32:19.624730] [INFO ] [sig       ] [3025/3624] Forecasting SPH...
[2025-12-08T20:32:19.624757] [INFO ] [sig       ] Generating forecast for: SPH
[2025-12-08T20:32:19.624785] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPH' from 'https://tdm.silogroup.org/data/derivative_storage/SPH.csv'.
[2025-12-08T20:32:19.637078] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPH'.
[2025-12-08T20:32:19.637470] [INFO ] [FORECASTER] Starting predict_future for SPH
[2025-12-08T20:32:19.638278] [DEBUG] [LOCAL     ] No optimal features file found for SPH: ./output/feature-sets/SPH.txt
[2025-12-08T20:32:19.638327] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:19.638383] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:19.638410] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:19.638464] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:19.694126] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:19.694933] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:19.695010] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:19.695041] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:19.809530] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:19.809713] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:19.809758] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:19.809791] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:19.813042] [DEBUG] [FORECASTER] SPH: Forecast T+1@11:T+2@11: DOWN (p=2.51%)
[2025-12-08T20:32:19.813302] [INFO ] [FORECASTER] Completed predict_future for SPH
[2025-12-08T20:32:19.813420] [INFO ] [sig       ] SPH: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:32:19.951113] [INFO ] [LOCAL     ] Saved forecast: SPH	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SPH.txt
[2025-12-08T20:32:19.951238] [INFO ] [sig       ] [3025/3624] Completed SPH in 0.3s | 2.92 sym/s | Total: 17.3m | ETA: 3.4m
[2025-12-08T20:32:19.951277] [INFO ] [sig       ] [3026/3624] Forecasting SPNS...
[2025-12-08T20:32:19.951306] [INFO ] [sig       ] Generating forecast for: SPNS
[2025-12-08T20:32:19.951334] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPNS' from 'https://tdm.silogroup.org/data/derivative_storage/SPNS.csv'.
[2025-12-08T20:32:19.963296] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPNS'.
[2025-12-08T20:32:19.963634] [INFO ] [FORECASTER] Starting predict_future for SPNS
[2025-12-08T20:32:19.964379] [DEBUG] [LOCAL     ] No optimal features file found for SPNS: ./output/feature-sets/SPNS.txt
[2025-12-08T20:32:19.964427] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:19.964458] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:19.964483] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:19.964537] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:20.022837] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:20.023519] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:20.023608] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:20.023641] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:20.140726] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:20.140881] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:20.140920] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:20.140951] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:20.144229] [DEBUG] [FORECASTER] SPNS: Forecast T+1@11:T+2@11: DOWN (p=31.33%)
[2025-12-08T20:32:20.144491] [INFO ] [FORECASTER] Completed predict_future for SPNS
[2025-12-08T20:32:20.144639] [INFO ] [sig       ] SPNS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:32:20.281220] [INFO ] [LOCAL     ] Saved forecast: SPNS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SPNS.txt
[2025-12-08T20:32:20.281353] [INFO ] [sig       ] [3026/3624] Completed SPNS in 0.3s | 2.92 sym/s | Total: 17.3m | ETA: 3.4m
[2025-12-08T20:32:20.281391] [INFO ] [sig       ] [3027/3624] Forecasting SPOK...
[2025-12-08T20:32:20.281420] [INFO ] [sig       ] Generating forecast for: SPOK
[2025-12-08T20:32:20.281449] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPOK' from 'https://tdm.silogroup.org/data/derivative_storage/SPOK.csv'.
[2025-12-08T20:32:20.294343] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPOK'.
[2025-12-08T20:32:20.294725] [INFO ] [FORECASTER] Starting predict_future for SPOK
[2025-12-08T20:32:20.295513] [DEBUG] [LOCAL     ] No optimal features file found for SPOK: ./output/feature-sets/SPOK.txt
[2025-12-08T20:32:20.295562] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:20.295614] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:20.295642] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:20.295701] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:20.350735] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:20.351405] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:20.351481] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:20.351512] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:20.465939] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:20.466094] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:20.466131] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:20.466158] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:20.469466] [DEBUG] [FORECASTER] SPOK: Forecast T+1@11:T+2@11: UP (p=93.48%)
[2025-12-08T20:32:20.469779] [INFO ] [FORECASTER] Completed predict_future for SPOK
[2025-12-08T20:32:20.469902] [INFO ] [sig       ] SPOK: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:32:20.618108] [INFO ] [LOCAL     ] Saved forecast: SPOK	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/SPOK.txt
[2025-12-08T20:32:20.618269] [INFO ] [sig       ] [3027/3624] Completed SPOK in 0.3s | 2.92 sym/s | Total: 17.3m | ETA: 3.4m
[2025-12-08T20:32:20.618309] [INFO ] [sig       ] [3028/3624] Forecasting SPRC...
[2025-12-08T20:32:20.618346] [INFO ] [sig       ] Generating forecast for: SPRC
[2025-12-08T20:32:20.618377] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPRC' from 'https://tdm.silogroup.org/data/derivative_storage/SPRC.csv'.
[2025-12-08T20:32:20.630976] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPRC'.
[2025-12-08T20:32:20.631399] [INFO ] [FORECASTER] Starting predict_future for SPRC
[2025-12-08T20:32:20.632255] [DEBUG] [LOCAL     ] No optimal features file found for SPRC: ./output/feature-sets/SPRC.txt
[2025-12-08T20:32:20.632307] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:20.632340] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:20.632368] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:20.632425] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:20.689137] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:20.690046] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:20.690125] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:20.690156] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:20.806656] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:20.806813] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:20.806850] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:20.806908] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:20.810293] [DEBUG] [FORECASTER] SPRC: Forecast T+1@11:T+2@11: UP (p=94.21%)
[2025-12-08T20:32:20.810603] [INFO ] [FORECASTER] Completed predict_future for SPRC
[2025-12-08T20:32:20.810736] [INFO ] [sig       ] SPRC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:32:20.950600] [INFO ] [LOCAL     ] Saved forecast: SPRC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/SPRC.txt
[2025-12-08T20:32:20.950759] [INFO ] [sig       ] [3028/3624] Completed SPRC in 0.3s | 2.92 sym/s | Total: 17.3m | ETA: 3.4m
[2025-12-08T20:32:20.950799] [INFO ] [sig       ] [3029/3624] Forecasting SPRO...
[2025-12-08T20:32:20.950827] [INFO ] [sig       ] Generating forecast for: SPRO
[2025-12-08T20:32:20.950856] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPRO' from 'https://tdm.silogroup.org/data/derivative_storage/SPRO.csv'.
[2025-12-08T20:32:20.963880] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPRO'.
[2025-12-08T20:32:20.964256] [INFO ] [FORECASTER] Starting predict_future for SPRO
[2025-12-08T20:32:20.965033] [DEBUG] [LOCAL     ] No optimal features file found for SPRO: ./output/feature-sets/SPRO.txt
[2025-12-08T20:32:20.965084] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:20.965115] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:20.965142] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:20.965198] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:21.020888] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:21.021775] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:21.021862] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:21.021893] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:21.145835] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:21.145985] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:21.146022] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:21.146049] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:21.149326] [DEBUG] [FORECASTER] SPRO: Forecast T+1@11:T+2@11: DOWN (p=8.36%)
[2025-12-08T20:32:21.149604] [INFO ] [FORECASTER] Completed predict_future for SPRO
[2025-12-08T20:32:21.149740] [INFO ] [sig       ] SPRO: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:32:21.287337] [INFO ] [LOCAL     ] Saved forecast: SPRO	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SPRO.txt
[2025-12-08T20:32:21.287471] [INFO ] [sig       ] [3029/3624] Completed SPRO in 0.3s | 2.92 sym/s | Total: 17.3m | ETA: 3.4m
[2025-12-08T20:32:21.287510] [INFO ] [sig       ] [3030/3624] Forecasting SPRX...
[2025-12-08T20:32:21.287539] [INFO ] [sig       ] Generating forecast for: SPRX
[2025-12-08T20:32:21.287567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPRX' from 'https://tdm.silogroup.org/data/derivative_storage/SPRX.csv'.
[2025-12-08T20:32:21.299500] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPRX'.
[2025-12-08T20:32:21.299846] [INFO ] [FORECASTER] Starting predict_future for SPRX
[2025-12-08T20:32:21.300610] [DEBUG] [LOCAL     ] No optimal features file found for SPRX: ./output/feature-sets/SPRX.txt
[2025-12-08T20:32:21.300659] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:21.300691] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:21.300717] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:21.300772] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:21.356323] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:21.356968] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:21.357040] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:21.357072] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:21.477241] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:21.477393] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:21.477454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:21.477484] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:21.480787] [DEBUG] [FORECASTER] SPRX: Forecast T+1@11:T+2@11: UP (p=76.35%)
[2025-12-08T20:32:21.481070] [INFO ] [FORECASTER] Completed predict_future for SPRX
[2025-12-08T20:32:21.481195] [INFO ] [sig       ] SPRX: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:32:21.620379] [INFO ] [LOCAL     ] Saved forecast: SPRX	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/SPRX.txt
[2025-12-08T20:32:21.620529] [INFO ] [sig       ] [3030/3624] Completed SPRX in 0.3s | 2.92 sym/s | Total: 17.3m | ETA: 3.4m
[2025-12-08T20:32:21.620567] [INFO ] [sig       ] [3031/3624] Forecasting SPRY...
[2025-12-08T20:32:21.620620] [INFO ] [sig       ] Generating forecast for: SPRY
[2025-12-08T20:32:21.620651] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPRY' from 'https://tdm.silogroup.org/data/derivative_storage/SPRY.csv'.
[2025-12-08T20:32:21.633191] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPRY'.
[2025-12-08T20:32:21.633563] [INFO ] [FORECASTER] Starting predict_future for SPRY
[2025-12-08T20:32:21.634352] [DEBUG] [LOCAL     ] No optimal features file found for SPRY: ./output/feature-sets/SPRY.txt
[2025-12-08T20:32:21.634401] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:21.634431] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:21.634457] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:21.634512] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:21.692093] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:21.692925] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:21.693006] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:21.693041] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:21.811582] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:21.811728] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:21.811766] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:21.811810] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:21.815223] [DEBUG] [FORECASTER] SPRY: Forecast T+1@11:T+2@11: DOWN (p=30.67%)
[2025-12-08T20:32:21.815485] [INFO ] [FORECASTER] Completed predict_future for SPRY
[2025-12-08T20:32:21.815618] [INFO ] [sig       ] SPRY: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:32:21.957072] [INFO ] [LOCAL     ] Saved forecast: SPRY	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SPRY.txt
[2025-12-08T20:32:21.957196] [INFO ] [sig       ] [3031/3624] Completed SPRY in 0.3s | 2.92 sym/s | Total: 17.3m | ETA: 3.4m
[2025-12-08T20:32:21.957235] [INFO ] [sig       ] [3032/3624] Forecasting SPSC...
[2025-12-08T20:32:21.957263] [INFO ] [sig       ] Generating forecast for: SPSC
[2025-12-08T20:32:21.957290] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPSC' from 'https://tdm.silogroup.org/data/derivative_storage/SPSC.csv'.
[2025-12-08T20:32:21.970242] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPSC'.
[2025-12-08T20:32:21.970589] [INFO ] [FORECASTER] Starting predict_future for SPSC
[2025-12-08T20:32:21.971338] [DEBUG] [LOCAL     ] No optimal features file found for SPSC: ./output/feature-sets/SPSC.txt
[2025-12-08T20:32:21.971387] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:21.971417] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:21.971443] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:21.971498] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:22.029438] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:22.030244] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:22.030317] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:22.030348] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:22.146062] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:22.146215] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:22.146253] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:22.146280] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:22.149593] [DEBUG] [FORECASTER] SPSC: Forecast T+1@11:T+2@11: DOWN (p=30.17%)
[2025-12-08T20:32:22.149865] [INFO ] [FORECASTER] Completed predict_future for SPSC
[2025-12-08T20:32:22.149988] [INFO ] [sig       ] SPSC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:32:22.289324] [INFO ] [LOCAL     ] Saved forecast: SPSC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SPSC.txt
[2025-12-08T20:32:22.289482] [INFO ] [sig       ] [3032/3624] Completed SPSC in 0.3s | 2.92 sym/s | Total: 17.3m | ETA: 3.4m
[2025-12-08T20:32:22.289521] [INFO ] [sig       ] [3033/3624] Forecasting SPWH...
[2025-12-08T20:32:22.289549] [INFO ] [sig       ] Generating forecast for: SPWH
[2025-12-08T20:32:22.289600] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPWH' from 'https://tdm.silogroup.org/data/derivative_storage/SPWH.csv'.
[2025-12-08T20:32:22.301940] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPWH'.
[2025-12-08T20:32:22.302262] [INFO ] [FORECASTER] Starting predict_future for SPWH
[2025-12-08T20:32:22.303036] [DEBUG] [LOCAL     ] No optimal features file found for SPWH: ./output/feature-sets/SPWH.txt
[2025-12-08T20:32:22.303086] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:22.303116] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:22.303142] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:22.303196] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:22.358748] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:22.359566] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:22.359698] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:22.359734] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:22.480457] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:22.480614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:22.480651] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:22.480679] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:22.483888] [DEBUG] [FORECASTER] SPWH: Forecast T+1@11:T+2@11: DOWN (p=11.93%)
[2025-12-08T20:32:22.484144] [INFO ] [FORECASTER] Completed predict_future for SPWH
[2025-12-08T20:32:22.484260] [INFO ] [sig       ] SPWH: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:32:22.622317] [INFO ] [LOCAL     ] Saved forecast: SPWH	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SPWH.txt
[2025-12-08T20:32:22.622469] [INFO ] [sig       ] [3033/3624] Completed SPWH in 0.3s | 2.92 sym/s | Total: 17.3m | ETA: 3.4m
[2025-12-08T20:32:22.622508] [INFO ] [sig       ] [3034/3624] Forecasting SPXC...
[2025-12-08T20:32:22.622538] [INFO ] [sig       ] Generating forecast for: SPXC
[2025-12-08T20:32:22.622567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPXC' from 'https://tdm.silogroup.org/data/derivative_storage/SPXC.csv'.
[2025-12-08T20:32:22.635100] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPXC'.
[2025-12-08T20:32:22.635472] [INFO ] [FORECASTER] Starting predict_future for SPXC
[2025-12-08T20:32:22.636255] [DEBUG] [LOCAL     ] No optimal features file found for SPXC: ./output/feature-sets/SPXC.txt
[2025-12-08T20:32:22.636305] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:22.636335] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:22.636361] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:22.636416] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:22.695439] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:22.696380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:22.696473] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:22.696506] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:22.819219] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:22.819377] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:22.819414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:22.819441] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:22.822804] [DEBUG] [FORECASTER] SPXC: Forecast T+1@11:T+2@11: UP (p=79.82%)
[2025-12-08T20:32:22.823109] [INFO ] [FORECASTER] Completed predict_future for SPXC
[2025-12-08T20:32:22.823238] [INFO ] [sig       ] SPXC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:32:22.963552] [INFO ] [LOCAL     ] Saved forecast: SPXC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/SPXC.txt
[2025-12-08T20:32:22.963697] [INFO ] [sig       ] [3034/3624] Completed SPXC in 0.3s | 2.92 sym/s | Total: 17.3m | ETA: 3.4m
[2025-12-08T20:32:22.963734] [INFO ] [sig       ] [3035/3624] Forecasting SPXX...
[2025-12-08T20:32:22.963763] [INFO ] [sig       ] Generating forecast for: SPXX
[2025-12-08T20:32:22.963792] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPXX' from 'https://tdm.silogroup.org/data/derivative_storage/SPXX.csv'.
[2025-12-08T20:32:22.976023] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPXX'.
[2025-12-08T20:32:22.976367] [INFO ] [FORECASTER] Starting predict_future for SPXX
[2025-12-08T20:32:22.977150] [DEBUG] [LOCAL     ] No optimal features file found for SPXX: ./output/feature-sets/SPXX.txt
[2025-12-08T20:32:22.977199] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:22.977242] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:22.977270] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:22.977325] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:23.033475] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:23.034318] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:23.034426] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:23.034458] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:23.154650] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:23.154802] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:23.154839] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:23.154867] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:23.158113] [DEBUG] [FORECASTER] SPXX: Forecast T+1@11:T+2@11: UP (p=52.19%)
[2025-12-08T20:32:23.158368] [INFO ] [FORECASTER] Completed predict_future for SPXX
[2025-12-08T20:32:23.158483] [INFO ] [sig       ] SPXX: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:32:23.295444] [INFO ] [LOCAL     ] Saved forecast: SPXX	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/SPXX.txt
[2025-12-08T20:32:23.295559] [INFO ] [sig       ] [3035/3624] Completed SPXX in 0.3s | 2.92 sym/s | Total: 17.3m | ETA: 3.4m
[2025-12-08T20:32:23.295614] [INFO ] [sig       ] [3036/3624] Forecasting SQM...
[2025-12-08T20:32:23.295644] [INFO ] [sig       ] Generating forecast for: SQM
[2025-12-08T20:32:23.295673] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SQM' from 'https://tdm.silogroup.org/data/derivative_storage/SQM.csv'.
[2025-12-08T20:32:23.307676] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SQM'.
[2025-12-08T20:32:23.308008] [INFO ] [FORECASTER] Starting predict_future for SQM
[2025-12-08T20:32:23.308778] [DEBUG] [LOCAL     ] No optimal features file found for SQM: ./output/feature-sets/SQM.txt
[2025-12-08T20:32:23.308831] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:23.308862] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:23.308888] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:23.308943] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:23.364892] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:23.365479] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:23.365552] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:23.365604] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:23.490612] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:23.490776] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:23.490814] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:23.490841] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:23.494173] [DEBUG] [FORECASTER] SQM: Forecast T+1@11:T+2@11: UP (p=92.95%)
[2025-12-08T20:32:23.494448] [INFO ] [FORECASTER] Completed predict_future for SQM
[2025-12-08T20:32:23.494562] [INFO ] [sig       ] SQM: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:32:23.633731] [INFO ] [LOCAL     ] Saved forecast: SQM	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/SQM.txt
[2025-12-08T20:32:23.633859] [INFO ] [sig       ] [3036/3624] Completed SQM in 0.3s | 2.92 sym/s | Total: 17.3m | ETA: 3.4m
[2025-12-08T20:32:23.633897] [INFO ] [sig       ] [3037/3624] Forecasting SQNS...
[2025-12-08T20:32:23.633926] [INFO ] [sig       ] Generating forecast for: SQNS
[2025-12-08T20:32:23.633954] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SQNS' from 'https://tdm.silogroup.org/data/derivative_storage/SQNS.csv'.
[2025-12-08T20:32:23.646985] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SQNS'.
[2025-12-08T20:32:23.647332] [INFO ] [FORECASTER] Starting predict_future for SQNS
[2025-12-08T20:32:23.648138] [DEBUG] [LOCAL     ] No optimal features file found for SQNS: ./output/feature-sets/SQNS.txt
[2025-12-08T20:32:23.648188] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:23.648218] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:23.648244] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:23.648299] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:23.704374] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:23.704980] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:23.705053] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:23.705084] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:23.817738] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:23.817894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:23.817931] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:23.818145] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:23.821821] [DEBUG] [FORECASTER] SQNS: Forecast T+1@11:T+2@11: UP (p=50.66%)
[2025-12-08T20:32:23.822273] [INFO ] [FORECASTER] Completed predict_future for SQNS
[2025-12-08T20:32:23.822395] [INFO ] [sig       ] SQNS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:32:23.977539] [INFO ] [LOCAL     ] Saved forecast: SQNS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/SQNS.txt
[2025-12-08T20:32:23.977709] [INFO ] [sig       ] [3037/3624] Completed SQNS in 0.3s | 2.92 sym/s | Total: 17.3m | ETA: 3.3m
[2025-12-08T20:32:23.977747] [INFO ] [sig       ] [3038/3624] Forecasting SQQQ...
[2025-12-08T20:32:23.977777] [INFO ] [sig       ] Generating forecast for: SQQQ
[2025-12-08T20:32:23.977806] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SQQQ' from 'https://tdm.silogroup.org/data/derivative_storage/SQQQ.csv'.
[2025-12-08T20:32:23.990761] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SQQQ'.
[2025-12-08T20:32:23.991267] [INFO ] [FORECASTER] Starting predict_future for SQQQ
[2025-12-08T20:32:23.992220] [DEBUG] [LOCAL     ] No optimal features file found for SQQQ: ./output/feature-sets/SQQQ.txt
[2025-12-08T20:32:23.992270] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:23.992300] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:23.992326] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:23.992380] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:24.049806] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:24.050870] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:24.050950] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:24.051173] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:24.174638] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:24.174784] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:24.174822] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:24.174851] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:24.178135] [DEBUG] [FORECASTER] SQQQ: Forecast T+1@11:T+2@11: UP (p=74.33%)
[2025-12-08T20:32:24.178393] [INFO ] [FORECASTER] Completed predict_future for SQQQ
[2025-12-08T20:32:24.178509] [INFO ] [sig       ] SQQQ: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:32:24.319916] [INFO ] [LOCAL     ] Saved forecast: SQQQ	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/SQQQ.txt
[2025-12-08T20:32:24.320070] [INFO ] [sig       ] [3038/3624] Completed SQQQ in 0.3s | 2.92 sym/s | Total: 17.3m | ETA: 3.3m
[2025-12-08T20:32:24.320117] [INFO ] [sig       ] [3039/3624] Forecasting SRAD...
[2025-12-08T20:32:24.320153] [INFO ] [sig       ] Generating forecast for: SRAD
[2025-12-08T20:32:24.320184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRAD' from 'https://tdm.silogroup.org/data/derivative_storage/SRAD.csv'.
[2025-12-08T20:32:24.332288] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRAD'.
[2025-12-08T20:32:24.332651] [INFO ] [FORECASTER] Starting predict_future for SRAD
[2025-12-08T20:32:24.333423] [DEBUG] [LOCAL     ] No optimal features file found for SRAD: ./output/feature-sets/SRAD.txt
[2025-12-08T20:32:24.333472] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:24.333503] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:24.333529] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:24.333604] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:24.390769] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:24.391491] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:24.391565] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:24.391615] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:24.509896] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:24.510047] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:24.510084] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:24.510111] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:24.513390] [DEBUG] [FORECASTER] SRAD: Forecast T+1@11:T+2@11: UP (p=70.71%)
[2025-12-08T20:32:24.513669] [INFO ] [FORECASTER] Completed predict_future for SRAD
[2025-12-08T20:32:24.513788] [INFO ] [sig       ] SRAD: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:32:24.654968] [INFO ] [LOCAL     ] Saved forecast: SRAD	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/SRAD.txt
[2025-12-08T20:32:24.655124] [INFO ] [sig       ] [3039/3624] Completed SRAD in 0.3s | 2.92 sym/s | Total: 17.3m | ETA: 3.3m
[2025-12-08T20:32:24.655164] [INFO ] [sig       ] [3040/3624] Forecasting SRBK...
[2025-12-08T20:32:24.655193] [INFO ] [sig       ] Generating forecast for: SRBK
[2025-12-08T20:32:24.655222] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRBK' from 'https://tdm.silogroup.org/data/derivative_storage/SRBK.csv'.
[2025-12-08T20:32:24.666897] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRBK'.
[2025-12-08T20:32:24.667255] [INFO ] [FORECASTER] Starting predict_future for SRBK
[2025-12-08T20:32:24.668068] [DEBUG] [LOCAL     ] No optimal features file found for SRBK: ./output/feature-sets/SRBK.txt
[2025-12-08T20:32:24.668117] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:24.668147] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:24.668173] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:24.668228] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:24.723990] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:24.724827] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:24.724906] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:24.724938] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:24.843066] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:24.843222] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:24.843259] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:24.843287] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:24.846527] [DEBUG] [FORECASTER] SRBK: Forecast T+1@11:T+2@11: UP (p=89.47%)
[2025-12-08T20:32:24.846812] [INFO ] [FORECASTER] Completed predict_future for SRBK
[2025-12-08T20:32:24.846927] [INFO ] [sig       ] SRBK: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:32:24.989726] [INFO ] [LOCAL     ] Saved forecast: SRBK	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/SRBK.txt
[2025-12-08T20:32:24.989864] [INFO ] [sig       ] [3040/3624] Completed SRBK in 0.3s | 2.92 sym/s | Total: 17.3m | ETA: 3.3m
[2025-12-08T20:32:24.989907] [INFO ] [sig       ] [3041/3624] Forecasting SRCE...
[2025-12-08T20:32:24.989938] [INFO ] [sig       ] Generating forecast for: SRCE
[2025-12-08T20:32:24.989967] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRCE' from 'https://tdm.silogroup.org/data/derivative_storage/SRCE.csv'.
[2025-12-08T20:32:25.002273] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRCE'.
[2025-12-08T20:32:25.002651] [INFO ] [FORECASTER] Starting predict_future for SRCE
[2025-12-08T20:32:25.003439] [DEBUG] [LOCAL     ] No optimal features file found for SRCE: ./output/feature-sets/SRCE.txt
[2025-12-08T20:32:25.003489] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:25.003521] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:25.003548] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:25.003630] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:25.060704] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:25.061596] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:25.061687] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:25.061720] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:25.177786] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:25.177946] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:25.177983] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:25.178011] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:25.181278] [DEBUG] [FORECASTER] SRCE: Forecast T+1@11:T+2@11: DOWN (p=3.30%)
[2025-12-08T20:32:25.181536] [INFO ] [FORECASTER] Completed predict_future for SRCE
[2025-12-08T20:32:25.181669] [INFO ] [sig       ] SRCE: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:32:25.323183] [INFO ] [LOCAL     ] Saved forecast: SRCE	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SRCE.txt
[2025-12-08T20:32:25.323324] [INFO ] [sig       ] [3041/3624] Completed SRCE in 0.3s | 2.92 sym/s | Total: 17.3m | ETA: 3.3m
[2025-12-08T20:32:25.323363] [INFO ] [sig       ] [3042/3624] Forecasting SRE...
[2025-12-08T20:32:25.323392] [INFO ] [sig       ] Generating forecast for: SRE
[2025-12-08T20:32:25.323421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRE' from 'https://tdm.silogroup.org/data/derivative_storage/SRE.csv'.
[2025-12-08T20:32:25.337367] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRE'.
[2025-12-08T20:32:25.337926] [INFO ] [FORECASTER] Starting predict_future for SRE
[2025-12-08T20:32:25.339021] [DEBUG] [LOCAL     ] No optimal features file found for SRE: ./output/feature-sets/SRE.txt
[2025-12-08T20:32:25.339084] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:25.339169] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:25.339210] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:25.339297] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:25.404750] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:25.405651] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:25.405736] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:25.405768] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:25.539868] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:25.540022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:25.540062] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:25.540106] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:25.543601] [DEBUG] [FORECASTER] SRE: Forecast T+1@11:T+2@11: DOWN (p=17.42%)
[2025-12-08T20:32:25.543929] [INFO ] [FORECASTER] Completed predict_future for SRE
[2025-12-08T20:32:25.544066] [INFO ] [sig       ] SRE: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:32:25.687403] [INFO ] [LOCAL     ] Saved forecast: SRE	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SRE.txt
[2025-12-08T20:32:25.687614] [INFO ] [sig       ] [3042/3624] Completed SRE in 0.4s | 2.92 sym/s | Total: 17.4m | ETA: 3.3m
[2025-12-08T20:32:25.687658] [INFO ] [sig       ] [3043/3624] Forecasting SREA...
[2025-12-08T20:32:25.687689] [INFO ] [sig       ] Generating forecast for: SREA
[2025-12-08T20:32:25.687726] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SREA' from 'https://tdm.silogroup.org/data/derivative_storage/SREA.csv'.
[2025-12-08T20:32:25.700080] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SREA'.
[2025-12-08T20:32:25.700454] [INFO ] [FORECASTER] Starting predict_future for SREA
[2025-12-08T20:32:25.701269] [DEBUG] [LOCAL     ] No optimal features file found for SREA: ./output/feature-sets/SREA.txt
[2025-12-08T20:32:25.701319] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:25.701349] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:25.701375] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:25.701429] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:25.764607] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:25.765697] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:25.765788] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:25.765820] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:25.892364] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:25.892520] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:25.892558] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:25.892607] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:25.895992] [DEBUG] [FORECASTER] SREA: Forecast T+1@11:T+2@11: UP (p=82.74%)
[2025-12-08T20:32:25.896279] [INFO ] [FORECASTER] Completed predict_future for SREA
[2025-12-08T20:32:25.896404] [INFO ] [sig       ] SREA: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:32:26.034728] [INFO ] [LOCAL     ] Saved forecast: SREA	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/SREA.txt
[2025-12-08T20:32:26.034875] [INFO ] [sig       ] [3043/3624] Completed SREA in 0.3s | 2.92 sym/s | Total: 17.4m | ETA: 3.3m
[2025-12-08T20:32:26.034913] [INFO ] [sig       ] [3044/3624] Forecasting SRFM...
[2025-12-08T20:32:26.034943] [INFO ] [sig       ] Generating forecast for: SRFM
[2025-12-08T20:32:26.034972] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRFM' from 'https://tdm.silogroup.org/data/derivative_storage/SRFM.csv'.
[2025-12-08T20:32:26.048853] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRFM'.
[2025-12-08T20:32:26.049231] [INFO ] [FORECASTER] Starting predict_future for SRFM
[2025-12-08T20:32:26.050078] [DEBUG] [LOCAL     ] No optimal features file found for SRFM: ./output/feature-sets/SRFM.txt
[2025-12-08T20:32:26.050129] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:26.050161] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:26.050188] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:26.050244] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:26.108261] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:26.109107] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:26.109184] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:26.109232] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:26.225115] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:26.225264] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:26.225302] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:26.225330] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:26.228655] [DEBUG] [FORECASTER] SRFM: Forecast T+1@11:T+2@11: DOWN (p=10.03%)
[2025-12-08T20:32:26.228933] [INFO ] [FORECASTER] Completed predict_future for SRFM
[2025-12-08T20:32:26.229054] [INFO ] [sig       ] SRFM: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:32:26.370093] [INFO ] [LOCAL     ] Saved forecast: SRFM	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SRFM.txt
[2025-12-08T20:32:26.370242] [INFO ] [sig       ] [3044/3624] Completed SRFM in 0.3s | 2.92 sym/s | Total: 17.4m | ETA: 3.3m
[2025-12-08T20:32:26.370282] [INFO ] [sig       ] [3045/3624] Forecasting SRG...
[2025-12-08T20:32:26.370311] [INFO ] [sig       ] Generating forecast for: SRG
[2025-12-08T20:32:26.370341] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRG' from 'https://tdm.silogroup.org/data/derivative_storage/SRG.csv'.
[2025-12-08T20:32:26.382988] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRG'.
[2025-12-08T20:32:26.383394] [INFO ] [FORECASTER] Starting predict_future for SRG
[2025-12-08T20:32:26.384366] [DEBUG] [LOCAL     ] No optimal features file found for SRG: ./output/feature-sets/SRG.txt
[2025-12-08T20:32:26.384425] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:26.384466] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:26.384499] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:26.384598] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:26.450955] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:26.451894] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:26.451980] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:26.452013] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:26.570346] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:26.570498] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:26.570535] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:26.570613] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:26.573915] [DEBUG] [FORECASTER] SRG: Forecast T+1@11:T+2@11: UP (p=80.30%)
[2025-12-08T20:32:26.574182] [INFO ] [FORECASTER] Completed predict_future for SRG
[2025-12-08T20:32:26.574300] [INFO ] [sig       ] SRG: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:32:26.712307] [INFO ] [LOCAL     ] Saved forecast: SRG	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/SRG.txt
[2025-12-08T20:32:26.712433] [INFO ] [sig       ] [3045/3624] Completed SRG in 0.3s | 2.92 sym/s | Total: 17.4m | ETA: 3.3m
[2025-12-08T20:32:26.712471] [INFO ] [sig       ] [3046/3624] Forecasting SRI...
[2025-12-08T20:32:26.712499] [INFO ] [sig       ] Generating forecast for: SRI
[2025-12-08T20:32:26.712526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRI' from 'https://tdm.silogroup.org/data/derivative_storage/SRI.csv'.
[2025-12-08T20:32:26.724281] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRI'.
[2025-12-08T20:32:26.724613] [INFO ] [FORECASTER] Starting predict_future for SRI
[2025-12-08T20:32:26.725587] [DEBUG] [LOCAL     ] No optimal features file found for SRI: ./output/feature-sets/SRI.txt
[2025-12-08T20:32:26.725637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:26.725668] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:26.725694] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:26.725759] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:26.780635] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:26.781249] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:26.781325] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:26.781355] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:26.901084] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:26.901238] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:26.901275] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:26.901303] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:26.904617] [DEBUG] [FORECASTER] SRI: Forecast T+1@11:T+2@11: DOWN (p=4.22%)
[2025-12-08T20:32:26.904890] [INFO ] [FORECASTER] Completed predict_future for SRI
[2025-12-08T20:32:26.905009] [INFO ] [sig       ] SRI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:32:27.043202] [INFO ] [LOCAL     ] Saved forecast: SRI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SRI.txt
[2025-12-08T20:32:27.043328] [INFO ] [sig       ] [3046/3624] Completed SRI in 0.3s | 2.92 sym/s | Total: 17.4m | ETA: 3.3m
[2025-12-08T20:32:27.043367] [INFO ] [sig       ] [3047/3624] Forecasting SRRK...
[2025-12-08T20:32:27.043395] [INFO ] [sig       ] Generating forecast for: SRRK
[2025-12-08T20:32:27.043423] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRRK' from 'https://tdm.silogroup.org/data/derivative_storage/SRRK.csv'.
[2025-12-08T20:32:27.055086] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRRK'.
[2025-12-08T20:32:27.055423] [INFO ] [FORECASTER] Starting predict_future for SRRK
[2025-12-08T20:32:27.056209] [DEBUG] [LOCAL     ] No optimal features file found for SRRK: ./output/feature-sets/SRRK.txt
[2025-12-08T20:32:27.056258] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:27.056288] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:27.056314] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:27.056369] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:27.110898] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:27.111507] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:27.111610] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:27.111646] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:27.233414] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:27.233588] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:27.233635] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:27.233666] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:27.237092] [DEBUG] [FORECASTER] SRRK: Forecast T+1@11:T+2@11: DOWN (p=8.41%)
[2025-12-08T20:32:27.237367] [INFO ] [FORECASTER] Completed predict_future for SRRK
[2025-12-08T20:32:27.237514] [INFO ] [sig       ] SRRK: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:32:27.380010] [INFO ] [LOCAL     ] Saved forecast: SRRK	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SRRK.txt
[2025-12-08T20:32:27.380171] [INFO ] [sig       ] [3047/3624] Completed SRRK in 0.3s | 2.92 sym/s | Total: 17.4m | ETA: 3.3m
[2025-12-08T20:32:27.380214] [INFO ] [sig       ] [3048/3624] Forecasting SRTS...
[2025-12-08T20:32:27.380245] [INFO ] [sig       ] Generating forecast for: SRTS
[2025-12-08T20:32:27.380276] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRTS' from 'https://tdm.silogroup.org/data/derivative_storage/SRTS.csv'.
[2025-12-08T20:32:27.392431] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRTS'.
[2025-12-08T20:32:27.392905] [INFO ] [FORECASTER] Starting predict_future for SRTS
[2025-12-08T20:32:27.393747] [DEBUG] [LOCAL     ] No optimal features file found for SRTS: ./output/feature-sets/SRTS.txt
[2025-12-08T20:32:27.393814] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:27.393857] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:27.393883] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:27.393937] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:27.450054] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:27.450897] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:27.450977] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:27.451010] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:27.570379] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:27.570533] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:27.570591] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:27.570623] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:27.573944] [DEBUG] [FORECASTER] SRTS: Forecast T+1@11:T+2@11: UP (p=51.34%)
[2025-12-08T20:32:27.574220] [INFO ] [FORECASTER] Completed predict_future for SRTS
[2025-12-08T20:32:27.574345] [INFO ] [sig       ] SRTS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:32:27.714826] [INFO ] [LOCAL     ] Saved forecast: SRTS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/SRTS.txt
[2025-12-08T20:32:27.714977] [INFO ] [sig       ] [3048/3624] Completed SRTS in 0.3s | 2.92 sym/s | Total: 17.4m | ETA: 3.3m
[2025-12-08T20:32:27.715016] [INFO ] [sig       ] [3049/3624] Forecasting SSB...
[2025-12-08T20:32:27.715046] [INFO ] [sig       ] Generating forecast for: SSB
[2025-12-08T20:32:27.715075] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSB' from 'https://tdm.silogroup.org/data/derivative_storage/SSB.csv'.
[2025-12-08T20:32:27.727354] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSB'.
[2025-12-08T20:32:27.727812] [INFO ] [FORECASTER] Starting predict_future for SSB
[2025-12-08T20:32:27.728661] [DEBUG] [LOCAL     ] No optimal features file found for SSB: ./output/feature-sets/SSB.txt
[2025-12-08T20:32:27.728713] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:27.728745] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:27.728772] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:27.728829] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:27.785356] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:27.786220] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:27.786299] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:27.786332] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:27.908155] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:27.908313] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:27.908352] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:27.908381] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:27.911711] [DEBUG] [FORECASTER] SSB: Forecast T+1@11:T+2@11: DOWN (p=22.38%)
[2025-12-08T20:32:27.911986] [INFO ] [FORECASTER] Completed predict_future for SSB
[2025-12-08T20:32:27.912110] [INFO ] [sig       ] SSB: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:32:28.059729] [INFO ] [LOCAL     ] Saved forecast: SSB	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SSB.txt
[2025-12-08T20:32:28.059874] [INFO ] [sig       ] [3049/3624] Completed SSB in 0.3s | 2.92 sym/s | Total: 17.4m | ETA: 3.3m
[2025-12-08T20:32:28.059912] [INFO ] [sig       ] [3050/3624] Forecasting SSD...
[2025-12-08T20:32:28.059942] [INFO ] [sig       ] Generating forecast for: SSD
[2025-12-08T20:32:28.059971] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSD' from 'https://tdm.silogroup.org/data/derivative_storage/SSD.csv'.
[2025-12-08T20:32:28.072719] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSD'.
[2025-12-08T20:32:28.073135] [INFO ] [FORECASTER] Starting predict_future for SSD
[2025-12-08T20:32:28.074073] [DEBUG] [LOCAL     ] No optimal features file found for SSD: ./output/feature-sets/SSD.txt
[2025-12-08T20:32:28.074139] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:28.074181] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:28.074217] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:28.074297] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:28.130932] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:28.131772] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:28.131855] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:28.131888] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:28.253241] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:28.253402] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:28.253441] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:28.253471] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:28.257471] [DEBUG] [FORECASTER] SSD: Forecast T+1@11:T+2@11: UP (p=99.46%)
[2025-12-08T20:32:28.257773] [INFO ] [FORECASTER] Completed predict_future for SSD
[2025-12-08T20:32:28.257899] [INFO ] [sig       ] SSD: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:32:28.399522] [INFO ] [LOCAL     ] Saved forecast: SSD	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/SSD.txt
[2025-12-08T20:32:28.399746] [INFO ] [sig       ] [3050/3624] Completed SSD in 0.3s | 2.92 sym/s | Total: 17.4m | ETA: 3.3m
[2025-12-08T20:32:28.399788] [INFO ] [sig       ] [3051/3624] Forecasting SSL...
[2025-12-08T20:32:28.399818] [INFO ] [sig       ] Generating forecast for: SSL
[2025-12-08T20:32:28.399850] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSL' from 'https://tdm.silogroup.org/data/derivative_storage/SSL.csv'.
[2025-12-08T20:32:28.412070] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSL'.
[2025-12-08T20:32:28.412448] [INFO ] [FORECASTER] Starting predict_future for SSL
[2025-12-08T20:32:28.413233] [DEBUG] [LOCAL     ] No optimal features file found for SSL: ./output/feature-sets/SSL.txt
[2025-12-08T20:32:28.413283] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:28.413314] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:28.413341] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:28.413396] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:28.469689] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:28.470620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:28.470706] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:28.470740] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:28.590746] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:28.590911] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:28.590948] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:28.590976] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:28.594363] [DEBUG] [FORECASTER] SSL: Forecast T+1@11:T+2@11: UP (p=81.74%)
[2025-12-08T20:32:28.594660] [INFO ] [FORECASTER] Completed predict_future for SSL
[2025-12-08T20:32:28.594788] [INFO ] [sig       ] SSL: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:32:28.736854] [INFO ] [LOCAL     ] Saved forecast: SSL	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/SSL.txt
[2025-12-08T20:32:28.737023] [INFO ] [sig       ] [3051/3624] Completed SSL in 0.3s | 2.92 sym/s | Total: 17.4m | ETA: 3.3m
[2025-12-08T20:32:28.737063] [INFO ] [sig       ] [3052/3624] Forecasting SSNC...
[2025-12-08T20:32:28.737092] [INFO ] [sig       ] Generating forecast for: SSNC
[2025-12-08T20:32:28.737120] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSNC' from 'https://tdm.silogroup.org/data/derivative_storage/SSNC.csv'.
[2025-12-08T20:32:28.752540] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSNC'.
[2025-12-08T20:32:28.752985] [INFO ] [FORECASTER] Starting predict_future for SSNC
[2025-12-08T20:32:28.753869] [DEBUG] [LOCAL     ] No optimal features file found for SSNC: ./output/feature-sets/SSNC.txt
[2025-12-08T20:32:28.753919] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:28.753950] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:28.753977] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:28.754035] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:28.811528] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:28.812429] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:28.812541] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:28.812592] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:28.934794] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:28.934948] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:28.934988] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:28.935018] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:28.938558] [DEBUG] [FORECASTER] SSNC: Forecast T+1@11:T+2@11: DOWN (p=34.67%)
[2025-12-08T20:32:28.938881] [INFO ] [FORECASTER] Completed predict_future for SSNC
[2025-12-08T20:32:28.939013] [INFO ] [sig       ] SSNC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:32:29.081761] [INFO ] [LOCAL     ] Saved forecast: SSNC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SSNC.txt
[2025-12-08T20:32:29.081931] [INFO ] [sig       ] [3052/3624] Completed SSNC in 0.3s | 2.92 sym/s | Total: 17.4m | ETA: 3.3m
[2025-12-08T20:32:29.081993] [INFO ] [sig       ] [3053/3624] Forecasting SSP...
[2025-12-08T20:32:29.082026] [INFO ] [sig       ] Generating forecast for: SSP
[2025-12-08T20:32:29.082054] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSP' from 'https://tdm.silogroup.org/data/derivative_storage/SSP.csv'.
[2025-12-08T20:32:29.095322] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSP'.
[2025-12-08T20:32:29.095728] [INFO ] [FORECASTER] Starting predict_future for SSP
[2025-12-08T20:32:29.096559] [DEBUG] [LOCAL     ] No optimal features file found for SSP: ./output/feature-sets/SSP.txt
[2025-12-08T20:32:29.096633] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:29.096665] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:29.096693] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:29.096750] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:29.155306] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:29.156153] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:29.156232] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:29.156266] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:29.272969] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:29.273116] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:29.273153] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:29.273180] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:29.276399] [DEBUG] [FORECASTER] SSP: Forecast T+1@11:T+2@11: DOWN (p=2.77%)
[2025-12-08T20:32:29.276697] [INFO ] [FORECASTER] Completed predict_future for SSP
[2025-12-08T20:32:29.276813] [INFO ] [sig       ] SSP: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:32:29.416172] [INFO ] [LOCAL     ] Saved forecast: SSP	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SSP.txt
[2025-12-08T20:32:29.416308] [INFO ] [sig       ] [3053/3624] Completed SSP in 0.3s | 2.92 sym/s | Total: 17.4m | ETA: 3.3m
[2025-12-08T20:32:29.416348] [INFO ] [sig       ] [3054/3624] Forecasting SSRM...
[2025-12-08T20:32:29.416377] [INFO ] [sig       ] Generating forecast for: SSRM
[2025-12-08T20:32:29.416406] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSRM' from 'https://tdm.silogroup.org/data/derivative_storage/SSRM.csv'.
[2025-12-08T20:32:29.428136] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSRM'.
[2025-12-08T20:32:29.428513] [INFO ] [FORECASTER] Starting predict_future for SSRM
[2025-12-08T20:32:29.429307] [DEBUG] [LOCAL     ] No optimal features file found for SSRM: ./output/feature-sets/SSRM.txt
[2025-12-08T20:32:29.429358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:29.429389] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:29.429416] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:29.429470] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:29.484294] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:29.485139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:29.485219] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:29.485252] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:29.606210] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:29.606384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:29.606429] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:29.606458] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:29.609983] [DEBUG] [FORECASTER] SSRM: Forecast T+1@11:T+2@11: UP (p=76.12%)
[2025-12-08T20:32:29.610254] [INFO ] [FORECASTER] Completed predict_future for SSRM
[2025-12-08T20:32:29.610378] [INFO ] [sig       ] SSRM: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:32:29.751103] [INFO ] [LOCAL     ] Saved forecast: SSRM	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/SSRM.txt
[2025-12-08T20:32:29.751256] [INFO ] [sig       ] [3054/3624] Completed SSRM in 0.3s | 2.92 sym/s | Total: 17.4m | ETA: 3.3m
[2025-12-08T20:32:29.751298] [INFO ] [sig       ] [3055/3624] Forecasting SSSS...
[2025-12-08T20:32:29.751329] [INFO ] [sig       ] Generating forecast for: SSSS
[2025-12-08T20:32:29.751364] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSSS' from 'https://tdm.silogroup.org/data/derivative_storage/SSSS.csv'.
[2025-12-08T20:32:29.763457] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSSS'.
[2025-12-08T20:32:29.763856] [INFO ] [FORECASTER] Starting predict_future for SSSS
[2025-12-08T20:32:29.764717] [DEBUG] [LOCAL     ] No optimal features file found for SSSS: ./output/feature-sets/SSSS.txt
[2025-12-08T20:32:29.764769] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:29.764802] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:29.764831] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:29.764887] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:29.822313] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:29.823218] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:29.823336] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:29.823376] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:29.947584] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:29.947759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:29.947798] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:29.947826] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:29.951200] [DEBUG] [FORECASTER] SSSS: Forecast T+1@11:T+2@11: DOWN (p=41.67%)
[2025-12-08T20:32:29.951524] [INFO ] [FORECASTER] Completed predict_future for SSSS
[2025-12-08T20:32:29.951680] [INFO ] [sig       ] SSSS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:32:30.095277] [INFO ] [LOCAL     ] Saved forecast: SSSS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SSSS.txt
[2025-12-08T20:32:30.095471] [INFO ] [sig       ] [3055/3624] Completed SSSS in 0.3s | 2.92 sym/s | Total: 17.4m | ETA: 3.2m
[2025-12-08T20:32:30.095519] [INFO ] [sig       ] [3056/3624] Forecasting SSTI...
[2025-12-08T20:32:30.095558] [INFO ] [sig       ] Generating forecast for: SSTI
[2025-12-08T20:32:30.095624] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSTI' from 'https://tdm.silogroup.org/data/derivative_storage/SSTI.csv'.
[2025-12-08T20:32:30.108109] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSTI'.
[2025-12-08T20:32:30.108527] [INFO ] [FORECASTER] Starting predict_future for SSTI
[2025-12-08T20:32:30.109432] [DEBUG] [LOCAL     ] No optimal features file found for SSTI: ./output/feature-sets/SSTI.txt
[2025-12-08T20:32:30.109486] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:30.109518] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:30.109544] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:30.109632] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:30.165345] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:30.166295] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:30.166384] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:30.166417] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:30.303187] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:30.303363] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:30.303404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:30.303434] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:30.307042] [DEBUG] [FORECASTER] SSTI: Forecast T+1@11:T+2@11: UP (p=83.15%)
[2025-12-08T20:32:30.307369] [INFO ] [FORECASTER] Completed predict_future for SSTI
[2025-12-08T20:32:30.307559] [INFO ] [sig       ] SSTI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:32:30.463315] [INFO ] [LOCAL     ] Saved forecast: SSTI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/SSTI.txt
[2025-12-08T20:32:30.463494] [INFO ] [sig       ] [3056/3624] Completed SSTI in 0.4s | 2.92 sym/s | Total: 17.4m | ETA: 3.2m
[2025-12-08T20:32:30.463542] [INFO ] [sig       ] [3057/3624] Forecasting SSTK...
[2025-12-08T20:32:30.463594] [INFO ] [sig       ] Generating forecast for: SSTK
[2025-12-08T20:32:30.463639] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSTK' from 'https://tdm.silogroup.org/data/derivative_storage/SSTK.csv'.
[2025-12-08T20:32:30.476115] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSTK'.
[2025-12-08T20:32:30.476504] [INFO ] [FORECASTER] Starting predict_future for SSTK
[2025-12-08T20:32:30.477368] [DEBUG] [LOCAL     ] No optimal features file found for SSTK: ./output/feature-sets/SSTK.txt
[2025-12-08T20:32:30.477446] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:30.477480] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:30.477507] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:30.477564] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:30.534250] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:30.535401] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:30.535515] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:30.535557] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:30.668975] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:30.669127] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:30.669167] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:30.669195] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:30.672688] [DEBUG] [FORECASTER] SSTK: Forecast T+1@11:T+2@11: UP (p=80.47%)
[2025-12-08T20:32:30.673001] [INFO ] [FORECASTER] Completed predict_future for SSTK
[2025-12-08T20:32:30.673148] [INFO ] [sig       ] SSTK: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:32:30.829883] [INFO ] [LOCAL     ] Saved forecast: SSTK	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/SSTK.txt
[2025-12-08T20:32:30.830029] [INFO ] [sig       ] [3057/3624] Completed SSTK in 0.4s | 2.92 sym/s | Total: 17.4m | ETA: 3.2m
[2025-12-08T20:32:30.830071] [INFO ] [sig       ] [3058/3624] Forecasting SSYS...
[2025-12-08T20:32:30.830102] [INFO ] [sig       ] Generating forecast for: SSYS
[2025-12-08T20:32:30.830133] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSYS' from 'https://tdm.silogroup.org/data/derivative_storage/SSYS.csv'.
[2025-12-08T20:32:30.843945] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSYS'.
[2025-12-08T20:32:30.844330] [INFO ] [FORECASTER] Starting predict_future for SSYS
[2025-12-08T20:32:30.845299] [DEBUG] [LOCAL     ] No optimal features file found for SSYS: ./output/feature-sets/SSYS.txt
[2025-12-08T20:32:30.845362] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:30.845405] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:30.845443] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:30.845522] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:30.912394] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:30.913245] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:30.913326] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:30.913360] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:31.046854] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:31.047029] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:31.047082] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:31.047123] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:31.050649] [DEBUG] [FORECASTER] SSYS: Forecast T+1@11:T+2@11: UP (p=82.55%)
[2025-12-08T20:32:31.050928] [INFO ] [FORECASTER] Completed predict_future for SSYS
[2025-12-08T20:32:31.051054] [INFO ] [sig       ] SSYS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:32:31.199366] [INFO ] [LOCAL     ] Saved forecast: SSYS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/SSYS.txt
[2025-12-08T20:32:31.199514] [INFO ] [sig       ] [3058/3624] Completed SSYS in 0.4s | 2.92 sym/s | Total: 17.4m | ETA: 3.2m
[2025-12-08T20:32:31.199554] [INFO ] [sig       ] [3059/3624] Forecasting STAA...
[2025-12-08T20:32:31.199600] [INFO ] [sig       ] Generating forecast for: STAA
[2025-12-08T20:32:31.199632] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STAA' from 'https://tdm.silogroup.org/data/derivative_storage/STAA.csv'.
[2025-12-08T20:32:31.211321] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STAA'.
[2025-12-08T20:32:31.211695] [INFO ] [FORECASTER] Starting predict_future for STAA
[2025-12-08T20:32:31.212480] [DEBUG] [LOCAL     ] No optimal features file found for STAA: ./output/feature-sets/STAA.txt
[2025-12-08T20:32:31.212529] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:31.212618] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:31.212649] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:31.212705] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:31.268080] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:31.268881] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:31.268960] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:31.268994] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:31.386733] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:31.386881] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:31.386919] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:31.386947] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:31.390248] [DEBUG] [FORECASTER] STAA: Forecast T+1@11:T+2@11: UP (p=84.11%)
[2025-12-08T20:32:31.390525] [INFO ] [FORECASTER] Completed predict_future for STAA
[2025-12-08T20:32:31.390659] [INFO ] [sig       ] STAA: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:32:31.527464] [INFO ] [LOCAL     ] Saved forecast: STAA	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/STAA.txt
[2025-12-08T20:32:31.527625] [INFO ] [sig       ] [3059/3624] Completed STAA in 0.3s | 2.92 sym/s | Total: 17.5m | ETA: 3.2m
[2025-12-08T20:32:31.527668] [INFO ] [sig       ] [3060/3624] Forecasting STAG...
[2025-12-08T20:32:31.527696] [INFO ] [sig       ] Generating forecast for: STAG
[2025-12-08T20:32:31.527725] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STAG' from 'https://tdm.silogroup.org/data/derivative_storage/STAG.csv'.
[2025-12-08T20:32:31.539560] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STAG'.
[2025-12-08T20:32:31.539958] [INFO ] [FORECASTER] Starting predict_future for STAG
[2025-12-08T20:32:31.540736] [DEBUG] [LOCAL     ] No optimal features file found for STAG: ./output/feature-sets/STAG.txt
[2025-12-08T20:32:31.540785] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:31.540816] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:31.540842] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:31.540897] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:31.595668] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:31.596408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:31.596483] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:31.596515] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:31.715183] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:31.715328] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:31.715365] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:31.715392] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:31.718675] [DEBUG] [FORECASTER] STAG: Forecast T+1@11:T+2@11: UP (p=80.93%)
[2025-12-08T20:32:31.718941] [INFO ] [FORECASTER] Completed predict_future for STAG
[2025-12-08T20:32:31.719060] [INFO ] [sig       ] STAG: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:32:31.860465] [INFO ] [LOCAL     ] Saved forecast: STAG	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/STAG.txt
[2025-12-08T20:32:31.860607] [INFO ] [sig       ] [3060/3624] Completed STAG in 0.3s | 2.92 sym/s | Total: 17.5m | ETA: 3.2m
[2025-12-08T20:32:31.860647] [INFO ] [sig       ] [3061/3624] Forecasting STBA...
[2025-12-08T20:32:31.860676] [INFO ] [sig       ] Generating forecast for: STBA
[2025-12-08T20:32:31.860705] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STBA' from 'https://tdm.silogroup.org/data/derivative_storage/STBA.csv'.
[2025-12-08T20:32:31.872407] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STBA'.
[2025-12-08T20:32:31.872752] [INFO ] [FORECASTER] Starting predict_future for STBA
[2025-12-08T20:32:31.873553] [DEBUG] [LOCAL     ] No optimal features file found for STBA: ./output/feature-sets/STBA.txt
[2025-12-08T20:32:31.873628] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:31.873662] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:31.873689] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:31.873744] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:31.929301] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:31.929925] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:31.929998] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:31.930030] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:32.044355] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:32.044502] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:32.044540] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:32.044585] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:32.047872] [DEBUG] [FORECASTER] STBA: Forecast T+1@11:T+2@11: DOWN (p=37.75%)
[2025-12-08T20:32:32.048141] [INFO ] [FORECASTER] Completed predict_future for STBA
[2025-12-08T20:32:32.048261] [INFO ] [sig       ] STBA: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:32:32.185000] [INFO ] [LOCAL     ] Saved forecast: STBA	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/STBA.txt
[2025-12-08T20:32:32.185112] [INFO ] [sig       ] [3061/3624] Completed STBA in 0.3s | 2.92 sym/s | Total: 17.5m | ETA: 3.2m
[2025-12-08T20:32:32.185151] [INFO ] [sig       ] [3062/3624] Forecasting STC...
[2025-12-08T20:32:32.185179] [INFO ] [sig       ] Generating forecast for: STC
[2025-12-08T20:32:32.185210] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STC' from 'https://tdm.silogroup.org/data/derivative_storage/STC.csv'.
[2025-12-08T20:32:32.198530] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STC'.
[2025-12-08T20:32:32.198878] [INFO ] [FORECASTER] Starting predict_future for STC
[2025-12-08T20:32:32.199648] [DEBUG] [LOCAL     ] No optimal features file found for STC: ./output/feature-sets/STC.txt
[2025-12-08T20:32:32.199700] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:32.199731] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:32.199756] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:32.199810] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:32.255238] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:32.255834] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:32.255906] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:32.255937] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:32.370985] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:32.371111] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:32.371146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:32.371203] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:32.374401] [DEBUG] [FORECASTER] STC: Forecast T+1@11:T+2@11: DOWN (p=11.71%)
[2025-12-08T20:32:32.374688] [INFO ] [FORECASTER] Completed predict_future for STC
[2025-12-08T20:32:32.374807] [INFO ] [sig       ] STC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:32:32.513816] [INFO ] [LOCAL     ] Saved forecast: STC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/STC.txt
[2025-12-08T20:32:32.513941] [INFO ] [sig       ] [3062/3624] Completed STC in 0.3s | 2.92 sym/s | Total: 17.5m | ETA: 3.2m
[2025-12-08T20:32:32.513985] [INFO ] [sig       ] [3063/3624] Forecasting STE...
[2025-12-08T20:32:32.514013] [INFO ] [sig       ] Generating forecast for: STE
[2025-12-08T20:32:32.514042] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STE' from 'https://tdm.silogroup.org/data/derivative_storage/STE.csv'.
[2025-12-08T20:32:32.526278] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STE'.
[2025-12-08T20:32:32.526618] [INFO ] [FORECASTER] Starting predict_future for STE
[2025-12-08T20:32:32.527371] [DEBUG] [LOCAL     ] No optimal features file found for STE: ./output/feature-sets/STE.txt
[2025-12-08T20:32:32.527450] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:32.527489] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:32.527519] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:32.527598] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:32.583063] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:32.583664] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:32.583735] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:32.583766] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:32.705428] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:32.705607] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:32.705652] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:32.705680] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:32.709039] [DEBUG] [FORECASTER] STE: Forecast T+1@11:T+2@11: DOWN (p=3.28%)
[2025-12-08T20:32:32.709302] [INFO ] [FORECASTER] Completed predict_future for STE
[2025-12-08T20:32:32.709420] [INFO ] [sig       ] STE: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:32:32.846190] [INFO ] [LOCAL     ] Saved forecast: STE	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/STE.txt
[2025-12-08T20:32:32.846310] [INFO ] [sig       ] [3063/3624] Completed STE in 0.3s | 2.92 sym/s | Total: 17.5m | ETA: 3.2m
[2025-12-08T20:32:32.846348] [INFO ] [sig       ] [3064/3624] Forecasting STEL...
[2025-12-08T20:32:32.846376] [INFO ] [sig       ] Generating forecast for: STEL
[2025-12-08T20:32:32.846405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STEL' from 'https://tdm.silogroup.org/data/derivative_storage/STEL.csv'.
[2025-12-08T20:32:32.858239] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STEL'.
[2025-12-08T20:32:32.858583] [INFO ] [FORECASTER] Starting predict_future for STEL
[2025-12-08T20:32:32.859337] [DEBUG] [LOCAL     ] No optimal features file found for STEL: ./output/feature-sets/STEL.txt
[2025-12-08T20:32:32.859387] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:32.859416] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:32.859442] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:32.859497] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:32.914637] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:32.915220] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:32.915292] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:32.915323] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:33.031469] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:33.031634] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:33.031672] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:33.031700] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:33.034916] [DEBUG] [FORECASTER] STEL: Forecast T+1@11:T+2@11: UP (p=67.44%)
[2025-12-08T20:32:33.035176] [INFO ] [FORECASTER] Completed predict_future for STEL
[2025-12-08T20:32:33.035322] [INFO ] [sig       ] STEL: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:32:33.174246] [INFO ] [LOCAL     ] Saved forecast: STEL	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/STEL.txt
[2025-12-08T20:32:33.174393] [INFO ] [sig       ] [3064/3624] Completed STEL in 0.3s | 2.92 sym/s | Total: 17.5m | ETA: 3.2m
[2025-12-08T20:32:33.174432] [INFO ] [sig       ] [3065/3624] Forecasting STEM...
[2025-12-08T20:32:33.174460] [INFO ] [sig       ] Generating forecast for: STEM
[2025-12-08T20:32:33.174489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STEM' from 'https://tdm.silogroup.org/data/derivative_storage/STEM.csv'.
[2025-12-08T20:32:33.186020] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STEM'.
[2025-12-08T20:32:33.186353] [INFO ] [FORECASTER] Starting predict_future for STEM
[2025-12-08T20:32:33.187128] [DEBUG] [LOCAL     ] No optimal features file found for STEM: ./output/feature-sets/STEM.txt
[2025-12-08T20:32:33.187177] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:33.187207] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:33.187232] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:33.187287] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:33.242437] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:33.243044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:33.243123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:33.243153] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:33.357349] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:33.357515] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:33.357558] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:33.357604] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:33.360809] [DEBUG] [FORECASTER] STEM: Forecast T+1@11:T+2@11: DOWN (p=30.18%)
[2025-12-08T20:32:33.361078] [INFO ] [FORECASTER] Completed predict_future for STEM
[2025-12-08T20:32:33.361194] [INFO ] [sig       ] STEM: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:32:33.501081] [INFO ] [LOCAL     ] Saved forecast: STEM	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/STEM.txt
[2025-12-08T20:32:33.501204] [INFO ] [sig       ] [3065/3624] Completed STEM in 0.3s | 2.92 sym/s | Total: 17.5m | ETA: 3.2m
[2025-12-08T20:32:33.501240] [INFO ] [sig       ] [3066/3624] Forecasting STEP...
[2025-12-08T20:32:33.501269] [INFO ] [sig       ] Generating forecast for: STEP
[2025-12-08T20:32:33.501298] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STEP' from 'https://tdm.silogroup.org/data/derivative_storage/STEP.csv'.
[2025-12-08T20:32:33.512858] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STEP'.
[2025-12-08T20:32:33.513208] [INFO ] [FORECASTER] Starting predict_future for STEP
[2025-12-08T20:32:33.513989] [DEBUG] [LOCAL     ] No optimal features file found for STEP: ./output/feature-sets/STEP.txt
[2025-12-08T20:32:33.514038] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:33.514069] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:33.514095] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:33.514149] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:33.570420] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:33.571096] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:33.571169] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:33.571200] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:33.685493] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:33.685641] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:33.685702] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:33.685731] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:33.689064] [DEBUG] [FORECASTER] STEP: Forecast T+1@11:T+2@11: DOWN (p=3.68%)
[2025-12-08T20:32:33.689334] [INFO ] [FORECASTER] Completed predict_future for STEP
[2025-12-08T20:32:33.689452] [INFO ] [sig       ] STEP: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:32:33.827367] [INFO ] [LOCAL     ] Saved forecast: STEP	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/STEP.txt
[2025-12-08T20:32:33.827525] [INFO ] [sig       ] [3066/3624] Completed STEP in 0.3s | 2.92 sym/s | Total: 17.5m | ETA: 3.2m
[2025-12-08T20:32:33.827566] [INFO ] [sig       ] [3067/3624] Forecasting STHO...
[2025-12-08T20:32:33.827613] [INFO ] [sig       ] Generating forecast for: STHO
[2025-12-08T20:32:33.827644] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STHO' from 'https://tdm.silogroup.org/data/derivative_storage/STHO.csv'.
[2025-12-08T20:32:33.839000] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STHO'.
[2025-12-08T20:32:33.839340] [INFO ] [FORECASTER] Starting predict_future for STHO
[2025-12-08T20:32:33.840122] [DEBUG] [LOCAL     ] No optimal features file found for STHO: ./output/feature-sets/STHO.txt
[2025-12-08T20:32:33.840171] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:33.840201] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:33.840227] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:33.840282] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:33.895958] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:33.896601] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:33.896675] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:33.896706] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:34.011303] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:34.011444] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:34.011482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:34.011510] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:34.014751] [DEBUG] [FORECASTER] STHO: Forecast T+1@11:T+2@11: DOWN (p=30.46%)
[2025-12-08T20:32:34.015022] [INFO ] [FORECASTER] Completed predict_future for STHO
[2025-12-08T20:32:34.015140] [INFO ] [sig       ] STHO: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:32:34.157431] [INFO ] [LOCAL     ] Saved forecast: STHO	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/STHO.txt
[2025-12-08T20:32:34.157605] [INFO ] [sig       ] [3067/3624] Completed STHO in 0.3s | 2.92 sym/s | Total: 17.5m | ETA: 3.2m
[2025-12-08T20:32:34.157647] [INFO ] [sig       ] [3068/3624] Forecasting STI...
[2025-12-08T20:32:34.157676] [INFO ] [sig       ] Generating forecast for: STI
[2025-12-08T20:32:34.157711] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STI' from 'https://tdm.silogroup.org/data/derivative_storage/STI.csv'.
[2025-12-08T20:32:34.170297] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STI'.
[2025-12-08T20:32:34.170646] [INFO ] [FORECASTER] Starting predict_future for STI
[2025-12-08T20:32:34.171404] [DEBUG] [LOCAL     ] No optimal features file found for STI: ./output/feature-sets/STI.txt
[2025-12-08T20:32:34.171453] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:34.171482] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:34.171507] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:34.171561] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:34.227717] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:34.228349] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:34.228446] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:34.228479] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:34.346201] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:34.346343] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:34.346380] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:34.346408] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:34.349755] [DEBUG] [FORECASTER] STI: Forecast T+1@11:T+2@11: DOWN (p=32.14%)
[2025-12-08T20:32:34.350022] [INFO ] [FORECASTER] Completed predict_future for STI
[2025-12-08T20:32:34.350160] [INFO ] [sig       ] STI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:32:34.488664] [INFO ] [LOCAL     ] Saved forecast: STI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/STI.txt
[2025-12-08T20:32:34.488792] [INFO ] [sig       ] [3068/3624] Completed STI in 0.3s | 2.92 sym/s | Total: 17.5m | ETA: 3.2m
[2025-12-08T20:32:34.488830] [INFO ] [sig       ] [3069/3624] Forecasting STIM...
[2025-12-08T20:32:34.488858] [INFO ] [sig       ] Generating forecast for: STIM
[2025-12-08T20:32:34.488887] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STIM' from 'https://tdm.silogroup.org/data/derivative_storage/STIM.csv'.
[2025-12-08T20:32:34.500774] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STIM'.
[2025-12-08T20:32:34.501111] [INFO ] [FORECASTER] Starting predict_future for STIM
[2025-12-08T20:32:34.501890] [DEBUG] [LOCAL     ] No optimal features file found for STIM: ./output/feature-sets/STIM.txt
[2025-12-08T20:32:34.501939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:34.501969] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:34.501996] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:34.502050] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:34.558338] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:34.558964] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:34.559079] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:34.559121] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:34.680421] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:34.680588] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:34.680627] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:34.680656] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:34.683883] [DEBUG] [FORECASTER] STIM: Forecast T+1@11:T+2@11: UP (p=64.30%)
[2025-12-08T20:32:34.684173] [INFO ] [FORECASTER] Completed predict_future for STIM
[2025-12-08T20:32:34.684293] [INFO ] [sig       ] STIM: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:32:34.827341] [INFO ] [LOCAL     ] Saved forecast: STIM	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/STIM.txt
[2025-12-08T20:32:34.827499] [INFO ] [sig       ] [3069/3624] Completed STIM in 0.3s | 2.92 sym/s | Total: 17.5m | ETA: 3.2m
[2025-12-08T20:32:34.827547] [INFO ] [sig       ] [3070/3624] Forecasting STK...
[2025-12-08T20:32:34.827603] [INFO ] [sig       ] Generating forecast for: STK
[2025-12-08T20:32:34.827640] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STK' from 'https://tdm.silogroup.org/data/derivative_storage/STK.csv'.
[2025-12-08T20:32:34.839485] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STK'.
[2025-12-08T20:32:34.839836] [INFO ] [FORECASTER] Starting predict_future for STK
[2025-12-08T20:32:34.840637] [DEBUG] [LOCAL     ] No optimal features file found for STK: ./output/feature-sets/STK.txt
[2025-12-08T20:32:34.840696] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:34.840743] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:34.840769] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:34.840824] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:34.898933] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:34.899597] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:34.899670] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:34.899701] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:35.029347] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:35.029503] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:35.029541] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:35.029584] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:35.032927] [DEBUG] [FORECASTER] STK: Forecast T+1@11:T+2@11: UP (p=59.99%)
[2025-12-08T20:32:35.033195] [INFO ] [FORECASTER] Completed predict_future for STK
[2025-12-08T20:32:35.033310] [INFO ] [sig       ] STK: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:32:35.170743] [INFO ] [LOCAL     ] Saved forecast: STK	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/STK.txt
[2025-12-08T20:32:35.170879] [INFO ] [sig       ] [3070/3624] Completed STK in 0.3s | 2.92 sym/s | Total: 17.5m | ETA: 3.2m
[2025-12-08T20:32:35.170918] [INFO ] [sig       ] [3071/3624] Forecasting STKH...
[2025-12-08T20:32:35.170946] [INFO ] [sig       ] Generating forecast for: STKH
[2025-12-08T20:32:35.170975] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STKH' from 'https://tdm.silogroup.org/data/derivative_storage/STKH.csv'.
[2025-12-08T20:32:35.182866] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STKH'.
[2025-12-08T20:32:35.183221] [INFO ] [FORECASTER] Starting predict_future for STKH
[2025-12-08T20:32:35.184002] [DEBUG] [LOCAL     ] No optimal features file found for STKH: ./output/feature-sets/STKH.txt
[2025-12-08T20:32:35.184061] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:35.184098] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:35.184130] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:35.184191] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:35.239509] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:35.240226] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:35.240301] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:35.240332] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:35.349524] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:35.349683] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:35.349720] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:35.349748] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:35.352987] [DEBUG] [FORECASTER] STKH: Forecast T+1@11:T+2@11: UP (p=58.66%)
[2025-12-08T20:32:35.353278] [INFO ] [FORECASTER] Completed predict_future for STKH
[2025-12-08T20:32:35.353396] [INFO ] [sig       ] STKH: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:32:35.497179] [INFO ] [LOCAL     ] Saved forecast: STKH	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/STKH.txt
[2025-12-08T20:32:35.497319] [INFO ] [sig       ] [3071/3624] Completed STKH in 0.3s | 2.92 sym/s | Total: 17.5m | ETA: 3.2m
[2025-12-08T20:32:35.497360] [INFO ] [sig       ] [3072/3624] Forecasting STKL...
[2025-12-08T20:32:35.497390] [INFO ] [sig       ] Generating forecast for: STKL
[2025-12-08T20:32:35.497441] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STKL' from 'https://tdm.silogroup.org/data/derivative_storage/STKL.csv'.
[2025-12-08T20:32:35.509110] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STKL'.
[2025-12-08T20:32:35.509484] [INFO ] [FORECASTER] Starting predict_future for STKL
[2025-12-08T20:32:35.510303] [DEBUG] [LOCAL     ] No optimal features file found for STKL: ./output/feature-sets/STKL.txt
[2025-12-08T20:32:35.510354] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:35.510386] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:35.510415] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:35.510471] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:35.570200] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:35.570872] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:35.570950] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:35.570981] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:35.707906] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:35.708097] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:35.708156] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:35.708203] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:35.713001] [DEBUG] [FORECASTER] STKL: Forecast T+1@11:T+2@11: UP (p=55.70%)
[2025-12-08T20:32:35.713389] [INFO ] [FORECASTER] Completed predict_future for STKL
[2025-12-08T20:32:35.713535] [INFO ] [sig       ] STKL: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:32:35.863130] [INFO ] [LOCAL     ] Saved forecast: STKL	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/STKL.txt
[2025-12-08T20:32:35.863312] [INFO ] [sig       ] [3072/3624] Completed STKL in 0.4s | 2.92 sym/s | Total: 17.5m | ETA: 3.1m
[2025-12-08T20:32:35.863353] [INFO ] [sig       ] [3073/3624] Forecasting STKS...
[2025-12-08T20:32:35.863382] [INFO ] [sig       ] Generating forecast for: STKS
[2025-12-08T20:32:35.863411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STKS' from 'https://tdm.silogroup.org/data/derivative_storage/STKS.csv'.
[2025-12-08T20:32:35.875564] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STKS'.
[2025-12-08T20:32:35.875939] [INFO ] [FORECASTER] Starting predict_future for STKS
[2025-12-08T20:32:35.876759] [DEBUG] [LOCAL     ] No optimal features file found for STKS: ./output/feature-sets/STKS.txt
[2025-12-08T20:32:35.876811] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:35.876844] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:35.876872] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:35.876928] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:35.934562] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:35.935417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:35.935499] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:35.935533] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:36.059919] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:36.060074] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:36.060112] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:36.060142] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:36.063617] [DEBUG] [FORECASTER] STKS: Forecast T+1@11:T+2@11: UP (p=68.41%)
[2025-12-08T20:32:36.063957] [INFO ] [FORECASTER] Completed predict_future for STKS
[2025-12-08T20:32:36.064107] [INFO ] [sig       ] STKS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:32:36.211805] [INFO ] [LOCAL     ] Saved forecast: STKS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/STKS.txt
[2025-12-08T20:32:36.211960] [INFO ] [sig       ] [3073/3624] Completed STKS in 0.3s | 2.92 sym/s | Total: 17.5m | ETA: 3.1m
[2025-12-08T20:32:36.212028] [INFO ] [sig       ] [3074/3624] Forecasting STLA...
[2025-12-08T20:32:36.212072] [INFO ] [sig       ] Generating forecast for: STLA
[2025-12-08T20:32:36.212105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STLA' from 'https://tdm.silogroup.org/data/derivative_storage/STLA.csv'.
[2025-12-08T20:32:36.224291] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STLA'.
[2025-12-08T20:32:36.224686] [INFO ] [FORECASTER] Starting predict_future for STLA
[2025-12-08T20:32:36.225476] [DEBUG] [LOCAL     ] No optimal features file found for STLA: ./output/feature-sets/STLA.txt
[2025-12-08T20:32:36.225527] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:36.225559] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:36.225617] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:36.225679] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:36.282697] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:36.283528] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:36.283628] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:36.283664] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:36.401086] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:36.401225] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:36.401262] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:36.401290] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:36.404519] [DEBUG] [FORECASTER] STLA: Forecast T+1@11:T+2@11: DOWN (p=19.72%)
[2025-12-08T20:32:36.404798] [INFO ] [FORECASTER] Completed predict_future for STLA
[2025-12-08T20:32:36.404919] [INFO ] [sig       ] STLA: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:32:36.553126] [INFO ] [LOCAL     ] Saved forecast: STLA	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/STLA.txt
[2025-12-08T20:32:36.553282] [INFO ] [sig       ] [3074/3624] Completed STLA in 0.3s | 2.92 sym/s | Total: 17.5m | ETA: 3.1m
[2025-12-08T20:32:36.553322] [INFO ] [sig       ] [3075/3624] Forecasting STLD...
[2025-12-08T20:32:36.553353] [INFO ] [sig       ] Generating forecast for: STLD
[2025-12-08T20:32:36.553384] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STLD' from 'https://tdm.silogroup.org/data/derivative_storage/STLD.csv'.
[2025-12-08T20:32:36.566995] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STLD'.
[2025-12-08T20:32:36.567373] [INFO ] [FORECASTER] Starting predict_future for STLD
[2025-12-08T20:32:36.568227] [DEBUG] [LOCAL     ] No optimal features file found for STLD: ./output/feature-sets/STLD.txt
[2025-12-08T20:32:36.568280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:36.568313] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:36.568340] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:36.568395] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:36.625160] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:36.625995] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:36.626084] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:36.626118] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:36.749333] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:36.749490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:36.749528] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:36.749559] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:36.752981] [DEBUG] [FORECASTER] STLD: Forecast T+1@11:T+2@11: DOWN (p=45.45%)
[2025-12-08T20:32:36.753275] [INFO ] [FORECASTER] Completed predict_future for STLD
[2025-12-08T20:32:36.753406] [INFO ] [sig       ] STLD: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:32:36.895755] [INFO ] [LOCAL     ] Saved forecast: STLD	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/STLD.txt
[2025-12-08T20:32:36.895901] [INFO ] [sig       ] [3075/3624] Completed STLD in 0.3s | 2.92 sym/s | Total: 17.5m | ETA: 3.1m
[2025-12-08T20:32:36.895940] [INFO ] [sig       ] [3076/3624] Forecasting STM...
[2025-12-08T20:32:36.895968] [INFO ] [sig       ] Generating forecast for: STM
[2025-12-08T20:32:36.895996] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STM' from 'https://tdm.silogroup.org/data/derivative_storage/STM.csv'.
[2025-12-08T20:32:36.908262] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STM'.
[2025-12-08T20:32:36.908664] [INFO ] [FORECASTER] Starting predict_future for STM
[2025-12-08T20:32:36.909499] [DEBUG] [LOCAL     ] No optimal features file found for STM: ./output/feature-sets/STM.txt
[2025-12-08T20:32:36.909550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:36.909628] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:36.909659] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:36.909714] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:36.968189] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:36.969079] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:36.969167] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:36.969200] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:37.092617] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:37.092756] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:37.092793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:37.092820] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:37.096208] [DEBUG] [FORECASTER] STM: Forecast T+1@11:T+2@11: DOWN (p=3.57%)
[2025-12-08T20:32:37.096515] [INFO ] [FORECASTER] Completed predict_future for STM
[2025-12-08T20:32:37.096684] [INFO ] [sig       ] STM: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:32:37.249025] [INFO ] [LOCAL     ] Saved forecast: STM	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/STM.txt
[2025-12-08T20:32:37.249189] [INFO ] [sig       ] [3076/3624] Completed STM in 0.4s | 2.92 sym/s | Total: 17.5m | ETA: 3.1m
[2025-12-08T20:32:37.249229] [INFO ] [sig       ] [3077/3624] Forecasting STN...
[2025-12-08T20:32:37.249258] [INFO ] [sig       ] Generating forecast for: STN
[2025-12-08T20:32:37.249288] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STN' from 'https://tdm.silogroup.org/data/derivative_storage/STN.csv'.
[2025-12-08T20:32:37.262213] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STN'.
[2025-12-08T20:32:37.262638] [INFO ] [FORECASTER] Starting predict_future for STN
[2025-12-08T20:32:37.263513] [DEBUG] [LOCAL     ] No optimal features file found for STN: ./output/feature-sets/STN.txt
[2025-12-08T20:32:37.263567] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:37.263622] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:37.263648] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:37.263703] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:37.320844] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:37.321713] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:37.321794] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:37.321827] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:37.442043] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:37.442197] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:37.442237] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:37.442283] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:37.445739] [DEBUG] [FORECASTER] STN: Forecast T+1@11:T+2@11: UP (p=56.11%)
[2025-12-08T20:32:37.446013] [INFO ] [FORECASTER] Completed predict_future for STN
[2025-12-08T20:32:37.446132] [INFO ] [sig       ] STN: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:32:37.590999] [INFO ] [LOCAL     ] Saved forecast: STN	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/STN.txt
[2025-12-08T20:32:37.591145] [INFO ] [sig       ] [3077/3624] Completed STN in 0.3s | 2.92 sym/s | Total: 17.6m | ETA: 3.1m
[2025-12-08T20:32:37.591185] [INFO ] [sig       ] [3078/3624] Forecasting STNE...
[2025-12-08T20:32:37.591217] [INFO ] [sig       ] Generating forecast for: STNE
[2025-12-08T20:32:37.591247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STNE' from 'https://tdm.silogroup.org/data/derivative_storage/STNE.csv'.
[2025-12-08T20:32:37.603197] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STNE'.
[2025-12-08T20:32:37.603547] [INFO ] [FORECASTER] Starting predict_future for STNE
[2025-12-08T20:32:37.604361] [DEBUG] [LOCAL     ] No optimal features file found for STNE: ./output/feature-sets/STNE.txt
[2025-12-08T20:32:37.604412] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:37.604445] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:37.604473] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:37.604528] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:37.662007] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:37.662872] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:37.662952] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:37.662985] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:37.787995] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:37.788147] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:37.788187] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:37.788216] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:37.791555] [DEBUG] [FORECASTER] STNE: Forecast T+1@11:T+2@11: UP (p=97.13%)
[2025-12-08T20:32:37.791844] [INFO ] [FORECASTER] Completed predict_future for STNE
[2025-12-08T20:32:37.791966] [INFO ] [sig       ] STNE: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:32:37.943453] [INFO ] [LOCAL     ] Saved forecast: STNE	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/STNE.txt
[2025-12-08T20:32:37.943622] [INFO ] [sig       ] [3078/3624] Completed STNE in 0.4s | 2.92 sym/s | Total: 17.6m | ETA: 3.1m
[2025-12-08T20:32:37.943667] [INFO ] [sig       ] [3079/3624] Forecasting STOK...
[2025-12-08T20:32:37.943697] [INFO ] [sig       ] Generating forecast for: STOK
[2025-12-08T20:32:37.943728] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STOK' from 'https://tdm.silogroup.org/data/derivative_storage/STOK.csv'.
[2025-12-08T20:32:37.958515] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STOK'.
[2025-12-08T20:32:37.959098] [INFO ] [FORECASTER] Starting predict_future for STOK
[2025-12-08T20:32:37.960108] [DEBUG] [LOCAL     ] No optimal features file found for STOK: ./output/feature-sets/STOK.txt
[2025-12-08T20:32:37.960158] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:37.960191] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:37.960220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:37.960277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:38.023552] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:38.024459] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:38.024542] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:38.024620] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:38.151820] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:38.151974] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:38.152013] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:38.152074] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:38.155698] [DEBUG] [FORECASTER] STOK: Forecast T+1@11:T+2@11: UP (p=69.39%)
[2025-12-08T20:32:38.155969] [INFO ] [FORECASTER] Completed predict_future for STOK
[2025-12-08T20:32:38.156090] [INFO ] [sig       ] STOK: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:32:38.302112] [INFO ] [LOCAL     ] Saved forecast: STOK	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/STOK.txt
[2025-12-08T20:32:38.302236] [INFO ] [sig       ] [3079/3624] Completed STOK in 0.4s | 2.92 sym/s | Total: 17.6m | ETA: 3.1m
[2025-12-08T20:32:38.302275] [INFO ] [sig       ] [3080/3624] Forecasting STRA...
[2025-12-08T20:32:38.302306] [INFO ] [sig       ] Generating forecast for: STRA
[2025-12-08T20:32:38.302336] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STRA' from 'https://tdm.silogroup.org/data/derivative_storage/STRA.csv'.
[2025-12-08T20:32:38.314144] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STRA'.
[2025-12-08T20:32:38.314466] [INFO ] [FORECASTER] Starting predict_future for STRA
[2025-12-08T20:32:38.315271] [DEBUG] [LOCAL     ] No optimal features file found for STRA: ./output/feature-sets/STRA.txt
[2025-12-08T20:32:38.315323] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:38.315355] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:38.315382] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:38.315438] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:38.371827] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:38.372414] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:38.372492] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:38.372525] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:38.492105] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:38.492203] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:38.492241] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:38.492270] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:38.495848] [DEBUG] [FORECASTER] STRA: Forecast T+1@11:T+2@11: UP (p=50.66%)
[2025-12-08T20:32:38.496122] [INFO ] [FORECASTER] Completed predict_future for STRA
[2025-12-08T20:32:38.496241] [INFO ] [sig       ] STRA: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:32:38.639241] [INFO ] [LOCAL     ] Saved forecast: STRA	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/STRA.txt
[2025-12-08T20:32:38.639353] [INFO ] [sig       ] [3080/3624] Completed STRA in 0.3s | 2.92 sym/s | Total: 17.6m | ETA: 3.1m
[2025-12-08T20:32:38.639389] [INFO ] [sig       ] [3081/3624] Forecasting STRL...
[2025-12-08T20:32:38.639418] [INFO ] [sig       ] Generating forecast for: STRL
[2025-12-08T20:32:38.639447] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STRL' from 'https://tdm.silogroup.org/data/derivative_storage/STRL.csv'.
[2025-12-08T20:32:38.651455] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STRL'.
[2025-12-08T20:32:38.651821] [INFO ] [FORECASTER] Starting predict_future for STRL
[2025-12-08T20:32:38.652634] [DEBUG] [LOCAL     ] No optimal features file found for STRL: ./output/feature-sets/STRL.txt
[2025-12-08T20:32:38.652684] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:38.652715] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:38.652741] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:38.652808] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:38.708726] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:38.709526] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:38.709620] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:38.709653] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:38.833475] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:38.833660] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:38.833700] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:38.833729] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:38.836989] [DEBUG] [FORECASTER] STRL: Forecast T+1@11:T+2@11: DOWN (p=28.74%)
[2025-12-08T20:32:38.837251] [INFO ] [FORECASTER] Completed predict_future for STRL
[2025-12-08T20:32:38.837370] [INFO ] [sig       ] STRL: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:32:38.980648] [INFO ] [LOCAL     ] Saved forecast: STRL	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/STRL.txt
[2025-12-08T20:32:38.980799] [INFO ] [sig       ] [3081/3624] Completed STRL in 0.3s | 2.92 sym/s | Total: 17.6m | ETA: 3.1m
[2025-12-08T20:32:38.980839] [INFO ] [sig       ] [3082/3624] Forecasting STRS...
[2025-12-08T20:32:38.980871] [INFO ] [sig       ] Generating forecast for: STRS
[2025-12-08T20:32:38.980902] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STRS' from 'https://tdm.silogroup.org/data/derivative_storage/STRS.csv'.
[2025-12-08T20:32:38.990761] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STRS'.
[2025-12-08T20:32:38.990999] [INFO ] [FORECASTER] Starting predict_future for STRS
[2025-12-08T20:32:38.991810] [DEBUG] [LOCAL     ] No optimal features file found for STRS: ./output/feature-sets/STRS.txt
[2025-12-08T20:32:38.991861] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:38.991894] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:38.991921] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:38.991977] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:39.048755] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:39.049398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:39.049477] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:39.049509] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:39.137031] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:39.137125] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:39.137159] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:39.137185] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:39.140278] [DEBUG] [FORECASTER] STRS: Forecast T+1@11:T+2@11: UP (p=50.15%)
[2025-12-08T20:32:39.140528] [INFO ] [FORECASTER] Completed predict_future for STRS
[2025-12-08T20:32:39.140661] [INFO ] [sig       ] STRS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:32:39.290243] [INFO ] [LOCAL     ] Saved forecast: STRS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/STRS.txt
[2025-12-08T20:32:39.290364] [INFO ] [sig       ] [3082/3624] Completed STRS in 0.3s | 2.92 sym/s | Total: 17.6m | ETA: 3.1m
[2025-12-08T20:32:39.290401] [INFO ] [sig       ] [3083/3624] Forecasting STSS...
[2025-12-08T20:32:39.290429] [INFO ] [sig       ] Generating forecast for: STSS
[2025-12-08T20:32:39.290456] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STSS' from 'https://tdm.silogroup.org/data/derivative_storage/STSS.csv'.
[2025-12-08T20:32:39.301536] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STSS'.
[2025-12-08T20:32:39.301867] [INFO ] [FORECASTER] Starting predict_future for STSS
[2025-12-08T20:32:39.302686] [DEBUG] [LOCAL     ] No optimal features file found for STSS: ./output/feature-sets/STSS.txt
[2025-12-08T20:32:39.302735] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:39.302766] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:39.302792] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:39.302847] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:39.357970] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:39.358561] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:39.358653] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:39.358684] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:39.474330] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:39.474469] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:39.474507] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:39.474535] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:39.477844] [DEBUG] [FORECASTER] STSS: Forecast T+1@11:T+2@11: UP (p=91.21%)
[2025-12-08T20:32:39.478105] [INFO ] [FORECASTER] Completed predict_future for STSS
[2025-12-08T20:32:39.478224] [INFO ] [sig       ] STSS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:32:39.615416] [INFO ] [LOCAL     ] Saved forecast: STSS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/STSS.txt
[2025-12-08T20:32:39.615527] [INFO ] [sig       ] [3083/3624] Completed STSS in 0.3s | 2.92 sym/s | Total: 17.6m | ETA: 3.1m
[2025-12-08T20:32:39.615564] [INFO ] [sig       ] [3084/3624] Forecasting STTK...
[2025-12-08T20:32:39.615611] [INFO ] [sig       ] Generating forecast for: STTK
[2025-12-08T20:32:39.615640] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STTK' from 'https://tdm.silogroup.org/data/derivative_storage/STTK.csv'.
[2025-12-08T20:32:39.627503] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STTK'.
[2025-12-08T20:32:39.627841] [INFO ] [FORECASTER] Starting predict_future for STTK
[2025-12-08T20:32:39.628644] [DEBUG] [LOCAL     ] No optimal features file found for STTK: ./output/feature-sets/STTK.txt
[2025-12-08T20:32:39.628698] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:39.628733] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:39.628760] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:39.628816] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:39.686190] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:39.686803] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:39.686878] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:39.686910] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:39.806096] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:39.806229] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:39.806265] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:39.806292] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:39.809617] [DEBUG] [FORECASTER] STTK: Forecast T+1@11:T+2@11: DOWN (p=4.30%)
[2025-12-08T20:32:39.809874] [INFO ] [FORECASTER] Completed predict_future for STTK
[2025-12-08T20:32:39.809989] [INFO ] [sig       ] STTK: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:32:39.950728] [INFO ] [LOCAL     ] Saved forecast: STTK	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/STTK.txt
[2025-12-08T20:32:39.950837] [INFO ] [sig       ] [3084/3624] Completed STTK in 0.3s | 2.92 sym/s | Total: 17.6m | ETA: 3.1m
[2025-12-08T20:32:39.950874] [INFO ] [sig       ] [3085/3624] Forecasting STVN...
[2025-12-08T20:32:39.950903] [INFO ] [sig       ] Generating forecast for: STVN
[2025-12-08T20:32:39.950953] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STVN' from 'https://tdm.silogroup.org/data/derivative_storage/STVN.csv'.
[2025-12-08T20:32:39.965985] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STVN'.
[2025-12-08T20:32:39.966287] [INFO ] [FORECASTER] Starting predict_future for STVN
[2025-12-08T20:32:39.967058] [DEBUG] [LOCAL     ] No optimal features file found for STVN: ./output/feature-sets/STVN.txt
[2025-12-08T20:32:39.967107] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:39.967137] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:39.967163] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:39.967217] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:40.024257] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:40.025052] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:40.025129] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:40.025163] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:40.140353] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:40.140499] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:40.140539] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:40.140584] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:40.143917] [DEBUG] [FORECASTER] STVN: Forecast T+1@11:T+2@11: DOWN (p=19.33%)
[2025-12-08T20:32:40.144185] [INFO ] [FORECASTER] Completed predict_future for STVN
[2025-12-08T20:32:40.144306] [INFO ] [sig       ] STVN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:32:40.287627] [INFO ] [LOCAL     ] Saved forecast: STVN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/STVN.txt
[2025-12-08T20:32:40.287759] [INFO ] [sig       ] [3085/3624] Completed STVN in 0.3s | 2.92 sym/s | Total: 17.6m | ETA: 3.1m
[2025-12-08T20:32:40.287799] [INFO ] [sig       ] [3086/3624] Forecasting STWD...
[2025-12-08T20:32:40.287829] [INFO ] [sig       ] Generating forecast for: STWD
[2025-12-08T20:32:40.287859] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STWD' from 'https://tdm.silogroup.org/data/derivative_storage/STWD.csv'.
[2025-12-08T20:32:40.299724] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STWD'.
[2025-12-08T20:32:40.300038] [INFO ] [FORECASTER] Starting predict_future for STWD
[2025-12-08T20:32:40.300868] [DEBUG] [LOCAL     ] No optimal features file found for STWD: ./output/feature-sets/STWD.txt
[2025-12-08T20:32:40.300918] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:40.300950] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:40.300978] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:40.301036] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:40.358508] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:40.359163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:40.359265] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:40.359299] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:40.474453] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:40.474616] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:40.474655] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:40.474683] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:40.477980] [DEBUG] [FORECASTER] STWD: Forecast T+1@11:T+2@11: UP (p=89.88%)
[2025-12-08T20:32:40.478240] [INFO ] [FORECASTER] Completed predict_future for STWD
[2025-12-08T20:32:40.478355] [INFO ] [sig       ] STWD: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:32:40.616064] [INFO ] [LOCAL     ] Saved forecast: STWD	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/STWD.txt
[2025-12-08T20:32:40.616201] [INFO ] [sig       ] [3086/3624] Completed STWD in 0.3s | 2.92 sym/s | Total: 17.6m | ETA: 3.1m
[2025-12-08T20:32:40.616239] [INFO ] [sig       ] [3087/3624] Forecasting STX...
[2025-12-08T20:32:40.616269] [INFO ] [sig       ] Generating forecast for: STX
[2025-12-08T20:32:40.616299] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STX' from 'https://tdm.silogroup.org/data/derivative_storage/STX.csv'.
[2025-12-08T20:32:40.628092] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STX'.
[2025-12-08T20:32:40.628406] [INFO ] [FORECASTER] Starting predict_future for STX
[2025-12-08T20:32:40.629207] [DEBUG] [LOCAL     ] No optimal features file found for STX: ./output/feature-sets/STX.txt
[2025-12-08T20:32:40.629256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:40.629286] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:40.629312] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:40.629367] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:40.685278] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:40.685933] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:40.686007] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:40.686038] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:40.808332] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:40.808473] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:40.808512] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:40.808542] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:40.811865] [DEBUG] [FORECASTER] STX: Forecast T+1@11:T+2@11: DOWN (p=7.59%)
[2025-12-08T20:32:40.812133] [INFO ] [FORECASTER] Completed predict_future for STX
[2025-12-08T20:32:40.812259] [INFO ] [sig       ] STX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:32:40.955894] [INFO ] [LOCAL     ] Saved forecast: STX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/STX.txt
[2025-12-08T20:32:40.956028] [INFO ] [sig       ] [3087/3624] Completed STX in 0.3s | 2.92 sym/s | Total: 17.6m | ETA: 3.1m
[2025-12-08T20:32:40.956066] [INFO ] [sig       ] [3088/3624] Forecasting STXE...
[2025-12-08T20:32:40.956096] [INFO ] [sig       ] Generating forecast for: STXE
[2025-12-08T20:32:40.956125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STXE' from 'https://tdm.silogroup.org/data/derivative_storage/STXE.csv'.
[2025-12-08T20:32:40.967900] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STXE'.
[2025-12-08T20:32:40.968227] [INFO ] [FORECASTER] Starting predict_future for STXE
[2025-12-08T20:32:40.969058] [DEBUG] [LOCAL     ] No optimal features file found for STXE: ./output/feature-sets/STXE.txt
[2025-12-08T20:32:40.969109] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:40.969141] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:40.969171] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:40.969230] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:41.025839] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:41.026648] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:41.026724] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:41.026755] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:41.136197] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:41.136345] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:41.136386] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:41.136415] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:41.139821] [DEBUG] [FORECASTER] STXE: Forecast T+1@11:T+2@11: DOWN (p=19.92%)
[2025-12-08T20:32:41.140106] [INFO ] [FORECASTER] Completed predict_future for STXE
[2025-12-08T20:32:41.140235] [INFO ] [sig       ] STXE: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:32:41.289131] [INFO ] [LOCAL     ] Saved forecast: STXE	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/STXE.txt
[2025-12-08T20:32:41.289287] [INFO ] [sig       ] [3088/3624] Completed STXE in 0.3s | 2.92 sym/s | Total: 17.6m | ETA: 3.1m
[2025-12-08T20:32:41.289327] [INFO ] [sig       ] [3089/3624] Forecasting STXG...
[2025-12-08T20:32:41.289358] [INFO ] [sig       ] Generating forecast for: STXG
[2025-12-08T20:32:41.289390] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STXG' from 'https://tdm.silogroup.org/data/derivative_storage/STXG.csv'.
[2025-12-08T20:32:41.302054] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STXG'.
[2025-12-08T20:32:41.302442] [INFO ] [FORECASTER] Starting predict_future for STXG
[2025-12-08T20:32:41.303299] [DEBUG] [LOCAL     ] No optimal features file found for STXG: ./output/feature-sets/STXG.txt
[2025-12-08T20:32:41.303351] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:41.303383] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:41.303410] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:41.303467] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:41.360850] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:41.361703] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:41.361780] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:41.361811] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:41.468675] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:41.468829] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:41.468867] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:41.468895] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:41.472151] [DEBUG] [FORECASTER] STXG: Forecast T+1@11:T+2@11: DOWN (p=17.54%)
[2025-12-08T20:32:41.472420] [INFO ] [FORECASTER] Completed predict_future for STXG
[2025-12-08T20:32:41.472541] [INFO ] [sig       ] STXG: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:32:41.621756] [INFO ] [LOCAL     ] Saved forecast: STXG	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/STXG.txt
[2025-12-08T20:32:41.621942] [INFO ] [sig       ] [3089/3624] Completed STXG in 0.3s | 2.92 sym/s | Total: 17.6m | ETA: 3.1m
[2025-12-08T20:32:41.621987] [INFO ] [sig       ] [3090/3624] Forecasting SUI...
[2025-12-08T20:32:41.622017] [INFO ] [sig       ] Generating forecast for: SUI
[2025-12-08T20:32:41.622045] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUI' from 'https://tdm.silogroup.org/data/derivative_storage/SUI.csv'.
[2025-12-08T20:32:41.633901] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUI'.
[2025-12-08T20:32:41.634264] [INFO ] [FORECASTER] Starting predict_future for SUI
[2025-12-08T20:32:41.635064] [DEBUG] [LOCAL     ] No optimal features file found for SUI: ./output/feature-sets/SUI.txt
[2025-12-08T20:32:41.635113] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:41.635143] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:41.635168] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:41.635222] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:41.692840] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:41.693735] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:41.693816] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:41.693849] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:41.821139] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:41.821621] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:41.821669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:41.821701] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:41.825723] [DEBUG] [FORECASTER] SUI: Forecast T+1@11:T+2@11: UP (p=64.55%)
[2025-12-08T20:32:41.826071] [INFO ] [FORECASTER] Completed predict_future for SUI
[2025-12-08T20:32:41.826215] [INFO ] [sig       ] SUI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:32:41.971510] [INFO ] [LOCAL     ] Saved forecast: SUI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/SUI.txt
[2025-12-08T20:32:41.971753] [INFO ] [sig       ] [3090/3624] Completed SUI in 0.3s | 2.92 sym/s | Total: 17.6m | ETA: 3.0m
[2025-12-08T20:32:41.971799] [INFO ] [sig       ] [3091/3624] Forecasting SUN...
[2025-12-08T20:32:41.971828] [INFO ] [sig       ] Generating forecast for: SUN
[2025-12-08T20:32:41.971859] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUN' from 'https://tdm.silogroup.org/data/derivative_storage/SUN.csv'.
[2025-12-08T20:32:41.986187] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUN'.
[2025-12-08T20:32:41.986779] [INFO ] [FORECASTER] Starting predict_future for SUN
[2025-12-08T20:32:41.987804] [DEBUG] [LOCAL     ] No optimal features file found for SUN: ./output/feature-sets/SUN.txt
[2025-12-08T20:32:41.987864] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:41.987906] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:41.987935] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:41.988014] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:42.045374] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:42.046370] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:42.046452] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:42.046485] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:42.176329] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:42.176597] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:42.176651] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:42.176684] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:42.181463] [DEBUG] [FORECASTER] SUN: Forecast T+1@11:T+2@11: UP (p=95.66%)
[2025-12-08T20:32:42.181915] [INFO ] [FORECASTER] Completed predict_future for SUN
[2025-12-08T20:32:42.182100] [INFO ] [sig       ] SUN: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:32:42.333873] [INFO ] [LOCAL     ] Saved forecast: SUN	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/SUN.txt
[2025-12-08T20:32:42.334075] [INFO ] [sig       ] [3091/3624] Completed SUN in 0.4s | 2.92 sym/s | Total: 17.6m | ETA: 3.0m
[2025-12-08T20:32:42.334117] [INFO ] [sig       ] [3092/3624] Forecasting SUNS...
[2025-12-08T20:32:42.334147] [INFO ] [sig       ] Generating forecast for: SUNS
[2025-12-08T20:32:42.334178] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUNS' from 'https://tdm.silogroup.org/data/derivative_storage/SUNS.csv'.
[2025-12-08T20:32:42.348899] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUNS'.
[2025-12-08T20:32:42.349480] [INFO ] [FORECASTER] Starting predict_future for SUNS
[2025-12-08T20:32:42.350440] [DEBUG] [LOCAL     ] No optimal features file found for SUNS: ./output/feature-sets/SUNS.txt
[2025-12-08T20:32:42.350492] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:42.350525] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:42.350550] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:42.350626] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:42.408735] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:42.409925] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:42.410021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:42.410053] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:42.535700] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:42.535933] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:42.535979] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:42.536012] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:42.543743] [DEBUG] [FORECASTER] SUNS: Forecast T+1@11:T+2@11: UP (p=82.24%)
[2025-12-08T20:32:42.544296] [INFO ] [FORECASTER] Completed predict_future for SUNS
[2025-12-08T20:32:42.544519] [INFO ] [sig       ] SUNS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:32:42.696710] [INFO ] [LOCAL     ] Saved forecast: SUNS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/SUNS.txt
[2025-12-08T20:32:42.696871] [INFO ] [sig       ] [3092/3624] Completed SUNS in 0.4s | 2.92 sym/s | Total: 17.6m | ETA: 3.0m
[2025-12-08T20:32:42.696912] [INFO ] [sig       ] [3093/3624] Forecasting SUPN...
[2025-12-08T20:32:42.696942] [INFO ] [sig       ] Generating forecast for: SUPN
[2025-12-08T20:32:42.696971] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUPN' from 'https://tdm.silogroup.org/data/derivative_storage/SUPN.csv'.
[2025-12-08T20:32:42.709011] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUPN'.
[2025-12-08T20:32:42.709370] [INFO ] [FORECASTER] Starting predict_future for SUPN
[2025-12-08T20:32:42.710186] [DEBUG] [LOCAL     ] No optimal features file found for SUPN: ./output/feature-sets/SUPN.txt
[2025-12-08T20:32:42.710236] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:42.710297] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:42.710325] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:42.710386] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:42.765796] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:42.766502] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:42.766595] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:42.766629] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:42.886488] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:42.886657] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:42.886696] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:42.886723] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:42.889993] [DEBUG] [FORECASTER] SUPN: Forecast T+1@11:T+2@11: UP (p=81.03%)
[2025-12-08T20:32:42.890258] [INFO ] [FORECASTER] Completed predict_future for SUPN
[2025-12-08T20:32:42.890380] [INFO ] [sig       ] SUPN: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:32:43.029498] [INFO ] [LOCAL     ] Saved forecast: SUPN	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/SUPN.txt
[2025-12-08T20:32:43.029669] [INFO ] [sig       ] [3093/3624] Completed SUPN in 0.3s | 2.92 sym/s | Total: 17.6m | ETA: 3.0m
[2025-12-08T20:32:43.029711] [INFO ] [sig       ] [3094/3624] Forecasting SURG...
[2025-12-08T20:32:43.029741] [INFO ] [sig       ] Generating forecast for: SURG
[2025-12-08T20:32:43.029770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SURG' from 'https://tdm.silogroup.org/data/derivative_storage/SURG.csv'.
[2025-12-08T20:32:43.041946] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SURG'.
[2025-12-08T20:32:43.042313] [INFO ] [FORECASTER] Starting predict_future for SURG
[2025-12-08T20:32:43.043102] [DEBUG] [LOCAL     ] No optimal features file found for SURG: ./output/feature-sets/SURG.txt
[2025-12-08T20:32:43.043163] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:43.043195] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:43.043224] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:43.043280] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:43.098722] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:43.099521] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:43.099616] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:43.099651] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:43.214648] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:43.214796] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:43.214835] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:43.214863] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:43.218139] [DEBUG] [FORECASTER] SURG: Forecast T+1@11:T+2@11: DOWN (p=13.95%)
[2025-12-08T20:32:43.218410] [INFO ] [FORECASTER] Completed predict_future for SURG
[2025-12-08T20:32:43.218530] [INFO ] [sig       ] SURG: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:32:43.358130] [INFO ] [LOCAL     ] Saved forecast: SURG	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SURG.txt
[2025-12-08T20:32:43.358255] [INFO ] [sig       ] [3094/3624] Completed SURG in 0.3s | 2.92 sym/s | Total: 17.6m | ETA: 3.0m
[2025-12-08T20:32:43.358294] [INFO ] [sig       ] [3095/3624] Forecasting SUSB...
[2025-12-08T20:32:43.358322] [INFO ] [sig       ] Generating forecast for: SUSB
[2025-12-08T20:32:43.358351] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUSB' from 'https://tdm.silogroup.org/data/derivative_storage/SUSB.csv'.
[2025-12-08T20:32:43.369792] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUSB'.
[2025-12-08T20:32:43.370133] [INFO ] [FORECASTER] Starting predict_future for SUSB
[2025-12-08T20:32:43.370929] [DEBUG] [LOCAL     ] No optimal features file found for SUSB: ./output/feature-sets/SUSB.txt
[2025-12-08T20:32:43.370978] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:43.371009] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:43.371036] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:43.371091] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:43.427172] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:43.428008] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:43.428084] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:43.428115] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:43.548329] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:43.548487] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:43.548524] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:43.548552] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:43.551825] [DEBUG] [FORECASTER] SUSB: Forecast T+1@11:T+2@11: UP (p=61.89%)
[2025-12-08T20:32:43.552087] [INFO ] [FORECASTER] Completed predict_future for SUSB
[2025-12-08T20:32:43.552215] [INFO ] [sig       ] SUSB: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:32:43.691123] [INFO ] [LOCAL     ] Saved forecast: SUSB	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/SUSB.txt
[2025-12-08T20:32:43.691257] [INFO ] [sig       ] [3095/3624] Completed SUSB in 0.3s | 2.92 sym/s | Total: 17.7m | ETA: 3.0m
[2025-12-08T20:32:43.691300] [INFO ] [sig       ] [3096/3624] Forecasting SUSC...
[2025-12-08T20:32:43.691329] [INFO ] [sig       ] Generating forecast for: SUSC
[2025-12-08T20:32:43.691358] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUSC' from 'https://tdm.silogroup.org/data/derivative_storage/SUSC.csv'.
[2025-12-08T20:32:43.703100] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUSC'.
[2025-12-08T20:32:43.703434] [INFO ] [FORECASTER] Starting predict_future for SUSC
[2025-12-08T20:32:43.704205] [DEBUG] [LOCAL     ] No optimal features file found for SUSC: ./output/feature-sets/SUSC.txt
[2025-12-08T20:32:43.704255] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:43.704286] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:43.704311] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:43.704366] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:43.760733] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:43.761335] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:43.761409] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:43.761451] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:43.878887] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:43.879027] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:43.879065] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:43.879122] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:43.882422] [DEBUG] [FORECASTER] SUSC: Forecast T+1@11:T+2@11: DOWN (p=24.71%)
[2025-12-08T20:32:43.882703] [INFO ] [FORECASTER] Completed predict_future for SUSC
[2025-12-08T20:32:43.882822] [INFO ] [sig       ] SUSC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:32:44.018381] [INFO ] [LOCAL     ] Saved forecast: SUSC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SUSC.txt
[2025-12-08T20:32:44.018487] [INFO ] [sig       ] [3096/3624] Completed SUSC in 0.3s | 2.92 sym/s | Total: 17.7m | ETA: 3.0m
[2025-12-08T20:32:44.018523] [INFO ] [sig       ] [3097/3624] Forecasting SUSL...
[2025-12-08T20:32:44.018551] [INFO ] [sig       ] Generating forecast for: SUSL
[2025-12-08T20:32:44.018598] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUSL' from 'https://tdm.silogroup.org/data/derivative_storage/SUSL.csv'.
[2025-12-08T20:32:44.029963] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUSL'.
[2025-12-08T20:32:44.030290] [INFO ] [FORECASTER] Starting predict_future for SUSL
[2025-12-08T20:32:44.031059] [DEBUG] [LOCAL     ] No optimal features file found for SUSL: ./output/feature-sets/SUSL.txt
[2025-12-08T20:32:44.031109] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:44.031140] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:44.031166] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:44.031221] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:44.086204] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:44.086876] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:44.086950] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:44.086981] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:44.204794] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:44.204945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:44.204982] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:44.205010] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:44.208290] [DEBUG] [FORECASTER] SUSL: Forecast T+1@11:T+2@11: UP (p=64.05%)
[2025-12-08T20:32:44.208562] [INFO ] [FORECASTER] Completed predict_future for SUSL
[2025-12-08T20:32:44.208705] [INFO ] [sig       ] SUSL: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:32:44.348250] [INFO ] [LOCAL     ] Saved forecast: SUSL	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/SUSL.txt
[2025-12-08T20:32:44.348397] [INFO ] [sig       ] [3097/3624] Completed SUSL in 0.3s | 2.92 sym/s | Total: 17.7m | ETA: 3.0m
[2025-12-08T20:32:44.348440] [INFO ] [sig       ] [3098/3624] Forecasting SUUN...
[2025-12-08T20:32:44.348470] [INFO ] [sig       ] Generating forecast for: SUUN
[2025-12-08T20:32:44.348499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUUN' from 'https://tdm.silogroup.org/data/derivative_storage/SUUN.csv'.
[2025-12-08T20:32:44.360663] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUUN'.
[2025-12-08T20:32:44.361057] [INFO ] [FORECASTER] Starting predict_future for SUUN
[2025-12-08T20:32:44.361909] [DEBUG] [LOCAL     ] No optimal features file found for SUUN: ./output/feature-sets/SUUN.txt
[2025-12-08T20:32:44.361960] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:44.361992] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:44.362019] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:44.362076] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:44.418434] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:44.419295] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:44.419378] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:44.419409] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:44.547616] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:44.547744] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:44.547781] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:44.547809] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:44.551149] [DEBUG] [FORECASTER] SUUN: Forecast T+1@11:T+2@11: DOWN (p=5.55%)
[2025-12-08T20:32:44.551416] [INFO ] [FORECASTER] Completed predict_future for SUUN
[2025-12-08T20:32:44.551538] [INFO ] [sig       ] SUUN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:32:44.689876] [INFO ] [LOCAL     ] Saved forecast: SUUN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SUUN.txt
[2025-12-08T20:32:44.690005] [INFO ] [sig       ] [3098/3624] Completed SUUN in 0.3s | 2.92 sym/s | Total: 17.7m | ETA: 3.0m
[2025-12-08T20:32:44.690044] [INFO ] [sig       ] [3099/3624] Forecasting SUZ...
[2025-12-08T20:32:44.690073] [INFO ] [sig       ] Generating forecast for: SUZ
[2025-12-08T20:32:44.690103] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUZ' from 'https://tdm.silogroup.org/data/derivative_storage/SUZ.csv'.
[2025-12-08T20:32:44.701694] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUZ'.
[2025-12-08T20:32:44.702024] [INFO ] [FORECASTER] Starting predict_future for SUZ
[2025-12-08T20:32:44.702875] [DEBUG] [LOCAL     ] No optimal features file found for SUZ: ./output/feature-sets/SUZ.txt
[2025-12-08T20:32:44.702926] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:44.702958] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:44.702985] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:44.703041] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:44.760161] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:44.760883] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:44.760961] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:44.760993] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:44.881736] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:44.881885] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:44.881922] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:44.881950] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:44.885234] [DEBUG] [FORECASTER] SUZ: Forecast T+1@11:T+2@11: DOWN (p=4.94%)
[2025-12-08T20:32:44.885536] [INFO ] [FORECASTER] Completed predict_future for SUZ
[2025-12-08T20:32:44.885672] [INFO ] [sig       ] SUZ: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:32:45.026046] [INFO ] [LOCAL     ] Saved forecast: SUZ	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SUZ.txt
[2025-12-08T20:32:45.026180] [INFO ] [sig       ] [3099/3624] Completed SUZ in 0.3s | 2.92 sym/s | Total: 17.7m | ETA: 3.0m
[2025-12-08T20:32:45.026218] [INFO ] [sig       ] [3100/3624] Forecasting SVC...
[2025-12-08T20:32:45.026246] [INFO ] [sig       ] Generating forecast for: SVC
[2025-12-08T20:32:45.026275] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SVC' from 'https://tdm.silogroup.org/data/derivative_storage/SVC.csv'.
[2025-12-08T20:32:45.037900] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SVC'.
[2025-12-08T20:32:45.038295] [INFO ] [FORECASTER] Starting predict_future for SVC
[2025-12-08T20:32:45.039127] [DEBUG] [LOCAL     ] No optimal features file found for SVC: ./output/feature-sets/SVC.txt
[2025-12-08T20:32:45.039179] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:45.039214] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:45.039247] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:45.039316] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:45.095651] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:45.096446] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:45.096524] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:45.096555] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:45.216654] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:45.216809] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:45.216847] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:45.216875] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:45.220316] [DEBUG] [FORECASTER] SVC: Forecast T+1@11:T+2@11: DOWN (p=11.93%)
[2025-12-08T20:32:45.220746] [INFO ] [FORECASTER] Completed predict_future for SVC
[2025-12-08T20:32:45.220878] [INFO ] [sig       ] SVC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:32:45.362066] [INFO ] [LOCAL     ] Saved forecast: SVC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SVC.txt
[2025-12-08T20:32:45.362198] [INFO ] [sig       ] [3100/3624] Completed SVC in 0.3s | 2.92 sym/s | Total: 17.7m | ETA: 3.0m
[2025-12-08T20:32:45.362236] [INFO ] [sig       ] [3101/3624] Forecasting SVCO...
[2025-12-08T20:32:45.362265] [INFO ] [sig       ] Generating forecast for: SVCO
[2025-12-08T20:32:45.362293] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SVCO' from 'https://tdm.silogroup.org/data/derivative_storage/SVCO.csv'.
[2025-12-08T20:32:45.373931] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SVCO'.
[2025-12-08T20:32:45.374266] [INFO ] [FORECASTER] Starting predict_future for SVCO
[2025-12-08T20:32:45.375074] [DEBUG] [LOCAL     ] No optimal features file found for SVCO: ./output/feature-sets/SVCO.txt
[2025-12-08T20:32:45.375126] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:45.375157] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:45.375184] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:45.375241] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:45.430429] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:45.431033] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:45.431107] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:45.431138] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:45.549309] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:45.549470] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:45.549524] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:45.549553] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:45.552796] [DEBUG] [FORECASTER] SVCO: Forecast T+1@11:T+2@11: DOWN (p=22.81%)
[2025-12-08T20:32:45.553055] [INFO ] [FORECASTER] Completed predict_future for SVCO
[2025-12-08T20:32:45.553179] [INFO ] [sig       ] SVCO: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:32:45.691181] [INFO ] [LOCAL     ] Saved forecast: SVCO	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SVCO.txt
[2025-12-08T20:32:45.691321] [INFO ] [sig       ] [3101/3624] Completed SVCO in 0.3s | 2.92 sym/s | Total: 17.7m | ETA: 3.0m
[2025-12-08T20:32:45.691362] [INFO ] [sig       ] [3102/3624] Forecasting SVRA...
[2025-12-08T20:32:45.691392] [INFO ] [sig       ] Generating forecast for: SVRA
[2025-12-08T20:32:45.691420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SVRA' from 'https://tdm.silogroup.org/data/derivative_storage/SVRA.csv'.
[2025-12-08T20:32:45.702909] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SVRA'.
[2025-12-08T20:32:45.703230] [INFO ] [FORECASTER] Starting predict_future for SVRA
[2025-12-08T20:32:45.704030] [DEBUG] [LOCAL     ] No optimal features file found for SVRA: ./output/feature-sets/SVRA.txt
[2025-12-08T20:32:45.704080] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:45.704111] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:45.704137] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:45.704192] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:45.761132] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:45.761909] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:45.761986] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:45.762018] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:45.885348] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:45.885513] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:45.885556] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:45.885605] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:45.889032] [DEBUG] [FORECASTER] SVRA: Forecast T+1@11:T+2@11: UP (p=88.70%)
[2025-12-08T20:32:45.889303] [INFO ] [FORECASTER] Completed predict_future for SVRA
[2025-12-08T20:32:45.889428] [INFO ] [sig       ] SVRA: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:32:46.031640] [INFO ] [LOCAL     ] Saved forecast: SVRA	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/SVRA.txt
[2025-12-08T20:32:46.031773] [INFO ] [sig       ] [3102/3624] Completed SVRA in 0.3s | 2.92 sym/s | Total: 17.7m | ETA: 3.0m
[2025-12-08T20:32:46.031811] [INFO ] [sig       ] [3103/3624] Forecasting SWBI...
[2025-12-08T20:32:46.031840] [INFO ] [sig       ] Generating forecast for: SWBI
[2025-12-08T20:32:46.031868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWBI' from 'https://tdm.silogroup.org/data/derivative_storage/SWBI.csv'.
[2025-12-08T20:32:46.043490] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWBI'.
[2025-12-08T20:32:46.043850] [INFO ] [FORECASTER] Starting predict_future for SWBI
[2025-12-08T20:32:46.044640] [DEBUG] [LOCAL     ] No optimal features file found for SWBI: ./output/feature-sets/SWBI.txt
[2025-12-08T20:32:46.044689] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:46.044719] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:46.044745] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:46.044799] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:46.099594] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:46.100298] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:46.100402] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:46.100435] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:46.216337] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:46.216483] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:46.216519] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:46.216546] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:46.219791] [DEBUG] [FORECASTER] SWBI: Forecast T+1@11:T+2@11: DOWN (p=39.08%)
[2025-12-08T20:32:46.220053] [INFO ] [FORECASTER] Completed predict_future for SWBI
[2025-12-08T20:32:46.220171] [INFO ] [sig       ] SWBI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:32:46.356608] [INFO ] [LOCAL     ] Saved forecast: SWBI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SWBI.txt
[2025-12-08T20:32:46.356740] [INFO ] [sig       ] [3103/3624] Completed SWBI in 0.3s | 2.92 sym/s | Total: 17.7m | ETA: 3.0m
[2025-12-08T20:32:46.356777] [INFO ] [sig       ] [3104/3624] Forecasting SWIM...
[2025-12-08T20:32:46.356808] [INFO ] [sig       ] Generating forecast for: SWIM
[2025-12-08T20:32:46.356836] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWIM' from 'https://tdm.silogroup.org/data/derivative_storage/SWIM.csv'.
[2025-12-08T20:32:46.368239] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWIM'.
[2025-12-08T20:32:46.368583] [INFO ] [FORECASTER] Starting predict_future for SWIM
[2025-12-08T20:32:46.369371] [DEBUG] [LOCAL     ] No optimal features file found for SWIM: ./output/feature-sets/SWIM.txt
[2025-12-08T20:32:46.369431] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:46.369461] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:46.369486] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:46.369541] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:46.424076] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:46.424674] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:46.424746] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:46.424776] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:46.542071] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:46.542219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:46.542259] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:46.542288] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:46.545550] [DEBUG] [FORECASTER] SWIM: Forecast T+1@11:T+2@11: DOWN (p=12.86%)
[2025-12-08T20:32:46.545826] [INFO ] [FORECASTER] Completed predict_future for SWIM
[2025-12-08T20:32:46.545941] [INFO ] [sig       ] SWIM: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:32:46.686223] [INFO ] [LOCAL     ] Saved forecast: SWIM	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SWIM.txt
[2025-12-08T20:32:46.686375] [INFO ] [sig       ] [3104/3624] Completed SWIM in 0.3s | 2.92 sym/s | Total: 17.7m | ETA: 3.0m
[2025-12-08T20:32:46.686414] [INFO ] [sig       ] [3105/3624] Forecasting SWK...
[2025-12-08T20:32:46.686444] [INFO ] [sig       ] Generating forecast for: SWK
[2025-12-08T20:32:46.686474] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWK' from 'https://tdm.silogroup.org/data/derivative_storage/SWK.csv'.
[2025-12-08T20:32:46.698028] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWK'.
[2025-12-08T20:32:46.698335] [INFO ] [FORECASTER] Starting predict_future for SWK
[2025-12-08T20:32:46.699122] [DEBUG] [LOCAL     ] No optimal features file found for SWK: ./output/feature-sets/SWK.txt
[2025-12-08T20:32:46.699171] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:46.699213] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:46.699241] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:46.699303] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:46.754223] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:46.754808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:46.754879] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:46.754910] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:46.871132] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:46.871282] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:46.871319] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:46.871346] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:46.874628] [DEBUG] [FORECASTER] SWK: Forecast T+1@11:T+2@11: UP (p=75.09%)
[2025-12-08T20:32:46.874889] [INFO ] [FORECASTER] Completed predict_future for SWK
[2025-12-08T20:32:46.875007] [INFO ] [sig       ] SWK: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:32:47.011530] [INFO ] [LOCAL     ] Saved forecast: SWK	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/SWK.txt
[2025-12-08T20:32:47.011662] [INFO ] [sig       ] [3105/3624] Completed SWK in 0.3s | 2.92 sym/s | Total: 17.7m | ETA: 3.0m
[2025-12-08T20:32:47.011700] [INFO ] [sig       ] [3106/3624] Forecasting SWKS...
[2025-12-08T20:32:47.011729] [INFO ] [sig       ] Generating forecast for: SWKS
[2025-12-08T20:32:47.011757] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWKS' from 'https://tdm.silogroup.org/data/derivative_storage/SWKS.csv'.
[2025-12-08T20:32:47.023258] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWKS'.
[2025-12-08T20:32:47.023597] [INFO ] [FORECASTER] Starting predict_future for SWKS
[2025-12-08T20:32:47.024355] [DEBUG] [LOCAL     ] No optimal features file found for SWKS: ./output/feature-sets/SWKS.txt
[2025-12-08T20:32:47.024403] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:47.024434] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:47.024460] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:47.024515] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:47.079907] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:47.080744] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:47.080822] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:47.080853] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:47.200264] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:47.200423] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:47.200461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:47.200488] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:47.203777] [DEBUG] [FORECASTER] SWKS: Forecast T+1@11:T+2@11: DOWN (p=37.58%)
[2025-12-08T20:32:47.204045] [INFO ] [FORECASTER] Completed predict_future for SWKS
[2025-12-08T20:32:47.204164] [INFO ] [sig       ] SWKS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:32:47.342005] [INFO ] [LOCAL     ] Saved forecast: SWKS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SWKS.txt
[2025-12-08T20:32:47.342145] [INFO ] [sig       ] [3106/3624] Completed SWKS in 0.3s | 2.92 sym/s | Total: 17.7m | ETA: 3.0m
[2025-12-08T20:32:47.342184] [INFO ] [sig       ] [3107/3624] Forecasting SWX...
[2025-12-08T20:32:47.342213] [INFO ] [sig       ] Generating forecast for: SWX
[2025-12-08T20:32:47.342242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWX' from 'https://tdm.silogroup.org/data/derivative_storage/SWX.csv'.
[2025-12-08T20:32:47.353338] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWX'.
[2025-12-08T20:32:47.353663] [INFO ] [FORECASTER] Starting predict_future for SWX
[2025-12-08T20:32:47.354427] [DEBUG] [LOCAL     ] No optimal features file found for SWX: ./output/feature-sets/SWX.txt
[2025-12-08T20:32:47.354475] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:47.354505] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:47.354531] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:47.354607] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:47.410518] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:47.411153] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:47.411225] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:47.411257] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:47.526765] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:47.526892] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:47.526927] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:47.526954] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:47.530147] [DEBUG] [FORECASTER] SWX: Forecast T+1@11:T+2@11: DOWN (p=1.47%)
[2025-12-08T20:32:47.530427] [INFO ] [FORECASTER] Completed predict_future for SWX
[2025-12-08T20:32:47.530551] [INFO ] [sig       ] SWX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:32:47.667915] [INFO ] [LOCAL     ] Saved forecast: SWX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SWX.txt
[2025-12-08T20:32:47.668034] [INFO ] [sig       ] [3107/3624] Completed SWX in 0.3s | 2.92 sym/s | Total: 17.7m | ETA: 2.9m
[2025-12-08T20:32:47.668071] [INFO ] [sig       ] [3108/3624] Forecasting SWZ...
[2025-12-08T20:32:47.668100] [INFO ] [sig       ] Generating forecast for: SWZ
[2025-12-08T20:32:47.668129] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWZ' from 'https://tdm.silogroup.org/data/derivative_storage/SWZ.csv'.
[2025-12-08T20:32:47.679075] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWZ'.
[2025-12-08T20:32:47.679374] [INFO ] [FORECASTER] Starting predict_future for SWZ
[2025-12-08T20:32:47.680142] [DEBUG] [LOCAL     ] No optimal features file found for SWZ: ./output/feature-sets/SWZ.txt
[2025-12-08T20:32:47.680191] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:47.680222] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:47.680248] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:47.680303] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:47.735325] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:47.735938] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:47.736010] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:47.736042] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:47.841435] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:47.841589] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:47.841627] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:47.841654] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:47.844865] [DEBUG] [FORECASTER] SWZ: Forecast T+1@11:T+2@11: DOWN (p=26.96%)
[2025-12-08T20:32:47.845125] [INFO ] [FORECASTER] Completed predict_future for SWZ
[2025-12-08T20:32:47.845241] [INFO ] [sig       ] SWZ: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:32:47.981810] [INFO ] [LOCAL     ] Saved forecast: SWZ	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SWZ.txt
[2025-12-08T20:32:47.981914] [INFO ] [sig       ] [3108/3624] Completed SWZ in 0.3s | 2.92 sym/s | Total: 17.7m | ETA: 2.9m
[2025-12-08T20:32:47.981957] [INFO ] [sig       ] [3109/3624] Forecasting SXC...
[2025-12-08T20:32:47.981987] [INFO ] [sig       ] Generating forecast for: SXC
[2025-12-08T20:32:47.982015] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SXC' from 'https://tdm.silogroup.org/data/derivative_storage/SXC.csv'.
[2025-12-08T20:32:47.993532] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SXC'.
[2025-12-08T20:32:47.993842] [INFO ] [FORECASTER] Starting predict_future for SXC
[2025-12-08T20:32:47.994614] [DEBUG] [LOCAL     ] No optimal features file found for SXC: ./output/feature-sets/SXC.txt
[2025-12-08T20:32:47.994666] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:47.994696] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:47.994722] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:47.994778] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:48.049765] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:48.050347] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:48.050419] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:48.050449] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:48.170137] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:48.170276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:48.170313] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:48.170342] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:48.173555] [DEBUG] [FORECASTER] SXC: Forecast T+1@11:T+2@11: UP (p=95.45%)
[2025-12-08T20:32:48.173832] [INFO ] [FORECASTER] Completed predict_future for SXC
[2025-12-08T20:32:48.173951] [INFO ] [sig       ] SXC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:32:48.310818] [INFO ] [LOCAL     ] Saved forecast: SXC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/SXC.txt
[2025-12-08T20:32:48.310925] [INFO ] [sig       ] [3109/3624] Completed SXC in 0.3s | 2.92 sym/s | Total: 17.7m | ETA: 2.9m
[2025-12-08T20:32:48.310962] [INFO ] [sig       ] [3110/3624] Forecasting SXI...
[2025-12-08T20:32:48.310990] [INFO ] [sig       ] Generating forecast for: SXI
[2025-12-08T20:32:48.311018] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SXI' from 'https://tdm.silogroup.org/data/derivative_storage/SXI.csv'.
[2025-12-08T20:32:48.322824] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SXI'.
[2025-12-08T20:32:48.323127] [INFO ] [FORECASTER] Starting predict_future for SXI
[2025-12-08T20:32:48.323929] [DEBUG] [LOCAL     ] No optimal features file found for SXI: ./output/feature-sets/SXI.txt
[2025-12-08T20:32:48.323977] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:48.324031] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:48.324059] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:48.324113] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:48.382092] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:48.382720] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:48.382794] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:48.382825] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:48.501869] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:48.502007] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:48.502044] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:48.502071] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:48.505271] [DEBUG] [FORECASTER] SXI: Forecast T+1@11:T+2@11: UP (p=83.45%)
[2025-12-08T20:32:48.505531] [INFO ] [FORECASTER] Completed predict_future for SXI
[2025-12-08T20:32:48.505666] [INFO ] [sig       ] SXI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:32:48.644252] [INFO ] [LOCAL     ] Saved forecast: SXI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/SXI.txt
[2025-12-08T20:32:48.644367] [INFO ] [sig       ] [3110/3624] Completed SXI in 0.3s | 2.92 sym/s | Total: 17.7m | ETA: 2.9m
[2025-12-08T20:32:48.644405] [INFO ] [sig       ] [3111/3624] Forecasting SXTC...
[2025-12-08T20:32:48.644434] [INFO ] [sig       ] Generating forecast for: SXTC
[2025-12-08T20:32:48.644463] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SXTC' from 'https://tdm.silogroup.org/data/derivative_storage/SXTC.csv'.
[2025-12-08T20:32:48.655977] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SXTC'.
[2025-12-08T20:32:48.656281] [INFO ] [FORECASTER] Starting predict_future for SXTC
[2025-12-08T20:32:48.657091] [DEBUG] [LOCAL     ] No optimal features file found for SXTC: ./output/feature-sets/SXTC.txt
[2025-12-08T20:32:48.657141] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:48.657172] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:48.657198] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:48.657252] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:48.712814] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:48.713385] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:48.713457] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:48.713488] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:48.829925] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:48.830065] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:48.830103] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:48.830130] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:48.833549] [DEBUG] [FORECASTER] SXTC: Forecast T+1@11:T+2@11: DOWN (p=0.85%)
[2025-12-08T20:32:48.833840] [INFO ] [FORECASTER] Completed predict_future for SXTC
[2025-12-08T20:32:48.833961] [INFO ] [sig       ] SXTC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:32:48.977932] [INFO ] [LOCAL     ] Saved forecast: SXTC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SXTC.txt
[2025-12-08T20:32:48.978055] [INFO ] [sig       ] [3111/3624] Completed SXTC in 0.3s | 2.92 sym/s | Total: 17.7m | ETA: 2.9m
[2025-12-08T20:32:48.978093] [INFO ] [sig       ] [3112/3624] Forecasting SY...
[2025-12-08T20:32:48.978123] [INFO ] [sig       ] Generating forecast for: SY
[2025-12-08T20:32:48.978151] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SY' from 'https://tdm.silogroup.org/data/derivative_storage/SY.csv'.
[2025-12-08T20:32:48.989941] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SY'.
[2025-12-08T20:32:48.990305] [INFO ] [FORECASTER] Starting predict_future for SY
[2025-12-08T20:32:48.991124] [DEBUG] [LOCAL     ] No optimal features file found for SY: ./output/feature-sets/SY.txt
[2025-12-08T20:32:48.991174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:48.991205] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:48.991231] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:48.991286] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:49.047906] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:49.048539] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:49.048629] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:49.048660] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:49.164535] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:49.164671] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:49.164706] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:49.164749] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:49.167920] [DEBUG] [FORECASTER] SY: Forecast T+1@11:T+2@11: DOWN (p=6.90%)
[2025-12-08T20:32:49.168179] [INFO ] [FORECASTER] Completed predict_future for SY
[2025-12-08T20:32:49.168296] [INFO ] [sig       ] SY: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:32:49.306782] [INFO ] [LOCAL     ] Saved forecast: SY	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SY.txt
[2025-12-08T20:32:49.306887] [INFO ] [sig       ] [3112/3624] Completed SY in 0.3s | 2.92 sym/s | Total: 17.7m | ETA: 2.9m
[2025-12-08T20:32:49.306923] [INFO ] [sig       ] [3113/3624] Forecasting SYF...
[2025-12-08T20:32:49.306953] [INFO ] [sig       ] Generating forecast for: SYF
[2025-12-08T20:32:49.306983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYF' from 'https://tdm.silogroup.org/data/derivative_storage/SYF.csv'.
[2025-12-08T20:32:49.318477] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYF'.
[2025-12-08T20:32:49.318784] [INFO ] [FORECASTER] Starting predict_future for SYF
[2025-12-08T20:32:49.319533] [DEBUG] [LOCAL     ] No optimal features file found for SYF: ./output/feature-sets/SYF.txt
[2025-12-08T20:32:49.319601] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:49.319636] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:49.319662] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:49.319717] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:49.375498] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:49.376593] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:49.376679] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:49.376710] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:49.500547] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:49.500718] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:49.500759] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:49.500786] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:49.504189] [DEBUG] [FORECASTER] SYF: Forecast T+1@11:T+2@11: UP (p=97.71%)
[2025-12-08T20:32:49.504456] [INFO ] [FORECASTER] Completed predict_future for SYF
[2025-12-08T20:32:49.504590] [INFO ] [sig       ] SYF: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:32:49.644675] [INFO ] [LOCAL     ] Saved forecast: SYF	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/SYF.txt
[2025-12-08T20:32:49.644809] [INFO ] [sig       ] [3113/3624] Completed SYF in 0.3s | 2.92 sym/s | Total: 17.8m | ETA: 2.9m
[2025-12-08T20:32:49.644847] [INFO ] [sig       ] [3114/3624] Forecasting SYK...
[2025-12-08T20:32:49.644877] [INFO ] [sig       ] Generating forecast for: SYK
[2025-12-08T20:32:49.644907] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYK' from 'https://tdm.silogroup.org/data/derivative_storage/SYK.csv'.
[2025-12-08T20:32:49.656698] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYK'.
[2025-12-08T20:32:49.656991] [INFO ] [FORECASTER] Starting predict_future for SYK
[2025-12-08T20:32:49.657836] [DEBUG] [LOCAL     ] No optimal features file found for SYK: ./output/feature-sets/SYK.txt
[2025-12-08T20:32:49.657887] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:49.657918] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:49.657945] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:49.657999] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:49.713148] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:49.713741] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:49.713815] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:49.713857] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:49.830820] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:49.830969] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:49.831007] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:49.831034] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:49.834352] [DEBUG] [FORECASTER] SYK: Forecast T+1@11:T+2@11: UP (p=98.43%)
[2025-12-08T20:32:49.834631] [INFO ] [FORECASTER] Completed predict_future for SYK
[2025-12-08T20:32:49.834751] [INFO ] [sig       ] SYK: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:32:49.972140] [INFO ] [LOCAL     ] Saved forecast: SYK	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/SYK.txt
[2025-12-08T20:32:49.972264] [INFO ] [sig       ] [3114/3624] Completed SYK in 0.3s | 2.92 sym/s | Total: 17.8m | ETA: 2.9m
[2025-12-08T20:32:49.972302] [INFO ] [sig       ] [3115/3624] Forecasting SYM...
[2025-12-08T20:32:49.972330] [INFO ] [sig       ] Generating forecast for: SYM
[2025-12-08T20:32:49.972359] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYM' from 'https://tdm.silogroup.org/data/derivative_storage/SYM.csv'.
[2025-12-08T20:32:49.983787] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYM'.
[2025-12-08T20:32:49.984105] [INFO ] [FORECASTER] Starting predict_future for SYM
[2025-12-08T20:32:49.984883] [DEBUG] [LOCAL     ] No optimal features file found for SYM: ./output/feature-sets/SYM.txt
[2025-12-08T20:32:49.984933] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:49.984964] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:49.984991] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:49.985045] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:50.039801] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:50.040392] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:50.040464] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:50.040495] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:50.158181] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:50.158334] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:50.158372] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:50.158401] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:50.161659] [DEBUG] [FORECASTER] SYM: Forecast T+1@11:T+2@11: UP (p=70.06%)
[2025-12-08T20:32:50.161919] [INFO ] [FORECASTER] Completed predict_future for SYM
[2025-12-08T20:32:50.162034] [INFO ] [sig       ] SYM: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:32:50.298123] [INFO ] [LOCAL     ] Saved forecast: SYM	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/SYM.txt
[2025-12-08T20:32:50.298228] [INFO ] [sig       ] [3115/3624] Completed SYM in 0.3s | 2.92 sym/s | Total: 17.8m | ETA: 2.9m
[2025-12-08T20:32:50.298264] [INFO ] [sig       ] [3116/3624] Forecasting SYNA...
[2025-12-08T20:32:50.298293] [INFO ] [sig       ] Generating forecast for: SYNA
[2025-12-08T20:32:50.298321] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYNA' from 'https://tdm.silogroup.org/data/derivative_storage/SYNA.csv'.
[2025-12-08T20:32:50.309957] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYNA'.
[2025-12-08T20:32:50.310257] [INFO ] [FORECASTER] Starting predict_future for SYNA
[2025-12-08T20:32:50.311041] [DEBUG] [LOCAL     ] No optimal features file found for SYNA: ./output/feature-sets/SYNA.txt
[2025-12-08T20:32:50.311090] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:50.311120] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:50.311145] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:50.311209] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:50.367015] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:50.367731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:50.367805] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:50.367837] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:50.490900] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:50.491087] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:50.491126] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:50.491153] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:50.494465] [DEBUG] [FORECASTER] SYNA: Forecast T+1@11:T+2@11: DOWN (p=35.77%)
[2025-12-08T20:32:50.494754] [INFO ] [FORECASTER] Completed predict_future for SYNA
[2025-12-08T20:32:50.494875] [INFO ] [sig       ] SYNA: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:32:50.631336] [INFO ] [LOCAL     ] Saved forecast: SYNA	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/SYNA.txt
[2025-12-08T20:32:50.631478] [INFO ] [sig       ] [3116/3624] Completed SYNA in 0.3s | 2.92 sym/s | Total: 17.8m | ETA: 2.9m
[2025-12-08T20:32:50.631518] [INFO ] [sig       ] [3117/3624] Forecasting SYRE...
[2025-12-08T20:32:50.631550] [INFO ] [sig       ] Generating forecast for: SYRE
[2025-12-08T20:32:50.631601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYRE' from 'https://tdm.silogroup.org/data/derivative_storage/SYRE.csv'.
[2025-12-08T20:32:50.643333] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYRE'.
[2025-12-08T20:32:50.643692] [INFO ] [FORECASTER] Starting predict_future for SYRE
[2025-12-08T20:32:50.644458] [DEBUG] [LOCAL     ] No optimal features file found for SYRE: ./output/feature-sets/SYRE.txt
[2025-12-08T20:32:50.644507] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:50.644538] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:50.644564] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:50.644647] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:50.699165] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:50.700012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:50.700088] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:50.700119] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:50.822195] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:50.822349] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:50.822387] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:50.822415] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:50.825725] [DEBUG] [FORECASTER] SYRE: Forecast T+1@11:T+2@11: UP (p=71.01%)
[2025-12-08T20:32:50.825993] [INFO ] [FORECASTER] Completed predict_future for SYRE
[2025-12-08T20:32:50.826116] [INFO ] [sig       ] SYRE: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:32:50.964282] [INFO ] [LOCAL     ] Saved forecast: SYRE	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/SYRE.txt
[2025-12-08T20:32:50.964427] [INFO ] [sig       ] [3117/3624] Completed SYRE in 0.3s | 2.92 sym/s | Total: 17.8m | ETA: 2.9m
[2025-12-08T20:32:50.964466] [INFO ] [sig       ] [3118/3624] Forecasting SYY...
[2025-12-08T20:32:50.964497] [INFO ] [sig       ] Generating forecast for: SYY
[2025-12-08T20:32:50.964526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYY' from 'https://tdm.silogroup.org/data/derivative_storage/SYY.csv'.
[2025-12-08T20:32:50.976857] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYY'.
[2025-12-08T20:32:50.977243] [INFO ] [FORECASTER] Starting predict_future for SYY
[2025-12-08T20:32:50.978125] [DEBUG] [LOCAL     ] No optimal features file found for SYY: ./output/feature-sets/SYY.txt
[2025-12-08T20:32:50.978189] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:50.978222] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:50.978249] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:50.978309] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:51.034700] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:51.035517] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:51.035616] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:51.035650] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:51.155076] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:51.155227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:51.155264] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:51.155292] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:51.158546] [DEBUG] [FORECASTER] SYY: Forecast T+1@11:T+2@11: UP (p=79.29%)
[2025-12-08T20:32:51.158820] [INFO ] [FORECASTER] Completed predict_future for SYY
[2025-12-08T20:32:51.158935] [INFO ] [sig       ] SYY: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:32:51.296609] [INFO ] [LOCAL     ] Saved forecast: SYY	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/SYY.txt
[2025-12-08T20:32:51.296722] [INFO ] [sig       ] [3118/3624] Completed SYY in 0.3s | 2.92 sym/s | Total: 17.8m | ETA: 2.9m
[2025-12-08T20:32:51.296759] [INFO ] [sig       ] [3119/3624] Forecasting TAC...
[2025-12-08T20:32:51.296788] [INFO ] [sig       ] Generating forecast for: TAC
[2025-12-08T20:32:51.296816] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAC' from 'https://tdm.silogroup.org/data/derivative_storage/TAC.csv'.
[2025-12-08T20:32:51.308621] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAC'.
[2025-12-08T20:32:51.308950] [INFO ] [FORECASTER] Starting predict_future for TAC
[2025-12-08T20:32:51.309782] [DEBUG] [LOCAL     ] No optimal features file found for TAC: ./output/feature-sets/TAC.txt
[2025-12-08T20:32:51.309832] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:51.309864] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:51.309891] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:51.309946] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:51.365461] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:51.366059] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:51.366131] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:51.366161] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:51.478885] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:51.479030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:51.479067] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:51.479093] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:51.482333] [DEBUG] [FORECASTER] TAC: Forecast T+1@11:T+2@11: UP (p=77.74%)
[2025-12-08T20:32:51.482609] [INFO ] [FORECASTER] Completed predict_future for TAC
[2025-12-08T20:32:51.482726] [INFO ] [sig       ] TAC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:32:51.620935] [INFO ] [LOCAL     ] Saved forecast: TAC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/TAC.txt
[2025-12-08T20:32:51.621039] [INFO ] [sig       ] [3119/3624] Completed TAC in 0.3s | 2.92 sym/s | Total: 17.8m | ETA: 2.9m
[2025-12-08T20:32:51.621076] [INFO ] [sig       ] [3120/3624] Forecasting TAK...
[2025-12-08T20:32:51.621105] [INFO ] [sig       ] Generating forecast for: TAK
[2025-12-08T20:32:51.621133] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAK' from 'https://tdm.silogroup.org/data/derivative_storage/TAK.csv'.
[2025-12-08T20:32:51.632962] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAK'.
[2025-12-08T20:32:51.633262] [INFO ] [FORECASTER] Starting predict_future for TAK
[2025-12-08T20:32:51.634041] [DEBUG] [LOCAL     ] No optimal features file found for TAK: ./output/feature-sets/TAK.txt
[2025-12-08T20:32:51.634090] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:51.634120] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:51.634147] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:51.634202] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:51.690570] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:51.691163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:51.691259] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:51.691292] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:51.805288] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:51.805388] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:51.805423] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:51.805455] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:51.808511] [DEBUG] [FORECASTER] TAK: Forecast T+1@11:T+2@11: DOWN (p=36.81%)
[2025-12-08T20:32:51.808779] [INFO ] [FORECASTER] Completed predict_future for TAK
[2025-12-08T20:32:51.808896] [INFO ] [sig       ] TAK: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:32:51.947014] [INFO ] [LOCAL     ] Saved forecast: TAK	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/TAK.txt
[2025-12-08T20:32:51.947118] [INFO ] [sig       ] [3120/3624] Completed TAK in 0.3s | 2.92 sym/s | Total: 17.8m | ETA: 2.9m
[2025-12-08T20:32:51.947155] [INFO ] [sig       ] [3121/3624] Forecasting TAL...
[2025-12-08T20:32:51.947183] [INFO ] [sig       ] Generating forecast for: TAL
[2025-12-08T20:32:51.947210] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAL' from 'https://tdm.silogroup.org/data/derivative_storage/TAL.csv'.
[2025-12-08T20:32:51.959387] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAL'.
[2025-12-08T20:32:51.959696] [INFO ] [FORECASTER] Starting predict_future for TAL
[2025-12-08T20:32:51.960448] [DEBUG] [LOCAL     ] No optimal features file found for TAL: ./output/feature-sets/TAL.txt
[2025-12-08T20:32:51.960497] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:51.960528] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:51.960555] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:51.960642] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:52.019540] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:52.020180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:52.020252] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:52.020283] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:52.134845] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:52.134934] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:52.134967] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:52.134994] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:52.138002] [DEBUG] [FORECASTER] TAL: Forecast T+1@11:T+2@11: UP (p=97.13%)
[2025-12-08T20:32:52.138250] [INFO ] [FORECASTER] Completed predict_future for TAL
[2025-12-08T20:32:52.138364] [INFO ] [sig       ] TAL: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:32:52.276119] [INFO ] [LOCAL     ] Saved forecast: TAL	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/TAL.txt
[2025-12-08T20:32:52.276228] [INFO ] [sig       ] [3121/3624] Completed TAL in 0.3s | 2.92 sym/s | Total: 17.8m | ETA: 2.9m
[2025-12-08T20:32:52.276265] [INFO ] [sig       ] [3122/3624] Forecasting TALK...
[2025-12-08T20:32:52.276293] [INFO ] [sig       ] Generating forecast for: TALK
[2025-12-08T20:32:52.276320] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TALK' from 'https://tdm.silogroup.org/data/derivative_storage/TALK.csv'.
[2025-12-08T20:32:52.288668] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TALK'.
[2025-12-08T20:32:52.289066] [INFO ] [FORECASTER] Starting predict_future for TALK
[2025-12-08T20:32:52.289853] [DEBUG] [LOCAL     ] No optimal features file found for TALK: ./output/feature-sets/TALK.txt
[2025-12-08T20:32:52.289903] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:52.289933] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:52.289959] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:52.290014] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:52.345375] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:52.345956] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:52.346028] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:52.346059] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:52.461271] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:52.461405] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:52.461441] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:52.461468] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:52.464739] [DEBUG] [FORECASTER] TALK: Forecast T+1@11:T+2@11: DOWN (p=11.11%)
[2025-12-08T20:32:52.465003] [INFO ] [FORECASTER] Completed predict_future for TALK
[2025-12-08T20:32:52.465127] [INFO ] [sig       ] TALK: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:32:52.602854] [INFO ] [LOCAL     ] Saved forecast: TALK	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/TALK.txt
[2025-12-08T20:32:52.602958] [INFO ] [sig       ] [3122/3624] Completed TALK in 0.3s | 2.92 sym/s | Total: 17.8m | ETA: 2.9m
[2025-12-08T20:32:52.602994] [INFO ] [sig       ] [3123/3624] Forecasting TALO...
[2025-12-08T20:32:52.603023] [INFO ] [sig       ] Generating forecast for: TALO
[2025-12-08T20:32:52.603053] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TALO' from 'https://tdm.silogroup.org/data/derivative_storage/TALO.csv'.
[2025-12-08T20:32:52.614694] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TALO'.
[2025-12-08T20:32:52.614985] [INFO ] [FORECASTER] Starting predict_future for TALO
[2025-12-08T20:32:52.615759] [DEBUG] [LOCAL     ] No optimal features file found for TALO: ./output/feature-sets/TALO.txt
[2025-12-08T20:32:52.615807] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:52.615839] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:52.615865] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:52.615919] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:52.671723] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:52.672284] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:52.672356] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:52.672387] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:52.792450] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:52.792607] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:52.792646] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:52.792674] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:52.795878] [DEBUG] [FORECASTER] TALO: Forecast T+1@11:T+2@11: UP (p=54.80%)
[2025-12-08T20:32:52.796160] [INFO ] [FORECASTER] Completed predict_future for TALO
[2025-12-08T20:32:52.796278] [INFO ] [sig       ] TALO: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:32:52.936854] [INFO ] [LOCAL     ] Saved forecast: TALO	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/TALO.txt
[2025-12-08T20:32:52.936977] [INFO ] [sig       ] [3123/3624] Completed TALO in 0.3s | 2.92 sym/s | Total: 17.8m | ETA: 2.9m
[2025-12-08T20:32:52.937015] [INFO ] [sig       ] [3124/3624] Forecasting TAOP...
[2025-12-08T20:32:52.937045] [INFO ] [sig       ] Generating forecast for: TAOP
[2025-12-08T20:32:52.937073] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAOP' from 'https://tdm.silogroup.org/data/derivative_storage/TAOP.csv'.
[2025-12-08T20:32:52.948258] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAOP'.
[2025-12-08T20:32:52.948545] [INFO ] [FORECASTER] Starting predict_future for TAOP
[2025-12-08T20:32:52.949318] [DEBUG] [LOCAL     ] No optimal features file found for TAOP: ./output/feature-sets/TAOP.txt
[2025-12-08T20:32:52.949367] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:52.949399] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:52.949426] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:52.949485] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:53.005617] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:53.006174] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:53.006244] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:53.006276] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:53.116939] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:53.117029] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:53.117063] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:53.117090] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:53.120104] [DEBUG] [FORECASTER] TAOP: Forecast T+1@11:T+2@11: DOWN (p=38.85%)
[2025-12-08T20:32:53.120351] [INFO ] [FORECASTER] Completed predict_future for TAOP
[2025-12-08T20:32:53.120462] [INFO ] [sig       ] TAOP: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:32:53.257868] [INFO ] [LOCAL     ] Saved forecast: TAOP	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/TAOP.txt
[2025-12-08T20:32:53.257973] [INFO ] [sig       ] [3124/3624] Completed TAOP in 0.3s | 2.92 sym/s | Total: 17.8m | ETA: 2.9m
[2025-12-08T20:32:53.258010] [INFO ] [sig       ] [3125/3624] Forecasting TAP...
[2025-12-08T20:32:53.258038] [INFO ] [sig       ] Generating forecast for: TAP
[2025-12-08T20:32:53.258067] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAP' from 'https://tdm.silogroup.org/data/derivative_storage/TAP.csv'.
[2025-12-08T20:32:53.269692] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAP'.
[2025-12-08T20:32:53.269983] [INFO ] [FORECASTER] Starting predict_future for TAP
[2025-12-08T20:32:53.270751] [DEBUG] [LOCAL     ] No optimal features file found for TAP: ./output/feature-sets/TAP.txt
[2025-12-08T20:32:53.270799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:53.270830] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:53.270857] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:53.270912] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:53.326817] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:53.327395] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:53.327524] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:53.327564] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:53.445859] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:53.446004] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:53.446041] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:53.446067] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:53.449299] [DEBUG] [FORECASTER] TAP: Forecast T+1@11:T+2@11: DOWN (p=40.00%)
[2025-12-08T20:32:53.449555] [INFO ] [FORECASTER] Completed predict_future for TAP
[2025-12-08T20:32:53.449689] [INFO ] [sig       ] TAP: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:32:53.587320] [INFO ] [LOCAL     ] Saved forecast: TAP	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/TAP.txt
[2025-12-08T20:32:53.587438] [INFO ] [sig       ] [3125/3624] Completed TAP in 0.3s | 2.92 sym/s | Total: 17.8m | ETA: 2.8m
[2025-12-08T20:32:53.587476] [INFO ] [sig       ] [3126/3624] Forecasting TARA...
[2025-12-08T20:32:53.587504] [INFO ] [sig       ] Generating forecast for: TARA
[2025-12-08T20:32:53.587536] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TARA' from 'https://tdm.silogroup.org/data/derivative_storage/TARA.csv'.
[2025-12-08T20:32:53.598421] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TARA'.
[2025-12-08T20:32:53.598743] [INFO ] [FORECASTER] Starting predict_future for TARA
[2025-12-08T20:32:53.599493] [DEBUG] [LOCAL     ] No optimal features file found for TARA: ./output/feature-sets/TARA.txt
[2025-12-08T20:32:53.599547] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:53.599600] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:53.599628] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:53.599683] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:53.658315] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:53.658945] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:53.659017] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:53.659048] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:53.777833] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:53.777960] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:53.777996] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:53.778024] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:53.781193] [DEBUG] [FORECASTER] TARA: Forecast T+1@11:T+2@11: DOWN (p=2.24%)
[2025-12-08T20:32:53.781451] [INFO ] [FORECASTER] Completed predict_future for TARA
[2025-12-08T20:32:53.781601] [INFO ] [sig       ] TARA: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:32:53.919559] [INFO ] [LOCAL     ] Saved forecast: TARA	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/TARA.txt
[2025-12-08T20:32:53.919677] [INFO ] [sig       ] [3126/3624] Completed TARA in 0.3s | 2.92 sym/s | Total: 17.8m | ETA: 2.8m
[2025-12-08T20:32:53.919714] [INFO ] [sig       ] [3127/3624] Forecasting TARK...
[2025-12-08T20:32:53.919743] [INFO ] [sig       ] Generating forecast for: TARK
[2025-12-08T20:32:53.919770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TARK' from 'https://tdm.silogroup.org/data/derivative_storage/TARK.csv'.
[2025-12-08T20:32:53.931937] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TARK'.
[2025-12-08T20:32:53.932227] [INFO ] [FORECASTER] Starting predict_future for TARK
[2025-12-08T20:32:53.933030] [DEBUG] [LOCAL     ] No optimal features file found for TARK: ./output/feature-sets/TARK.txt
[2025-12-08T20:32:53.933079] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:53.933133] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:53.933160] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:53.933215] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:53.988919] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:53.989506] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:53.989599] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:53.989633] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:54.107947] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:54.108066] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:54.108100] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:54.108127] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:54.111243] [DEBUG] [FORECASTER] TARK: Forecast T+1@11:T+2@11: UP (p=88.45%)
[2025-12-08T20:32:54.111499] [INFO ] [FORECASTER] Completed predict_future for TARK
[2025-12-08T20:32:54.111636] [INFO ] [sig       ] TARK: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:32:54.250454] [INFO ] [LOCAL     ] Saved forecast: TARK	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/TARK.txt
[2025-12-08T20:32:54.250556] [INFO ] [sig       ] [3127/3624] Completed TARK in 0.3s | 2.92 sym/s | Total: 17.8m | ETA: 2.8m
[2025-12-08T20:32:54.250611] [INFO ] [sig       ] [3128/3624] Forecasting TARS...
[2025-12-08T20:32:54.250641] [INFO ] [sig       ] Generating forecast for: TARS
[2025-12-08T20:32:54.250670] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TARS' from 'https://tdm.silogroup.org/data/derivative_storage/TARS.csv'.
[2025-12-08T20:32:54.266820] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TARS'.
[2025-12-08T20:32:54.267236] [INFO ] [FORECASTER] Starting predict_future for TARS
[2025-12-08T20:32:54.268321] [DEBUG] [LOCAL     ] No optimal features file found for TARS: ./output/feature-sets/TARS.txt
[2025-12-08T20:32:54.268380] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:54.268418] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:54.268451] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:54.268532] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:54.334214] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:54.334973] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:54.335062] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:54.335108] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:54.461365] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:54.461525] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:54.461565] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:54.461617] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:54.465024] [DEBUG] [FORECASTER] TARS: Forecast T+1@11:T+2@11: UP (p=64.04%)
[2025-12-08T20:32:54.465293] [INFO ] [FORECASTER] Completed predict_future for TARS
[2025-12-08T20:32:54.465412] [INFO ] [sig       ] TARS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:32:54.604761] [INFO ] [LOCAL     ] Saved forecast: TARS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/TARS.txt
[2025-12-08T20:32:54.604884] [INFO ] [sig       ] [3128/3624] Completed TARS in 0.4s | 2.92 sym/s | Total: 17.8m | ETA: 2.8m
[2025-12-08T20:32:54.604924] [INFO ] [sig       ] [3129/3624] Forecasting TASK...
[2025-12-08T20:32:54.604952] [INFO ] [sig       ] Generating forecast for: TASK
[2025-12-08T20:32:54.604980] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TASK' from 'https://tdm.silogroup.org/data/derivative_storage/TASK.csv'.
[2025-12-08T20:32:54.617645] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TASK'.
[2025-12-08T20:32:54.618032] [INFO ] [FORECASTER] Starting predict_future for TASK
[2025-12-08T20:32:54.618930] [DEBUG] [LOCAL     ] No optimal features file found for TASK: ./output/feature-sets/TASK.txt
[2025-12-08T20:32:54.618986] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:54.619036] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:54.619069] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:54.619135] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:54.674950] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:54.675587] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:54.675661] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:54.675692] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:54.794021] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:54.794171] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:54.794208] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:54.794235] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:54.797530] [DEBUG] [FORECASTER] TASK: Forecast T+1@11:T+2@11: UP (p=76.36%)
[2025-12-08T20:32:54.797826] [INFO ] [FORECASTER] Completed predict_future for TASK
[2025-12-08T20:32:54.797946] [INFO ] [sig       ] TASK: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:32:54.934185] [INFO ] [LOCAL     ] Saved forecast: TASK	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/TASK.txt
[2025-12-08T20:32:54.934337] [INFO ] [sig       ] [3129/3624] Completed TASK in 0.3s | 2.92 sym/s | Total: 17.8m | ETA: 2.8m
[2025-12-08T20:32:54.934377] [INFO ] [sig       ] [3130/3624] Forecasting TBB...
[2025-12-08T20:32:54.934406] [INFO ] [sig       ] Generating forecast for: TBB
[2025-12-08T20:32:54.934436] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBB' from 'https://tdm.silogroup.org/data/derivative_storage/TBB.csv'.
[2025-12-08T20:32:54.946637] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBB'.
[2025-12-08T20:32:54.947020] [INFO ] [FORECASTER] Starting predict_future for TBB
[2025-12-08T20:32:54.947853] [DEBUG] [LOCAL     ] No optimal features file found for TBB: ./output/feature-sets/TBB.txt
[2025-12-08T20:32:54.947903] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:54.947933] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:54.947959] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:54.948014] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:55.004168] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:55.005009] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:55.005089] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:55.005121] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:55.119799] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:55.119954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:55.119993] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:55.120056] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:55.123436] [DEBUG] [FORECASTER] TBB: Forecast T+1@11:T+2@11: UP (p=58.25%)
[2025-12-08T20:32:55.123728] [INFO ] [FORECASTER] Completed predict_future for TBB
[2025-12-08T20:32:55.123851] [INFO ] [sig       ] TBB: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:32:55.267640] [INFO ] [LOCAL     ] Saved forecast: TBB	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/TBB.txt
[2025-12-08T20:32:55.267767] [INFO ] [sig       ] [3130/3624] Completed TBB in 0.3s | 2.92 sym/s | Total: 17.8m | ETA: 2.8m
[2025-12-08T20:32:55.267806] [INFO ] [sig       ] [3131/3624] Forecasting TBBK...
[2025-12-08T20:32:55.267835] [INFO ] [sig       ] Generating forecast for: TBBK
[2025-12-08T20:32:55.267863] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBBK' from 'https://tdm.silogroup.org/data/derivative_storage/TBBK.csv'.
[2025-12-08T20:32:55.280013] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBBK'.
[2025-12-08T20:32:55.280358] [INFO ] [FORECASTER] Starting predict_future for TBBK
[2025-12-08T20:32:55.281148] [DEBUG] [LOCAL     ] No optimal features file found for TBBK: ./output/feature-sets/TBBK.txt
[2025-12-08T20:32:55.281198] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:55.281228] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:55.281254] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:55.281308] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:55.339527] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:55.340272] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:55.340350] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:55.340383] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:55.460004] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:55.460160] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:55.460197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:55.460225] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:55.463495] [DEBUG] [FORECASTER] TBBK: Forecast T+1@11:T+2@11: UP (p=98.91%)
[2025-12-08T20:32:55.463779] [INFO ] [FORECASTER] Completed predict_future for TBBK
[2025-12-08T20:32:55.463899] [INFO ] [sig       ] TBBK: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:32:55.606412] [INFO ] [LOCAL     ] Saved forecast: TBBK	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/TBBK.txt
[2025-12-08T20:32:55.606549] [INFO ] [sig       ] [3131/3624] Completed TBBK in 0.3s | 2.92 sym/s | Total: 17.9m | ETA: 2.8m
[2025-12-08T20:32:55.606609] [INFO ] [sig       ] [3132/3624] Forecasting TBI...
[2025-12-08T20:32:55.606640] [INFO ] [sig       ] Generating forecast for: TBI
[2025-12-08T20:32:55.606669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBI' from 'https://tdm.silogroup.org/data/derivative_storage/TBI.csv'.
[2025-12-08T20:32:55.618409] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBI'.
[2025-12-08T20:32:55.618756] [INFO ] [FORECASTER] Starting predict_future for TBI
[2025-12-08T20:32:55.619508] [DEBUG] [LOCAL     ] No optimal features file found for TBI: ./output/feature-sets/TBI.txt
[2025-12-08T20:32:55.619557] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:55.619610] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:55.619637] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:55.619692] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:55.677034] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:55.677763] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:55.677842] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:55.677873] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:55.800180] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:55.800329] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:55.800368] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:55.800398] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:55.804071] [DEBUG] [FORECASTER] TBI: Forecast T+1@11:T+2@11: DOWN (p=16.90%)
[2025-12-08T20:32:55.804373] [INFO ] [FORECASTER] Completed predict_future for TBI
[2025-12-08T20:32:55.804509] [INFO ] [sig       ] TBI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:32:55.952125] [INFO ] [LOCAL     ] Saved forecast: TBI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/TBI.txt
[2025-12-08T20:32:55.952256] [INFO ] [sig       ] [3132/3624] Completed TBI in 0.3s | 2.92 sym/s | Total: 17.9m | ETA: 2.8m
[2025-12-08T20:32:55.952302] [INFO ] [sig       ] [3133/3624] Forecasting TBIL...
[2025-12-08T20:32:55.952333] [INFO ] [sig       ] Generating forecast for: TBIL
[2025-12-08T20:32:55.952363] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBIL' from 'https://tdm.silogroup.org/data/derivative_storage/TBIL.csv'.
[2025-12-08T20:32:55.964413] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBIL'.
[2025-12-08T20:32:55.964746] [INFO ] [FORECASTER] Starting predict_future for TBIL
[2025-12-08T20:32:55.965514] [DEBUG] [LOCAL     ] No optimal features file found for TBIL: ./output/feature-sets/TBIL.txt
[2025-12-08T20:32:55.965567] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:55.965617] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:55.965643] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:55.965698] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:56.022545] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:56.023296] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:56.023392] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:56.023426] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:56.080714] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:56.080840] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:56.080878] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:56.080906] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:56.084256] [DEBUG] [FORECASTER] TBIL: Forecast T+1@11:T+2@11: UP (p=99.95%)
[2025-12-08T20:32:56.084524] [INFO ] [FORECASTER] Completed predict_future for TBIL
[2025-12-08T20:32:56.084666] [INFO ] [sig       ] TBIL: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:32:56.229014] [INFO ] [LOCAL     ] Saved forecast: TBIL	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/TBIL.txt
[2025-12-08T20:32:56.229149] [INFO ] [sig       ] [3133/3624] Completed TBIL in 0.3s | 2.92 sym/s | Total: 17.9m | ETA: 2.8m
[2025-12-08T20:32:56.229189] [INFO ] [sig       ] [3134/3624] Forecasting TBLA...
[2025-12-08T20:32:56.229219] [INFO ] [sig       ] Generating forecast for: TBLA
[2025-12-08T20:32:56.229249] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBLA' from 'https://tdm.silogroup.org/data/derivative_storage/TBLA.csv'.
[2025-12-08T20:32:56.241765] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBLA'.
[2025-12-08T20:32:56.242132] [INFO ] [FORECASTER] Starting predict_future for TBLA
[2025-12-08T20:32:56.242955] [DEBUG] [LOCAL     ] No optimal features file found for TBLA: ./output/feature-sets/TBLA.txt
[2025-12-08T20:32:56.243006] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:56.243038] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:56.243066] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:56.243122] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:56.300290] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:56.300987] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:56.301062] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:56.301095] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:56.438801] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:56.438954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:56.438992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:56.439020] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:56.442332] [DEBUG] [FORECASTER] TBLA: Forecast T+1@11:T+2@11: UP (p=84.60%)
[2025-12-08T20:32:56.442614] [INFO ] [FORECASTER] Completed predict_future for TBLA
[2025-12-08T20:32:56.442751] [INFO ] [sig       ] TBLA: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:32:56.581001] [INFO ] [LOCAL     ] Saved forecast: TBLA	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/TBLA.txt
[2025-12-08T20:32:56.581125] [INFO ] [sig       ] [3134/3624] Completed TBLA in 0.4s | 2.92 sym/s | Total: 17.9m | ETA: 2.8m
[2025-12-08T20:32:56.581163] [INFO ] [sig       ] [3135/3624] Forecasting TBLD...
[2025-12-08T20:32:56.581192] [INFO ] [sig       ] Generating forecast for: TBLD
[2025-12-08T20:32:56.581220] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBLD' from 'https://tdm.silogroup.org/data/derivative_storage/TBLD.csv'.
[2025-12-08T20:32:56.593314] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBLD'.
[2025-12-08T20:32:56.593626] [INFO ] [FORECASTER] Starting predict_future for TBLD
[2025-12-08T20:32:56.594380] [DEBUG] [LOCAL     ] No optimal features file found for TBLD: ./output/feature-sets/TBLD.txt
[2025-12-08T20:32:56.594429] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:56.594460] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:56.594486] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:56.594541] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:56.651305] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:56.651928] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:56.652002] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:56.652034] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:56.788082] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:56.788254] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:56.788294] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:56.788322] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:56.791803] [DEBUG] [FORECASTER] TBLD: Forecast T+1@11:T+2@11: UP (p=95.86%)
[2025-12-08T20:32:56.792096] [INFO ] [FORECASTER] Completed predict_future for TBLD
[2025-12-08T20:32:56.792221] [INFO ] [sig       ] TBLD: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:32:56.938606] [INFO ] [LOCAL     ] Saved forecast: TBLD	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/TBLD.txt
[2025-12-08T20:32:56.938754] [INFO ] [sig       ] [3135/3624] Completed TBLD in 0.4s | 2.92 sym/s | Total: 17.9m | ETA: 2.8m
[2025-12-08T20:32:56.938794] [INFO ] [sig       ] [3136/3624] Forecasting TBPH...
[2025-12-08T20:32:56.938825] [INFO ] [sig       ] Generating forecast for: TBPH
[2025-12-08T20:32:56.938855] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBPH' from 'https://tdm.silogroup.org/data/derivative_storage/TBPH.csv'.
[2025-12-08T20:32:56.952470] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBPH'.
[2025-12-08T20:32:56.952882] [INFO ] [FORECASTER] Starting predict_future for TBPH
[2025-12-08T20:32:56.953878] [DEBUG] [LOCAL     ] No optimal features file found for TBPH: ./output/feature-sets/TBPH.txt
[2025-12-08T20:32:56.953938] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:56.953980] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:56.954014] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:56.954093] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:57.011499] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:57.012165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:57.012239] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:57.012271] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:57.132594] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:57.132728] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:57.132782] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:57.132811] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:57.136026] [DEBUG] [FORECASTER] TBPH: Forecast T+1@11:T+2@11: DOWN (p=43.12%)
[2025-12-08T20:32:57.136283] [INFO ] [FORECASTER] Completed predict_future for TBPH
[2025-12-08T20:32:57.136402] [INFO ] [sig       ] TBPH: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:32:57.275734] [INFO ] [LOCAL     ] Saved forecast: TBPH	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/TBPH.txt
[2025-12-08T20:32:57.275840] [INFO ] [sig       ] [3136/3624] Completed TBPH in 0.3s | 2.92 sym/s | Total: 17.9m | ETA: 2.8m
[2025-12-08T20:32:57.275876] [INFO ] [sig       ] [3137/3624] Forecasting TBRG...
[2025-12-08T20:32:57.275905] [INFO ] [sig       ] Generating forecast for: TBRG
[2025-12-08T20:32:57.275933] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBRG' from 'https://tdm.silogroup.org/data/derivative_storage/TBRG.csv'.
[2025-12-08T20:32:57.288104] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBRG'.
[2025-12-08T20:32:57.288408] [INFO ] [FORECASTER] Starting predict_future for TBRG
[2025-12-08T20:32:57.289201] [DEBUG] [LOCAL     ] No optimal features file found for TBRG: ./output/feature-sets/TBRG.txt
[2025-12-08T20:32:57.289252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:57.289283] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:57.289310] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:57.289366] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:57.347387] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:57.348002] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:57.348095] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:57.348127] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:57.461977] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:57.462116] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:57.462153] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:57.462180] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:57.465385] [DEBUG] [FORECASTER] TBRG: Forecast T+1@11:T+2@11: UP (p=80.03%)
[2025-12-08T20:32:57.465663] [INFO ] [FORECASTER] Completed predict_future for TBRG
[2025-12-08T20:32:57.465781] [INFO ] [sig       ] TBRG: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:32:57.606974] [INFO ] [LOCAL     ] Saved forecast: TBRG	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/TBRG.txt
[2025-12-08T20:32:57.607090] [INFO ] [sig       ] [3137/3624] Completed TBRG in 0.3s | 2.92 sym/s | Total: 17.9m | ETA: 2.8m
[2025-12-08T20:32:57.607128] [INFO ] [sig       ] [3138/3624] Forecasting TCBI...
[2025-12-08T20:32:57.607158] [INFO ] [sig       ] Generating forecast for: TCBI
[2025-12-08T20:32:57.607186] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCBI' from 'https://tdm.silogroup.org/data/derivative_storage/TCBI.csv'.
[2025-12-08T20:32:57.620434] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCBI'.
[2025-12-08T20:32:57.620748] [INFO ] [FORECASTER] Starting predict_future for TCBI
[2025-12-08T20:32:57.621515] [DEBUG] [LOCAL     ] No optimal features file found for TCBI: ./output/feature-sets/TCBI.txt
[2025-12-08T20:32:57.621564] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:57.621613] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:57.621640] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:57.621695] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:57.676874] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:57.677459] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:57.677549] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:57.677597] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:57.804024] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:57.804175] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:57.804213] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:57.804241] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:57.807555] [DEBUG] [FORECASTER] TCBI: Forecast T+1@11:T+2@11: DOWN (p=9.23%)
[2025-12-08T20:32:57.807846] [INFO ] [FORECASTER] Completed predict_future for TCBI
[2025-12-08T20:32:57.807968] [INFO ] [sig       ] TCBI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:32:57.943977] [INFO ] [LOCAL     ] Saved forecast: TCBI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/TCBI.txt
[2025-12-08T20:32:57.944104] [INFO ] [sig       ] [3138/3624] Completed TCBI in 0.3s | 2.92 sym/s | Total: 17.9m | ETA: 2.8m
[2025-12-08T20:32:57.944143] [INFO ] [sig       ] [3139/3624] Forecasting TCBIO...
[2025-12-08T20:32:57.944172] [INFO ] [sig       ] Generating forecast for: TCBIO
[2025-12-08T20:32:57.944202] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCBIO' from 'https://tdm.silogroup.org/data/derivative_storage/TCBIO.csv'.
[2025-12-08T20:32:57.956110] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCBIO'.
[2025-12-08T20:32:57.956415] [INFO ] [FORECASTER] Starting predict_future for TCBIO
[2025-12-08T20:32:57.957194] [DEBUG] [LOCAL     ] No optimal features file found for TCBIO: ./output/feature-sets/TCBIO.txt
[2025-12-08T20:32:57.957244] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:57.957275] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:57.957301] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:57.957356] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:58.014406] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:58.015214] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:58.015293] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:58.015326] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:58.122277] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:58.122429] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:58.122468] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:58.122496] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:58.125732] [DEBUG] [FORECASTER] TCBIO: Forecast T+1@11:T+2@11: UP (p=56.42%)
[2025-12-08T20:32:58.125990] [INFO ] [FORECASTER] Completed predict_future for TCBIO
[2025-12-08T20:32:58.126108] [INFO ] [sig       ] TCBIO: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:32:58.266051] [INFO ] [LOCAL     ] Saved forecast: TCBIO	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/TCBIO.txt
[2025-12-08T20:32:58.266193] [INFO ] [sig       ] [3139/3624] Completed TCBIO in 0.3s | 2.92 sym/s | Total: 17.9m | ETA: 2.8m
[2025-12-08T20:32:58.266234] [INFO ] [sig       ] [3140/3624] Forecasting TCBK...
[2025-12-08T20:32:58.266264] [INFO ] [sig       ] Generating forecast for: TCBK
[2025-12-08T20:32:58.266295] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCBK' from 'https://tdm.silogroup.org/data/derivative_storage/TCBK.csv'.
[2025-12-08T20:32:58.278950] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCBK'.
[2025-12-08T20:32:58.279359] [INFO ] [FORECASTER] Starting predict_future for TCBK
[2025-12-08T20:32:58.280169] [DEBUG] [LOCAL     ] No optimal features file found for TCBK: ./output/feature-sets/TCBK.txt
[2025-12-08T20:32:58.280219] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:58.280262] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:58.280289] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:58.280343] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:58.336541] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:58.337406] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:58.337514] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:58.337546] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:58.455811] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:58.455975] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:58.456013] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:58.456041] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:58.459340] [DEBUG] [FORECASTER] TCBK: Forecast T+1@11:T+2@11: UP (p=54.21%)
[2025-12-08T20:32:58.459625] [INFO ] [FORECASTER] Completed predict_future for TCBK
[2025-12-08T20:32:58.459746] [INFO ] [sig       ] TCBK: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:32:58.603158] [INFO ] [LOCAL     ] Saved forecast: TCBK	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/TCBK.txt
[2025-12-08T20:32:58.603320] [INFO ] [sig       ] [3140/3624] Completed TCBK in 0.3s | 2.92 sym/s | Total: 17.9m | ETA: 2.8m
[2025-12-08T20:32:58.603367] [INFO ] [sig       ] [3141/3624] Forecasting TCBX...
[2025-12-08T20:32:58.603398] [INFO ] [sig       ] Generating forecast for: TCBX
[2025-12-08T20:32:58.603426] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCBX' from 'https://tdm.silogroup.org/data/derivative_storage/TCBX.csv'.
[2025-12-08T20:32:58.614895] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCBX'.
[2025-12-08T20:32:58.615250] [INFO ] [FORECASTER] Starting predict_future for TCBX
[2025-12-08T20:32:58.616043] [DEBUG] [LOCAL     ] No optimal features file found for TCBX: ./output/feature-sets/TCBX.txt
[2025-12-08T20:32:58.616092] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:58.616122] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:58.616148] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:58.616202] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:58.672197] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:58.673063] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:58.673158] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:58.673192] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:58.799776] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:58.799937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:58.799974] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:58.800002] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:58.803333] [DEBUG] [FORECASTER] TCBX: Forecast T+1@11:T+2@11: DOWN (p=5.93%)
[2025-12-08T20:32:58.803640] [INFO ] [FORECASTER] Completed predict_future for TCBX
[2025-12-08T20:32:58.803770] [INFO ] [sig       ] TCBX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:32:58.943701] [INFO ] [LOCAL     ] Saved forecast: TCBX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/TCBX.txt
[2025-12-08T20:32:58.943848] [INFO ] [sig       ] [3141/3624] Completed TCBX in 0.3s | 2.92 sym/s | Total: 17.9m | ETA: 2.8m
[2025-12-08T20:32:58.943887] [INFO ] [sig       ] [3142/3624] Forecasting TCMD...
[2025-12-08T20:32:58.943917] [INFO ] [sig       ] Generating forecast for: TCMD
[2025-12-08T20:32:58.943946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCMD' from 'https://tdm.silogroup.org/data/derivative_storage/TCMD.csv'.
[2025-12-08T20:32:58.956298] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCMD'.
[2025-12-08T20:32:58.956698] [INFO ] [FORECASTER] Starting predict_future for TCMD
[2025-12-08T20:32:58.957475] [DEBUG] [LOCAL     ] No optimal features file found for TCMD: ./output/feature-sets/TCMD.txt
[2025-12-08T20:32:58.957527] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:58.957558] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:58.957602] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:58.957664] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:59.013603] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:59.014411] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:59.014486] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:59.014518] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:59.139940] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:59.140073] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:59.140110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:59.140139] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:59.143349] [DEBUG] [FORECASTER] TCMD: Forecast T+1@11:T+2@11: UP (p=86.45%)
[2025-12-08T20:32:59.143663] [INFO ] [FORECASTER] Completed predict_future for TCMD
[2025-12-08T20:32:59.143813] [INFO ] [sig       ] TCMD: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:32:59.282285] [INFO ] [LOCAL     ] Saved forecast: TCMD	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/TCMD.txt
[2025-12-08T20:32:59.282391] [INFO ] [sig       ] [3142/3624] Completed TCMD in 0.3s | 2.92 sym/s | Total: 17.9m | ETA: 2.7m
[2025-12-08T20:32:59.282430] [INFO ] [sig       ] [3143/3624] Forecasting TCOM...
[2025-12-08T20:32:59.282460] [INFO ] [sig       ] Generating forecast for: TCOM
[2025-12-08T20:32:59.282490] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCOM' from 'https://tdm.silogroup.org/data/derivative_storage/TCOM.csv'.
[2025-12-08T20:32:59.293832] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCOM'.
[2025-12-08T20:32:59.294138] [INFO ] [FORECASTER] Starting predict_future for TCOM
[2025-12-08T20:32:59.294919] [DEBUG] [LOCAL     ] No optimal features file found for TCOM: ./output/feature-sets/TCOM.txt
[2025-12-08T20:32:59.294968] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:59.295000] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:59.295028] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:59.295083] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:59.350865] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:59.351432] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:59.351506] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:59.351538] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:59.474326] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:59.474482] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:59.474522] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:59.474551] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:59.477940] [DEBUG] [FORECASTER] TCOM: Forecast T+1@11:T+2@11: DOWN (p=14.55%)
[2025-12-08T20:32:59.478215] [INFO ] [FORECASTER] Completed predict_future for TCOM
[2025-12-08T20:32:59.478334] [INFO ] [sig       ] TCOM: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:32:59.660055] [INFO ] [LOCAL     ] Saved forecast: TCOM	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/TCOM.txt
[2025-12-08T20:32:59.660183] [INFO ] [sig       ] [3143/3624] Completed TCOM in 0.4s | 2.92 sym/s | Total: 17.9m | ETA: 2.7m
[2025-12-08T20:32:59.660222] [INFO ] [sig       ] [3144/3624] Forecasting TCPC...
[2025-12-08T20:32:59.660281] [INFO ] [sig       ] Generating forecast for: TCPC
[2025-12-08T20:32:59.660316] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCPC' from 'https://tdm.silogroup.org/data/derivative_storage/TCPC.csv'.
[2025-12-08T20:32:59.671408] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCPC'.
[2025-12-08T20:32:59.671755] [INFO ] [FORECASTER] Starting predict_future for TCPC
[2025-12-08T20:32:59.672514] [DEBUG] [LOCAL     ] No optimal features file found for TCPC: ./output/feature-sets/TCPC.txt
[2025-12-08T20:32:59.672607] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:59.672642] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:59.672674] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:59.672729] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:32:59.727595] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:32:59.728190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:32:59.728265] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:32:59.728297] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:32:59.843674] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:32:59.843808] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:32:59.843852] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:32:59.843879] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:32:59.847080] [DEBUG] [FORECASTER] TCPC: Forecast T+1@11:T+2@11: DOWN (p=17.62%)
[2025-12-08T20:32:59.847340] [INFO ] [FORECASTER] Completed predict_future for TCPC
[2025-12-08T20:32:59.847483] [INFO ] [sig       ] TCPC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:32:59.985236] [INFO ] [LOCAL     ] Saved forecast: TCPC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/TCPC.txt
[2025-12-08T20:32:59.985340] [INFO ] [sig       ] [3144/3624] Completed TCPC in 0.3s | 2.92 sym/s | Total: 17.9m | ETA: 2.7m
[2025-12-08T20:32:59.985378] [INFO ] [sig       ] [3145/3624] Forecasting TCX...
[2025-12-08T20:32:59.985406] [INFO ] [sig       ] Generating forecast for: TCX
[2025-12-08T20:32:59.985435] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCX' from 'https://tdm.silogroup.org/data/derivative_storage/TCX.csv'.
[2025-12-08T20:32:59.997256] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCX'.
[2025-12-08T20:32:59.997614] [INFO ] [FORECASTER] Starting predict_future for TCX
[2025-12-08T20:32:59.998378] [DEBUG] [LOCAL     ] No optimal features file found for TCX: ./output/feature-sets/TCX.txt
[2025-12-08T20:32:59.998427] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:32:59.998457] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:32:59.998483] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:32:59.998538] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:00.053879] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:00.054448] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:00.054521] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:00.054551] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:00.161746] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:00.161840] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:00.161874] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:00.161900] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:00.164906] [DEBUG] [FORECASTER] TCX: Forecast T+1@11:T+2@11: DOWN (p=8.59%)
[2025-12-08T20:33:00.165156] [INFO ] [FORECASTER] Completed predict_future for TCX
[2025-12-08T20:33:00.165269] [INFO ] [sig       ] TCX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:33:00.305970] [INFO ] [LOCAL     ] Saved forecast: TCX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/TCX.txt
[2025-12-08T20:33:00.306089] [INFO ] [sig       ] [3145/3624] Completed TCX in 0.3s | 2.92 sym/s | Total: 17.9m | ETA: 2.7m
[2025-12-08T20:33:00.306127] [INFO ] [sig       ] [3146/3624] Forecasting TD...
[2025-12-08T20:33:00.306156] [INFO ] [sig       ] Generating forecast for: TD
[2025-12-08T20:33:00.306185] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TD' from 'https://tdm.silogroup.org/data/derivative_storage/TD.csv'.
[2025-12-08T20:33:00.318034] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TD'.
[2025-12-08T20:33:00.318335] [INFO ] [FORECASTER] Starting predict_future for TD
[2025-12-08T20:33:00.319108] [DEBUG] [LOCAL     ] No optimal features file found for TD: ./output/feature-sets/TD.txt
[2025-12-08T20:33:00.319157] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:00.319188] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:00.319214] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:00.319269] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:00.374662] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:00.375237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:00.375311] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:00.375343] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:00.493764] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:00.493862] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:00.493896] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:00.493923] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:00.497045] [DEBUG] [FORECASTER] TD: Forecast T+1@11:T+2@11: UP (p=96.90%)
[2025-12-08T20:33:00.497315] [INFO ] [FORECASTER] Completed predict_future for TD
[2025-12-08T20:33:00.497458] [INFO ] [sig       ] TD: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:33:00.635709] [INFO ] [LOCAL     ] Saved forecast: TD	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/TD.txt
[2025-12-08T20:33:00.635831] [INFO ] [sig       ] [3146/3624] Completed TD in 0.3s | 2.92 sym/s | Total: 17.9m | ETA: 2.7m
[2025-12-08T20:33:00.635868] [INFO ] [sig       ] [3147/3624] Forecasting TDC...
[2025-12-08T20:33:00.635898] [INFO ] [sig       ] Generating forecast for: TDC
[2025-12-08T20:33:00.635927] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDC' from 'https://tdm.silogroup.org/data/derivative_storage/TDC.csv'.
[2025-12-08T20:33:00.647086] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDC'.
[2025-12-08T20:33:00.647386] [INFO ] [FORECASTER] Starting predict_future for TDC
[2025-12-08T20:33:00.648181] [DEBUG] [LOCAL     ] No optimal features file found for TDC: ./output/feature-sets/TDC.txt
[2025-12-08T20:33:00.648230] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:00.648261] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:00.648287] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:00.648340] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:00.703697] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:00.704478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:00.704560] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:00.704611] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:00.825542] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:00.825668] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:00.825704] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:00.826075] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:00.829382] [DEBUG] [FORECASTER] TDC: Forecast T+1@11:T+2@11: UP (p=78.08%)
[2025-12-08T20:33:00.829672] [INFO ] [FORECASTER] Completed predict_future for TDC
[2025-12-08T20:33:00.829795] [INFO ] [sig       ] TDC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:33:00.968720] [INFO ] [LOCAL     ] Saved forecast: TDC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/TDC.txt
[2025-12-08T20:33:00.968867] [INFO ] [sig       ] [3147/3624] Completed TDC in 0.3s | 2.92 sym/s | Total: 17.9m | ETA: 2.7m
[2025-12-08T20:33:00.968906] [INFO ] [sig       ] [3148/3624] Forecasting TDF...
[2025-12-08T20:33:00.968938] [INFO ] [sig       ] Generating forecast for: TDF
[2025-12-08T20:33:00.968968] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDF' from 'https://tdm.silogroup.org/data/derivative_storage/TDF.csv'.
[2025-12-08T20:33:00.980014] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDF'.
[2025-12-08T20:33:00.980361] [INFO ] [FORECASTER] Starting predict_future for TDF
[2025-12-08T20:33:00.981159] [DEBUG] [LOCAL     ] No optimal features file found for TDF: ./output/feature-sets/TDF.txt
[2025-12-08T20:33:00.981210] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:00.981241] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:00.981268] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:00.981323] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:01.040773] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:01.041620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:01.041705] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:01.041738] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:01.154667] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:01.154774] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:01.154810] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:01.154838] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:01.158031] [DEBUG] [FORECASTER] TDF: Forecast T+1@11:T+2@11: UP (p=63.16%)
[2025-12-08T20:33:01.158293] [INFO ] [FORECASTER] Completed predict_future for TDF
[2025-12-08T20:33:01.158411] [INFO ] [sig       ] TDF: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:33:01.296824] [INFO ] [LOCAL     ] Saved forecast: TDF	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/TDF.txt
[2025-12-08T20:33:01.296944] [INFO ] [sig       ] [3148/3624] Completed TDF in 0.3s | 2.92 sym/s | Total: 17.9m | ETA: 2.7m
[2025-12-08T20:33:01.296982] [INFO ] [sig       ] [3149/3624] Forecasting TDG...
[2025-12-08T20:33:01.297011] [INFO ] [sig       ] Generating forecast for: TDG
[2025-12-08T20:33:01.297040] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDG' from 'https://tdm.silogroup.org/data/derivative_storage/TDG.csv'.
[2025-12-08T20:33:01.310232] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDG'.
[2025-12-08T20:33:01.310622] [INFO ] [FORECASTER] Starting predict_future for TDG
[2025-12-08T20:33:01.311412] [DEBUG] [LOCAL     ] No optimal features file found for TDG: ./output/feature-sets/TDG.txt
[2025-12-08T20:33:01.311462] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:01.311493] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:01.311518] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:01.311594] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:01.367048] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:01.367798] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:01.367877] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:01.367924] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:01.488733] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:01.488886] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:01.488924] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:01.488953] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:01.492270] [DEBUG] [FORECASTER] TDG: Forecast T+1@11:T+2@11: UP (p=84.38%)
[2025-12-08T20:33:01.492535] [INFO ] [FORECASTER] Completed predict_future for TDG
[2025-12-08T20:33:01.492685] [INFO ] [sig       ] TDG: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:33:01.636013] [INFO ] [LOCAL     ] Saved forecast: TDG	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/TDG.txt
[2025-12-08T20:33:01.636185] [INFO ] [sig       ] [3149/3624] Completed TDG in 0.3s | 2.92 sym/s | Total: 18.0m | ETA: 2.7m
[2025-12-08T20:33:01.636226] [INFO ] [sig       ] [3150/3624] Forecasting TDOC...
[2025-12-08T20:33:01.636255] [INFO ] [sig       ] Generating forecast for: TDOC
[2025-12-08T20:33:01.636283] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDOC' from 'https://tdm.silogroup.org/data/derivative_storage/TDOC.csv'.
[2025-12-08T20:33:01.649687] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDOC'.
[2025-12-08T20:33:01.650122] [INFO ] [FORECASTER] Starting predict_future for TDOC
[2025-12-08T20:33:01.651027] [DEBUG] [LOCAL     ] No optimal features file found for TDOC: ./output/feature-sets/TDOC.txt
[2025-12-08T20:33:01.651079] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:01.651111] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:01.651138] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:01.651194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:01.712047] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:01.713004] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:01.713102] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:01.713140] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:01.837736] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:01.837891] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:01.837930] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:01.837957] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:01.841437] [DEBUG] [FORECASTER] TDOC: Forecast T+1@11:T+2@11: DOWN (p=4.53%)
[2025-12-08T20:33:01.841726] [INFO ] [FORECASTER] Completed predict_future for TDOC
[2025-12-08T20:33:01.841845] [INFO ] [sig       ] TDOC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:33:01.986704] [INFO ] [LOCAL     ] Saved forecast: TDOC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/TDOC.txt
[2025-12-08T20:33:01.986842] [INFO ] [sig       ] [3150/3624] Completed TDOC in 0.4s | 2.92 sym/s | Total: 18.0m | ETA: 2.7m
[2025-12-08T20:33:01.986881] [INFO ] [sig       ] [3151/3624] Forecasting TDS...
[2025-12-08T20:33:01.986910] [INFO ] [sig       ] Generating forecast for: TDS
[2025-12-08T20:33:01.986940] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDS' from 'https://tdm.silogroup.org/data/derivative_storage/TDS.csv'.
[2025-12-08T20:33:01.999805] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDS'.
[2025-12-08T20:33:02.000217] [INFO ] [FORECASTER] Starting predict_future for TDS
[2025-12-08T20:33:02.001055] [DEBUG] [LOCAL     ] No optimal features file found for TDS: ./output/feature-sets/TDS.txt
[2025-12-08T20:33:02.001106] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:02.001137] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:02.001163] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:02.001229] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:02.061994] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:02.062893] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:02.062976] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:02.063008] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:02.178605] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:02.178756] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:02.178793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:02.178821] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:02.182064] [DEBUG] [FORECASTER] TDS: Forecast T+1@11:T+2@11: DOWN (p=9.35%)
[2025-12-08T20:33:02.182326] [INFO ] [FORECASTER] Completed predict_future for TDS
[2025-12-08T20:33:02.182442] [INFO ] [sig       ] TDS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:33:02.322103] [INFO ] [LOCAL     ] Saved forecast: TDS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/TDS.txt
[2025-12-08T20:33:02.322255] [INFO ] [sig       ] [3151/3624] Completed TDS in 0.3s | 2.92 sym/s | Total: 18.0m | ETA: 2.7m
[2025-12-08T20:33:02.322295] [INFO ] [sig       ] [3152/3624] Forecasting TDSC...
[2025-12-08T20:33:02.322325] [INFO ] [sig       ] Generating forecast for: TDSC
[2025-12-08T20:33:02.322354] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDSC' from 'https://tdm.silogroup.org/data/derivative_storage/TDSC.csv'.
[2025-12-08T20:33:02.333931] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDSC'.
[2025-12-08T20:33:02.334238] [INFO ] [FORECASTER] Starting predict_future for TDSC
[2025-12-08T20:33:02.335054] [DEBUG] [LOCAL     ] No optimal features file found for TDSC: ./output/feature-sets/TDSC.txt
[2025-12-08T20:33:02.335105] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:02.335136] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:02.335162] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:02.335217] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:02.389849] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:02.390450] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:02.390523] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:02.390554] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:02.499458] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:02.499633] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:02.499686] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:02.499716] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:02.503465] [DEBUG] [FORECASTER] TDSC: Forecast T+1@11:T+2@11: DOWN (p=28.24%)
[2025-12-08T20:33:02.503971] [INFO ] [FORECASTER] Completed predict_future for TDSC
[2025-12-08T20:33:02.504099] [INFO ] [sig       ] TDSC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:33:02.655049] [INFO ] [LOCAL     ] Saved forecast: TDSC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/TDSC.txt
[2025-12-08T20:33:02.655211] [INFO ] [sig       ] [3152/3624] Completed TDSC in 0.3s | 2.92 sym/s | Total: 18.0m | ETA: 2.7m
[2025-12-08T20:33:02.655257] [INFO ] [sig       ] [3153/3624] Forecasting TDUP...
[2025-12-08T20:33:02.655287] [INFO ] [sig       ] Generating forecast for: TDUP
[2025-12-08T20:33:02.655316] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDUP' from 'https://tdm.silogroup.org/data/derivative_storage/TDUP.csv'.
[2025-12-08T20:33:02.668113] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDUP'.
[2025-12-08T20:33:02.668534] [INFO ] [FORECASTER] Starting predict_future for TDUP
[2025-12-08T20:33:02.669422] [DEBUG] [LOCAL     ] No optimal features file found for TDUP: ./output/feature-sets/TDUP.txt
[2025-12-08T20:33:02.669490] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:02.669524] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:02.669550] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:02.669634] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:02.727594] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:02.728524] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:02.728643] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:02.728679] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:02.893839] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:02.894015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:02.894062] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:02.894096] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:02.898460] [DEBUG] [FORECASTER] TDUP: Forecast T+1@11:T+2@11: UP (p=53.32%)
[2025-12-08T20:33:02.898948] [INFO ] [FORECASTER] Completed predict_future for TDUP
[2025-12-08T20:33:02.899140] [INFO ] [sig       ] TDUP: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:33:03.085157] [INFO ] [LOCAL     ] Saved forecast: TDUP	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/TDUP.txt
[2025-12-08T20:33:03.085364] [INFO ] [sig       ] [3153/3624] Completed TDUP in 0.4s | 2.92 sym/s | Total: 18.0m | ETA: 2.7m
[2025-12-08T20:33:03.085418] [INFO ] [sig       ] [3154/3624] Forecasting TDY...
[2025-12-08T20:33:03.085458] [INFO ] [sig       ] Generating forecast for: TDY
[2025-12-08T20:33:03.085497] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDY' from 'https://tdm.silogroup.org/data/derivative_storage/TDY.csv'.
[2025-12-08T20:33:03.101686] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDY'.
[2025-12-08T20:33:03.102183] [INFO ] [FORECASTER] Starting predict_future for TDY
[2025-12-08T20:33:03.103348] [DEBUG] [LOCAL     ] No optimal features file found for TDY: ./output/feature-sets/TDY.txt
[2025-12-08T20:33:03.103414] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:03.103463] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:03.103508] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:03.103618] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:03.192415] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:03.193620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:03.193820] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:03.193886] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:03.329793] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:03.329957] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:03.329998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:03.330027] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:03.333917] [DEBUG] [FORECASTER] TDY: Forecast T+1@11:T+2@11: DOWN (p=2.46%)
[2025-12-08T20:33:03.334301] [INFO ] [FORECASTER] Completed predict_future for TDY
[2025-12-08T20:33:03.334451] [INFO ] [sig       ] TDY: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:33:03.529410] [INFO ] [LOCAL     ] Saved forecast: TDY	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/TDY.txt
[2025-12-08T20:33:03.529599] [INFO ] [sig       ] [3154/3624] Completed TDY in 0.4s | 2.92 sym/s | Total: 18.0m | ETA: 2.7m
[2025-12-08T20:33:03.529643] [INFO ] [sig       ] [3155/3624] Forecasting TEAM...
[2025-12-08T20:33:03.529673] [INFO ] [sig       ] Generating forecast for: TEAM
[2025-12-08T20:33:03.529703] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEAM' from 'https://tdm.silogroup.org/data/derivative_storage/TEAM.csv'.
[2025-12-08T20:33:03.542430] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEAM'.
[2025-12-08T20:33:03.542851] [INFO ] [FORECASTER] Starting predict_future for TEAM
[2025-12-08T20:33:03.543708] [DEBUG] [LOCAL     ] No optimal features file found for TEAM: ./output/feature-sets/TEAM.txt
[2025-12-08T20:33:03.543765] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:03.543798] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:03.543826] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:03.543883] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:03.602563] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:03.603476] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:03.603560] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:03.603613] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:03.732993] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:03.733175] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:03.733221] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:03.733251] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:03.736937] [DEBUG] [FORECASTER] TEAM: Forecast T+1@11:T+2@11: UP (p=96.60%)
[2025-12-08T20:33:03.737283] [INFO ] [FORECASTER] Completed predict_future for TEAM
[2025-12-08T20:33:03.737449] [INFO ] [sig       ] TEAM: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:33:03.879742] [INFO ] [LOCAL     ] Saved forecast: TEAM	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/TEAM.txt
[2025-12-08T20:33:03.879874] [INFO ] [sig       ] [3155/3624] Completed TEAM in 0.4s | 2.92 sym/s | Total: 18.0m | ETA: 2.7m
[2025-12-08T20:33:03.879912] [INFO ] [sig       ] [3156/3624] Forecasting TECH...
[2025-12-08T20:33:03.879941] [INFO ] [sig       ] Generating forecast for: TECH
[2025-12-08T20:33:03.879969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TECH' from 'https://tdm.silogroup.org/data/derivative_storage/TECH.csv'.
[2025-12-08T20:33:03.893331] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TECH'.
[2025-12-08T20:33:03.893703] [INFO ] [FORECASTER] Starting predict_future for TECH
[2025-12-08T20:33:03.894502] [DEBUG] [LOCAL     ] No optimal features file found for TECH: ./output/feature-sets/TECH.txt
[2025-12-08T20:33:03.894552] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:03.894604] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:03.894633] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:03.894692] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:03.951680] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:03.952384] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:03.952474] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:03.952509] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:04.073139] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:04.073287] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:04.073325] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:04.073352] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:04.076638] [DEBUG] [FORECASTER] TECH: Forecast T+1@11:T+2@11: DOWN (p=19.76%)
[2025-12-08T20:33:04.076916] [INFO ] [FORECASTER] Completed predict_future for TECH
[2025-12-08T20:33:04.077038] [INFO ] [sig       ] TECH: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:33:04.217763] [INFO ] [LOCAL     ] Saved forecast: TECH	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/TECH.txt
[2025-12-08T20:33:04.217916] [INFO ] [sig       ] [3156/3624] Completed TECH in 0.3s | 2.92 sym/s | Total: 18.0m | ETA: 2.7m
[2025-12-08T20:33:04.217958] [INFO ] [sig       ] [3157/3624] Forecasting TECK...
[2025-12-08T20:33:04.217987] [INFO ] [sig       ] Generating forecast for: TECK
[2025-12-08T20:33:04.218017] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TECK' from 'https://tdm.silogroup.org/data/derivative_storage/TECK.csv'.
[2025-12-08T20:33:04.229688] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TECK'.
[2025-12-08T20:33:04.230083] [INFO ] [FORECASTER] Starting predict_future for TECK
[2025-12-08T20:33:04.230945] [DEBUG] [LOCAL     ] No optimal features file found for TECK: ./output/feature-sets/TECK.txt
[2025-12-08T20:33:04.230998] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:04.231031] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:04.231058] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:04.231123] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:04.288724] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:04.289519] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:04.289620] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:04.289656] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:04.411929] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:04.412079] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:04.412118] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:04.412147] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:04.415538] [DEBUG] [FORECASTER] TECK: Forecast T+1@11:T+2@11: UP (p=78.25%)
[2025-12-08T20:33:04.415826] [INFO ] [FORECASTER] Completed predict_future for TECK
[2025-12-08T20:33:04.415947] [INFO ] [sig       ] TECK: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:33:04.560420] [INFO ] [LOCAL     ] Saved forecast: TECK	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/TECK.txt
[2025-12-08T20:33:04.560623] [INFO ] [sig       ] [3157/3624] Completed TECK in 0.3s | 2.92 sym/s | Total: 18.0m | ETA: 2.7m
[2025-12-08T20:33:04.560670] [INFO ] [sig       ] [3158/3624] Forecasting TECX...
[2025-12-08T20:33:04.560709] [INFO ] [sig       ] Generating forecast for: TECX
[2025-12-08T20:33:04.560747] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TECX' from 'https://tdm.silogroup.org/data/derivative_storage/TECX.csv'.
[2025-12-08T20:33:04.572775] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TECX'.
[2025-12-08T20:33:04.573133] [INFO ] [FORECASTER] Starting predict_future for TECX
[2025-12-08T20:33:04.574036] [DEBUG] [LOCAL     ] No optimal features file found for TECX: ./output/feature-sets/TECX.txt
[2025-12-08T20:33:04.574089] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:04.574124] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:04.574153] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:04.574211] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:04.632282] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:04.633053] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:04.633138] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:04.633172] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:04.749765] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:04.749927] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:04.749973] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:04.750005] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:04.753401] [DEBUG] [FORECASTER] TECX: Forecast T+1@11:T+2@11: UP (p=91.45%)
[2025-12-08T20:33:04.753684] [INFO ] [FORECASTER] Completed predict_future for TECX
[2025-12-08T20:33:04.753808] [INFO ] [sig       ] TECX: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:33:04.892086] [INFO ] [LOCAL     ] Saved forecast: TECX	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/TECX.txt
[2025-12-08T20:33:04.892217] [INFO ] [sig       ] [3158/3624] Completed TECX in 0.3s | 2.92 sym/s | Total: 18.0m | ETA: 2.7m
[2025-12-08T20:33:04.892256] [INFO ] [sig       ] [3159/3624] Forecasting TEF...
[2025-12-08T20:33:04.892285] [INFO ] [sig       ] Generating forecast for: TEF
[2025-12-08T20:33:04.892314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEF' from 'https://tdm.silogroup.org/data/derivative_storage/TEF.csv'.
[2025-12-08T20:33:04.904438] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEF'.
[2025-12-08T20:33:04.904806] [INFO ] [FORECASTER] Starting predict_future for TEF
[2025-12-08T20:33:04.905590] [DEBUG] [LOCAL     ] No optimal features file found for TEF: ./output/feature-sets/TEF.txt
[2025-12-08T20:33:04.905640] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:04.905672] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:04.905703] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:04.905770] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:04.963276] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:04.964048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:04.964126] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:04.964159] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:05.081765] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:05.081908] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:05.081945] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:05.081973] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:05.085265] [DEBUG] [FORECASTER] TEF: Forecast T+1@11:T+2@11: DOWN (p=35.63%)
[2025-12-08T20:33:05.085527] [INFO ] [FORECASTER] Completed predict_future for TEF
[2025-12-08T20:33:05.085664] [INFO ] [sig       ] TEF: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:33:05.224315] [INFO ] [LOCAL     ] Saved forecast: TEF	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/TEF.txt
[2025-12-08T20:33:05.224449] [INFO ] [sig       ] [3159/3624] Completed TEF in 0.3s | 2.92 sym/s | Total: 18.0m | ETA: 2.7m
[2025-12-08T20:33:05.224487] [INFO ] [sig       ] [3160/3624] Forecasting TEI...
[2025-12-08T20:33:05.224517] [INFO ] [sig       ] Generating forecast for: TEI
[2025-12-08T20:33:05.224546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEI' from 'https://tdm.silogroup.org/data/derivative_storage/TEI.csv'.
[2025-12-08T20:33:05.235774] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEI'.
[2025-12-08T20:33:05.236122] [INFO ] [FORECASTER] Starting predict_future for TEI
[2025-12-08T20:33:05.236903] [DEBUG] [LOCAL     ] No optimal features file found for TEI: ./output/feature-sets/TEI.txt
[2025-12-08T20:33:05.236952] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:05.236984] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:05.237010] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:05.237065] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:05.292691] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:05.293399] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:05.293480] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:05.293513] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:05.413551] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:05.413740] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:05.413779] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:05.413808] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:05.417140] [DEBUG] [FORECASTER] TEI: Forecast T+1@11:T+2@11: UP (p=87.86%)
[2025-12-08T20:33:05.417436] [INFO ] [FORECASTER] Completed predict_future for TEI
[2025-12-08T20:33:05.417561] [INFO ] [sig       ] TEI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:33:05.555962] [INFO ] [LOCAL     ] Saved forecast: TEI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/TEI.txt
[2025-12-08T20:33:05.556106] [INFO ] [sig       ] [3160/3624] Completed TEI in 0.3s | 2.92 sym/s | Total: 18.0m | ETA: 2.6m
[2025-12-08T20:33:05.556144] [INFO ] [sig       ] [3161/3624] Forecasting TELO...
[2025-12-08T20:33:05.556173] [INFO ] [sig       ] Generating forecast for: TELO
[2025-12-08T20:33:05.556203] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TELO' from 'https://tdm.silogroup.org/data/derivative_storage/TELO.csv'.
[2025-12-08T20:33:05.568408] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TELO'.
[2025-12-08T20:33:05.568781] [INFO ] [FORECASTER] Starting predict_future for TELO
[2025-12-08T20:33:05.569624] [DEBUG] [LOCAL     ] No optimal features file found for TELO: ./output/feature-sets/TELO.txt
[2025-12-08T20:33:05.569674] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:05.569739] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:05.569775] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:05.569844] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:05.629108] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:05.629847] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:05.629926] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:05.629960] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:05.752463] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:05.752630] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:05.752678] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:05.752714] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:05.756157] [DEBUG] [FORECASTER] TELO: Forecast T+1@11:T+2@11: DOWN (p=31.79%)
[2025-12-08T20:33:05.756428] [INFO ] [FORECASTER] Completed predict_future for TELO
[2025-12-08T20:33:05.756553] [INFO ] [sig       ] TELO: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:33:05.895096] [INFO ] [LOCAL     ] Saved forecast: TELO	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/TELO.txt
[2025-12-08T20:33:05.895224] [INFO ] [sig       ] [3161/3624] Completed TELO in 0.3s | 2.92 sym/s | Total: 18.0m | ETA: 2.6m
[2025-12-08T20:33:05.895263] [INFO ] [sig       ] [3162/3624] Forecasting TEM...
[2025-12-08T20:33:05.895292] [INFO ] [sig       ] Generating forecast for: TEM
[2025-12-08T20:33:05.895321] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEM' from 'https://tdm.silogroup.org/data/derivative_storage/TEM.csv'.
[2025-12-08T20:33:05.906818] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEM'.
[2025-12-08T20:33:05.907148] [INFO ] [FORECASTER] Starting predict_future for TEM
[2025-12-08T20:33:05.907942] [DEBUG] [LOCAL     ] No optimal features file found for TEM: ./output/feature-sets/TEM.txt
[2025-12-08T20:33:05.907991] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:05.908021] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:05.908047] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:05.908101] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:05.962825] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:05.963432] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:05.963509] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:05.963540] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:06.085521] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:06.085691] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:06.085728] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:06.085755] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:06.089033] [DEBUG] [FORECASTER] TEM: Forecast T+1@11:T+2@11: DOWN (p=35.99%)
[2025-12-08T20:33:06.089305] [INFO ] [FORECASTER] Completed predict_future for TEM
[2025-12-08T20:33:06.089442] [INFO ] [sig       ] TEM: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:33:06.232977] [INFO ] [LOCAL     ] Saved forecast: TEM	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/TEM.txt
[2025-12-08T20:33:06.233140] [INFO ] [sig       ] [3162/3624] Completed TEM in 0.3s | 2.92 sym/s | Total: 18.0m | ETA: 2.6m
[2025-12-08T20:33:06.233180] [INFO ] [sig       ] [3163/3624] Forecasting TENB...
[2025-12-08T20:33:06.233210] [INFO ] [sig       ] Generating forecast for: TENB
[2025-12-08T20:33:06.233239] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TENB' from 'https://tdm.silogroup.org/data/derivative_storage/TENB.csv'.
[2025-12-08T20:33:06.245415] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TENB'.
[2025-12-08T20:33:06.245823] [INFO ] [FORECASTER] Starting predict_future for TENB
[2025-12-08T20:33:06.246669] [DEBUG] [LOCAL     ] No optimal features file found for TENB: ./output/feature-sets/TENB.txt
[2025-12-08T20:33:06.246721] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:06.246753] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:06.246779] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:06.246834] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:06.305550] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:06.306373] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:06.306451] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:06.306485] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:06.426471] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:06.426638] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:06.426676] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:06.426704] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:06.430196] [DEBUG] [FORECASTER] TENB: Forecast T+1@11:T+2@11: DOWN (p=4.16%)
[2025-12-08T20:33:06.430456] [INFO ] [FORECASTER] Completed predict_future for TENB
[2025-12-08T20:33:06.430593] [INFO ] [sig       ] TENB: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:33:06.571558] [INFO ] [LOCAL     ] Saved forecast: TENB	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/TENB.txt
[2025-12-08T20:33:06.571707] [INFO ] [sig       ] [3163/3624] Completed TENB in 0.3s | 2.92 sym/s | Total: 18.0m | ETA: 2.6m
[2025-12-08T20:33:06.571746] [INFO ] [sig       ] [3164/3624] Forecasting TENX...
[2025-12-08T20:33:06.571776] [INFO ] [sig       ] Generating forecast for: TENX
[2025-12-08T20:33:06.571805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TENX' from 'https://tdm.silogroup.org/data/derivative_storage/TENX.csv'.
[2025-12-08T20:33:06.585143] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TENX'.
[2025-12-08T20:33:06.585559] [INFO ] [FORECASTER] Starting predict_future for TENX
[2025-12-08T20:33:06.586422] [DEBUG] [LOCAL     ] No optimal features file found for TENX: ./output/feature-sets/TENX.txt
[2025-12-08T20:33:06.586487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:06.586520] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:06.586546] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:06.586626] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:06.646221] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:06.647367] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:06.647479] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:06.647512] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:06.766337] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:06.766493] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:06.766532] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:06.766613] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:06.770244] [DEBUG] [FORECASTER] TENX: Forecast T+1@11:T+2@11: DOWN (p=19.51%)
[2025-12-08T20:33:06.770556] [INFO ] [FORECASTER] Completed predict_future for TENX
[2025-12-08T20:33:06.770715] [INFO ] [sig       ] TENX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:33:06.908705] [INFO ] [LOCAL     ] Saved forecast: TENX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/TENX.txt
[2025-12-08T20:33:06.908848] [INFO ] [sig       ] [3164/3624] Completed TENX in 0.3s | 2.92 sym/s | Total: 18.0m | ETA: 2.6m
[2025-12-08T20:33:06.908887] [INFO ] [sig       ] [3165/3624] Forecasting TEO...
[2025-12-08T20:33:06.908917] [INFO ] [sig       ] Generating forecast for: TEO
[2025-12-08T20:33:06.908947] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEO' from 'https://tdm.silogroup.org/data/derivative_storage/TEO.csv'.
[2025-12-08T20:33:06.920855] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEO'.
[2025-12-08T20:33:06.921221] [INFO ] [FORECASTER] Starting predict_future for TEO
[2025-12-08T20:33:06.922010] [DEBUG] [LOCAL     ] No optimal features file found for TEO: ./output/feature-sets/TEO.txt
[2025-12-08T20:33:06.922059] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:06.922090] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:06.922116] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:06.922171] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:06.977535] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:06.978609] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:06.978688] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:06.978720] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:07.098550] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:07.098714] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:07.098753] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:07.098782] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:07.102067] [DEBUG] [FORECASTER] TEO: Forecast T+1@11:T+2@11: UP (p=61.73%)
[2025-12-08T20:33:07.102334] [INFO ] [FORECASTER] Completed predict_future for TEO
[2025-12-08T20:33:07.102460] [INFO ] [sig       ] TEO: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:33:07.240556] [INFO ] [LOCAL     ] Saved forecast: TEO	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/TEO.txt
[2025-12-08T20:33:07.240722] [INFO ] [sig       ] [3165/3624] Completed TEO in 0.3s | 2.92 sym/s | Total: 18.0m | ETA: 2.6m
[2025-12-08T20:33:07.240762] [INFO ] [sig       ] [3166/3624] Forecasting TERN...
[2025-12-08T20:33:07.240795] [INFO ] [sig       ] Generating forecast for: TERN
[2025-12-08T20:33:07.240826] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TERN' from 'https://tdm.silogroup.org/data/derivative_storage/TERN.csv'.
[2025-12-08T20:33:07.252804] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TERN'.
[2025-12-08T20:33:07.253132] [INFO ] [FORECASTER] Starting predict_future for TERN
[2025-12-08T20:33:07.254129] [DEBUG] [LOCAL     ] No optimal features file found for TERN: ./output/feature-sets/TERN.txt
[2025-12-08T20:33:07.254189] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:07.254230] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:07.254261] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:07.254321] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:07.311615] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:07.312467] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:07.312621] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:07.312675] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:07.434470] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:07.434632] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:07.434672] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:07.434700] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:07.437963] [DEBUG] [FORECASTER] TERN: Forecast T+1@11:T+2@11: DOWN (p=25.69%)
[2025-12-08T20:33:07.438252] [INFO ] [FORECASTER] Completed predict_future for TERN
[2025-12-08T20:33:07.438383] [INFO ] [sig       ] TERN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:33:07.575423] [INFO ] [LOCAL     ] Saved forecast: TERN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/TERN.txt
[2025-12-08T20:33:07.575547] [INFO ] [sig       ] [3166/3624] Completed TERN in 0.3s | 2.92 sym/s | Total: 18.1m | ETA: 2.6m
[2025-12-08T20:33:07.575616] [INFO ] [sig       ] [3167/3624] Forecasting TEVA...
[2025-12-08T20:33:07.575647] [INFO ] [sig       ] Generating forecast for: TEVA
[2025-12-08T20:33:07.575677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEVA' from 'https://tdm.silogroup.org/data/derivative_storage/TEVA.csv'.
[2025-12-08T20:33:07.588087] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEVA'.
[2025-12-08T20:33:07.588395] [INFO ] [FORECASTER] Starting predict_future for TEVA
[2025-12-08T20:33:07.589187] [DEBUG] [LOCAL     ] No optimal features file found for TEVA: ./output/feature-sets/TEVA.txt
[2025-12-08T20:33:07.589236] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:07.589267] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:07.589293] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:07.589348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:07.645680] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:07.646325] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:07.646399] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:07.646431] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:07.767741] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:07.767908] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:07.767952] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:07.767980] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:07.771313] [DEBUG] [FORECASTER] TEVA: Forecast T+1@11:T+2@11: UP (p=87.80%)
[2025-12-08T20:33:07.771597] [INFO ] [FORECASTER] Completed predict_future for TEVA
[2025-12-08T20:33:07.771715] [INFO ] [sig       ] TEVA: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:33:07.909529] [INFO ] [LOCAL     ] Saved forecast: TEVA	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/TEVA.txt
[2025-12-08T20:33:07.909672] [INFO ] [sig       ] [3167/3624] Completed TEVA in 0.3s | 2.92 sym/s | Total: 18.1m | ETA: 2.6m
[2025-12-08T20:33:07.909726] [INFO ] [sig       ] [3168/3624] Forecasting TEX...
[2025-12-08T20:33:07.909756] [INFO ] [sig       ] Generating forecast for: TEX
[2025-12-08T20:33:07.909785] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEX' from 'https://tdm.silogroup.org/data/derivative_storage/TEX.csv'.
[2025-12-08T20:33:07.921645] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEX'.
[2025-12-08T20:33:07.921947] [INFO ] [FORECASTER] Starting predict_future for TEX
[2025-12-08T20:33:07.922724] [DEBUG] [LOCAL     ] No optimal features file found for TEX: ./output/feature-sets/TEX.txt
[2025-12-08T20:33:07.922773] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:07.922804] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:07.922830] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:07.922884] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:07.978279] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:07.978871] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:07.978946] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:07.978976] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:08.097753] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:08.097899] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:08.097936] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:08.097964] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:08.101168] [DEBUG] [FORECASTER] TEX: Forecast T+1@11:T+2@11: DOWN (p=12.02%)
[2025-12-08T20:33:08.101427] [INFO ] [FORECASTER] Completed predict_future for TEX
[2025-12-08T20:33:08.101545] [INFO ] [sig       ] TEX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:33:08.240815] [INFO ] [LOCAL     ] Saved forecast: TEX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/TEX.txt
[2025-12-08T20:33:08.240966] [INFO ] [sig       ] [3168/3624] Completed TEX in 0.3s | 2.92 sym/s | Total: 18.1m | ETA: 2.6m
[2025-12-08T20:33:08.241005] [INFO ] [sig       ] [3169/3624] Forecasting TFC...
[2025-12-08T20:33:08.241036] [INFO ] [sig       ] Generating forecast for: TFC
[2025-12-08T20:33:08.241064] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFC' from 'https://tdm.silogroup.org/data/derivative_storage/TFC.csv'.
[2025-12-08T20:33:08.252989] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFC'.
[2025-12-08T20:33:08.253360] [INFO ] [FORECASTER] Starting predict_future for TFC
[2025-12-08T20:33:08.254152] [DEBUG] [LOCAL     ] No optimal features file found for TFC: ./output/feature-sets/TFC.txt
[2025-12-08T20:33:08.254202] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:08.254232] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:08.254257] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:08.254312] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:08.311474] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:08.312328] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:08.312406] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:08.312445] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:08.437471] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:08.437648] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:08.437689] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:08.437717] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:08.441184] [DEBUG] [FORECASTER] TFC: Forecast T+1@11:T+2@11: UP (p=81.10%)
[2025-12-08T20:33:08.441479] [INFO ] [FORECASTER] Completed predict_future for TFC
[2025-12-08T20:33:08.441647] [INFO ] [sig       ] TFC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:33:08.592037] [INFO ] [LOCAL     ] Saved forecast: TFC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/TFC.txt
[2025-12-08T20:33:08.592197] [INFO ] [sig       ] [3169/3624] Completed TFC in 0.4s | 2.92 sym/s | Total: 18.1m | ETA: 2.6m
[2025-12-08T20:33:08.592237] [INFO ] [sig       ] [3170/3624] Forecasting TFII...
[2025-12-08T20:33:08.592267] [INFO ] [sig       ] Generating forecast for: TFII
[2025-12-08T20:33:08.592297] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFII' from 'https://tdm.silogroup.org/data/derivative_storage/TFII.csv'.
[2025-12-08T20:33:08.604959] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFII'.
[2025-12-08T20:33:08.605387] [INFO ] [FORECASTER] Starting predict_future for TFII
[2025-12-08T20:33:08.606448] [DEBUG] [LOCAL     ] No optimal features file found for TFII: ./output/feature-sets/TFII.txt
[2025-12-08T20:33:08.606499] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:08.606530] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:08.606556] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:08.606640] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:08.666496] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:08.667401] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:08.667522] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:08.667554] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:08.794785] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:08.794944] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:08.794985] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:08.795013] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:08.798471] [DEBUG] [FORECASTER] TFII: Forecast T+1@11:T+2@11: DOWN (p=28.97%)
[2025-12-08T20:33:08.798779] [INFO ] [FORECASTER] Completed predict_future for TFII
[2025-12-08T20:33:08.798911] [INFO ] [sig       ] TFII: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:33:08.953151] [INFO ] [LOCAL     ] Saved forecast: TFII	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/TFII.txt
[2025-12-08T20:33:08.953343] [INFO ] [sig       ] [3170/3624] Completed TFII in 0.4s | 2.92 sym/s | Total: 18.1m | ETA: 2.6m
[2025-12-08T20:33:08.953391] [INFO ] [sig       ] [3171/3624] Forecasting TFIN...
[2025-12-08T20:33:08.953425] [INFO ] [sig       ] Generating forecast for: TFIN
[2025-12-08T20:33:08.953459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFIN' from 'https://tdm.silogroup.org/data/derivative_storage/TFIN.csv'.
[2025-12-08T20:33:08.966054] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFIN'.
[2025-12-08T20:33:08.966426] [INFO ] [FORECASTER] Starting predict_future for TFIN
[2025-12-08T20:33:08.967355] [DEBUG] [LOCAL     ] No optimal features file found for TFIN: ./output/feature-sets/TFIN.txt
[2025-12-08T20:33:08.967435] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:08.967470] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:08.967499] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:08.967556] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:09.025299] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:09.026165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:09.026278] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:09.026312] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:09.142903] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:09.143051] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:09.143107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:09.143137] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:09.146415] [DEBUG] [FORECASTER] TFIN: Forecast T+1@11:T+2@11: DOWN (p=3.73%)
[2025-12-08T20:33:09.146708] [INFO ] [FORECASTER] Completed predict_future for TFIN
[2025-12-08T20:33:09.146839] [INFO ] [sig       ] TFIN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:33:09.296725] [INFO ] [LOCAL     ] Saved forecast: TFIN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/TFIN.txt
[2025-12-08T20:33:09.296919] [INFO ] [sig       ] [3171/3624] Completed TFIN in 0.3s | 2.92 sym/s | Total: 18.1m | ETA: 2.6m
[2025-12-08T20:33:09.296981] [INFO ] [sig       ] [3172/3624] Forecasting TFPM...
[2025-12-08T20:33:09.297030] [INFO ] [sig       ] Generating forecast for: TFPM
[2025-12-08T20:33:09.297073] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFPM' from 'https://tdm.silogroup.org/data/derivative_storage/TFPM.csv'.
[2025-12-08T20:33:09.314652] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFPM'.
[2025-12-08T20:33:09.315034] [INFO ] [FORECASTER] Starting predict_future for TFPM
[2025-12-08T20:33:09.315865] [DEBUG] [LOCAL     ] No optimal features file found for TFPM: ./output/feature-sets/TFPM.txt
[2025-12-08T20:33:09.315916] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:09.315948] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:09.315975] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:09.316032] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:09.372741] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:09.373607] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:09.373686] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:09.373719] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:09.495548] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:09.495713] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:09.495751] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:09.495778] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:09.499077] [DEBUG] [FORECASTER] TFPM: Forecast T+1@11:T+2@11: UP (p=96.03%)
[2025-12-08T20:33:09.499344] [INFO ] [FORECASTER] Completed predict_future for TFPM
[2025-12-08T20:33:09.499466] [INFO ] [sig       ] TFPM: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:33:09.642991] [INFO ] [LOCAL     ] Saved forecast: TFPM	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/TFPM.txt
[2025-12-08T20:33:09.643142] [INFO ] [sig       ] [3172/3624] Completed TFPM in 0.3s | 2.92 sym/s | Total: 18.1m | ETA: 2.6m
[2025-12-08T20:33:09.643180] [INFO ] [sig       ] [3173/3624] Forecasting TFSL...
[2025-12-08T20:33:09.643211] [INFO ] [sig       ] Generating forecast for: TFSL
[2025-12-08T20:33:09.643240] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFSL' from 'https://tdm.silogroup.org/data/derivative_storage/TFSL.csv'.
[2025-12-08T20:33:09.655864] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFSL'.
[2025-12-08T20:33:09.656266] [INFO ] [FORECASTER] Starting predict_future for TFSL
[2025-12-08T20:33:09.657108] [DEBUG] [LOCAL     ] No optimal features file found for TFSL: ./output/feature-sets/TFSL.txt
[2025-12-08T20:33:09.657160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:09.657191] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:09.657218] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:09.657274] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:09.714049] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:09.714877] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:09.714996] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:09.715030] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:09.834289] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:09.834441] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:09.834478] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:09.834506] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:09.838308] [DEBUG] [FORECASTER] TFSL: Forecast T+1@11:T+2@11: UP (p=80.15%)
[2025-12-08T20:33:09.838751] [INFO ] [FORECASTER] Completed predict_future for TFSL
[2025-12-08T20:33:09.838873] [INFO ] [sig       ] TFSL: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:33:09.984607] [INFO ] [LOCAL     ] Saved forecast: TFSL	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/TFSL.txt
[2025-12-08T20:33:09.984772] [INFO ] [sig       ] [3173/3624] Completed TFSL in 0.3s | 2.92 sym/s | Total: 18.1m | ETA: 2.6m
[2025-12-08T20:33:09.984810] [INFO ] [sig       ] [3174/3624] Forecasting TG...
[2025-12-08T20:33:09.984839] [INFO ] [sig       ] Generating forecast for: TG
[2025-12-08T20:33:09.984868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TG' from 'https://tdm.silogroup.org/data/derivative_storage/TG.csv'.
[2025-12-08T20:33:09.997258] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TG'.
[2025-12-08T20:33:09.997694] [INFO ] [FORECASTER] Starting predict_future for TG
[2025-12-08T20:33:09.998603] [DEBUG] [LOCAL     ] No optimal features file found for TG: ./output/feature-sets/TG.txt
[2025-12-08T20:33:09.998658] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:09.998692] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:09.998719] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:09.998777] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:10.058125] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:10.058990] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:10.059072] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:10.059104] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:10.186112] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:10.186266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:10.186304] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:10.186333] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:10.189908] [DEBUG] [FORECASTER] TG: Forecast T+1@11:T+2@11: UP (p=85.23%)
[2025-12-08T20:33:10.190300] [INFO ] [FORECASTER] Completed predict_future for TG
[2025-12-08T20:33:10.190451] [INFO ] [sig       ] TG: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:33:10.342443] [INFO ] [LOCAL     ] Saved forecast: TG	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/TG.txt
[2025-12-08T20:33:10.342653] [INFO ] [sig       ] [3174/3624] Completed TG in 0.4s | 2.92 sym/s | Total: 18.1m | ETA: 2.6m
[2025-12-08T20:33:10.342696] [INFO ] [sig       ] [3175/3624] Forecasting TGLS...
[2025-12-08T20:33:10.342727] [INFO ] [sig       ] Generating forecast for: TGLS
[2025-12-08T20:33:10.342756] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGLS' from 'https://tdm.silogroup.org/data/derivative_storage/TGLS.csv'.
[2025-12-08T20:33:10.357524] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TGLS'.
[2025-12-08T20:33:10.357935] [INFO ] [FORECASTER] Starting predict_future for TGLS
[2025-12-08T20:33:10.358761] [DEBUG] [LOCAL     ] No optimal features file found for TGLS: ./output/feature-sets/TGLS.txt
[2025-12-08T20:33:10.358812] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:10.358859] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:10.358887] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:10.358942] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:10.413898] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:10.414783] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:10.414863] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:10.414894] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:10.545420] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:10.545599] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:10.545650] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:10.545680] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:10.549599] [DEBUG] [FORECASTER] TGLS: Forecast T+1@11:T+2@11: UP (p=95.79%)
[2025-12-08T20:33:10.549934] [INFO ] [FORECASTER] Completed predict_future for TGLS
[2025-12-08T20:33:10.550079] [INFO ] [sig       ] TGLS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:33:10.716962] [INFO ] [LOCAL     ] Saved forecast: TGLS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/TGLS.txt
[2025-12-08T20:33:10.717113] [INFO ] [sig       ] [3175/3624] Completed TGLS in 0.4s | 2.92 sym/s | Total: 18.1m | ETA: 2.6m
[2025-12-08T20:33:10.717152] [INFO ] [sig       ] [3176/3624] Forecasting TGNA...
[2025-12-08T20:33:10.717182] [INFO ] [sig       ] Generating forecast for: TGNA
[2025-12-08T20:33:10.717211] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGNA' from 'https://tdm.silogroup.org/data/derivative_storage/TGNA.csv'.
[2025-12-08T20:33:10.729989] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TGNA'.
[2025-12-08T20:33:10.730417] [INFO ] [FORECASTER] Starting predict_future for TGNA
[2025-12-08T20:33:10.731375] [DEBUG] [LOCAL     ] No optimal features file found for TGNA: ./output/feature-sets/TGNA.txt
[2025-12-08T20:33:10.731436] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:10.731478] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:10.731515] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:10.731616] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:10.801802] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:10.802666] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:10.802749] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:10.802782] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:10.936830] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:10.936992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:10.937036] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:10.937076] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:10.941338] [DEBUG] [FORECASTER] TGNA: Forecast T+1@11:T+2@11: UP (p=70.77%)
[2025-12-08T20:33:10.941720] [INFO ] [FORECASTER] Completed predict_future for TGNA
[2025-12-08T20:33:10.941863] [INFO ] [sig       ] TGNA: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:33:11.092358] [INFO ] [LOCAL     ] Saved forecast: TGNA	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/TGNA.txt
[2025-12-08T20:33:11.092506] [INFO ] [sig       ] [3176/3624] Completed TGNA in 0.4s | 2.92 sym/s | Total: 18.1m | ETA: 2.6m
[2025-12-08T20:33:11.092546] [INFO ] [sig       ] [3177/3624] Forecasting TGS...
[2025-12-08T20:33:11.092596] [INFO ] [sig       ] Generating forecast for: TGS
[2025-12-08T20:33:11.092628] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGS' from 'https://tdm.silogroup.org/data/derivative_storage/TGS.csv'.
[2025-12-08T20:33:11.105460] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TGS'.
[2025-12-08T20:33:11.105931] [INFO ] [FORECASTER] Starting predict_future for TGS
[2025-12-08T20:33:11.106783] [DEBUG] [LOCAL     ] No optimal features file found for TGS: ./output/feature-sets/TGS.txt
[2025-12-08T20:33:11.106841] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:11.106883] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:11.106912] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:11.106970] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:11.168345] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:11.169335] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:11.169424] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:11.169459] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:11.287070] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:11.287222] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:11.287263] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:11.287295] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:11.290722] [DEBUG] [FORECASTER] TGS: Forecast T+1@11:T+2@11: UP (p=95.79%)
[2025-12-08T20:33:11.291031] [INFO ] [FORECASTER] Completed predict_future for TGS
[2025-12-08T20:33:11.291153] [INFO ] [sig       ] TGS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:33:11.429216] [INFO ] [LOCAL     ] Saved forecast: TGS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/TGS.txt
[2025-12-08T20:33:11.429339] [INFO ] [sig       ] [3177/3624] Completed TGS in 0.3s | 2.92 sym/s | Total: 18.1m | ETA: 2.5m
[2025-12-08T20:33:11.429378] [INFO ] [sig       ] [3178/3624] Forecasting TGTX...
[2025-12-08T20:33:11.429407] [INFO ] [sig       ] Generating forecast for: TGTX
[2025-12-08T20:33:11.429436] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGTX' from 'https://tdm.silogroup.org/data/derivative_storage/TGTX.csv'.
[2025-12-08T20:33:11.442231] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TGTX'.
[2025-12-08T20:33:11.442560] [INFO ] [FORECASTER] Starting predict_future for TGTX
[2025-12-08T20:33:11.443342] [DEBUG] [LOCAL     ] No optimal features file found for TGTX: ./output/feature-sets/TGTX.txt
[2025-12-08T20:33:11.443390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:11.443444] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:11.443471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:11.443526] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:11.500358] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:11.501206] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:11.501288] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:11.501322] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:11.623968] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:11.624129] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:11.624167] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:11.624196] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:11.627732] [DEBUG] [FORECASTER] TGTX: Forecast T+1@11:T+2@11: DOWN (p=2.08%)
[2025-12-08T20:33:11.628065] [INFO ] [FORECASTER] Completed predict_future for TGTX
[2025-12-08T20:33:11.628198] [INFO ] [sig       ] TGTX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:33:11.768404] [INFO ] [LOCAL     ] Saved forecast: TGTX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/TGTX.txt
[2025-12-08T20:33:11.768563] [INFO ] [sig       ] [3178/3624] Completed TGTX in 0.3s | 2.92 sym/s | Total: 18.1m | ETA: 2.5m
[2025-12-08T20:33:11.768628] [INFO ] [sig       ] [3179/3624] Forecasting TH...
[2025-12-08T20:33:11.768667] [INFO ] [sig       ] Generating forecast for: TH
[2025-12-08T20:33:11.768700] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TH' from 'https://tdm.silogroup.org/data/derivative_storage/TH.csv'.
[2025-12-08T20:33:11.780849] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TH'.
[2025-12-08T20:33:11.781201] [INFO ] [FORECASTER] Starting predict_future for TH
[2025-12-08T20:33:11.781999] [DEBUG] [LOCAL     ] No optimal features file found for TH: ./output/feature-sets/TH.txt
[2025-12-08T20:33:11.782056] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:11.782087] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:11.782113] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:11.782168] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:11.841518] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:11.842405] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:11.842489] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:11.842523] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:11.970749] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:11.970909] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:11.970957] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:11.970994] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:11.974652] [DEBUG] [FORECASTER] TH: Forecast T+1@11:T+2@11: UP (p=63.69%)
[2025-12-08T20:33:11.974944] [INFO ] [FORECASTER] Completed predict_future for TH
[2025-12-08T20:33:11.975070] [INFO ] [sig       ] TH: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:33:12.113746] [INFO ] [LOCAL     ] Saved forecast: TH	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/TH.txt
[2025-12-08T20:33:12.113897] [INFO ] [sig       ] [3179/3624] Completed TH in 0.3s | 2.92 sym/s | Total: 18.1m | ETA: 2.5m
[2025-12-08T20:33:12.113937] [INFO ] [sig       ] [3180/3624] Forecasting THC...
[2025-12-08T20:33:12.113967] [INFO ] [sig       ] Generating forecast for: THC
[2025-12-08T20:33:12.113996] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THC' from 'https://tdm.silogroup.org/data/derivative_storage/THC.csv'.
[2025-12-08T20:33:12.127233] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THC'.
[2025-12-08T20:33:12.127724] [INFO ] [FORECASTER] Starting predict_future for THC
[2025-12-08T20:33:12.128597] [DEBUG] [LOCAL     ] No optimal features file found for THC: ./output/feature-sets/THC.txt
[2025-12-08T20:33:12.128661] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:12.128698] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:12.128724] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:12.128780] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:12.189650] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:12.190618] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:12.190724] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:12.190760] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:12.318833] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:12.318990] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:12.319040] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:12.319072] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:12.322487] [DEBUG] [FORECASTER] THC: Forecast T+1@11:T+2@11: DOWN (p=11.10%)
[2025-12-08T20:33:12.322836] [INFO ] [FORECASTER] Completed predict_future for THC
[2025-12-08T20:33:12.322972] [INFO ] [sig       ] THC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:33:12.469357] [INFO ] [LOCAL     ] Saved forecast: THC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/THC.txt
[2025-12-08T20:33:12.469557] [INFO ] [sig       ] [3180/3624] Completed THC in 0.4s | 2.92 sym/s | Total: 18.1m | ETA: 2.5m
[2025-12-08T20:33:12.469620] [INFO ] [sig       ] [3181/3624] Forecasting THFF...
[2025-12-08T20:33:12.469653] [INFO ] [sig       ] Generating forecast for: THFF
[2025-12-08T20:33:12.469686] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THFF' from 'https://tdm.silogroup.org/data/derivative_storage/THFF.csv'.
[2025-12-08T20:33:12.483181] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THFF'.
[2025-12-08T20:33:12.483592] [INFO ] [FORECASTER] Starting predict_future for THFF
[2025-12-08T20:33:12.484470] [DEBUG] [LOCAL     ] No optimal features file found for THFF: ./output/feature-sets/THFF.txt
[2025-12-08T20:33:12.484525] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:12.484557] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:12.484608] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:12.484667] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:12.548467] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:12.549420] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:12.549531] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:12.549602] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:12.687109] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:12.687292] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:12.687348] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:12.687386] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:12.691679] [DEBUG] [FORECASTER] THFF: Forecast T+1@11:T+2@11: DOWN (p=18.82%)
[2025-12-08T20:33:12.692077] [INFO ] [FORECASTER] Completed predict_future for THFF
[2025-12-08T20:33:12.692225] [INFO ] [sig       ] THFF: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:33:12.840176] [INFO ] [LOCAL     ] Saved forecast: THFF	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/THFF.txt
[2025-12-08T20:33:12.840332] [INFO ] [sig       ] [3181/3624] Completed THFF in 0.4s | 2.92 sym/s | Total: 18.1m | ETA: 2.5m
[2025-12-08T20:33:12.840371] [INFO ] [sig       ] [3182/3624] Forecasting THG...
[2025-12-08T20:33:12.840401] [INFO ] [sig       ] Generating forecast for: THG
[2025-12-08T20:33:12.840431] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THG' from 'https://tdm.silogroup.org/data/derivative_storage/THG.csv'.
[2025-12-08T20:33:12.852739] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THG'.
[2025-12-08T20:33:12.853111] [INFO ] [FORECASTER] Starting predict_future for THG
[2025-12-08T20:33:12.853909] [DEBUG] [LOCAL     ] No optimal features file found for THG: ./output/feature-sets/THG.txt
[2025-12-08T20:33:12.853958] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:12.853988] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:12.854015] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:12.854070] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:12.908626] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:12.909486] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:12.909596] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:12.909630] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:13.030635] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:13.030810] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:13.030848] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:13.030900] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:13.034308] [DEBUG] [FORECASTER] THG: Forecast T+1@11:T+2@11: DOWN (p=20.35%)
[2025-12-08T20:33:13.034636] [INFO ] [FORECASTER] Completed predict_future for THG
[2025-12-08T20:33:13.034765] [INFO ] [sig       ] THG: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:33:13.171252] [INFO ] [LOCAL     ] Saved forecast: THG	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/THG.txt
[2025-12-08T20:33:13.171392] [INFO ] [sig       ] [3182/3624] Completed THG in 0.3s | 2.92 sym/s | Total: 18.1m | ETA: 2.5m
[2025-12-08T20:33:13.171431] [INFO ] [sig       ] [3183/3624] Forecasting THO...
[2025-12-08T20:33:13.171460] [INFO ] [sig       ] Generating forecast for: THO
[2025-12-08T20:33:13.171489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THO' from 'https://tdm.silogroup.org/data/derivative_storage/THO.csv'.
[2025-12-08T20:33:13.184195] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THO'.
[2025-12-08T20:33:13.184536] [INFO ] [FORECASTER] Starting predict_future for THO
[2025-12-08T20:33:13.185308] [DEBUG] [LOCAL     ] No optimal features file found for THO: ./output/feature-sets/THO.txt
[2025-12-08T20:33:13.185358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:13.185388] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:13.185413] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:13.185467] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:13.240237] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:13.241069] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:13.241147] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:13.241178] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:13.359813] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:13.359968] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:13.360005] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:13.360033] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:13.363323] [DEBUG] [FORECASTER] THO: Forecast T+1@11:T+2@11: UP (p=64.37%)
[2025-12-08T20:33:13.363609] [INFO ] [FORECASTER] Completed predict_future for THO
[2025-12-08T20:33:13.363730] [INFO ] [sig       ] THO: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:33:13.503386] [INFO ] [LOCAL     ] Saved forecast: THO	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/THO.txt
[2025-12-08T20:33:13.503541] [INFO ] [sig       ] [3183/3624] Completed THO in 0.3s | 2.92 sym/s | Total: 18.2m | ETA: 2.5m
[2025-12-08T20:33:13.503617] [INFO ] [sig       ] [3184/3624] Forecasting THQ...
[2025-12-08T20:33:13.503674] [INFO ] [sig       ] Generating forecast for: THQ
[2025-12-08T20:33:13.503706] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THQ' from 'https://tdm.silogroup.org/data/derivative_storage/THQ.csv'.
[2025-12-08T20:33:13.516234] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THQ'.
[2025-12-08T20:33:13.516629] [INFO ] [FORECASTER] Starting predict_future for THQ
[2025-12-08T20:33:13.517407] [DEBUG] [LOCAL     ] No optimal features file found for THQ: ./output/feature-sets/THQ.txt
[2025-12-08T20:33:13.517487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:13.517519] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:13.517546] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:13.517618] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:13.573158] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:13.573999] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:13.574075] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:13.574108] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:13.693026] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:13.693180] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:13.693219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:13.693246] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:13.696522] [DEBUG] [FORECASTER] THQ: Forecast T+1@11:T+2@11: DOWN (p=1.28%)
[2025-12-08T20:33:13.696800] [INFO ] [FORECASTER] Completed predict_future for THQ
[2025-12-08T20:33:13.696917] [INFO ] [sig       ] THQ: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:33:13.838548] [INFO ] [LOCAL     ] Saved forecast: THQ	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/THQ.txt
[2025-12-08T20:33:13.838712] [INFO ] [sig       ] [3184/3624] Completed THQ in 0.3s | 2.92 sym/s | Total: 18.2m | ETA: 2.5m
[2025-12-08T20:33:13.838753] [INFO ] [sig       ] [3185/3624] Forecasting THRM...
[2025-12-08T20:33:13.838781] [INFO ] [sig       ] Generating forecast for: THRM
[2025-12-08T20:33:13.838810] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THRM' from 'https://tdm.silogroup.org/data/derivative_storage/THRM.csv'.
[2025-12-08T20:33:13.851028] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THRM'.
[2025-12-08T20:33:13.851320] [INFO ] [FORECASTER] Starting predict_future for THRM
[2025-12-08T20:33:13.852112] [DEBUG] [LOCAL     ] No optimal features file found for THRM: ./output/feature-sets/THRM.txt
[2025-12-08T20:33:13.852162] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:13.852192] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:13.852219] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:13.852273] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:13.907660] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:13.908485] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:13.908564] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:13.908616] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:14.029314] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:14.029469] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:14.029505] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:14.029533] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:14.032868] [DEBUG] [FORECASTER] THRM: Forecast T+1@11:T+2@11: UP (p=76.20%)
[2025-12-08T20:33:14.033172] [INFO ] [FORECASTER] Completed predict_future for THRM
[2025-12-08T20:33:14.033291] [INFO ] [sig       ] THRM: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:33:14.172674] [INFO ] [LOCAL     ] Saved forecast: THRM	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/THRM.txt
[2025-12-08T20:33:14.172826] [INFO ] [sig       ] [3185/3624] Completed THRM in 0.3s | 2.92 sym/s | Total: 18.2m | ETA: 2.5m
[2025-12-08T20:33:14.172866] [INFO ] [sig       ] [3186/3624] Forecasting THRY...
[2025-12-08T20:33:14.172896] [INFO ] [sig       ] Generating forecast for: THRY
[2025-12-08T20:33:14.172925] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THRY' from 'https://tdm.silogroup.org/data/derivative_storage/THRY.csv'.
[2025-12-08T20:33:14.187136] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THRY'.
[2025-12-08T20:33:14.187521] [INFO ] [FORECASTER] Starting predict_future for THRY
[2025-12-08T20:33:14.188304] [DEBUG] [LOCAL     ] No optimal features file found for THRY: ./output/feature-sets/THRY.txt
[2025-12-08T20:33:14.188353] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:14.188383] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:14.188408] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:14.188474] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:14.245226] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:14.246121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:14.246202] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:14.246233] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:14.366048] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:14.366207] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:14.366246] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:14.366273] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:14.369537] [DEBUG] [FORECASTER] THRY: Forecast T+1@11:T+2@11: DOWN (p=44.66%)
[2025-12-08T20:33:14.369816] [INFO ] [FORECASTER] Completed predict_future for THRY
[2025-12-08T20:33:14.369936] [INFO ] [sig       ] THRY: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:33:14.507878] [INFO ] [LOCAL     ] Saved forecast: THRY	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/THRY.txt
[2025-12-08T20:33:14.508031] [INFO ] [sig       ] [3186/3624] Completed THRY in 0.3s | 2.92 sym/s | Total: 18.2m | ETA: 2.5m
[2025-12-08T20:33:14.508070] [INFO ] [sig       ] [3187/3624] Forecasting THS...
[2025-12-08T20:33:14.508100] [INFO ] [sig       ] Generating forecast for: THS
[2025-12-08T20:33:14.508129] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THS' from 'https://tdm.silogroup.org/data/derivative_storage/THS.csv'.
[2025-12-08T20:33:14.521347] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THS'.
[2025-12-08T20:33:14.521738] [INFO ] [FORECASTER] Starting predict_future for THS
[2025-12-08T20:33:14.522506] [DEBUG] [LOCAL     ] No optimal features file found for THS: ./output/feature-sets/THS.txt
[2025-12-08T20:33:14.522554] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:14.522606] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:14.522633] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:14.522688] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:14.577841] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:14.578504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:14.578595] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:14.578630] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:14.719501] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:14.719688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:14.719728] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:14.719756] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:14.723026] [DEBUG] [FORECASTER] THS: Forecast T+1@11:T+2@11: DOWN (p=9.17%)
[2025-12-08T20:33:14.723287] [INFO ] [FORECASTER] Completed predict_future for THS
[2025-12-08T20:33:14.723404] [INFO ] [sig       ] THS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:33:14.860789] [INFO ] [LOCAL     ] Saved forecast: THS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/THS.txt
[2025-12-08T20:33:14.860941] [INFO ] [sig       ] [3187/3624] Completed THS in 0.4s | 2.92 sym/s | Total: 18.2m | ETA: 2.5m
[2025-12-08T20:33:14.860981] [INFO ] [sig       ] [3188/3624] Forecasting TIGO...
[2025-12-08T20:33:14.861012] [INFO ] [sig       ] Generating forecast for: TIGO
[2025-12-08T20:33:14.861043] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TIGO' from 'https://tdm.silogroup.org/data/derivative_storage/TIGO.csv'.
[2025-12-08T20:33:14.876545] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TIGO'.
[2025-12-08T20:33:14.877044] [INFO ] [FORECASTER] Starting predict_future for TIGO
[2025-12-08T20:33:14.878160] [DEBUG] [LOCAL     ] No optimal features file found for TIGO: ./output/feature-sets/TIGO.txt
[2025-12-08T20:33:14.878240] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:14.878287] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:14.878328] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:14.878409] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:14.945614] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:14.946493] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:14.946682] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:14.946727] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:15.061416] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:15.061588] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:15.061629] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:15.061658] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:15.065008] [DEBUG] [FORECASTER] TIGO: Forecast T+1@11:T+2@11: DOWN (p=41.96%)
[2025-12-08T20:33:15.065306] [INFO ] [FORECASTER] Completed predict_future for TIGO
[2025-12-08T20:33:15.065435] [INFO ] [sig       ] TIGO: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:33:15.204706] [INFO ] [LOCAL     ] Saved forecast: TIGO	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/TIGO.txt
[2025-12-08T20:33:15.204856] [INFO ] [sig       ] [3188/3624] Completed TIGO in 0.3s | 2.92 sym/s | Total: 18.2m | ETA: 2.5m
[2025-12-08T20:33:15.204895] [INFO ] [sig       ] [3189/3624] Forecasting TIL...
[2025-12-08T20:33:15.204924] [INFO ] [sig       ] Generating forecast for: TIL
[2025-12-08T20:33:15.204954] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TIL' from 'https://tdm.silogroup.org/data/derivative_storage/TIL.csv'.
[2025-12-08T20:33:15.220772] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TIL'.
[2025-12-08T20:33:15.221220] [INFO ] [FORECASTER] Starting predict_future for TIL
[2025-12-08T20:33:15.222286] [DEBUG] [LOCAL     ] No optimal features file found for TIL: ./output/feature-sets/TIL.txt
[2025-12-08T20:33:15.222351] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:15.222400] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:15.222444] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:15.222528] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:15.289868] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:15.290738] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:15.290816] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:15.290847] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:15.414439] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:15.414614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:15.414656] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:15.414685] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:15.418178] [DEBUG] [FORECASTER] TIL: Forecast T+1@11:T+2@11: DOWN (p=35.66%)
[2025-12-08T20:33:15.418470] [INFO ] [FORECASTER] Completed predict_future for TIL
[2025-12-08T20:33:15.418619] [INFO ] [sig       ] TIL: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:33:15.568870] [INFO ] [LOCAL     ] Saved forecast: TIL	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/TIL.txt
[2025-12-08T20:33:15.569025] [INFO ] [sig       ] [3189/3624] Completed TIL in 0.4s | 2.92 sym/s | Total: 18.2m | ETA: 2.5m
[2025-12-08T20:33:15.569066] [INFO ] [sig       ] [3190/3624] Forecasting TILE...
[2025-12-08T20:33:15.569094] [INFO ] [sig       ] Generating forecast for: TILE
[2025-12-08T20:33:15.569123] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TILE' from 'https://tdm.silogroup.org/data/derivative_storage/TILE.csv'.
[2025-12-08T20:33:15.581730] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TILE'.
[2025-12-08T20:33:15.582152] [INFO ] [FORECASTER] Starting predict_future for TILE
[2025-12-08T20:33:15.583032] [DEBUG] [LOCAL     ] No optimal features file found for TILE: ./output/feature-sets/TILE.txt
[2025-12-08T20:33:15.583086] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:15.583117] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:15.583144] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:15.583199] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:15.641638] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:15.642537] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:15.642640] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:15.642673] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:15.766366] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:15.766525] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:15.766565] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:15.766617] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:15.770081] [DEBUG] [FORECASTER] TILE: Forecast T+1@11:T+2@11: UP (p=53.73%)
[2025-12-08T20:33:15.770360] [INFO ] [FORECASTER] Completed predict_future for TILE
[2025-12-08T20:33:15.770488] [INFO ] [sig       ] TILE: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:33:15.911384] [INFO ] [LOCAL     ] Saved forecast: TILE	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/TILE.txt
[2025-12-08T20:33:15.911537] [INFO ] [sig       ] [3190/3624] Completed TILE in 0.3s | 2.92 sym/s | Total: 18.2m | ETA: 2.5m
[2025-12-08T20:33:15.911599] [INFO ] [sig       ] [3191/3624] Forecasting TIMB...
[2025-12-08T20:33:15.911633] [INFO ] [sig       ] Generating forecast for: TIMB
[2025-12-08T20:33:15.911664] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TIMB' from 'https://tdm.silogroup.org/data/derivative_storage/TIMB.csv'.
[2025-12-08T20:33:15.923904] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TIMB'.
[2025-12-08T20:33:15.924276] [INFO ] [FORECASTER] Starting predict_future for TIMB
[2025-12-08T20:33:15.925078] [DEBUG] [LOCAL     ] No optimal features file found for TIMB: ./output/feature-sets/TIMB.txt
[2025-12-08T20:33:15.925129] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:15.925161] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:15.925188] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:15.925261] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:15.983737] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:15.984540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:15.984634] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:15.984667] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:16.105984] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:16.106142] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:16.106181] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:16.106210] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:16.109631] [DEBUG] [FORECASTER] TIMB: Forecast T+1@11:T+2@11: UP (p=88.97%)
[2025-12-08T20:33:16.109903] [INFO ] [FORECASTER] Completed predict_future for TIMB
[2025-12-08T20:33:16.110025] [INFO ] [sig       ] TIMB: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:33:16.251332] [INFO ] [LOCAL     ] Saved forecast: TIMB	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/TIMB.txt
[2025-12-08T20:33:16.251520] [INFO ] [sig       ] [3191/3624] Completed TIMB in 0.3s | 2.92 sym/s | Total: 18.2m | ETA: 2.5m
[2025-12-08T20:33:16.251560] [INFO ] [sig       ] [3192/3624] Forecasting TITN...
[2025-12-08T20:33:16.251612] [INFO ] [sig       ] Generating forecast for: TITN
[2025-12-08T20:33:16.251643] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TITN' from 'https://tdm.silogroup.org/data/derivative_storage/TITN.csv'.
[2025-12-08T20:33:16.264026] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TITN'.
[2025-12-08T20:33:16.264414] [INFO ] [FORECASTER] Starting predict_future for TITN
[2025-12-08T20:33:16.265242] [DEBUG] [LOCAL     ] No optimal features file found for TITN: ./output/feature-sets/TITN.txt
[2025-12-08T20:33:16.265293] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:16.265331] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:16.265371] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:16.265430] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:16.325157] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:16.326039] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:16.326121] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:16.326155] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:16.447830] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:16.447989] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:16.448027] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:16.448056] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:16.451543] [DEBUG] [FORECASTER] TITN: Forecast T+1@11:T+2@11: UP (p=79.11%)
[2025-12-08T20:33:16.451859] [INFO ] [FORECASTER] Completed predict_future for TITN
[2025-12-08T20:33:16.451987] [INFO ] [sig       ] TITN: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:33:16.601728] [INFO ] [LOCAL     ] Saved forecast: TITN	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/TITN.txt
[2025-12-08T20:33:16.601880] [INFO ] [sig       ] [3192/3624] Completed TITN in 0.4s | 2.92 sym/s | Total: 18.2m | ETA: 2.5m
[2025-12-08T20:33:16.601921] [INFO ] [sig       ] [3193/3624] Forecasting TJX...
[2025-12-08T20:33:16.601952] [INFO ] [sig       ] Generating forecast for: TJX
[2025-12-08T20:33:16.601983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TJX' from 'https://tdm.silogroup.org/data/derivative_storage/TJX.csv'.
[2025-12-08T20:33:16.617187] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TJX'.
[2025-12-08T20:33:16.620593] [INFO ] [FORECASTER] Starting predict_future for TJX
[2025-12-08T20:33:16.622609] [DEBUG] [LOCAL     ] No optimal features file found for TJX: ./output/feature-sets/TJX.txt
[2025-12-08T20:33:16.622707] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:16.622740] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:16.622767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:16.622825] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:16.682466] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:16.683705] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:16.683800] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:16.683832] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:16.811412] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:16.811588] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:16.811630] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:16.811658] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:16.814982] [DEBUG] [FORECASTER] TJX: Forecast T+1@11:T+2@11: DOWN (p=25.47%)
[2025-12-08T20:33:16.815271] [INFO ] [FORECASTER] Completed predict_future for TJX
[2025-12-08T20:33:16.815396] [INFO ] [sig       ] TJX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:33:16.953221] [INFO ] [LOCAL     ] Saved forecast: TJX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/TJX.txt
[2025-12-08T20:33:16.953366] [INFO ] [sig       ] [3193/3624] Completed TJX in 0.4s | 2.92 sym/s | Total: 18.2m | ETA: 2.5m
[2025-12-08T20:33:16.953405] [INFO ] [sig       ] [3194/3624] Forecasting TK...
[2025-12-08T20:33:16.953434] [INFO ] [sig       ] Generating forecast for: TK
[2025-12-08T20:33:16.953463] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TK' from 'https://tdm.silogroup.org/data/derivative_storage/TK.csv'.
[2025-12-08T20:33:16.966477] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TK'.
[2025-12-08T20:33:16.966931] [INFO ] [FORECASTER] Starting predict_future for TK
[2025-12-08T20:33:16.967852] [DEBUG] [LOCAL     ] No optimal features file found for TK: ./output/feature-sets/TK.txt
[2025-12-08T20:33:16.967913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:16.967949] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:16.967976] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:16.968035] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:17.026227] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:17.027084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:17.027167] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:17.027201] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:17.149342] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:17.149505] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:17.149546] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:17.149598] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:17.153114] [DEBUG] [FORECASTER] TK: Forecast T+1@11:T+2@11: DOWN (p=35.89%)
[2025-12-08T20:33:17.153444] [INFO ] [FORECASTER] Completed predict_future for TK
[2025-12-08T20:33:17.153597] [INFO ] [sig       ] TK: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:33:17.303626] [INFO ] [LOCAL     ] Saved forecast: TK	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/TK.txt
[2025-12-08T20:33:17.303776] [INFO ] [sig       ] [3194/3624] Completed TK in 0.4s | 2.92 sym/s | Total: 18.2m | ETA: 2.5m
[2025-12-08T20:33:17.303816] [INFO ] [sig       ] [3195/3624] Forecasting TKC...
[2025-12-08T20:33:17.303846] [INFO ] [sig       ] Generating forecast for: TKC
[2025-12-08T20:33:17.303875] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TKC' from 'https://tdm.silogroup.org/data/derivative_storage/TKC.csv'.
[2025-12-08T20:33:17.316388] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TKC'.
[2025-12-08T20:33:17.316758] [INFO ] [FORECASTER] Starting predict_future for TKC
[2025-12-08T20:33:17.317587] [DEBUG] [LOCAL     ] No optimal features file found for TKC: ./output/feature-sets/TKC.txt
[2025-12-08T20:33:17.317644] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:17.317711] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:17.317748] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:17.317826] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:17.373968] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:17.374589] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:17.374662] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:17.374692] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:17.499085] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:17.499224] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:17.499468] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:17.499497] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:17.503050] [DEBUG] [FORECASTER] TKC: Forecast T+1@11:T+2@11: UP (p=82.91%)
[2025-12-08T20:33:17.503481] [INFO ] [FORECASTER] Completed predict_future for TKC
[2025-12-08T20:33:17.503618] [INFO ] [sig       ] TKC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:33:17.642848] [INFO ] [LOCAL     ] Saved forecast: TKC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/TKC.txt
[2025-12-08T20:33:17.642953] [INFO ] [sig       ] [3195/3624] Completed TKC in 0.3s | 2.92 sym/s | Total: 18.2m | ETA: 2.4m
[2025-12-08T20:33:17.642990] [INFO ] [sig       ] [3196/3624] Forecasting TKNO...
[2025-12-08T20:33:17.643019] [INFO ] [sig       ] Generating forecast for: TKNO
[2025-12-08T20:33:17.643051] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TKNO' from 'https://tdm.silogroup.org/data/derivative_storage/TKNO.csv'.
[2025-12-08T20:33:17.655389] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TKNO'.
[2025-12-08T20:33:17.655823] [INFO ] [FORECASTER] Starting predict_future for TKNO
[2025-12-08T20:33:17.656659] [DEBUG] [LOCAL     ] No optimal features file found for TKNO: ./output/feature-sets/TKNO.txt
[2025-12-08T20:33:17.656708] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:17.656738] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:17.656763] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:17.656816] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:17.714239] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:17.715139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:17.715221] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:17.715255] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:17.838669] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:17.838825] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:17.838865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:17.838893] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:17.842278] [DEBUG] [FORECASTER] TKNO: Forecast T+1@11:T+2@11: UP (p=88.51%)
[2025-12-08T20:33:17.842563] [INFO ] [FORECASTER] Completed predict_future for TKNO
[2025-12-08T20:33:17.842715] [INFO ] [sig       ] TKNO: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:33:17.980463] [INFO ] [LOCAL     ] Saved forecast: TKNO	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/TKNO.txt
[2025-12-08T20:33:17.980626] [INFO ] [sig       ] [3196/3624] Completed TKNO in 0.3s | 2.92 sym/s | Total: 18.2m | ETA: 2.4m
[2025-12-08T20:33:17.980666] [INFO ] [sig       ] [3197/3624] Forecasting TKO...
[2025-12-08T20:33:17.980694] [INFO ] [sig       ] Generating forecast for: TKO
[2025-12-08T20:33:17.980724] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TKO' from 'https://tdm.silogroup.org/data/derivative_storage/TKO.csv'.
[2025-12-08T20:33:17.993365] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TKO'.
[2025-12-08T20:33:17.993713] [INFO ] [FORECASTER] Starting predict_future for TKO
[2025-12-08T20:33:17.994476] [DEBUG] [LOCAL     ] No optimal features file found for TKO: ./output/feature-sets/TKO.txt
[2025-12-08T20:33:17.994525] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:17.994556] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:17.994599] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:17.994656] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:18.050172] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:18.050783] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:18.050855] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:18.050886] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:18.170360] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:18.170475] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:18.170510] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:18.170536] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:18.173722] [DEBUG] [FORECASTER] TKO: Forecast T+1@11:T+2@11: DOWN (p=27.29%)
[2025-12-08T20:33:18.173985] [INFO ] [FORECASTER] Completed predict_future for TKO
[2025-12-08T20:33:18.174103] [INFO ] [sig       ] TKO: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:33:18.313897] [INFO ] [LOCAL     ] Saved forecast: TKO	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/TKO.txt
[2025-12-08T20:33:18.314006] [INFO ] [sig       ] [3197/3624] Completed TKO in 0.3s | 2.92 sym/s | Total: 18.2m | ETA: 2.4m
[2025-12-08T20:33:18.314045] [INFO ] [sig       ] [3198/3624] Forecasting TLK...
[2025-12-08T20:33:18.314076] [INFO ] [sig       ] Generating forecast for: TLK
[2025-12-08T20:33:18.314105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLK' from 'https://tdm.silogroup.org/data/derivative_storage/TLK.csv'.
[2025-12-08T20:33:18.327486] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLK'.
[2025-12-08T20:33:18.327925] [INFO ] [FORECASTER] Starting predict_future for TLK
[2025-12-08T20:33:18.328806] [DEBUG] [LOCAL     ] No optimal features file found for TLK: ./output/feature-sets/TLK.txt
[2025-12-08T20:33:18.328857] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:18.328889] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:18.328915] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:18.328969] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:18.384291] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:18.385179] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:18.385261] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:18.385294] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:18.507591] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:18.507755] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:18.507796] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:18.507859] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:18.511262] [DEBUG] [FORECASTER] TLK: Forecast T+1@11:T+2@11: UP (p=75.27%)
[2025-12-08T20:33:18.511543] [INFO ] [FORECASTER] Completed predict_future for TLK
[2025-12-08T20:33:18.511757] [INFO ] [sig       ] TLK: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:33:18.653682] [INFO ] [LOCAL     ] Saved forecast: TLK	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/TLK.txt
[2025-12-08T20:33:18.653839] [INFO ] [sig       ] [3198/3624] Completed TLK in 0.3s | 2.92 sym/s | Total: 18.2m | ETA: 2.4m
[2025-12-08T20:33:18.653878] [INFO ] [sig       ] [3199/3624] Forecasting TLS...
[2025-12-08T20:33:18.653908] [INFO ] [sig       ] Generating forecast for: TLS
[2025-12-08T20:33:18.653937] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLS' from 'https://tdm.silogroup.org/data/derivative_storage/TLS.csv'.
[2025-12-08T20:33:18.666231] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLS'.
[2025-12-08T20:33:18.666590] [INFO ] [FORECASTER] Starting predict_future for TLS
[2025-12-08T20:33:18.667362] [DEBUG] [LOCAL     ] No optimal features file found for TLS: ./output/feature-sets/TLS.txt
[2025-12-08T20:33:18.667439] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:18.667485] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:18.667512] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:18.667567] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:18.722977] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:18.723843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:18.723922] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:18.723953] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:18.840074] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:18.840222] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:18.840261] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:18.840289] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:18.843566] [DEBUG] [FORECASTER] TLS: Forecast T+1@11:T+2@11: DOWN (p=13.62%)
[2025-12-08T20:33:18.843875] [INFO ] [FORECASTER] Completed predict_future for TLS
[2025-12-08T20:33:18.844000] [INFO ] [sig       ] TLS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:33:18.986880] [INFO ] [LOCAL     ] Saved forecast: TLS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/TLS.txt
[2025-12-08T20:33:18.987025] [INFO ] [sig       ] [3199/3624] Completed TLS in 0.3s | 2.92 sym/s | Total: 18.2m | ETA: 2.4m
[2025-12-08T20:33:18.987062] [INFO ] [sig       ] [3200/3624] Forecasting TLSA...
[2025-12-08T20:33:18.987091] [INFO ] [sig       ] Generating forecast for: TLSA
[2025-12-08T20:33:18.987121] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLSA' from 'https://tdm.silogroup.org/data/derivative_storage/TLSA.csv'.
[2025-12-08T20:33:18.999014] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLSA'.
[2025-12-08T20:33:18.999359] [INFO ] [FORECASTER] Starting predict_future for TLSA
[2025-12-08T20:33:19.000145] [DEBUG] [LOCAL     ] No optimal features file found for TLSA: ./output/feature-sets/TLSA.txt
[2025-12-08T20:33:19.000195] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:19.000225] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:19.000250] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:19.000305] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:19.055787] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:19.056460] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:19.056538] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:19.056569] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:19.178703] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:19.178859] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:19.178897] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:19.178925] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:19.182285] [DEBUG] [FORECASTER] TLSA: Forecast T+1@11:T+2@11: UP (p=88.66%)
[2025-12-08T20:33:19.182553] [INFO ] [FORECASTER] Completed predict_future for TLSA
[2025-12-08T20:33:19.182697] [INFO ] [sig       ] TLSA: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:33:19.319610] [INFO ] [LOCAL     ] Saved forecast: TLSA	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/TLSA.txt
[2025-12-08T20:33:19.319753] [INFO ] [sig       ] [3200/3624] Completed TLSA in 0.3s | 2.92 sym/s | Total: 18.2m | ETA: 2.4m
[2025-12-08T20:33:19.319792] [INFO ] [sig       ] [3201/3624] Forecasting TLSI...
[2025-12-08T20:33:19.319821] [INFO ] [sig       ] Generating forecast for: TLSI
[2025-12-08T20:33:19.319857] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLSI' from 'https://tdm.silogroup.org/data/derivative_storage/TLSI.csv'.
[2025-12-08T20:33:19.331623] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLSI'.
[2025-12-08T20:33:19.332000] [INFO ] [FORECASTER] Starting predict_future for TLSI
[2025-12-08T20:33:19.332802] [DEBUG] [LOCAL     ] No optimal features file found for TLSI: ./output/feature-sets/TLSI.txt
[2025-12-08T20:33:19.332851] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:19.332882] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:19.332908] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:19.332962] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:19.387557] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:19.388351] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:19.388429] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:19.388460] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:19.505800] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:19.505953] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:19.505989] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:19.506016] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:19.509333] [DEBUG] [FORECASTER] TLSI: Forecast T+1@11:T+2@11: DOWN (p=3.90%)
[2025-12-08T20:33:19.509625] [INFO ] [FORECASTER] Completed predict_future for TLSI
[2025-12-08T20:33:19.509745] [INFO ] [sig       ] TLSI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:33:19.645219] [INFO ] [LOCAL     ] Saved forecast: TLSI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/TLSI.txt
[2025-12-08T20:33:19.645356] [INFO ] [sig       ] [3201/3624] Completed TLSI in 0.3s | 2.92 sym/s | Total: 18.3m | ETA: 2.4m
[2025-12-08T20:33:19.645394] [INFO ] [sig       ] [3202/3624] Forecasting TLYS...
[2025-12-08T20:33:19.645424] [INFO ] [sig       ] Generating forecast for: TLYS
[2025-12-08T20:33:19.645453] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLYS' from 'https://tdm.silogroup.org/data/derivative_storage/TLYS.csv'.
[2025-12-08T20:33:19.656947] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLYS'.
[2025-12-08T20:33:19.657277] [INFO ] [FORECASTER] Starting predict_future for TLYS
[2025-12-08T20:33:19.658170] [DEBUG] [LOCAL     ] No optimal features file found for TLYS: ./output/feature-sets/TLYS.txt
[2025-12-08T20:33:19.658223] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:19.658257] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:19.658285] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:19.658341] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:19.715089] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:19.715850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:19.715931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:19.715964] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:19.833644] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:19.833793] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:19.833834] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:19.833865] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:19.837324] [DEBUG] [FORECASTER] TLYS: Forecast T+1@11:T+2@11: DOWN (p=4.56%)
[2025-12-08T20:33:19.837650] [INFO ] [FORECASTER] Completed predict_future for TLYS
[2025-12-08T20:33:19.837783] [INFO ] [sig       ] TLYS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:33:19.980413] [INFO ] [LOCAL     ] Saved forecast: TLYS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/TLYS.txt
[2025-12-08T20:33:19.980627] [INFO ] [sig       ] [3202/3624] Completed TLYS in 0.3s | 2.92 sym/s | Total: 18.3m | ETA: 2.4m
[2025-12-08T20:33:19.980689] [INFO ] [sig       ] [3203/3624] Forecasting TM...
[2025-12-08T20:33:19.980741] [INFO ] [sig       ] Generating forecast for: TM
[2025-12-08T20:33:19.980784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TM' from 'https://tdm.silogroup.org/data/derivative_storage/TM.csv'.
[2025-12-08T20:33:19.993852] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TM'.
[2025-12-08T20:33:19.994245] [INFO ] [FORECASTER] Starting predict_future for TM
[2025-12-08T20:33:19.995066] [DEBUG] [LOCAL     ] No optimal features file found for TM: ./output/feature-sets/TM.txt
[2025-12-08T20:33:19.995119] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:19.995152] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:19.995180] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:19.995237] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:20.052883] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:20.053722] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:20.053804] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:20.053837] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:20.179657] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:20.179806] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:20.179844] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:20.179872] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:20.183123] [DEBUG] [FORECASTER] TM: Forecast T+1@11:T+2@11: UP (p=63.91%)
[2025-12-08T20:33:20.183386] [INFO ] [FORECASTER] Completed predict_future for TM
[2025-12-08T20:33:20.183503] [INFO ] [sig       ] TM: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:33:20.320840] [INFO ] [LOCAL     ] Saved forecast: TM	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/TM.txt
[2025-12-08T20:33:20.320972] [INFO ] [sig       ] [3203/3624] Completed TM in 0.3s | 2.92 sym/s | Total: 18.3m | ETA: 2.4m
[2025-12-08T20:33:20.321011] [INFO ] [sig       ] [3204/3624] Forecasting TMC...
[2025-12-08T20:33:20.321042] [INFO ] [sig       ] Generating forecast for: TMC
[2025-12-08T20:33:20.321073] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMC' from 'https://tdm.silogroup.org/data/derivative_storage/TMC.csv'.
[2025-12-08T20:33:20.332757] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMC'.
[2025-12-08T20:33:20.333072] [INFO ] [FORECASTER] Starting predict_future for TMC
[2025-12-08T20:33:20.333851] [DEBUG] [LOCAL     ] No optimal features file found for TMC: ./output/feature-sets/TMC.txt
[2025-12-08T20:33:20.333902] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:20.333939] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:20.333965] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:20.334020] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:20.390508] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:20.391328] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:20.391414] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:20.391446] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:20.506788] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:20.506940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:20.506978] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:20.507006] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:20.510308] [DEBUG] [FORECASTER] TMC: Forecast T+1@11:T+2@11: UP (p=58.24%)
[2025-12-08T20:33:20.510604] [INFO ] [FORECASTER] Completed predict_future for TMC
[2025-12-08T20:33:20.510727] [INFO ] [sig       ] TMC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:33:20.647694] [INFO ] [LOCAL     ] Saved forecast: TMC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/TMC.txt
[2025-12-08T20:33:20.647836] [INFO ] [sig       ] [3204/3624] Completed TMC in 0.3s | 2.92 sym/s | Total: 18.3m | ETA: 2.4m
[2025-12-08T20:33:20.647873] [INFO ] [sig       ] [3205/3624] Forecasting TMCI...
[2025-12-08T20:33:20.647901] [INFO ] [sig       ] Generating forecast for: TMCI
[2025-12-08T20:33:20.647932] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMCI' from 'https://tdm.silogroup.org/data/derivative_storage/TMCI.csv'.
[2025-12-08T20:33:20.659193] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMCI'.
[2025-12-08T20:33:20.659565] [INFO ] [FORECASTER] Starting predict_future for TMCI
[2025-12-08T20:33:20.660365] [DEBUG] [LOCAL     ] No optimal features file found for TMCI: ./output/feature-sets/TMCI.txt
[2025-12-08T20:33:20.660414] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:20.660444] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:20.660470] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:20.660524] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:20.715544] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:20.716224] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:20.716329] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:20.716362] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:20.836097] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:20.836248] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:20.836289] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:20.836318] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:20.840427] [DEBUG] [FORECASTER] TMCI: Forecast T+1@11:T+2@11: UP (p=68.66%)
[2025-12-08T20:33:20.840837] [INFO ] [FORECASTER] Completed predict_future for TMCI
[2025-12-08T20:33:20.840991] [INFO ] [sig       ] TMCI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:33:20.989742] [INFO ] [LOCAL     ] Saved forecast: TMCI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/TMCI.txt
[2025-12-08T20:33:20.989895] [INFO ] [sig       ] [3205/3624] Completed TMCI in 0.3s | 2.92 sym/s | Total: 18.3m | ETA: 2.4m
[2025-12-08T20:33:20.989932] [INFO ] [sig       ] [3206/3624] Forecasting TMDX...
[2025-12-08T20:33:20.989961] [INFO ] [sig       ] Generating forecast for: TMDX
[2025-12-08T20:33:20.989992] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMDX' from 'https://tdm.silogroup.org/data/derivative_storage/TMDX.csv'.
[2025-12-08T20:33:21.002154] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMDX'.
[2025-12-08T20:33:21.002549] [INFO ] [FORECASTER] Starting predict_future for TMDX
[2025-12-08T20:33:21.003426] [DEBUG] [LOCAL     ] No optimal features file found for TMDX: ./output/feature-sets/TMDX.txt
[2025-12-08T20:33:21.003479] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:21.003511] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:21.003538] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:21.003620] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:21.060634] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:21.061415] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:21.061490] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:21.061522] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:21.182524] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:21.182706] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:21.182746] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:21.182790] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:21.186143] [DEBUG] [FORECASTER] TMDX: Forecast T+1@11:T+2@11: DOWN (p=3.13%)
[2025-12-08T20:33:21.186417] [INFO ] [FORECASTER] Completed predict_future for TMDX
[2025-12-08T20:33:21.186540] [INFO ] [sig       ] TMDX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:33:21.324022] [INFO ] [LOCAL     ] Saved forecast: TMDX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/TMDX.txt
[2025-12-08T20:33:21.324163] [INFO ] [sig       ] [3206/3624] Completed TMDX in 0.3s | 2.92 sym/s | Total: 18.3m | ETA: 2.4m
[2025-12-08T20:33:21.324202] [INFO ] [sig       ] [3207/3624] Forecasting TME...
[2025-12-08T20:33:21.324231] [INFO ] [sig       ] Generating forecast for: TME
[2025-12-08T20:33:21.324260] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TME' from 'https://tdm.silogroup.org/data/derivative_storage/TME.csv'.
[2025-12-08T20:33:21.336065] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TME'.
[2025-12-08T20:33:21.336399] [INFO ] [FORECASTER] Starting predict_future for TME
[2025-12-08T20:33:21.337240] [DEBUG] [LOCAL     ] No optimal features file found for TME: ./output/feature-sets/TME.txt
[2025-12-08T20:33:21.337292] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:21.337324] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:21.337351] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:21.337431] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:21.393233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:21.393921] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:21.394001] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:21.394035] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:21.516738] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:21.516885] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:21.516925] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:21.516954] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:21.520431] [DEBUG] [FORECASTER] TME: Forecast T+1@11:T+2@11: UP (p=69.52%)
[2025-12-08T20:33:21.520731] [INFO ] [FORECASTER] Completed predict_future for TME
[2025-12-08T20:33:21.520856] [INFO ] [sig       ] TME: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:33:21.659217] [INFO ] [LOCAL     ] Saved forecast: TME	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/TME.txt
[2025-12-08T20:33:21.659366] [INFO ] [sig       ] [3207/3624] Completed TME in 0.3s | 2.92 sym/s | Total: 18.3m | ETA: 2.4m
[2025-12-08T20:33:21.659404] [INFO ] [sig       ] [3208/3624] Forecasting TMHC...
[2025-12-08T20:33:21.659432] [INFO ] [sig       ] Generating forecast for: TMHC
[2025-12-08T20:33:21.659460] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMHC' from 'https://tdm.silogroup.org/data/derivative_storage/TMHC.csv'.
[2025-12-08T20:33:21.671887] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMHC'.
[2025-12-08T20:33:21.672266] [INFO ] [FORECASTER] Starting predict_future for TMHC
[2025-12-08T20:33:21.673057] [DEBUG] [LOCAL     ] No optimal features file found for TMHC: ./output/feature-sets/TMHC.txt
[2025-12-08T20:33:21.673106] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:21.673137] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:21.673163] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:21.673218] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:21.730422] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:21.731310] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:21.731389] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:21.731437] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:21.848766] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:21.848916] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:21.848953] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:21.848982] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:21.852283] [DEBUG] [FORECASTER] TMHC: Forecast T+1@11:T+2@11: UP (p=57.34%)
[2025-12-08T20:33:21.852556] [INFO ] [FORECASTER] Completed predict_future for TMHC
[2025-12-08T20:33:21.852700] [INFO ] [sig       ] TMHC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:33:21.990794] [INFO ] [LOCAL     ] Saved forecast: TMHC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/TMHC.txt
[2025-12-08T20:33:21.990995] [INFO ] [sig       ] [3208/3624] Completed TMHC in 0.3s | 2.92 sym/s | Total: 18.3m | ETA: 2.4m
[2025-12-08T20:33:21.991048] [INFO ] [sig       ] [3209/3624] Forecasting TMUS...
[2025-12-08T20:33:21.991088] [INFO ] [sig       ] Generating forecast for: TMUS
[2025-12-08T20:33:21.991127] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMUS' from 'https://tdm.silogroup.org/data/derivative_storage/TMUS.csv'.
[2025-12-08T20:33:22.003376] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMUS'.
[2025-12-08T20:33:22.003759] [INFO ] [FORECASTER] Starting predict_future for TMUS
[2025-12-08T20:33:22.004545] [DEBUG] [LOCAL     ] No optimal features file found for TMUS: ./output/feature-sets/TMUS.txt
[2025-12-08T20:33:22.004612] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:22.004645] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:22.004671] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:22.004726] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:22.061136] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:22.062014] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:22.062094] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:22.062125] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:22.185935] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:22.186095] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:22.186133] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:22.186159] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:22.189779] [DEBUG] [FORECASTER] TMUS: Forecast T+1@11:T+2@11: DOWN (p=3.42%)
[2025-12-08T20:33:22.190145] [INFO ] [FORECASTER] Completed predict_future for TMUS
[2025-12-08T20:33:22.190292] [INFO ] [sig       ] TMUS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:33:22.329733] [INFO ] [LOCAL     ] Saved forecast: TMUS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/TMUS.txt
[2025-12-08T20:33:22.329880] [INFO ] [sig       ] [3209/3624] Completed TMUS in 0.3s | 2.92 sym/s | Total: 18.3m | ETA: 2.4m
[2025-12-08T20:33:22.329918] [INFO ] [sig       ] [3210/3624] Forecasting TNC...
[2025-12-08T20:33:22.329947] [INFO ] [sig       ] Generating forecast for: TNC
[2025-12-08T20:33:22.329978] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNC' from 'https://tdm.silogroup.org/data/derivative_storage/TNC.csv'.
[2025-12-08T20:33:22.341954] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNC'.
[2025-12-08T20:33:22.342277] [INFO ] [FORECASTER] Starting predict_future for TNC
[2025-12-08T20:33:22.343072] [DEBUG] [LOCAL     ] No optimal features file found for TNC: ./output/feature-sets/TNC.txt
[2025-12-08T20:33:22.343121] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:22.343153] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:22.343181] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:22.343248] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:22.399241] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:22.400063] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:22.400145] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:22.400177] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:22.517743] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:22.517887] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:22.517924] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:22.517951] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:22.521245] [DEBUG] [FORECASTER] TNC: Forecast T+1@11:T+2@11: UP (p=96.91%)
[2025-12-08T20:33:22.521504] [INFO ] [FORECASTER] Completed predict_future for TNC
[2025-12-08T20:33:22.521639] [INFO ] [sig       ] TNC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:33:22.663933] [INFO ] [LOCAL     ] Saved forecast: TNC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/TNC.txt
[2025-12-08T20:33:22.664067] [INFO ] [sig       ] [3210/3624] Completed TNC in 0.3s | 2.92 sym/s | Total: 18.3m | ETA: 2.4m
[2025-12-08T20:33:22.664105] [INFO ] [sig       ] [3211/3624] Forecasting TNDM...
[2025-12-08T20:33:22.664135] [INFO ] [sig       ] Generating forecast for: TNDM
[2025-12-08T20:33:22.664163] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNDM' from 'https://tdm.silogroup.org/data/derivative_storage/TNDM.csv'.
[2025-12-08T20:33:22.676007] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNDM'.
[2025-12-08T20:33:22.676344] [INFO ] [FORECASTER] Starting predict_future for TNDM
[2025-12-08T20:33:22.677166] [DEBUG] [LOCAL     ] No optimal features file found for TNDM: ./output/feature-sets/TNDM.txt
[2025-12-08T20:33:22.677216] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:22.677247] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:22.677275] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:22.677329] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:22.733815] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:22.734668] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:22.734745] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:22.734776] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:22.858824] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:22.858980] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:22.859019] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:22.859048] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:22.862335] [DEBUG] [FORECASTER] TNDM: Forecast T+1@11:T+2@11: UP (p=77.18%)
[2025-12-08T20:33:22.862621] [INFO ] [FORECASTER] Completed predict_future for TNDM
[2025-12-08T20:33:22.862741] [INFO ] [sig       ] TNDM: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:33:22.999877] [INFO ] [LOCAL     ] Saved forecast: TNDM	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/TNDM.txt
[2025-12-08T20:33:23.000023] [INFO ] [sig       ] [3211/3624] Completed TNDM in 0.3s | 2.92 sym/s | Total: 18.3m | ETA: 2.4m
[2025-12-08T20:33:23.000063] [INFO ] [sig       ] [3212/3624] Forecasting TNGX...
[2025-12-08T20:33:23.000092] [INFO ] [sig       ] Generating forecast for: TNGX
[2025-12-08T20:33:23.000121] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNGX' from 'https://tdm.silogroup.org/data/derivative_storage/TNGX.csv'.
[2025-12-08T20:33:23.011397] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNGX'.
[2025-12-08T20:33:23.011742] [INFO ] [FORECASTER] Starting predict_future for TNGX
[2025-12-08T20:33:23.012523] [DEBUG] [LOCAL     ] No optimal features file found for TNGX: ./output/feature-sets/TNGX.txt
[2025-12-08T20:33:23.012599] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:23.012655] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:23.012683] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:23.012738] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:23.067825] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:23.068462] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:23.068537] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:23.068568] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:23.186101] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:23.186252] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:23.186291] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:23.186319] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:23.189664] [DEBUG] [FORECASTER] TNGX: Forecast T+1@11:T+2@11: DOWN (p=7.55%)
[2025-12-08T20:33:23.189935] [INFO ] [FORECASTER] Completed predict_future for TNGX
[2025-12-08T20:33:23.190058] [INFO ] [sig       ] TNGX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:33:23.327078] [INFO ] [LOCAL     ] Saved forecast: TNGX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/TNGX.txt
[2025-12-08T20:33:23.327215] [INFO ] [sig       ] [3212/3624] Completed TNGX in 0.3s | 2.92 sym/s | Total: 18.3m | ETA: 2.3m
[2025-12-08T20:33:23.327254] [INFO ] [sig       ] [3213/3624] Forecasting TNK...
[2025-12-08T20:33:23.327284] [INFO ] [sig       ] Generating forecast for: TNK
[2025-12-08T20:33:23.327313] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNK' from 'https://tdm.silogroup.org/data/derivative_storage/TNK.csv'.
[2025-12-08T20:33:23.339520] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNK'.
[2025-12-08T20:33:23.339867] [INFO ] [FORECASTER] Starting predict_future for TNK
[2025-12-08T20:33:23.340698] [DEBUG] [LOCAL     ] No optimal features file found for TNK: ./output/feature-sets/TNK.txt
[2025-12-08T20:33:23.340749] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:23.340780] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:23.340806] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:23.340862] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:23.397446] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:23.398261] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:23.398338] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:23.398370] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:23.517360] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:23.517517] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:23.517554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:23.517598] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:23.520913] [DEBUG] [FORECASTER] TNK: Forecast T+1@11:T+2@11: UP (p=50.11%)
[2025-12-08T20:33:23.521177] [INFO ] [FORECASTER] Completed predict_future for TNK
[2025-12-08T20:33:23.521299] [INFO ] [sig       ] TNK: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:33:23.660229] [INFO ] [LOCAL     ] Saved forecast: TNK	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/TNK.txt
[2025-12-08T20:33:23.660372] [INFO ] [sig       ] [3213/3624] Completed TNK in 0.3s | 2.92 sym/s | Total: 18.3m | ETA: 2.3m
[2025-12-08T20:33:23.660411] [INFO ] [sig       ] [3214/3624] Forecasting TNL...
[2025-12-08T20:33:23.660441] [INFO ] [sig       ] Generating forecast for: TNL
[2025-12-08T20:33:23.660469] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNL' from 'https://tdm.silogroup.org/data/derivative_storage/TNL.csv'.
[2025-12-08T20:33:23.673055] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNL'.
[2025-12-08T20:33:23.673458] [INFO ] [FORECASTER] Starting predict_future for TNL
[2025-12-08T20:33:23.674267] [DEBUG] [LOCAL     ] No optimal features file found for TNL: ./output/feature-sets/TNL.txt
[2025-12-08T20:33:23.674317] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:23.674348] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:23.674373] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:23.674428] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:23.729487] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:23.730271] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:23.730349] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:23.730381] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:23.854472] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:23.854642] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:23.854682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:23.854710] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:23.858005] [DEBUG] [FORECASTER] TNL: Forecast T+1@11:T+2@11: UP (p=51.08%)
[2025-12-08T20:33:23.858265] [INFO ] [FORECASTER] Completed predict_future for TNL
[2025-12-08T20:33:23.858384] [INFO ] [sig       ] TNL: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:33:23.994048] [INFO ] [LOCAL     ] Saved forecast: TNL	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/TNL.txt
[2025-12-08T20:33:23.994190] [INFO ] [sig       ] [3214/3624] Completed TNL in 0.3s | 2.92 sym/s | Total: 18.3m | ETA: 2.3m
[2025-12-08T20:33:23.994233] [INFO ] [sig       ] [3215/3624] Forecasting TNON...
[2025-12-08T20:33:23.994262] [INFO ] [sig       ] Generating forecast for: TNON
[2025-12-08T20:33:23.994291] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNON' from 'https://tdm.silogroup.org/data/derivative_storage/TNON.csv'.
[2025-12-08T20:33:24.009717] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNON'.
[2025-12-08T20:33:24.010237] [INFO ] [FORECASTER] Starting predict_future for TNON
[2025-12-08T20:33:24.011167] [DEBUG] [LOCAL     ] No optimal features file found for TNON: ./output/feature-sets/TNON.txt
[2025-12-08T20:33:24.011220] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:24.011253] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:24.011279] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:24.011334] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:24.069331] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:24.070284] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:24.070367] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:24.070399] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:24.188465] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:24.188657] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:24.188698] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:24.188760] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:24.192112] [DEBUG] [FORECASTER] TNON: Forecast T+1@11:T+2@11: DOWN (p=48.13%)
[2025-12-08T20:33:24.192386] [INFO ] [FORECASTER] Completed predict_future for TNON
[2025-12-08T20:33:24.192508] [INFO ] [sig       ] TNON: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:33:24.332164] [INFO ] [LOCAL     ] Saved forecast: TNON	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/TNON.txt
[2025-12-08T20:33:24.332332] [INFO ] [sig       ] [3215/3624] Completed TNON in 0.3s | 2.92 sym/s | Total: 18.3m | ETA: 2.3m
[2025-12-08T20:33:24.332375] [INFO ] [sig       ] [3216/3624] Forecasting TNXP...
[2025-12-08T20:33:24.332404] [INFO ] [sig       ] Generating forecast for: TNXP
[2025-12-08T20:33:24.332433] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNXP' from 'https://tdm.silogroup.org/data/derivative_storage/TNXP.csv'.
[2025-12-08T20:33:24.345208] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNXP'.
[2025-12-08T20:33:24.345611] [INFO ] [FORECASTER] Starting predict_future for TNXP
[2025-12-08T20:33:24.346400] [DEBUG] [LOCAL     ] No optimal features file found for TNXP: ./output/feature-sets/TNXP.txt
[2025-12-08T20:33:24.346450] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:24.346483] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:24.346510] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:24.346566] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:24.403985] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:24.404895] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:24.404974] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:24.405006] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:24.522206] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:24.522367] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:24.522406] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:24.522434] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:24.525708] [DEBUG] [FORECASTER] TNXP: Forecast T+1@11:T+2@11: DOWN (p=44.85%)
[2025-12-08T20:33:24.525970] [INFO ] [FORECASTER] Completed predict_future for TNXP
[2025-12-08T20:33:24.526089] [INFO ] [sig       ] TNXP: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:33:24.664305] [INFO ] [LOCAL     ] Saved forecast: TNXP	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/TNXP.txt
[2025-12-08T20:33:24.664425] [INFO ] [sig       ] [3216/3624] Completed TNXP in 0.3s | 2.92 sym/s | Total: 18.3m | ETA: 2.3m
[2025-12-08T20:33:24.664462] [INFO ] [sig       ] [3217/3624] Forecasting TNYA...
[2025-12-08T20:33:24.664492] [INFO ] [sig       ] Generating forecast for: TNYA
[2025-12-08T20:33:24.664521] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNYA' from 'https://tdm.silogroup.org/data/derivative_storage/TNYA.csv'.
[2025-12-08T20:33:24.676298] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNYA'.
[2025-12-08T20:33:24.676631] [INFO ] [FORECASTER] Starting predict_future for TNYA
[2025-12-08T20:33:24.677477] [DEBUG] [LOCAL     ] No optimal features file found for TNYA: ./output/feature-sets/TNYA.txt
[2025-12-08T20:33:24.677528] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:24.677559] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:24.677609] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:24.677671] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:24.733338] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:24.733923] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:24.733994] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:24.734025] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:24.861105] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:24.861234] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:24.861269] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:24.861297] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:24.864512] [DEBUG] [FORECASTER] TNYA: Forecast T+1@11:T+2@11: DOWN (p=36.04%)
[2025-12-08T20:33:24.864804] [INFO ] [FORECASTER] Completed predict_future for TNYA
[2025-12-08T20:33:24.864923] [INFO ] [sig       ] TNYA: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:33:25.002922] [INFO ] [LOCAL     ] Saved forecast: TNYA	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/TNYA.txt
[2025-12-08T20:33:25.003025] [INFO ] [sig       ] [3217/3624] Completed TNYA in 0.3s | 2.92 sym/s | Total: 18.3m | ETA: 2.3m
[2025-12-08T20:33:25.003061] [INFO ] [sig       ] [3218/3624] Forecasting TOI...
[2025-12-08T20:33:25.003089] [INFO ] [sig       ] Generating forecast for: TOI
[2025-12-08T20:33:25.003118] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TOI' from 'https://tdm.silogroup.org/data/derivative_storage/TOI.csv'.
[2025-12-08T20:33:25.014983] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TOI'.
[2025-12-08T20:33:25.015281] [INFO ] [FORECASTER] Starting predict_future for TOI
[2025-12-08T20:33:25.016061] [DEBUG] [LOCAL     ] No optimal features file found for TOI: ./output/feature-sets/TOI.txt
[2025-12-08T20:33:25.016109] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:25.016140] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:25.016169] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:25.016237] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:25.073503] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:25.074108] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:25.074182] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:25.074216] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:25.196079] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:25.196210] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:25.196246] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:25.196272] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:25.199559] [DEBUG] [FORECASTER] TOI: Forecast T+1@11:T+2@11: DOWN (p=10.73%)
[2025-12-08T20:33:25.199832] [INFO ] [FORECASTER] Completed predict_future for TOI
[2025-12-08T20:33:25.199946] [INFO ] [sig       ] TOI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:33:25.338049] [INFO ] [LOCAL     ] Saved forecast: TOI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/TOI.txt
[2025-12-08T20:33:25.338166] [INFO ] [sig       ] [3218/3624] Completed TOI in 0.3s | 2.92 sym/s | Total: 18.3m | ETA: 2.3m
[2025-12-08T20:33:25.338210] [INFO ] [sig       ] [3219/3624] Forecasting TOL...
[2025-12-08T20:33:25.338245] [INFO ] [sig       ] Generating forecast for: TOL
[2025-12-08T20:33:25.338282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TOL' from 'https://tdm.silogroup.org/data/derivative_storage/TOL.csv'.
[2025-12-08T20:33:25.351230] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TOL'.
[2025-12-08T20:33:25.351552] [INFO ] [FORECASTER] Starting predict_future for TOL
[2025-12-08T20:33:25.352323] [DEBUG] [LOCAL     ] No optimal features file found for TOL: ./output/feature-sets/TOL.txt
[2025-12-08T20:33:25.352371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:25.352402] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:25.352428] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:25.352482] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:25.407817] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:25.408437] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:25.408509] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:25.408540] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:25.527613] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:25.527785] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:25.527823] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:25.527852] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:25.531223] [DEBUG] [FORECASTER] TOL: Forecast T+1@11:T+2@11: UP (p=83.62%)
[2025-12-08T20:33:25.531508] [INFO ] [FORECASTER] Completed predict_future for TOL
[2025-12-08T20:33:25.531665] [INFO ] [sig       ] TOL: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:33:25.672735] [INFO ] [LOCAL     ] Saved forecast: TOL	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/TOL.txt
[2025-12-08T20:33:25.672860] [INFO ] [sig       ] [3219/3624] Completed TOL in 0.3s | 2.92 sym/s | Total: 18.4m | ETA: 2.3m
[2025-12-08T20:33:25.672897] [INFO ] [sig       ] [3220/3624] Forecasting TORO...
[2025-12-08T20:33:25.672926] [INFO ] [sig       ] Generating forecast for: TORO
[2025-12-08T20:33:25.672955] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TORO' from 'https://tdm.silogroup.org/data/derivative_storage/TORO.csv'.
[2025-12-08T20:33:25.684403] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TORO'.
[2025-12-08T20:33:25.684770] [INFO ] [FORECASTER] Starting predict_future for TORO
[2025-12-08T20:33:25.685527] [DEBUG] [LOCAL     ] No optimal features file found for TORO: ./output/feature-sets/TORO.txt
[2025-12-08T20:33:25.685594] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:25.685628] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:25.685654] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:25.685709] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:25.740886] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:25.741460] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:25.741533] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:25.741564] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:25.858093] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:25.858229] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:25.858265] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:25.858291] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:25.861488] [DEBUG] [FORECASTER] TORO: Forecast T+1@11:T+2@11: DOWN (p=33.36%)
[2025-12-08T20:33:25.861765] [INFO ] [FORECASTER] Completed predict_future for TORO
[2025-12-08T20:33:25.861883] [INFO ] [sig       ] TORO: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:33:25.999818] [INFO ] [LOCAL     ] Saved forecast: TORO	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/TORO.txt
[2025-12-08T20:33:25.999930] [INFO ] [sig       ] [3220/3624] Completed TORO in 0.3s | 2.92 sym/s | Total: 18.4m | ETA: 2.3m
[2025-12-08T20:33:25.999967] [INFO ] [sig       ] [3221/3624] Forecasting TOWN...
[2025-12-08T20:33:25.999995] [INFO ] [sig       ] Generating forecast for: TOWN
[2025-12-08T20:33:26.000023] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TOWN' from 'https://tdm.silogroup.org/data/derivative_storage/TOWN.csv'.
[2025-12-08T20:33:26.011506] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TOWN'.
[2025-12-08T20:33:26.011820] [INFO ] [FORECASTER] Starting predict_future for TOWN
[2025-12-08T20:33:26.012598] [DEBUG] [LOCAL     ] No optimal features file found for TOWN: ./output/feature-sets/TOWN.txt
[2025-12-08T20:33:26.012651] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:26.012680] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:26.012706] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:26.012761] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:26.068525] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:26.069103] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:26.069175] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:26.069210] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:26.187252] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:26.187428] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:26.187472] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:26.187502] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:26.190792] [DEBUG] [FORECASTER] TOWN: Forecast T+1@11:T+2@11: UP (p=65.21%)
[2025-12-08T20:33:26.191048] [INFO ] [FORECASTER] Completed predict_future for TOWN
[2025-12-08T20:33:26.191165] [INFO ] [sig       ] TOWN: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:33:26.330882] [INFO ] [LOCAL     ] Saved forecast: TOWN	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/TOWN.txt
[2025-12-08T20:33:26.331005] [INFO ] [sig       ] [3221/3624] Completed TOWN in 0.3s | 2.92 sym/s | Total: 18.4m | ETA: 2.3m
[2025-12-08T20:33:26.331042] [INFO ] [sig       ] [3222/3624] Forecasting TOYO...
[2025-12-08T20:33:26.331071] [INFO ] [sig       ] Generating forecast for: TOYO
[2025-12-08T20:33:26.331100] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TOYO' from 'https://tdm.silogroup.org/data/derivative_storage/TOYO.csv'.
[2025-12-08T20:33:26.341916] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TOYO'.
[2025-12-08T20:33:26.342209] [INFO ] [FORECASTER] Starting predict_future for TOYO
[2025-12-08T20:33:26.342980] [DEBUG] [LOCAL     ] No optimal features file found for TOYO: ./output/feature-sets/TOYO.txt
[2025-12-08T20:33:26.343029] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:26.343060] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:26.343086] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:26.343141] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:26.398642] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:26.399206] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:26.399301] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:26.399334] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:26.504613] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:26.504757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:26.504794] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:26.504822] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:26.508056] [DEBUG] [FORECASTER] TOYO: Forecast T+1@11:T+2@11: DOWN (p=10.11%)
[2025-12-08T20:33:26.508315] [INFO ] [FORECASTER] Completed predict_future for TOYO
[2025-12-08T20:33:26.508433] [INFO ] [sig       ] TOYO: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:33:26.646859] [INFO ] [LOCAL     ] Saved forecast: TOYO	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/TOYO.txt
[2025-12-08T20:33:26.647018] [INFO ] [sig       ] [3222/3624] Completed TOYO in 0.3s | 2.92 sym/s | Total: 18.4m | ETA: 2.3m
[2025-12-08T20:33:26.647057] [INFO ] [sig       ] [3223/3624] Forecasting TPB...
[2025-12-08T20:33:26.647087] [INFO ] [sig       ] Generating forecast for: TPB
[2025-12-08T20:33:26.647117] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPB' from 'https://tdm.silogroup.org/data/derivative_storage/TPB.csv'.
[2025-12-08T20:33:26.659120] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPB'.
[2025-12-08T20:33:26.659508] [INFO ] [FORECASTER] Starting predict_future for TPB
[2025-12-08T20:33:26.660392] [DEBUG] [LOCAL     ] No optimal features file found for TPB: ./output/feature-sets/TPB.txt
[2025-12-08T20:33:26.660460] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:26.660494] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:26.660522] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:26.660601] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:26.719026] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:26.719862] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:26.719941] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:26.719975] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:26.840850] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:26.841005] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:26.841044] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:26.841073] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:26.844436] [DEBUG] [FORECASTER] TPB: Forecast T+1@11:T+2@11: DOWN (p=11.05%)
[2025-12-08T20:33:26.844722] [INFO ] [FORECASTER] Completed predict_future for TPB
[2025-12-08T20:33:26.844847] [INFO ] [sig       ] TPB: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:33:26.983818] [INFO ] [LOCAL     ] Saved forecast: TPB	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/TPB.txt
[2025-12-08T20:33:26.983968] [INFO ] [sig       ] [3223/3624] Completed TPB in 0.3s | 2.92 sym/s | Total: 18.4m | ETA: 2.3m
[2025-12-08T20:33:26.984006] [INFO ] [sig       ] [3224/3624] Forecasting TPC...
[2025-12-08T20:33:26.984035] [INFO ] [sig       ] Generating forecast for: TPC
[2025-12-08T20:33:26.984063] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPC' from 'https://tdm.silogroup.org/data/derivative_storage/TPC.csv'.
[2025-12-08T20:33:26.996322] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPC'.
[2025-12-08T20:33:26.996709] [INFO ] [FORECASTER] Starting predict_future for TPC
[2025-12-08T20:33:26.997513] [DEBUG] [LOCAL     ] No optimal features file found for TPC: ./output/feature-sets/TPC.txt
[2025-12-08T20:33:26.997564] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:26.997623] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:26.997651] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:26.997707] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:27.055718] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:27.056594] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:27.056675] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:27.056708] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:27.176977] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:27.177129] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:27.177169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:27.177197] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:27.180642] [DEBUG] [FORECASTER] TPC: Forecast T+1@11:T+2@11: DOWN (p=29.89%)
[2025-12-08T20:33:27.180913] [INFO ] [FORECASTER] Completed predict_future for TPC
[2025-12-08T20:33:27.181035] [INFO ] [sig       ] TPC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:33:27.317643] [INFO ] [LOCAL     ] Saved forecast: TPC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/TPC.txt
[2025-12-08T20:33:27.317780] [INFO ] [sig       ] [3224/3624] Completed TPC in 0.3s | 2.92 sym/s | Total: 18.4m | ETA: 2.3m
[2025-12-08T20:33:27.317817] [INFO ] [sig       ] [3225/3624] Forecasting TPG...
[2025-12-08T20:33:27.317846] [INFO ] [sig       ] Generating forecast for: TPG
[2025-12-08T20:33:27.317875] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPG' from 'https://tdm.silogroup.org/data/derivative_storage/TPG.csv'.
[2025-12-08T20:33:27.329661] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPG'.
[2025-12-08T20:33:27.329964] [INFO ] [FORECASTER] Starting predict_future for TPG
[2025-12-08T20:33:27.330754] [DEBUG] [LOCAL     ] No optimal features file found for TPG: ./output/feature-sets/TPG.txt
[2025-12-08T20:33:27.330804] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:27.330835] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:27.330862] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:27.330917] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:27.386890] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:27.387914] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:27.388105] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:27.388140] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:27.516674] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:27.516831] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:27.516870] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:27.516899] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:27.520404] [DEBUG] [FORECASTER] TPG: Forecast T+1@11:T+2@11: UP (p=99.17%)
[2025-12-08T20:33:27.520765] [INFO ] [FORECASTER] Completed predict_future for TPG
[2025-12-08T20:33:27.520943] [INFO ] [sig       ] TPG: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:33:27.662324] [INFO ] [LOCAL     ] Saved forecast: TPG	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/TPG.txt
[2025-12-08T20:33:27.662486] [INFO ] [sig       ] [3225/3624] Completed TPG in 0.3s | 2.92 sym/s | Total: 18.4m | ETA: 2.3m
[2025-12-08T20:33:27.662527] [INFO ] [sig       ] [3226/3624] Forecasting TPGXL...
[2025-12-08T20:33:27.662566] [INFO ] [sig       ] Generating forecast for: TPGXL
[2025-12-08T20:33:27.662623] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPGXL' from 'https://tdm.silogroup.org/data/derivative_storage/TPGXL.csv'.
[2025-12-08T20:33:27.673997] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPGXL'.
[2025-12-08T20:33:27.674350] [INFO ] [FORECASTER] Starting predict_future for TPGXL
[2025-12-08T20:33:27.675147] [DEBUG] [LOCAL     ] No optimal features file found for TPGXL: ./output/feature-sets/TPGXL.txt
[2025-12-08T20:33:27.675198] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:27.675233] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:27.675267] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:27.675336] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:27.738008] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:27.738792] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:27.738869] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:27.738902] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:27.855159] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:27.855314] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:27.855357] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:27.855389] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:27.858851] [DEBUG] [FORECASTER] TPGXL: Forecast T+1@11:T+2@11: UP (p=96.47%)
[2025-12-08T20:33:27.859114] [INFO ] [FORECASTER] Completed predict_future for TPGXL
[2025-12-08T20:33:27.859246] [INFO ] [sig       ] TPGXL: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:33:28.020397] [INFO ] [LOCAL     ] Saved forecast: TPGXL	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/TPGXL.txt
[2025-12-08T20:33:28.020538] [INFO ] [sig       ] [3226/3624] Completed TPGXL in 0.4s | 2.92 sym/s | Total: 18.4m | ETA: 2.3m
[2025-12-08T20:33:28.020602] [INFO ] [sig       ] [3227/3624] Forecasting TPH...
[2025-12-08T20:33:28.020636] [INFO ] [sig       ] Generating forecast for: TPH
[2025-12-08T20:33:28.020667] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPH' from 'https://tdm.silogroup.org/data/derivative_storage/TPH.csv'.
[2025-12-08T20:33:28.032976] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPH'.
[2025-12-08T20:33:28.033337] [INFO ] [FORECASTER] Starting predict_future for TPH
[2025-12-08T20:33:28.034130] [DEBUG] [LOCAL     ] No optimal features file found for TPH: ./output/feature-sets/TPH.txt
[2025-12-08T20:33:28.034180] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:28.034211] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:28.034238] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:28.034293] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:28.089444] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:28.090102] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:28.090177] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:28.090208] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:28.205484] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:28.205660] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:28.205697] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:28.205723] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:28.209029] [DEBUG] [FORECASTER] TPH: Forecast T+1@11:T+2@11: UP (p=86.38%)
[2025-12-08T20:33:28.209291] [INFO ] [FORECASTER] Completed predict_future for TPH
[2025-12-08T20:33:28.209409] [INFO ] [sig       ] TPH: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:33:28.347133] [INFO ] [LOCAL     ] Saved forecast: TPH	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/TPH.txt
[2025-12-08T20:33:28.347298] [INFO ] [sig       ] [3227/3624] Completed TPH in 0.3s | 2.92 sym/s | Total: 18.4m | ETA: 2.3m
[2025-12-08T20:33:28.347339] [INFO ] [sig       ] [3228/3624] Forecasting TPL...
[2025-12-08T20:33:28.347371] [INFO ] [sig       ] Generating forecast for: TPL
[2025-12-08T20:33:28.347403] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPL' from 'https://tdm.silogroup.org/data/derivative_storage/TPL.csv'.
[2025-12-08T20:33:28.359874] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPL'.
[2025-12-08T20:33:28.360236] [INFO ] [FORECASTER] Starting predict_future for TPL
[2025-12-08T20:33:28.361082] [DEBUG] [LOCAL     ] No optimal features file found for TPL: ./output/feature-sets/TPL.txt
[2025-12-08T20:33:28.361135] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:28.361168] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:28.361195] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:28.361251] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:28.419454] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:28.420126] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:28.420203] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:28.420236] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:28.537211] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:28.537360] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:28.537405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:28.537456] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:28.540798] [DEBUG] [FORECASTER] TPL: Forecast T+1@11:T+2@11: UP (p=68.85%)
[2025-12-08T20:33:28.541066] [INFO ] [FORECASTER] Completed predict_future for TPL
[2025-12-08T20:33:28.541203] [INFO ] [sig       ] TPL: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:33:28.687013] [INFO ] [LOCAL     ] Saved forecast: TPL	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/TPL.txt
[2025-12-08T20:33:28.687125] [INFO ] [sig       ] [3228/3624] Completed TPL in 0.3s | 2.92 sym/s | Total: 18.4m | ETA: 2.3m
[2025-12-08T20:33:28.687163] [INFO ] [sig       ] [3229/3624] Forecasting TPVG...
[2025-12-08T20:33:28.687192] [INFO ] [sig       ] Generating forecast for: TPVG
[2025-12-08T20:33:28.687220] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPVG' from 'https://tdm.silogroup.org/data/derivative_storage/TPVG.csv'.
[2025-12-08T20:33:28.699299] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPVG'.
[2025-12-08T20:33:28.699643] [INFO ] [FORECASTER] Starting predict_future for TPVG
[2025-12-08T20:33:28.700401] [DEBUG] [LOCAL     ] No optimal features file found for TPVG: ./output/feature-sets/TPVG.txt
[2025-12-08T20:33:28.700449] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:28.700504] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:28.700531] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:28.700601] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:28.758101] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:28.758729] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:28.758802] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:28.758833] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:28.879211] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:28.879370] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:28.879417] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:28.879449] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:28.882938] [DEBUG] [FORECASTER] TPVG: Forecast T+1@11:T+2@11: UP (p=83.97%)
[2025-12-08T20:33:28.883232] [INFO ] [FORECASTER] Completed predict_future for TPVG
[2025-12-08T20:33:28.883381] [INFO ] [sig       ] TPVG: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:33:29.025342] [INFO ] [LOCAL     ] Saved forecast: TPVG	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/TPVG.txt
[2025-12-08T20:33:29.025466] [INFO ] [sig       ] [3229/3624] Completed TPVG in 0.3s | 2.92 sym/s | Total: 18.4m | ETA: 2.3m
[2025-12-08T20:33:29.025504] [INFO ] [sig       ] [3230/3624] Forecasting TPYP...
[2025-12-08T20:33:29.025532] [INFO ] [sig       ] Generating forecast for: TPYP
[2025-12-08T20:33:29.025561] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPYP' from 'https://tdm.silogroup.org/data/derivative_storage/TPYP.csv'.
[2025-12-08T20:33:29.037293] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPYP'.
[2025-12-08T20:33:29.037650] [INFO ] [FORECASTER] Starting predict_future for TPYP
[2025-12-08T20:33:29.038408] [DEBUG] [LOCAL     ] No optimal features file found for TPYP: ./output/feature-sets/TPYP.txt
[2025-12-08T20:33:29.038458] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:29.038488] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:29.038514] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:29.038590] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:29.095543] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:29.096559] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:29.096682] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:29.096730] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:29.212950] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:29.213114] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:29.213176] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:29.213206] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:29.216483] [DEBUG] [FORECASTER] TPYP: Forecast T+1@11:T+2@11: DOWN (p=0.32%)
[2025-12-08T20:33:29.216756] [INFO ] [FORECASTER] Completed predict_future for TPYP
[2025-12-08T20:33:29.216876] [INFO ] [sig       ] TPYP: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:33:29.355265] [INFO ] [LOCAL     ] Saved forecast: TPYP	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/TPYP.txt
[2025-12-08T20:33:29.355391] [INFO ] [sig       ] [3230/3624] Completed TPYP in 0.3s | 2.92 sym/s | Total: 18.4m | ETA: 2.2m
[2025-12-08T20:33:29.355428] [INFO ] [sig       ] [3231/3624] Forecasting TPZ...
[2025-12-08T20:33:29.355456] [INFO ] [sig       ] Generating forecast for: TPZ
[2025-12-08T20:33:29.355485] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPZ' from 'https://tdm.silogroup.org/data/derivative_storage/TPZ.csv'.
[2025-12-08T20:33:29.367885] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPZ'.
[2025-12-08T20:33:29.368243] [INFO ] [FORECASTER] Starting predict_future for TPZ
[2025-12-08T20:33:29.369056] [DEBUG] [LOCAL     ] No optimal features file found for TPZ: ./output/feature-sets/TPZ.txt
[2025-12-08T20:33:29.369106] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:29.369137] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:29.369163] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:29.369216] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:29.424315] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:29.424937] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:29.425012] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:29.425043] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:29.532226] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:29.532368] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:29.532404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:29.532431] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:29.535719] [DEBUG] [FORECASTER] TPZ: Forecast T+1@11:T+2@11: UP (p=57.89%)
[2025-12-08T20:33:29.535978] [INFO ] [FORECASTER] Completed predict_future for TPZ
[2025-12-08T20:33:29.536096] [INFO ] [sig       ] TPZ: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:33:29.673703] [INFO ] [LOCAL     ] Saved forecast: TPZ	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/TPZ.txt
[2025-12-08T20:33:29.673821] [INFO ] [sig       ] [3231/3624] Completed TPZ in 0.3s | 2.92 sym/s | Total: 18.4m | ETA: 2.2m
[2025-12-08T20:33:29.673858] [INFO ] [sig       ] [3232/3624] Forecasting TQQQ...
[2025-12-08T20:33:29.673887] [INFO ] [sig       ] Generating forecast for: TQQQ
[2025-12-08T20:33:29.673916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TQQQ' from 'https://tdm.silogroup.org/data/derivative_storage/TQQQ.csv'.
[2025-12-08T20:33:29.685405] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TQQQ'.
[2025-12-08T20:33:29.685739] [INFO ] [FORECASTER] Starting predict_future for TQQQ
[2025-12-08T20:33:29.686501] [DEBUG] [LOCAL     ] No optimal features file found for TQQQ: ./output/feature-sets/TQQQ.txt
[2025-12-08T20:33:29.686550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:29.686602] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:29.686630] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:29.686685] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:29.743035] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:29.743691] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:29.743776] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:29.743808] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:29.864669] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:29.864771] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:29.864809] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:29.864862] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:29.868140] [DEBUG] [FORECASTER] TQQQ: Forecast T+1@11:T+2@11: DOWN (p=5.21%)
[2025-12-08T20:33:29.868425] [INFO ] [FORECASTER] Completed predict_future for TQQQ
[2025-12-08T20:33:29.868552] [INFO ] [sig       ] TQQQ: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:33:30.007979] [INFO ] [LOCAL     ] Saved forecast: TQQQ	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/TQQQ.txt
[2025-12-08T20:33:30.008131] [INFO ] [sig       ] [3232/3624] Completed TQQQ in 0.3s | 2.92 sym/s | Total: 18.4m | ETA: 2.2m
[2025-12-08T20:33:30.008171] [INFO ] [sig       ] [3233/3624] Forecasting TRC...
[2025-12-08T20:33:30.008202] [INFO ] [sig       ] Generating forecast for: TRC
[2025-12-08T20:33:30.008232] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRC' from 'https://tdm.silogroup.org/data/derivative_storage/TRC.csv'.
[2025-12-08T20:33:30.020336] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRC'.
[2025-12-08T20:33:30.020709] [INFO ] [FORECASTER] Starting predict_future for TRC
[2025-12-08T20:33:30.021474] [DEBUG] [LOCAL     ] No optimal features file found for TRC: ./output/feature-sets/TRC.txt
[2025-12-08T20:33:30.021524] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:30.021556] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:30.021603] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:30.021661] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:30.077242] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:30.077872] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:30.077947] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:30.077978] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:30.191496] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:30.191636] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:30.191674] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:30.191703] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:30.194873] [DEBUG] [FORECASTER] TRC: Forecast T+1@11:T+2@11: DOWN (p=5.63%)
[2025-12-08T20:33:30.195134] [INFO ] [FORECASTER] Completed predict_future for TRC
[2025-12-08T20:33:30.195248] [INFO ] [sig       ] TRC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:33:30.337178] [INFO ] [LOCAL     ] Saved forecast: TRC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/TRC.txt
[2025-12-08T20:33:30.337297] [INFO ] [sig       ] [3233/3624] Completed TRC in 0.3s | 2.92 sym/s | Total: 18.4m | ETA: 2.2m
[2025-12-08T20:33:30.337335] [INFO ] [sig       ] [3234/3624] Forecasting TRDA...
[2025-12-08T20:33:30.337364] [INFO ] [sig       ] Generating forecast for: TRDA
[2025-12-08T20:33:30.337393] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRDA' from 'https://tdm.silogroup.org/data/derivative_storage/TRDA.csv'.
[2025-12-08T20:33:30.350292] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRDA'.
[2025-12-08T20:33:30.350682] [INFO ] [FORECASTER] Starting predict_future for TRDA
[2025-12-08T20:33:30.351473] [DEBUG] [LOCAL     ] No optimal features file found for TRDA: ./output/feature-sets/TRDA.txt
[2025-12-08T20:33:30.351523] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:30.351585] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:30.351616] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:30.351671] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:30.408179] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:30.408946] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:30.409026] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:30.409058] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:30.527488] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:30.527670] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:30.527711] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:30.527741] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:30.531170] [DEBUG] [FORECASTER] TRDA: Forecast T+1@11:T+2@11: UP (p=98.46%)
[2025-12-08T20:33:30.531463] [INFO ] [FORECASTER] Completed predict_future for TRDA
[2025-12-08T20:33:30.531607] [INFO ] [sig       ] TRDA: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:33:30.675768] [INFO ] [LOCAL     ] Saved forecast: TRDA	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/TRDA.txt
[2025-12-08T20:33:30.675926] [INFO ] [sig       ] [3234/3624] Completed TRDA in 0.3s | 2.92 sym/s | Total: 18.4m | ETA: 2.2m
[2025-12-08T20:33:30.675965] [INFO ] [sig       ] [3235/3624] Forecasting TREE...
[2025-12-08T20:33:30.675995] [INFO ] [sig       ] Generating forecast for: TREE
[2025-12-08T20:33:30.676026] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TREE' from 'https://tdm.silogroup.org/data/derivative_storage/TREE.csv'.
[2025-12-08T20:33:30.688363] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TREE'.
[2025-12-08T20:33:30.688820] [INFO ] [FORECASTER] Starting predict_future for TREE
[2025-12-08T20:33:30.689688] [DEBUG] [LOCAL     ] No optimal features file found for TREE: ./output/feature-sets/TREE.txt
[2025-12-08T20:33:30.689743] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:30.689776] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:30.689802] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:30.689858] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:30.748549] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:30.749388] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:30.749469] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:30.749504] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:30.872473] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:30.872662] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:30.872701] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:30.872728] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:30.876053] [DEBUG] [FORECASTER] TREE: Forecast T+1@11:T+2@11: UP (p=76.79%)
[2025-12-08T20:33:30.876321] [INFO ] [FORECASTER] Completed predict_future for TREE
[2025-12-08T20:33:30.876442] [INFO ] [sig       ] TREE: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:33:31.026187] [INFO ] [LOCAL     ] Saved forecast: TREE	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/TREE.txt
[2025-12-08T20:33:31.026314] [INFO ] [sig       ] [3235/3624] Completed TREE in 0.4s | 2.92 sym/s | Total: 18.4m | ETA: 2.2m
[2025-12-08T20:33:31.026351] [INFO ] [sig       ] [3236/3624] Forecasting TREX...
[2025-12-08T20:33:31.026381] [INFO ] [sig       ] Generating forecast for: TREX
[2025-12-08T20:33:31.026409] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TREX' from 'https://tdm.silogroup.org/data/derivative_storage/TREX.csv'.
[2025-12-08T20:33:31.038964] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TREX'.
[2025-12-08T20:33:31.039417] [INFO ] [FORECASTER] Starting predict_future for TREX
[2025-12-08T20:33:31.040304] [DEBUG] [LOCAL     ] No optimal features file found for TREX: ./output/feature-sets/TREX.txt
[2025-12-08T20:33:31.040356] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:31.040390] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:31.040417] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:31.040475] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:31.098763] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:31.099652] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:31.099735] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:31.099768] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:31.225963] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:31.226118] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:31.226155] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:31.226183] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:31.229471] [DEBUG] [FORECASTER] TREX: Forecast T+1@11:T+2@11: UP (p=83.22%)
[2025-12-08T20:33:31.229750] [INFO ] [FORECASTER] Completed predict_future for TREX
[2025-12-08T20:33:31.229869] [INFO ] [sig       ] TREX: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:33:31.368559] [INFO ] [LOCAL     ] Saved forecast: TREX	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/TREX.txt
[2025-12-08T20:33:31.368703] [INFO ] [sig       ] [3236/3624] Completed TREX in 0.3s | 2.92 sym/s | Total: 18.4m | ETA: 2.2m
[2025-12-08T20:33:31.368742] [INFO ] [sig       ] [3237/3624] Forecasting TRGP...
[2025-12-08T20:33:31.368771] [INFO ] [sig       ] Generating forecast for: TRGP
[2025-12-08T20:33:31.368801] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRGP' from 'https://tdm.silogroup.org/data/derivative_storage/TRGP.csv'.
[2025-12-08T20:33:31.380927] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRGP'.
[2025-12-08T20:33:31.381251] [INFO ] [FORECASTER] Starting predict_future for TRGP
[2025-12-08T20:33:31.382101] [DEBUG] [LOCAL     ] No optimal features file found for TRGP: ./output/feature-sets/TRGP.txt
[2025-12-08T20:33:31.382152] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:31.382186] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:31.382213] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:31.382270] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:31.440494] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:31.441110] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:31.441186] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:31.441219] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:31.555206] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:31.555350] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:31.555388] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:31.555415] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:31.558805] [DEBUG] [FORECASTER] TRGP: Forecast T+1@11:T+2@11: UP (p=76.12%)
[2025-12-08T20:33:31.559069] [INFO ] [FORECASTER] Completed predict_future for TRGP
[2025-12-08T20:33:31.559185] [INFO ] [sig       ] TRGP: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:33:31.698964] [INFO ] [LOCAL     ] Saved forecast: TRGP	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/TRGP.txt
[2025-12-08T20:33:31.699113] [INFO ] [sig       ] [3237/3624] Completed TRGP in 0.3s | 2.92 sym/s | Total: 18.5m | ETA: 2.2m
[2025-12-08T20:33:31.699153] [INFO ] [sig       ] [3238/3624] Forecasting TRI...
[2025-12-08T20:33:31.699190] [INFO ] [sig       ] Generating forecast for: TRI
[2025-12-08T20:33:31.699220] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRI' from 'https://tdm.silogroup.org/data/derivative_storage/TRI.csv'.
[2025-12-08T20:33:31.714394] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRI'.
[2025-12-08T20:33:31.714860] [INFO ] [FORECASTER] Starting predict_future for TRI
[2025-12-08T20:33:31.716003] [DEBUG] [LOCAL     ] No optimal features file found for TRI: ./output/feature-sets/TRI.txt
[2025-12-08T20:33:31.716060] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:31.716093] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:31.716120] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:31.716178] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:31.775247] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:31.776118] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:31.776196] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:31.776230] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:31.895992] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:31.896127] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:31.896165] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:31.896192] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:31.899445] [DEBUG] [FORECASTER] TRI: Forecast T+1@11:T+2@11: DOWN (p=4.04%)
[2025-12-08T20:33:31.899726] [INFO ] [FORECASTER] Completed predict_future for TRI
[2025-12-08T20:33:31.899845] [INFO ] [sig       ] TRI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:33:32.040384] [INFO ] [LOCAL     ] Saved forecast: TRI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/TRI.txt
[2025-12-08T20:33:32.040503] [INFO ] [sig       ] [3238/3624] Completed TRI in 0.3s | 2.92 sym/s | Total: 18.5m | ETA: 2.2m
[2025-12-08T20:33:32.040541] [INFO ] [sig       ] [3239/3624] Forecasting TRIN...
[2025-12-08T20:33:32.040586] [INFO ] [sig       ] Generating forecast for: TRIN
[2025-12-08T20:33:32.040618] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRIN' from 'https://tdm.silogroup.org/data/derivative_storage/TRIN.csv'.
[2025-12-08T20:33:32.052436] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRIN'.
[2025-12-08T20:33:32.052766] [INFO ] [FORECASTER] Starting predict_future for TRIN
[2025-12-08T20:33:32.053557] [DEBUG] [LOCAL     ] No optimal features file found for TRIN: ./output/feature-sets/TRIN.txt
[2025-12-08T20:33:32.053624] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:32.053656] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:32.053685] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:32.053741] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:32.110405] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:32.111016] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:32.111116] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:32.111149] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:32.240767] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:32.240915] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:32.240955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:32.240982] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:32.244243] [DEBUG] [FORECASTER] TRIN: Forecast T+1@11:T+2@11: DOWN (p=6.24%)
[2025-12-08T20:33:32.244504] [INFO ] [FORECASTER] Completed predict_future for TRIN
[2025-12-08T20:33:32.244638] [INFO ] [sig       ] TRIN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:33:32.381219] [INFO ] [LOCAL     ] Saved forecast: TRIN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/TRIN.txt
[2025-12-08T20:33:32.381343] [INFO ] [sig       ] [3239/3624] Completed TRIN in 0.3s | 2.92 sym/s | Total: 18.5m | ETA: 2.2m
[2025-12-08T20:33:32.381381] [INFO ] [sig       ] [3240/3624] Forecasting TRIP...
[2025-12-08T20:33:32.381410] [INFO ] [sig       ] Generating forecast for: TRIP
[2025-12-08T20:33:32.381439] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRIP' from 'https://tdm.silogroup.org/data/derivative_storage/TRIP.csv'.
[2025-12-08T20:33:32.393356] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRIP'.
[2025-12-08T20:33:32.393674] [INFO ] [FORECASTER] Starting predict_future for TRIP
[2025-12-08T20:33:32.394429] [DEBUG] [LOCAL     ] No optimal features file found for TRIP: ./output/feature-sets/TRIP.txt
[2025-12-08T20:33:32.394478] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:32.394509] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:32.394535] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:32.394611] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:32.450521] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:32.451127] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:32.451199] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:32.451230] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:32.569751] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:32.569887] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:32.569933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:32.569962] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:32.573212] [DEBUG] [FORECASTER] TRIP: Forecast T+1@11:T+2@11: UP (p=90.10%)
[2025-12-08T20:33:32.573495] [INFO ] [FORECASTER] Completed predict_future for TRIP
[2025-12-08T20:33:32.573629] [INFO ] [sig       ] TRIP: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:33:32.710928] [INFO ] [LOCAL     ] Saved forecast: TRIP	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/TRIP.txt
[2025-12-08T20:33:32.711039] [INFO ] [sig       ] [3240/3624] Completed TRIP in 0.3s | 2.92 sym/s | Total: 18.5m | ETA: 2.2m
[2025-12-08T20:33:32.711076] [INFO ] [sig       ] [3241/3624] Forecasting TRMB...
[2025-12-08T20:33:32.711105] [INFO ] [sig       ] Generating forecast for: TRMB
[2025-12-08T20:33:32.711134] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRMB' from 'https://tdm.silogroup.org/data/derivative_storage/TRMB.csv'.
[2025-12-08T20:33:32.722866] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRMB'.
[2025-12-08T20:33:32.723177] [INFO ] [FORECASTER] Starting predict_future for TRMB
[2025-12-08T20:33:32.723964] [DEBUG] [LOCAL     ] No optimal features file found for TRMB: ./output/feature-sets/TRMB.txt
[2025-12-08T20:33:32.724013] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:32.724044] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:32.724070] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:32.724124] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:32.780804] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:32.781417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:32.781491] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:32.781521] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:32.902265] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:32.902404] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:32.902441] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:32.902484] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:32.905748] [DEBUG] [FORECASTER] TRMB: Forecast T+1@11:T+2@11: UP (p=74.67%)
[2025-12-08T20:33:32.906007] [INFO ] [FORECASTER] Completed predict_future for TRMB
[2025-12-08T20:33:32.906123] [INFO ] [sig       ] TRMB: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:33:33.042890] [INFO ] [LOCAL     ] Saved forecast: TRMB	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/TRMB.txt
[2025-12-08T20:33:33.043013] [INFO ] [sig       ] [3241/3624] Completed TRMB in 0.3s | 2.92 sym/s | Total: 18.5m | ETA: 2.2m
[2025-12-08T20:33:33.043052] [INFO ] [sig       ] [3242/3624] Forecasting TRMD...
[2025-12-08T20:33:33.043081] [INFO ] [sig       ] Generating forecast for: TRMD
[2025-12-08T20:33:33.043110] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRMD' from 'https://tdm.silogroup.org/data/derivative_storage/TRMD.csv'.
[2025-12-08T20:33:33.054811] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRMD'.
[2025-12-08T20:33:33.055139] [INFO ] [FORECASTER] Starting predict_future for TRMD
[2025-12-08T20:33:33.055956] [DEBUG] [LOCAL     ] No optimal features file found for TRMD: ./output/feature-sets/TRMD.txt
[2025-12-08T20:33:33.056005] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:33.056036] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:33.056062] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:33.056116] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:33.110933] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:33.111556] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:33.111648] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:33.111680] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:33.227210] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:33.227362] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:33.227399] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:33.227449] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:33.230779] [DEBUG] [FORECASTER] TRMD: Forecast T+1@11:T+2@11: UP (p=60.78%)
[2025-12-08T20:33:33.231071] [INFO ] [FORECASTER] Completed predict_future for TRMD
[2025-12-08T20:33:33.231197] [INFO ] [sig       ] TRMD: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:33:33.374506] [INFO ] [LOCAL     ] Saved forecast: TRMD	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/TRMD.txt
[2025-12-08T20:33:33.374687] [INFO ] [sig       ] [3242/3624] Completed TRMD in 0.3s | 2.92 sym/s | Total: 18.5m | ETA: 2.2m
[2025-12-08T20:33:33.374729] [INFO ] [sig       ] [3243/3624] Forecasting TRMK...
[2025-12-08T20:33:33.374758] [INFO ] [sig       ] Generating forecast for: TRMK
[2025-12-08T20:33:33.374788] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRMK' from 'https://tdm.silogroup.org/data/derivative_storage/TRMK.csv'.
[2025-12-08T20:33:33.387171] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRMK'.
[2025-12-08T20:33:33.387513] [INFO ] [FORECASTER] Starting predict_future for TRMK
[2025-12-08T20:33:33.388296] [DEBUG] [LOCAL     ] No optimal features file found for TRMK: ./output/feature-sets/TRMK.txt
[2025-12-08T20:33:33.388345] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:33.388376] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:33.388402] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:33.388457] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:33.443641] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:33.444382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:33.444458] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:33.444508] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:33.558026] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:33.558172] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:33.558209] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:33.558236] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:33.561532] [DEBUG] [FORECASTER] TRMK: Forecast T+1@11:T+2@11: DOWN (p=30.44%)
[2025-12-08T20:33:33.561820] [INFO ] [FORECASTER] Completed predict_future for TRMK
[2025-12-08T20:33:33.561937] [INFO ] [sig       ] TRMK: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:33:33.701387] [INFO ] [LOCAL     ] Saved forecast: TRMK	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/TRMK.txt
[2025-12-08T20:33:33.701511] [INFO ] [sig       ] [3243/3624] Completed TRMK in 0.3s | 2.92 sym/s | Total: 18.5m | ETA: 2.2m
[2025-12-08T20:33:33.701548] [INFO ] [sig       ] [3244/3624] Forecasting TRN...
[2025-12-08T20:33:33.701594] [INFO ] [sig       ] Generating forecast for: TRN
[2025-12-08T20:33:33.701626] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRN' from 'https://tdm.silogroup.org/data/derivative_storage/TRN.csv'.
[2025-12-08T20:33:33.714289] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRN'.
[2025-12-08T20:33:33.714649] [INFO ] [FORECASTER] Starting predict_future for TRN
[2025-12-08T20:33:33.715428] [DEBUG] [LOCAL     ] No optimal features file found for TRN: ./output/feature-sets/TRN.txt
[2025-12-08T20:33:33.715477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:33.715508] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:33.715535] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:33.715605] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:33.770782] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:33.771418] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:33.771497] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:33.771528] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:33.890634] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:33.890783] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:33.890827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:33.890853] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:33.894202] [DEBUG] [FORECASTER] TRN: Forecast T+1@11:T+2@11: DOWN (p=13.78%)
[2025-12-08T20:33:33.894481] [INFO ] [FORECASTER] Completed predict_future for TRN
[2025-12-08T20:33:33.894620] [INFO ] [sig       ] TRN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:33:34.032526] [INFO ] [LOCAL     ] Saved forecast: TRN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/TRN.txt
[2025-12-08T20:33:34.032678] [INFO ] [sig       ] [3244/3624] Completed TRN in 0.3s | 2.92 sym/s | Total: 18.5m | ETA: 2.2m
[2025-12-08T20:33:34.032717] [INFO ] [sig       ] [3245/3624] Forecasting TRNO...
[2025-12-08T20:33:34.032745] [INFO ] [sig       ] Generating forecast for: TRNO
[2025-12-08T20:33:34.032774] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRNO' from 'https://tdm.silogroup.org/data/derivative_storage/TRNO.csv'.
[2025-12-08T20:33:34.044243] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRNO'.
[2025-12-08T20:33:34.044544] [INFO ] [FORECASTER] Starting predict_future for TRNO
[2025-12-08T20:33:34.045328] [DEBUG] [LOCAL     ] No optimal features file found for TRNO: ./output/feature-sets/TRNO.txt
[2025-12-08T20:33:34.045377] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:34.045409] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:34.045435] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:34.045504] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:34.100139] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:34.100763] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:34.100846] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:34.100877] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:34.217795] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:34.217946] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:34.217983] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:34.218011] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:34.221282] [DEBUG] [FORECASTER] TRNO: Forecast T+1@11:T+2@11: DOWN (p=18.76%)
[2025-12-08T20:33:34.221545] [INFO ] [FORECASTER] Completed predict_future for TRNO
[2025-12-08T20:33:34.221680] [INFO ] [sig       ] TRNO: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:33:34.361338] [INFO ] [LOCAL     ] Saved forecast: TRNO	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/TRNO.txt
[2025-12-08T20:33:34.361478] [INFO ] [sig       ] [3245/3624] Completed TRNO in 0.3s | 2.92 sym/s | Total: 18.5m | ETA: 2.2m
[2025-12-08T20:33:34.361517] [INFO ] [sig       ] [3246/3624] Forecasting TRNS...
[2025-12-08T20:33:34.361545] [INFO ] [sig       ] Generating forecast for: TRNS
[2025-12-08T20:33:34.361592] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRNS' from 'https://tdm.silogroup.org/data/derivative_storage/TRNS.csv'.
[2025-12-08T20:33:34.373176] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRNS'.
[2025-12-08T20:33:34.373470] [INFO ] [FORECASTER] Starting predict_future for TRNS
[2025-12-08T20:33:34.374243] [DEBUG] [LOCAL     ] No optimal features file found for TRNS: ./output/feature-sets/TRNS.txt
[2025-12-08T20:33:34.374292] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:34.374345] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:34.374372] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:34.374427] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:34.434129] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:34.434837] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:34.434917] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:34.434952] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:34.551689] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:34.551842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:34.551879] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:34.551908] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:34.555153] [DEBUG] [FORECASTER] TRNS: Forecast T+1@11:T+2@11: DOWN (p=14.15%)
[2025-12-08T20:33:34.555414] [INFO ] [FORECASTER] Completed predict_future for TRNS
[2025-12-08T20:33:34.555534] [INFO ] [sig       ] TRNS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:33:34.695125] [INFO ] [LOCAL     ] Saved forecast: TRNS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/TRNS.txt
[2025-12-08T20:33:34.695269] [INFO ] [sig       ] [3246/3624] Completed TRNS in 0.3s | 2.92 sym/s | Total: 18.5m | ETA: 2.2m
[2025-12-08T20:33:34.695309] [INFO ] [sig       ] [3247/3624] Forecasting TROX...
[2025-12-08T20:33:34.695340] [INFO ] [sig       ] Generating forecast for: TROX
[2025-12-08T20:33:34.695369] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TROX' from 'https://tdm.silogroup.org/data/derivative_storage/TROX.csv'.
[2025-12-08T20:33:34.707923] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TROX'.
[2025-12-08T20:33:34.708291] [INFO ] [FORECASTER] Starting predict_future for TROX
[2025-12-08T20:33:34.709158] [DEBUG] [LOCAL     ] No optimal features file found for TROX: ./output/feature-sets/TROX.txt
[2025-12-08T20:33:34.709210] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:34.709244] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:34.709272] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:34.709329] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:34.767846] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:34.768498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:34.768591] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:34.768628] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:34.883635] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:34.883788] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:34.883827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:34.883856] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:34.887197] [DEBUG] [FORECASTER] TROX: Forecast T+1@11:T+2@11: DOWN (p=13.52%)
[2025-12-08T20:33:34.887498] [INFO ] [FORECASTER] Completed predict_future for TROX
[2025-12-08T20:33:34.887641] [INFO ] [sig       ] TROX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:33:35.028656] [INFO ] [LOCAL     ] Saved forecast: TROX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/TROX.txt
[2025-12-08T20:33:35.028787] [INFO ] [sig       ] [3247/3624] Completed TROX in 0.3s | 2.92 sym/s | Total: 18.5m | ETA: 2.1m
[2025-12-08T20:33:35.028828] [INFO ] [sig       ] [3248/3624] Forecasting TRP...
[2025-12-08T20:33:35.028859] [INFO ] [sig       ] Generating forecast for: TRP
[2025-12-08T20:33:35.028889] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRP' from 'https://tdm.silogroup.org/data/derivative_storage/TRP.csv'.
[2025-12-08T20:33:35.040828] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRP'.
[2025-12-08T20:33:35.041175] [INFO ] [FORECASTER] Starting predict_future for TRP
[2025-12-08T20:33:35.041978] [DEBUG] [LOCAL     ] No optimal features file found for TRP: ./output/feature-sets/TRP.txt
[2025-12-08T20:33:35.042029] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:35.042062] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:35.042089] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:35.042146] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:35.100744] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:35.101354] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:35.101430] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:35.101463] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:35.217804] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:35.217939] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:35.217977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:35.218005] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:35.221344] [DEBUG] [FORECASTER] TRP: Forecast T+1@11:T+2@11: DOWN (p=1.66%)
[2025-12-08T20:33:35.221660] [INFO ] [FORECASTER] Completed predict_future for TRP
[2025-12-08T20:33:35.221781] [INFO ] [sig       ] TRP: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:33:35.364778] [INFO ] [LOCAL     ] Saved forecast: TRP	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/TRP.txt
[2025-12-08T20:33:35.364904] [INFO ] [sig       ] [3248/3624] Completed TRP in 0.3s | 2.92 sym/s | Total: 18.5m | ETA: 2.1m
[2025-12-08T20:33:35.364944] [INFO ] [sig       ] [3249/3624] Forecasting TRS...
[2025-12-08T20:33:35.364972] [INFO ] [sig       ] Generating forecast for: TRS
[2025-12-08T20:33:35.365009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRS' from 'https://tdm.silogroup.org/data/derivative_storage/TRS.csv'.
[2025-12-08T20:33:35.376600] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRS'.
[2025-12-08T20:33:35.376919] [INFO ] [FORECASTER] Starting predict_future for TRS
[2025-12-08T20:33:35.377745] [DEBUG] [LOCAL     ] No optimal features file found for TRS: ./output/feature-sets/TRS.txt
[2025-12-08T20:33:35.377794] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:35.377824] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:35.377850] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:35.377903] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:35.434309] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:35.434938] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:35.435022] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:35.435066] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:35.557915] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:35.558065] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:35.558104] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:35.558159] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:35.561475] [DEBUG] [FORECASTER] TRS: Forecast T+1@11:T+2@11: UP (p=97.78%)
[2025-12-08T20:33:35.561765] [INFO ] [FORECASTER] Completed predict_future for TRS
[2025-12-08T20:33:35.561888] [INFO ] [sig       ] TRS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:33:35.700636] [INFO ] [LOCAL     ] Saved forecast: TRS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/TRS.txt
[2025-12-08T20:33:35.700771] [INFO ] [sig       ] [3249/3624] Completed TRS in 0.3s | 2.92 sym/s | Total: 18.5m | ETA: 2.1m
[2025-12-08T20:33:35.700810] [INFO ] [sig       ] [3250/3624] Forecasting TRTX...
[2025-12-08T20:33:35.700838] [INFO ] [sig       ] Generating forecast for: TRTX
[2025-12-08T20:33:35.700868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRTX' from 'https://tdm.silogroup.org/data/derivative_storage/TRTX.csv'.
[2025-12-08T20:33:35.712990] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRTX'.
[2025-12-08T20:33:35.713372] [INFO ] [FORECASTER] Starting predict_future for TRTX
[2025-12-08T20:33:35.714375] [DEBUG] [LOCAL     ] No optimal features file found for TRTX: ./output/feature-sets/TRTX.txt
[2025-12-08T20:33:35.714439] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:35.714484] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:35.714522] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:35.714619] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:35.773072] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:35.773790] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:35.773868] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:35.773900] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:35.899064] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:35.899217] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:35.899256] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:35.899284] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:35.902845] [DEBUG] [FORECASTER] TRTX: Forecast T+1@11:T+2@11: DOWN (p=28.87%)
[2025-12-08T20:33:35.903121] [INFO ] [FORECASTER] Completed predict_future for TRTX
[2025-12-08T20:33:35.903266] [INFO ] [sig       ] TRTX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:33:36.042010] [INFO ] [LOCAL     ] Saved forecast: TRTX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/TRTX.txt
[2025-12-08T20:33:36.042158] [INFO ] [sig       ] [3250/3624] Completed TRTX in 0.3s | 2.92 sym/s | Total: 18.5m | ETA: 2.1m
[2025-12-08T20:33:36.042199] [INFO ] [sig       ] [3251/3624] Forecasting TRUE...
[2025-12-08T20:33:36.042229] [INFO ] [sig       ] Generating forecast for: TRUE
[2025-12-08T20:33:36.042258] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRUE' from 'https://tdm.silogroup.org/data/derivative_storage/TRUE.csv'.
[2025-12-08T20:33:36.053651] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRUE'.
[2025-12-08T20:33:36.053954] [INFO ] [FORECASTER] Starting predict_future for TRUE
[2025-12-08T20:33:36.054732] [DEBUG] [LOCAL     ] No optimal features file found for TRUE: ./output/feature-sets/TRUE.txt
[2025-12-08T20:33:36.054781] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:36.054811] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:36.054837] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:36.054892] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:36.113454] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:36.114147] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:36.114229] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:36.114262] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:36.231187] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:36.231329] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:36.231366] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:36.231394] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:36.234677] [DEBUG] [FORECASTER] TRUE: Forecast T+1@11:T+2@11: DOWN (p=41.03%)
[2025-12-08T20:33:36.234935] [INFO ] [FORECASTER] Completed predict_future for TRUE
[2025-12-08T20:33:36.235051] [INFO ] [sig       ] TRUE: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:33:36.372667] [INFO ] [LOCAL     ] Saved forecast: TRUE	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/TRUE.txt
[2025-12-08T20:33:36.372820] [INFO ] [sig       ] [3251/3624] Completed TRUE in 0.3s | 2.92 sym/s | Total: 18.5m | ETA: 2.1m
[2025-12-08T20:33:36.372859] [INFO ] [sig       ] [3252/3624] Forecasting TRUP...
[2025-12-08T20:33:36.372889] [INFO ] [sig       ] Generating forecast for: TRUP
[2025-12-08T20:33:36.372919] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRUP' from 'https://tdm.silogroup.org/data/derivative_storage/TRUP.csv'.
[2025-12-08T20:33:36.384212] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRUP'.
[2025-12-08T20:33:36.384530] [INFO ] [FORECASTER] Starting predict_future for TRUP
[2025-12-08T20:33:36.385324] [DEBUG] [LOCAL     ] No optimal features file found for TRUP: ./output/feature-sets/TRUP.txt
[2025-12-08T20:33:36.385373] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:36.385403] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:36.385429] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:36.385483] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:36.444675] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:36.447102] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:36.447217] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:36.447250] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:36.571955] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:36.572111] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:36.572152] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:36.572181] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:36.575658] [DEBUG] [FORECASTER] TRUP: Forecast T+1@11:T+2@11: DOWN (p=43.69%)
[2025-12-08T20:33:36.575943] [INFO ] [FORECASTER] Completed predict_future for TRUP
[2025-12-08T20:33:36.576071] [INFO ] [sig       ] TRUP: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:33:36.714522] [INFO ] [LOCAL     ] Saved forecast: TRUP	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/TRUP.txt
[2025-12-08T20:33:36.714663] [INFO ] [sig       ] [3252/3624] Completed TRUP in 0.3s | 2.92 sym/s | Total: 18.5m | ETA: 2.1m
[2025-12-08T20:33:36.714703] [INFO ] [sig       ] [3253/3624] Forecasting TRVG...
[2025-12-08T20:33:36.714732] [INFO ] [sig       ] Generating forecast for: TRVG
[2025-12-08T20:33:36.714760] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRVG' from 'https://tdm.silogroup.org/data/derivative_storage/TRVG.csv'.
[2025-12-08T20:33:36.726184] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRVG'.
[2025-12-08T20:33:36.726500] [INFO ] [FORECASTER] Starting predict_future for TRVG
[2025-12-08T20:33:36.727278] [DEBUG] [LOCAL     ] No optimal features file found for TRVG: ./output/feature-sets/TRVG.txt
[2025-12-08T20:33:36.727327] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:36.727358] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:36.727384] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:36.727477] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:36.782862] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:36.783486] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:36.783561] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:36.783611] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:36.898349] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:36.898498] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:36.898537] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:36.898564] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:36.901819] [DEBUG] [FORECASTER] TRVG: Forecast T+1@11:T+2@11: DOWN (p=26.94%)
[2025-12-08T20:33:36.902080] [INFO ] [FORECASTER] Completed predict_future for TRVG
[2025-12-08T20:33:36.902195] [INFO ] [sig       ] TRVG: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:33:37.041428] [INFO ] [LOCAL     ] Saved forecast: TRVG	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/TRVG.txt
[2025-12-08T20:33:37.041596] [INFO ] [sig       ] [3253/3624] Completed TRVG in 0.3s | 2.92 sym/s | Total: 18.5m | ETA: 2.1m
[2025-12-08T20:33:37.041638] [INFO ] [sig       ] [3254/3624] Forecasting TS...
[2025-12-08T20:33:37.041668] [INFO ] [sig       ] Generating forecast for: TS
[2025-12-08T20:33:37.041698] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TS' from 'https://tdm.silogroup.org/data/derivative_storage/TS.csv'.
[2025-12-08T20:33:37.053222] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TS'.
[2025-12-08T20:33:37.053599] [INFO ] [FORECASTER] Starting predict_future for TS
[2025-12-08T20:33:37.054360] [DEBUG] [LOCAL     ] No optimal features file found for TS: ./output/feature-sets/TS.txt
[2025-12-08T20:33:37.054409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:37.054439] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:37.054465] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:37.054520] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:37.112744] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:37.113625] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:37.113709] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:37.113743] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:37.231592] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:37.231766] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:37.231807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:37.231835] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:37.235207] [DEBUG] [FORECASTER] TS: Forecast T+1@11:T+2@11: UP (p=53.55%)
[2025-12-08T20:33:37.235463] [INFO ] [FORECASTER] Completed predict_future for TS
[2025-12-08T20:33:37.235594] [INFO ] [sig       ] TS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:33:37.375147] [INFO ] [LOCAL     ] Saved forecast: TS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/TS.txt
[2025-12-08T20:33:37.375271] [INFO ] [sig       ] [3254/3624] Completed TS in 0.3s | 2.92 sym/s | Total: 18.5m | ETA: 2.1m
[2025-12-08T20:33:37.375309] [INFO ] [sig       ] [3255/3624] Forecasting TSBK...
[2025-12-08T20:33:37.375338] [INFO ] [sig       ] Generating forecast for: TSBK
[2025-12-08T20:33:37.375369] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSBK' from 'https://tdm.silogroup.org/data/derivative_storage/TSBK.csv'.
[2025-12-08T20:33:37.386121] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSBK'.
[2025-12-08T20:33:37.386444] [INFO ] [FORECASTER] Starting predict_future for TSBK
[2025-12-08T20:33:37.387241] [DEBUG] [LOCAL     ] No optimal features file found for TSBK: ./output/feature-sets/TSBK.txt
[2025-12-08T20:33:37.387291] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:37.387324] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:37.387351] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:37.387438] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:37.444788] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:37.445420] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:37.445497] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:37.445529] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:37.544380] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:37.544520] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:37.544559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:37.544607] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:37.548011] [DEBUG] [FORECASTER] TSBK: Forecast T+1@11:T+2@11: DOWN (p=48.80%)
[2025-12-08T20:33:37.548279] [INFO ] [FORECASTER] Completed predict_future for TSBK
[2025-12-08T20:33:37.548400] [INFO ] [sig       ] TSBK: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:33:37.706828] [INFO ] [LOCAL     ] Saved forecast: TSBK	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/TSBK.txt
[2025-12-08T20:33:37.707020] [INFO ] [sig       ] [3255/3624] Completed TSBK in 0.3s | 2.92 sym/s | Total: 18.6m | ETA: 2.1m
[2025-12-08T20:33:37.707068] [INFO ] [sig       ] [3256/3624] Forecasting TSCO...
[2025-12-08T20:33:37.707108] [INFO ] [sig       ] Generating forecast for: TSCO
[2025-12-08T20:33:37.707147] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSCO' from 'https://tdm.silogroup.org/data/derivative_storage/TSCO.csv'.
[2025-12-08T20:33:37.718924] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSCO'.
[2025-12-08T20:33:37.719287] [INFO ] [FORECASTER] Starting predict_future for TSCO
[2025-12-08T20:33:37.720148] [DEBUG] [LOCAL     ] No optimal features file found for TSCO: ./output/feature-sets/TSCO.txt
[2025-12-08T20:33:37.720201] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:37.720232] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:37.720262] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:37.720319] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:37.779119] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:37.780058] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:37.780171] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:37.780205] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:37.895391] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:37.895539] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:37.895594] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:37.895625] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:37.898898] [DEBUG] [FORECASTER] TSCO: Forecast T+1@11:T+2@11: DOWN (p=23.33%)
[2025-12-08T20:33:37.899158] [INFO ] [FORECASTER] Completed predict_future for TSCO
[2025-12-08T20:33:37.899273] [INFO ] [sig       ] TSCO: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:33:38.036849] [INFO ] [LOCAL     ] Saved forecast: TSCO	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/TSCO.txt
[2025-12-08T20:33:38.036973] [INFO ] [sig       ] [3256/3624] Completed TSCO in 0.3s | 2.92 sym/s | Total: 18.6m | ETA: 2.1m
[2025-12-08T20:33:38.037010] [INFO ] [sig       ] [3257/3624] Forecasting TSDD...
[2025-12-08T20:33:38.037040] [INFO ] [sig       ] Generating forecast for: TSDD
[2025-12-08T20:33:38.037069] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSDD' from 'https://tdm.silogroup.org/data/derivative_storage/TSDD.csv'.
[2025-12-08T20:33:38.048671] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSDD'.
[2025-12-08T20:33:38.048980] [INFO ] [FORECASTER] Starting predict_future for TSDD
[2025-12-08T20:33:38.049748] [DEBUG] [LOCAL     ] No optimal features file found for TSDD: ./output/feature-sets/TSDD.txt
[2025-12-08T20:33:38.049798] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:38.049829] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:38.049855] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:38.049910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:38.104781] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:38.105473] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:38.105548] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:38.105598] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:38.223469] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:38.223644] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:38.223690] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:38.223717] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:38.226962] [DEBUG] [FORECASTER] TSDD: Forecast T+1@11:T+2@11: UP (p=88.50%)
[2025-12-08T20:33:38.227220] [INFO ] [FORECASTER] Completed predict_future for TSDD
[2025-12-08T20:33:38.227337] [INFO ] [sig       ] TSDD: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:33:38.367110] [INFO ] [LOCAL     ] Saved forecast: TSDD	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/TSDD.txt
[2025-12-08T20:33:38.367239] [INFO ] [sig       ] [3257/3624] Completed TSDD in 0.3s | 2.92 sym/s | Total: 18.6m | ETA: 2.1m
[2025-12-08T20:33:38.367277] [INFO ] [sig       ] [3258/3624] Forecasting TSEM...
[2025-12-08T20:33:38.367307] [INFO ] [sig       ] Generating forecast for: TSEM
[2025-12-08T20:33:38.367336] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSEM' from 'https://tdm.silogroup.org/data/derivative_storage/TSEM.csv'.
[2025-12-08T20:33:38.379200] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSEM'.
[2025-12-08T20:33:38.379600] [INFO ] [FORECASTER] Starting predict_future for TSEM
[2025-12-08T20:33:38.380369] [DEBUG] [LOCAL     ] No optimal features file found for TSEM: ./output/feature-sets/TSEM.txt
[2025-12-08T20:33:38.380429] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:38.380460] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:38.380486] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:38.380541] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:38.435944] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:38.436548] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:38.436637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:38.436670] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:38.554949] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:38.555108] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:38.555147] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:38.555174] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:38.558804] [DEBUG] [FORECASTER] TSEM: Forecast T+1@11:T+2@11: UP (p=79.53%)
[2025-12-08T20:33:38.559099] [INFO ] [FORECASTER] Completed predict_future for TSEM
[2025-12-08T20:33:38.559234] [INFO ] [sig       ] TSEM: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:33:38.703322] [INFO ] [LOCAL     ] Saved forecast: TSEM	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/TSEM.txt
[2025-12-08T20:33:38.703471] [INFO ] [sig       ] [3258/3624] Completed TSEM in 0.3s | 2.92 sym/s | Total: 18.6m | ETA: 2.1m
[2025-12-08T20:33:38.703510] [INFO ] [sig       ] [3259/3624] Forecasting TSHA...
[2025-12-08T20:33:38.703542] [INFO ] [sig       ] Generating forecast for: TSHA
[2025-12-08T20:33:38.703587] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSHA' from 'https://tdm.silogroup.org/data/derivative_storage/TSHA.csv'.
[2025-12-08T20:33:38.715408] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSHA'.
[2025-12-08T20:33:38.715777] [INFO ] [FORECASTER] Starting predict_future for TSHA
[2025-12-08T20:33:38.716532] [DEBUG] [LOCAL     ] No optimal features file found for TSHA: ./output/feature-sets/TSHA.txt
[2025-12-08T20:33:38.716601] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:38.716634] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:38.716661] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:38.716716] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:38.779043] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:38.780191] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:38.780305] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:38.780351] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:38.913554] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:38.913673] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:38.913711] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:38.913740] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:38.916987] [DEBUG] [FORECASTER] TSHA: Forecast T+1@11:T+2@11: UP (p=75.81%)
[2025-12-08T20:33:38.917262] [INFO ] [FORECASTER] Completed predict_future for TSHA
[2025-12-08T20:33:38.917382] [INFO ] [sig       ] TSHA: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:33:39.054487] [INFO ] [LOCAL     ] Saved forecast: TSHA	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/TSHA.txt
[2025-12-08T20:33:39.054673] [INFO ] [sig       ] [3259/3624] Completed TSHA in 0.4s | 2.92 sym/s | Total: 18.6m | ETA: 2.1m
[2025-12-08T20:33:39.054714] [INFO ] [sig       ] [3260/3624] Forecasting TSI...
[2025-12-08T20:33:39.054744] [INFO ] [sig       ] Generating forecast for: TSI
[2025-12-08T20:33:39.054773] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSI' from 'https://tdm.silogroup.org/data/derivative_storage/TSI.csv'.
[2025-12-08T20:33:39.065553] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSI'.
[2025-12-08T20:33:39.065900] [INFO ] [FORECASTER] Starting predict_future for TSI
[2025-12-08T20:33:39.066680] [DEBUG] [LOCAL     ] No optimal features file found for TSI: ./output/feature-sets/TSI.txt
[2025-12-08T20:33:39.066730] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:39.066762] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:39.066789] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:39.066844] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:39.121551] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:39.122350] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:39.122427] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:39.122459] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:39.234601] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:39.234752] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:39.234790] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:39.234818] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:39.238086] [DEBUG] [FORECASTER] TSI: Forecast T+1@11:T+2@11: UP (p=99.17%)
[2025-12-08T20:33:39.238349] [INFO ] [FORECASTER] Completed predict_future for TSI
[2025-12-08T20:33:39.238466] [INFO ] [sig       ] TSI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:33:39.374806] [INFO ] [LOCAL     ] Saved forecast: TSI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/TSI.txt
[2025-12-08T20:33:39.374954] [INFO ] [sig       ] [3260/3624] Completed TSI in 0.3s | 2.92 sym/s | Total: 18.6m | ETA: 2.1m
[2025-12-08T20:33:39.374992] [INFO ] [sig       ] [3261/3624] Forecasting TSL...
[2025-12-08T20:33:39.375020] [INFO ] [sig       ] Generating forecast for: TSL
[2025-12-08T20:33:39.375052] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSL' from 'https://tdm.silogroup.org/data/derivative_storage/TSL.csv'.
[2025-12-08T20:33:39.386637] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSL'.
[2025-12-08T20:33:39.386966] [INFO ] [FORECASTER] Starting predict_future for TSL
[2025-12-08T20:33:39.387769] [DEBUG] [LOCAL     ] No optimal features file found for TSL: ./output/feature-sets/TSL.txt
[2025-12-08T20:33:39.387818] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:39.387848] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:39.387874] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:39.387928] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:39.446366] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:39.447318] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:39.447428] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:39.447462] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:39.563399] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:39.563550] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:39.563609] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:39.563638] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:39.566889] [DEBUG] [FORECASTER] TSL: Forecast T+1@11:T+2@11: UP (p=77.84%)
[2025-12-08T20:33:39.567149] [INFO ] [FORECASTER] Completed predict_future for TSL
[2025-12-08T20:33:39.567264] [INFO ] [sig       ] TSL: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:33:39.705381] [INFO ] [LOCAL     ] Saved forecast: TSL	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/TSL.txt
[2025-12-08T20:33:39.705535] [INFO ] [sig       ] [3261/3624] Completed TSL in 0.3s | 2.92 sym/s | Total: 18.6m | ETA: 2.1m
[2025-12-08T20:33:39.705598] [INFO ] [sig       ] [3262/3624] Forecasting TSLA...
[2025-12-08T20:33:39.705630] [INFO ] [sig       ] Generating forecast for: TSLA
[2025-12-08T20:33:39.705660] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLA' from 'https://tdm.silogroup.org/data/derivative_storage/TSLA.csv'.
[2025-12-08T20:33:39.717228] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLA'.
[2025-12-08T20:33:39.717607] [INFO ] [FORECASTER] Starting predict_future for TSLA
[2025-12-08T20:33:39.718357] [DEBUG] [LOCAL     ] No optimal features file found for TSLA: ./output/feature-sets/TSLA.txt
[2025-12-08T20:33:39.718406] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:39.718438] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:39.718464] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:39.718519] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:39.773668] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:39.774403] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:39.774478] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:39.774509] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:39.893418] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:39.893588] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:39.893627] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:39.893655] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:39.896937] [DEBUG] [FORECASTER] TSLA: Forecast T+1@11:T+2@11: UP (p=75.64%)
[2025-12-08T20:33:39.897222] [INFO ] [FORECASTER] Completed predict_future for TSLA
[2025-12-08T20:33:39.897350] [INFO ] [sig       ] TSLA: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:33:40.036493] [INFO ] [LOCAL     ] Saved forecast: TSLA	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/TSLA.txt
[2025-12-08T20:33:40.036655] [INFO ] [sig       ] [3262/3624] Completed TSLA in 0.3s | 2.92 sym/s | Total: 18.6m | ETA: 2.1m
[2025-12-08T20:33:40.036696] [INFO ] [sig       ] [3263/3624] Forecasting TSLL...
[2025-12-08T20:33:40.036725] [INFO ] [sig       ] Generating forecast for: TSLL
[2025-12-08T20:33:40.036755] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLL' from 'https://tdm.silogroup.org/data/derivative_storage/TSLL.csv'.
[2025-12-08T20:33:40.048600] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLL'.
[2025-12-08T20:33:40.048932] [INFO ] [FORECASTER] Starting predict_future for TSLL
[2025-12-08T20:33:40.049709] [DEBUG] [LOCAL     ] No optimal features file found for TSLL: ./output/feature-sets/TSLL.txt
[2025-12-08T20:33:40.049758] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:40.049812] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:40.049840] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:40.049894] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:40.105608] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:40.106199] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:40.106272] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:40.106303] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:40.225056] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:40.225201] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:40.225238] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:40.225265] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:40.228517] [DEBUG] [FORECASTER] TSLL: Forecast T+1@11:T+2@11: DOWN (p=2.85%)
[2025-12-08T20:33:40.228794] [INFO ] [FORECASTER] Completed predict_future for TSLL
[2025-12-08T20:33:40.228926] [INFO ] [sig       ] TSLL: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:33:40.370404] [INFO ] [LOCAL     ] Saved forecast: TSLL	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/TSLL.txt
[2025-12-08T20:33:40.370528] [INFO ] [sig       ] [3263/3624] Completed TSLL in 0.3s | 2.92 sym/s | Total: 18.6m | ETA: 2.1m
[2025-12-08T20:33:40.370567] [INFO ] [sig       ] [3264/3624] Forecasting TSLQ...
[2025-12-08T20:33:40.370618] [INFO ] [sig       ] Generating forecast for: TSLQ
[2025-12-08T20:33:40.370647] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLQ' from 'https://tdm.silogroup.org/data/derivative_storage/TSLQ.csv'.
[2025-12-08T20:33:40.382004] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLQ'.
[2025-12-08T20:33:40.382328] [INFO ] [FORECASTER] Starting predict_future for TSLQ
[2025-12-08T20:33:40.383125] [DEBUG] [LOCAL     ] No optimal features file found for TSLQ: ./output/feature-sets/TSLQ.txt
[2025-12-08T20:33:40.383175] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:40.383205] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:40.383231] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:40.383286] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:40.439179] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:40.439827] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:40.439916] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:40.439947] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:40.557280] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:40.557439] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:40.557492] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:40.557520] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:40.560849] [DEBUG] [FORECASTER] TSLQ: Forecast T+1@11:T+2@11: UP (p=86.45%)
[2025-12-08T20:33:40.561108] [INFO ] [FORECASTER] Completed predict_future for TSLQ
[2025-12-08T20:33:40.561232] [INFO ] [sig       ] TSLQ: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:33:40.697777] [INFO ] [LOCAL     ] Saved forecast: TSLQ	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/TSLQ.txt
[2025-12-08T20:33:40.697908] [INFO ] [sig       ] [3264/3624] Completed TSLQ in 0.3s | 2.92 sym/s | Total: 18.6m | ETA: 2.1m
[2025-12-08T20:33:40.697947] [INFO ] [sig       ] [3265/3624] Forecasting TSLS...
[2025-12-08T20:33:40.697976] [INFO ] [sig       ] Generating forecast for: TSLS
[2025-12-08T20:33:40.698006] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLS' from 'https://tdm.silogroup.org/data/derivative_storage/TSLS.csv'.
[2025-12-08T20:33:40.710383] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLS'.
[2025-12-08T20:33:40.710730] [INFO ] [FORECASTER] Starting predict_future for TSLS
[2025-12-08T20:33:40.711480] [DEBUG] [LOCAL     ] No optimal features file found for TSLS: ./output/feature-sets/TSLS.txt
[2025-12-08T20:33:40.711530] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:40.711561] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:40.711607] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:40.711663] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:40.766451] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:40.767215] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:40.767292] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:40.767324] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:40.886931] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:40.887081] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:40.887134] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:40.887163] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:40.890467] [DEBUG] [FORECASTER] TSLS: Forecast T+1@11:T+2@11: UP (p=88.72%)
[2025-12-08T20:33:40.890750] [INFO ] [FORECASTER] Completed predict_future for TSLS
[2025-12-08T20:33:40.890867] [INFO ] [sig       ] TSLS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:33:41.027675] [INFO ] [LOCAL     ] Saved forecast: TSLS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/TSLS.txt
[2025-12-08T20:33:41.027825] [INFO ] [sig       ] [3265/3624] Completed TSLS in 0.3s | 2.92 sym/s | Total: 18.6m | ETA: 2.0m
[2025-12-08T20:33:41.027863] [INFO ] [sig       ] [3266/3624] Forecasting TSLX...
[2025-12-08T20:33:41.027893] [INFO ] [sig       ] Generating forecast for: TSLX
[2025-12-08T20:33:41.027923] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLX' from 'https://tdm.silogroup.org/data/derivative_storage/TSLX.csv'.
[2025-12-08T20:33:41.040219] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLX'.
[2025-12-08T20:33:41.040588] [INFO ] [FORECASTER] Starting predict_future for TSLX
[2025-12-08T20:33:41.041346] [DEBUG] [LOCAL     ] No optimal features file found for TSLX: ./output/feature-sets/TSLX.txt
[2025-12-08T20:33:41.041395] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:41.041425] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:41.041451] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:41.041507] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:41.096898] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:41.097763] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:41.097842] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:41.097873] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:41.215232] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:41.215401] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:41.215445] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:41.215505] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:41.218998] [DEBUG] [FORECASTER] TSLX: Forecast T+1@11:T+2@11: UP (p=64.59%)
[2025-12-08T20:33:41.219257] [INFO ] [FORECASTER] Completed predict_future for TSLX
[2025-12-08T20:33:41.219378] [INFO ] [sig       ] TSLX: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:33:41.356154] [INFO ] [LOCAL     ] Saved forecast: TSLX	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/TSLX.txt
[2025-12-08T20:33:41.356278] [INFO ] [sig       ] [3266/3624] Completed TSLX in 0.3s | 2.92 sym/s | Total: 18.6m | ETA: 2.0m
[2025-12-08T20:33:41.356315] [INFO ] [sig       ] [3267/3624] Forecasting TSM...
[2025-12-08T20:33:41.356345] [INFO ] [sig       ] Generating forecast for: TSM
[2025-12-08T20:33:41.356374] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSM' from 'https://tdm.silogroup.org/data/derivative_storage/TSM.csv'.
[2025-12-08T20:33:41.368477] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSM'.
[2025-12-08T20:33:41.368832] [INFO ] [FORECASTER] Starting predict_future for TSM
[2025-12-08T20:33:41.369605] [DEBUG] [LOCAL     ] No optimal features file found for TSM: ./output/feature-sets/TSM.txt
[2025-12-08T20:33:41.369655] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:41.369686] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:41.369712] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:41.369775] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:41.424661] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:41.425313] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:41.425399] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:41.425432] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:41.547633] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:41.547782] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:41.547819] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:41.547847] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:41.551136] [DEBUG] [FORECASTER] TSM: Forecast T+1@11:T+2@11: DOWN (p=26.50%)
[2025-12-08T20:33:41.551394] [INFO ] [FORECASTER] Completed predict_future for TSM
[2025-12-08T20:33:41.551511] [INFO ] [sig       ] TSM: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:33:41.689354] [INFO ] [LOCAL     ] Saved forecast: TSM	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/TSM.txt
[2025-12-08T20:33:41.689476] [INFO ] [sig       ] [3267/3624] Completed TSM in 0.3s | 2.92 sym/s | Total: 18.6m | ETA: 2.0m
[2025-12-08T20:33:41.689514] [INFO ] [sig       ] [3268/3624] Forecasting TSN...
[2025-12-08T20:33:41.689543] [INFO ] [sig       ] Generating forecast for: TSN
[2025-12-08T20:33:41.689588] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSN' from 'https://tdm.silogroup.org/data/derivative_storage/TSN.csv'.
[2025-12-08T20:33:41.702251] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSN'.
[2025-12-08T20:33:41.702590] [INFO ] [FORECASTER] Starting predict_future for TSN
[2025-12-08T20:33:41.703349] [DEBUG] [LOCAL     ] No optimal features file found for TSN: ./output/feature-sets/TSN.txt
[2025-12-08T20:33:41.703398] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:41.703427] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:41.703453] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:41.703507] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:41.758951] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:41.759622] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:41.759697] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:41.759728] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:41.879134] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:41.879283] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:41.879319] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:41.879347] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:41.882596] [DEBUG] [FORECASTER] TSN: Forecast T+1@11:T+2@11: DOWN (p=22.71%)
[2025-12-08T20:33:41.882858] [INFO ] [FORECASTER] Completed predict_future for TSN
[2025-12-08T20:33:41.882973] [INFO ] [sig       ] TSN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:33:42.023991] [INFO ] [LOCAL     ] Saved forecast: TSN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/TSN.txt
[2025-12-08T20:33:42.024138] [INFO ] [sig       ] [3268/3624] Completed TSN in 0.3s | 2.92 sym/s | Total: 18.6m | ETA: 2.0m
[2025-12-08T20:33:42.024177] [INFO ] [sig       ] [3269/3624] Forecasting TSQ...
[2025-12-08T20:33:42.024205] [INFO ] [sig       ] Generating forecast for: TSQ
[2025-12-08T20:33:42.024236] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSQ' from 'https://tdm.silogroup.org/data/derivative_storage/TSQ.csv'.
[2025-12-08T20:33:42.035657] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSQ'.
[2025-12-08T20:33:42.035988] [INFO ] [FORECASTER] Starting predict_future for TSQ
[2025-12-08T20:33:42.036790] [DEBUG] [LOCAL     ] No optimal features file found for TSQ: ./output/feature-sets/TSQ.txt
[2025-12-08T20:33:42.036840] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:42.036882] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:42.036909] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:42.036964] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:42.092221] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:42.092944] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:42.093018] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:42.093049] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:42.213001] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:42.213152] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:42.213189] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:42.213217] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:42.216436] [DEBUG] [FORECASTER] TSQ: Forecast T+1@11:T+2@11: DOWN (p=25.62%)
[2025-12-08T20:33:42.216718] [INFO ] [FORECASTER] Completed predict_future for TSQ
[2025-12-08T20:33:42.216833] [INFO ] [sig       ] TSQ: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:33:42.352563] [INFO ] [LOCAL     ] Saved forecast: TSQ	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/TSQ.txt
[2025-12-08T20:33:42.352735] [INFO ] [sig       ] [3269/3624] Completed TSQ in 0.3s | 2.92 sym/s | Total: 18.6m | ETA: 2.0m
[2025-12-08T20:33:42.352781] [INFO ] [sig       ] [3270/3624] Forecasting TTC...
[2025-12-08T20:33:42.352815] [INFO ] [sig       ] Generating forecast for: TTC
[2025-12-08T20:33:42.352845] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTC' from 'https://tdm.silogroup.org/data/derivative_storage/TTC.csv'.
[2025-12-08T20:33:42.364149] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTC'.
[2025-12-08T20:33:42.364475] [INFO ] [FORECASTER] Starting predict_future for TTC
[2025-12-08T20:33:42.365261] [DEBUG] [LOCAL     ] No optimal features file found for TTC: ./output/feature-sets/TTC.txt
[2025-12-08T20:33:42.365310] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:42.365341] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:42.365366] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:42.365421] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:42.420838] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:42.421476] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:42.421549] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:42.421598] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:42.540834] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:42.540985] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:42.541021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:42.541049] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:42.544303] [DEBUG] [FORECASTER] TTC: Forecast T+1@11:T+2@11: DOWN (p=14.93%)
[2025-12-08T20:33:42.544570] [INFO ] [FORECASTER] Completed predict_future for TTC
[2025-12-08T20:33:42.544712] [INFO ] [sig       ] TTC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:33:42.681693] [INFO ] [LOCAL     ] Saved forecast: TTC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/TTC.txt
[2025-12-08T20:33:42.681818] [INFO ] [sig       ] [3270/3624] Completed TTC in 0.3s | 2.92 sym/s | Total: 18.6m | ETA: 2.0m
[2025-12-08T20:33:42.681857] [INFO ] [sig       ] [3271/3624] Forecasting TTD...
[2025-12-08T20:33:42.681887] [INFO ] [sig       ] Generating forecast for: TTD
[2025-12-08T20:33:42.681916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTD' from 'https://tdm.silogroup.org/data/derivative_storage/TTD.csv'.
[2025-12-08T20:33:42.693749] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTD'.
[2025-12-08T20:33:42.694084] [INFO ] [FORECASTER] Starting predict_future for TTD
[2025-12-08T20:33:42.694864] [DEBUG] [LOCAL     ] No optimal features file found for TTD: ./output/feature-sets/TTD.txt
[2025-12-08T20:33:42.694913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:42.694944] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:42.694969] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:42.695023] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:42.750523] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:42.751221] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:42.751296] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:42.751327] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:42.871388] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:42.871545] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:42.871599] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:42.871629] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:42.874963] [DEBUG] [FORECASTER] TTD: Forecast T+1@11:T+2@11: UP (p=55.79%)
[2025-12-08T20:33:42.875236] [INFO ] [FORECASTER] Completed predict_future for TTD
[2025-12-08T20:33:42.875354] [INFO ] [sig       ] TTD: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:33:43.012017] [INFO ] [LOCAL     ] Saved forecast: TTD	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/TTD.txt
[2025-12-08T20:33:43.012164] [INFO ] [sig       ] [3271/3624] Completed TTD in 0.3s | 2.92 sym/s | Total: 18.6m | ETA: 2.0m
[2025-12-08T20:33:43.012203] [INFO ] [sig       ] [3272/3624] Forecasting TTE...
[2025-12-08T20:33:43.012233] [INFO ] [sig       ] Generating forecast for: TTE
[2025-12-08T20:33:43.012261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTE' from 'https://tdm.silogroup.org/data/derivative_storage/TTE.csv'.
[2025-12-08T20:33:43.024435] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTE'.
[2025-12-08T20:33:43.024794] [INFO ] [FORECASTER] Starting predict_future for TTE
[2025-12-08T20:33:43.025562] [DEBUG] [LOCAL     ] No optimal features file found for TTE: ./output/feature-sets/TTE.txt
[2025-12-08T20:33:43.025632] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:43.025662] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:43.025688] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:43.025742] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:43.080701] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:43.081394] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:43.081468] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:43.081499] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:43.202270] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:43.202420] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:43.202457] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:43.202485] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:43.205795] [DEBUG] [FORECASTER] TTE: Forecast T+1@11:T+2@11: DOWN (p=19.78%)
[2025-12-08T20:33:43.206100] [INFO ] [FORECASTER] Completed predict_future for TTE
[2025-12-08T20:33:43.206226] [INFO ] [sig       ] TTE: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:33:43.345047] [INFO ] [LOCAL     ] Saved forecast: TTE	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/TTE.txt
[2025-12-08T20:33:43.345178] [INFO ] [sig       ] [3272/3624] Completed TTE in 0.3s | 2.92 sym/s | Total: 18.6m | ETA: 2.0m
[2025-12-08T20:33:43.345217] [INFO ] [sig       ] [3273/3624] Forecasting TTEC...
[2025-12-08T20:33:43.345255] [INFO ] [sig       ] Generating forecast for: TTEC
[2025-12-08T20:33:43.345284] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTEC' from 'https://tdm.silogroup.org/data/derivative_storage/TTEC.csv'.
[2025-12-08T20:33:43.356778] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTEC'.
[2025-12-08T20:33:43.357101] [INFO ] [FORECASTER] Starting predict_future for TTEC
[2025-12-08T20:33:43.357915] [DEBUG] [LOCAL     ] No optimal features file found for TTEC: ./output/feature-sets/TTEC.txt
[2025-12-08T20:33:43.357964] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:43.357994] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:43.358020] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:43.358074] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:43.413000] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:43.413676] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:43.413771] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:43.413804] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:43.531718] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:43.531875] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:43.531913] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:43.531940] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:43.535192] [DEBUG] [FORECASTER] TTEC: Forecast T+1@11:T+2@11: DOWN (p=49.78%)
[2025-12-08T20:33:43.535452] [INFO ] [FORECASTER] Completed predict_future for TTEC
[2025-12-08T20:33:43.535567] [INFO ] [sig       ] TTEC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:33:43.676506] [INFO ] [LOCAL     ] Saved forecast: TTEC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/TTEC.txt
[2025-12-08T20:33:43.676667] [INFO ] [sig       ] [3273/3624] Completed TTEC in 0.3s | 2.92 sym/s | Total: 18.7m | ETA: 2.0m
[2025-12-08T20:33:43.676716] [INFO ] [sig       ] [3274/3624] Forecasting TTEK...
[2025-12-08T20:33:43.676752] [INFO ] [sig       ] Generating forecast for: TTEK
[2025-12-08T20:33:43.676786] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTEK' from 'https://tdm.silogroup.org/data/derivative_storage/TTEK.csv'.
[2025-12-08T20:33:43.689231] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTEK'.
[2025-12-08T20:33:43.689547] [INFO ] [FORECASTER] Starting predict_future for TTEK
[2025-12-08T20:33:43.690374] [DEBUG] [LOCAL     ] No optimal features file found for TTEK: ./output/feature-sets/TTEK.txt
[2025-12-08T20:33:43.690424] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:43.690454] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:43.690480] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:43.690535] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:43.746231] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:43.746948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:43.747022] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:43.747054] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:43.869341] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:43.869489] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:43.869527] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:43.869555] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:43.872849] [DEBUG] [FORECASTER] TTEK: Forecast T+1@11:T+2@11: DOWN (p=4.60%)
[2025-12-08T20:33:43.873105] [INFO ] [FORECASTER] Completed predict_future for TTEK
[2025-12-08T20:33:43.873231] [INFO ] [sig       ] TTEK: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:33:44.056920] [INFO ] [LOCAL     ] Saved forecast: TTEK	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/TTEK.txt
[2025-12-08T20:33:44.057065] [INFO ] [sig       ] [3274/3624] Completed TTEK in 0.4s | 2.92 sym/s | Total: 18.7m | ETA: 2.0m
[2025-12-08T20:33:44.057105] [INFO ] [sig       ] [3275/3624] Forecasting TTI...
[2025-12-08T20:33:44.057138] [INFO ] [sig       ] Generating forecast for: TTI
[2025-12-08T20:33:44.057169] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTI' from 'https://tdm.silogroup.org/data/derivative_storage/TTI.csv'.
[2025-12-08T20:33:44.069034] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTI'.
[2025-12-08T20:33:44.069336] [INFO ] [FORECASTER] Starting predict_future for TTI
[2025-12-08T20:33:44.070139] [DEBUG] [LOCAL     ] No optimal features file found for TTI: ./output/feature-sets/TTI.txt
[2025-12-08T20:33:44.070190] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:44.070222] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:44.070250] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:44.070307] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:44.128945] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:44.129542] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:44.129633] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:44.129673] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:44.252094] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:44.252246] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:44.252285] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:44.252315] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:44.255770] [DEBUG] [FORECASTER] TTI: Forecast T+1@11:T+2@11: UP (p=74.01%)
[2025-12-08T20:33:44.256052] [INFO ] [FORECASTER] Completed predict_future for TTI
[2025-12-08T20:33:44.256175] [INFO ] [sig       ] TTI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:33:44.397697] [INFO ] [LOCAL     ] Saved forecast: TTI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/TTI.txt
[2025-12-08T20:33:44.397851] [INFO ] [sig       ] [3275/3624] Completed TTI in 0.3s | 2.92 sym/s | Total: 18.7m | ETA: 2.0m
[2025-12-08T20:33:44.397890] [INFO ] [sig       ] [3276/3624] Forecasting TTMI...
[2025-12-08T20:33:44.397919] [INFO ] [sig       ] Generating forecast for: TTMI
[2025-12-08T20:33:44.397948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTMI' from 'https://tdm.silogroup.org/data/derivative_storage/TTMI.csv'.
[2025-12-08T20:33:44.410023] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTMI'.
[2025-12-08T20:33:44.410381] [INFO ] [FORECASTER] Starting predict_future for TTMI
[2025-12-08T20:33:44.411150] [DEBUG] [LOCAL     ] No optimal features file found for TTMI: ./output/feature-sets/TTMI.txt
[2025-12-08T20:33:44.411200] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:44.411231] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:44.411256] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:44.411311] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:44.467252] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:44.467906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:44.467981] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:44.468012] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:44.583454] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:44.583617] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:44.583655] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:44.583701] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:44.586998] [DEBUG] [FORECASTER] TTMI: Forecast T+1@11:T+2@11: UP (p=80.89%)
[2025-12-08T20:33:44.587254] [INFO ] [FORECASTER] Completed predict_future for TTMI
[2025-12-08T20:33:44.587368] [INFO ] [sig       ] TTMI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:33:44.727365] [INFO ] [LOCAL     ] Saved forecast: TTMI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/TTMI.txt
[2025-12-08T20:33:44.727531] [INFO ] [sig       ] [3276/3624] Completed TTMI in 0.3s | 2.92 sym/s | Total: 18.7m | ETA: 2.0m
[2025-12-08T20:33:44.727585] [INFO ] [sig       ] [3277/3624] Forecasting TTSH...
[2025-12-08T20:33:44.727617] [INFO ] [sig       ] Generating forecast for: TTSH
[2025-12-08T20:33:44.727647] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTSH' from 'https://tdm.silogroup.org/data/derivative_storage/TTSH.csv'.
[2025-12-08T20:33:44.739462] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTSH'.
[2025-12-08T20:33:44.739778] [INFO ] [FORECASTER] Starting predict_future for TTSH
[2025-12-08T20:33:44.740559] [DEBUG] [LOCAL     ] No optimal features file found for TTSH: ./output/feature-sets/TTSH.txt
[2025-12-08T20:33:44.740626] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:44.740658] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:44.740688] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:44.740744] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:44.797188] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:44.797836] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:44.797909] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:44.797943] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:44.917291] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:44.917469] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:44.917515] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:44.917545] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:44.920993] [DEBUG] [FORECASTER] TTSH: Forecast T+1@11:T+2@11: UP (p=91.17%)
[2025-12-08T20:33:44.921258] [INFO ] [FORECASTER] Completed predict_future for TTSH
[2025-12-08T20:33:44.921374] [INFO ] [sig       ] TTSH: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:33:45.059928] [INFO ] [LOCAL     ] Saved forecast: TTSH	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/TTSH.txt
[2025-12-08T20:33:45.060059] [INFO ] [sig       ] [3277/3624] Completed TTSH in 0.3s | 2.92 sym/s | Total: 18.7m | ETA: 2.0m
[2025-12-08T20:33:45.060097] [INFO ] [sig       ] [3278/3624] Forecasting TTWO...
[2025-12-08T20:33:45.060127] [INFO ] [sig       ] Generating forecast for: TTWO
[2025-12-08T20:33:45.060156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTWO' from 'https://tdm.silogroup.org/data/derivative_storage/TTWO.csv'.
[2025-12-08T20:33:45.072255] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTWO'.
[2025-12-08T20:33:45.072561] [INFO ] [FORECASTER] Starting predict_future for TTWO
[2025-12-08T20:33:45.073338] [DEBUG] [LOCAL     ] No optimal features file found for TTWO: ./output/feature-sets/TTWO.txt
[2025-12-08T20:33:45.073386] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:45.073416] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:45.073442] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:45.073496] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:45.129460] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:45.130091] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:45.130167] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:45.130229] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:45.247199] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:45.247348] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:45.247384] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:45.247427] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:45.250729] [DEBUG] [FORECASTER] TTWO: Forecast T+1@11:T+2@11: UP (p=97.31%)
[2025-12-08T20:33:45.250987] [INFO ] [FORECASTER] Completed predict_future for TTWO
[2025-12-08T20:33:45.251103] [INFO ] [sig       ] TTWO: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:33:45.389052] [INFO ] [LOCAL     ] Saved forecast: TTWO	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/TTWO.txt
[2025-12-08T20:33:45.389169] [INFO ] [sig       ] [3278/3624] Completed TTWO in 0.3s | 2.92 sym/s | Total: 18.7m | ETA: 2.0m
[2025-12-08T20:33:45.389207] [INFO ] [sig       ] [3279/3624] Forecasting TUGN...
[2025-12-08T20:33:45.389236] [INFO ] [sig       ] Generating forecast for: TUGN
[2025-12-08T20:33:45.389265] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TUGN' from 'https://tdm.silogroup.org/data/derivative_storage/TUGN.csv'.
[2025-12-08T20:33:45.400502] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TUGN'.
[2025-12-08T20:33:45.400800] [INFO ] [FORECASTER] Starting predict_future for TUGN
[2025-12-08T20:33:45.401545] [DEBUG] [LOCAL     ] No optimal features file found for TUGN: ./output/feature-sets/TUGN.txt
[2025-12-08T20:33:45.401612] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:45.401645] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:45.401674] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:45.401731] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:45.457869] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:45.458714] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:45.458809] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:45.458843] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:45.566247] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:45.566393] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:45.566430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:45.566458] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:45.569720] [DEBUG] [FORECASTER] TUGN: Forecast T+1@11:T+2@11: DOWN (p=12.18%)
[2025-12-08T20:33:45.569979] [INFO ] [FORECASTER] Completed predict_future for TUGN
[2025-12-08T20:33:45.570098] [INFO ] [sig       ] TUGN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:33:45.710608] [INFO ] [LOCAL     ] Saved forecast: TUGN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/TUGN.txt
[2025-12-08T20:33:45.710752] [INFO ] [sig       ] [3279/3624] Completed TUGN in 0.3s | 2.92 sym/s | Total: 18.7m | ETA: 2.0m
[2025-12-08T20:33:45.710791] [INFO ] [sig       ] [3280/3624] Forecasting TUSK...
[2025-12-08T20:33:45.710820] [INFO ] [sig       ] Generating forecast for: TUSK
[2025-12-08T20:33:45.710849] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TUSK' from 'https://tdm.silogroup.org/data/derivative_storage/TUSK.csv'.
[2025-12-08T20:33:45.722636] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TUSK'.
[2025-12-08T20:33:45.722939] [INFO ] [FORECASTER] Starting predict_future for TUSK
[2025-12-08T20:33:45.723703] [DEBUG] [LOCAL     ] No optimal features file found for TUSK: ./output/feature-sets/TUSK.txt
[2025-12-08T20:33:45.723753] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:45.723807] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:45.723845] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:45.723901] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:45.779748] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:45.780400] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:45.780473] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:45.780504] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:45.899174] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:45.899316] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:45.899354] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:45.899382] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:45.902662] [DEBUG] [FORECASTER] TUSK: Forecast T+1@11:T+2@11: UP (p=50.20%)
[2025-12-08T20:33:45.902919] [INFO ] [FORECASTER] Completed predict_future for TUSK
[2025-12-08T20:33:45.903035] [INFO ] [sig       ] TUSK: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:33:46.040363] [INFO ] [LOCAL     ] Saved forecast: TUSK	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/TUSK.txt
[2025-12-08T20:33:46.040480] [INFO ] [sig       ] [3280/3624] Completed TUSK in 0.3s | 2.92 sym/s | Total: 18.7m | ETA: 2.0m
[2025-12-08T20:33:46.040519] [INFO ] [sig       ] [3281/3624] Forecasting TVC...
[2025-12-08T20:33:46.040548] [INFO ] [sig       ] Generating forecast for: TVC
[2025-12-08T20:33:46.040594] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TVC' from 'https://tdm.silogroup.org/data/derivative_storage/TVC.csv'.
[2025-12-08T20:33:46.052110] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TVC'.
[2025-12-08T20:33:46.052414] [INFO ] [FORECASTER] Starting predict_future for TVC
[2025-12-08T20:33:46.053189] [DEBUG] [LOCAL     ] No optimal features file found for TVC: ./output/feature-sets/TVC.txt
[2025-12-08T20:33:46.053239] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:46.053269] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:46.053295] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:46.053349] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:46.109982] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:46.110591] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:46.110666] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:46.110697] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:46.214122] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:46.214260] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:46.214297] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:46.214325] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:46.217546] [DEBUG] [FORECASTER] TVC: Forecast T+1@11:T+2@11: DOWN (p=41.57%)
[2025-12-08T20:33:46.217826] [INFO ] [FORECASTER] Completed predict_future for TVC
[2025-12-08T20:33:46.217943] [INFO ] [sig       ] TVC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:33:46.356711] [INFO ] [LOCAL     ] Saved forecast: TVC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/TVC.txt
[2025-12-08T20:33:46.356829] [INFO ] [sig       ] [3281/3624] Completed TVC in 0.3s | 2.92 sym/s | Total: 18.7m | ETA: 2.0m
[2025-12-08T20:33:46.356866] [INFO ] [sig       ] [3282/3624] Forecasting TVE...
[2025-12-08T20:33:46.356896] [INFO ] [sig       ] Generating forecast for: TVE
[2025-12-08T20:33:46.356925] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TVE' from 'https://tdm.silogroup.org/data/derivative_storage/TVE.csv'.
[2025-12-08T20:33:46.369053] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TVE'.
[2025-12-08T20:33:46.369417] [INFO ] [FORECASTER] Starting predict_future for TVE
[2025-12-08T20:33:46.370263] [DEBUG] [LOCAL     ] No optimal features file found for TVE: ./output/feature-sets/TVE.txt
[2025-12-08T20:33:46.370312] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:46.370344] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:46.370370] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:46.370425] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:46.427508] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:46.428406] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:46.428487] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:46.428518] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:46.527604] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:46.527753] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:46.527790] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:46.527818] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:46.531031] [DEBUG] [FORECASTER] TVE: Forecast T+1@11:T+2@11: UP (p=96.95%)
[2025-12-08T20:33:46.531293] [INFO ] [FORECASTER] Completed predict_future for TVE
[2025-12-08T20:33:46.531416] [INFO ] [sig       ] TVE: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:33:46.674179] [INFO ] [LOCAL     ] Saved forecast: TVE	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/TVE.txt
[2025-12-08T20:33:46.674302] [INFO ] [sig       ] [3282/3624] Completed TVE in 0.3s | 2.92 sym/s | Total: 18.7m | ETA: 1.9m
[2025-12-08T20:33:46.674340] [INFO ] [sig       ] [3283/3624] Forecasting TVTX...
[2025-12-08T20:33:46.674369] [INFO ] [sig       ] Generating forecast for: TVTX
[2025-12-08T20:33:46.674399] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TVTX' from 'https://tdm.silogroup.org/data/derivative_storage/TVTX.csv'.
[2025-12-08T20:33:46.686385] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TVTX'.
[2025-12-08T20:33:46.686741] [INFO ] [FORECASTER] Starting predict_future for TVTX
[2025-12-08T20:33:46.687593] [DEBUG] [LOCAL     ] No optimal features file found for TVTX: ./output/feature-sets/TVTX.txt
[2025-12-08T20:33:46.687653] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:46.687688] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:46.687722] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:46.687784] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:46.743394] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:46.744160] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:46.744236] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:46.744268] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:46.863949] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:46.864093] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:46.864130] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:46.864189] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:46.867437] [DEBUG] [FORECASTER] TVTX: Forecast T+1@11:T+2@11: DOWN (p=38.76%)
[2025-12-08T20:33:46.867721] [INFO ] [FORECASTER] Completed predict_future for TVTX
[2025-12-08T20:33:46.867839] [INFO ] [sig       ] TVTX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:33:47.004703] [INFO ] [LOCAL     ] Saved forecast: TVTX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/TVTX.txt
[2025-12-08T20:33:47.004853] [INFO ] [sig       ] [3283/3624] Completed TVTX in 0.3s | 2.92 sym/s | Total: 18.7m | ETA: 1.9m
[2025-12-08T20:33:47.004893] [INFO ] [sig       ] [3284/3624] Forecasting TWFG...
[2025-12-08T20:33:47.004922] [INFO ] [sig       ] Generating forecast for: TWFG
[2025-12-08T20:33:47.004952] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWFG' from 'https://tdm.silogroup.org/data/derivative_storage/TWFG.csv'.
[2025-12-08T20:33:47.017211] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWFG'.
[2025-12-08T20:33:47.017545] [INFO ] [FORECASTER] Starting predict_future for TWFG
[2025-12-08T20:33:47.018316] [DEBUG] [LOCAL     ] No optimal features file found for TWFG: ./output/feature-sets/TWFG.txt
[2025-12-08T20:33:47.018365] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:47.018396] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:47.018422] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:47.018476] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:47.076830] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:47.077610] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:47.077687] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:47.077717] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:47.199778] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:47.199941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:47.199981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:47.200010] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:47.203306] [DEBUG] [FORECASTER] TWFG: Forecast T+1@11:T+2@11: UP (p=87.57%)
[2025-12-08T20:33:47.203564] [INFO ] [FORECASTER] Completed predict_future for TWFG
[2025-12-08T20:33:47.203699] [INFO ] [sig       ] TWFG: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:33:47.351212] [INFO ] [LOCAL     ] Saved forecast: TWFG	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/TWFG.txt
[2025-12-08T20:33:47.351359] [INFO ] [sig       ] [3284/3624] Completed TWFG in 0.3s | 2.92 sym/s | Total: 18.7m | ETA: 1.9m
[2025-12-08T20:33:47.351403] [INFO ] [sig       ] [3285/3624] Forecasting TWG...
[2025-12-08T20:33:47.351434] [INFO ] [sig       ] Generating forecast for: TWG
[2025-12-08T20:33:47.351464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWG' from 'https://tdm.silogroup.org/data/derivative_storage/TWG.csv'.
[2025-12-08T20:33:47.364256] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWG'.
[2025-12-08T20:33:47.364676] [INFO ] [FORECASTER] Starting predict_future for TWG
[2025-12-08T20:33:47.365442] [DEBUG] [LOCAL     ] No optimal features file found for TWG: ./output/feature-sets/TWG.txt
[2025-12-08T20:33:47.365491] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:47.365521] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:47.365547] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:47.365621] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:47.423028] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:47.423697] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:47.423778] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:47.423810] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:47.539720] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:47.539869] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:47.539908] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:47.539938] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:47.543294] [DEBUG] [FORECASTER] TWG: Forecast T+1@11:T+2@11: DOWN (p=0.77%)
[2025-12-08T20:33:47.543562] [INFO ] [FORECASTER] Completed predict_future for TWG
[2025-12-08T20:33:47.543718] [INFO ] [sig       ] TWG: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:33:47.690859] [INFO ] [LOCAL     ] Saved forecast: TWG	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/TWG.txt
[2025-12-08T20:33:47.691040] [INFO ] [sig       ] [3285/3624] Completed TWG in 0.3s | 2.92 sym/s | Total: 18.7m | ETA: 1.9m
[2025-12-08T20:33:47.691080] [INFO ] [sig       ] [3286/3624] Forecasting TWI...
[2025-12-08T20:33:47.691110] [INFO ] [sig       ] Generating forecast for: TWI
[2025-12-08T20:33:47.691140] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWI' from 'https://tdm.silogroup.org/data/derivative_storage/TWI.csv'.
[2025-12-08T20:33:47.705482] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWI'.
[2025-12-08T20:33:47.705969] [INFO ] [FORECASTER] Starting predict_future for TWI
[2025-12-08T20:33:47.706952] [DEBUG] [LOCAL     ] No optimal features file found for TWI: ./output/feature-sets/TWI.txt
[2025-12-08T20:33:47.707003] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:47.707035] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:47.707061] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:47.707122] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:47.771002] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:47.771898] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:47.771986] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:47.772018] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:47.897282] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:47.897448] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:47.897489] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:47.897518] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:47.901013] [DEBUG] [FORECASTER] TWI: Forecast T+1@11:T+2@11: DOWN (p=49.30%)
[2025-12-08T20:33:47.901300] [INFO ] [FORECASTER] Completed predict_future for TWI
[2025-12-08T20:33:47.901427] [INFO ] [sig       ] TWI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:33:48.057481] [INFO ] [LOCAL     ] Saved forecast: TWI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/TWI.txt
[2025-12-08T20:33:48.057672] [INFO ] [sig       ] [3286/3624] Completed TWI in 0.4s | 2.92 sym/s | Total: 18.7m | ETA: 1.9m
[2025-12-08T20:33:48.057716] [INFO ] [sig       ] [3287/3624] Forecasting TWIN...
[2025-12-08T20:33:48.057747] [INFO ] [sig       ] Generating forecast for: TWIN
[2025-12-08T20:33:48.057774] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWIN' from 'https://tdm.silogroup.org/data/derivative_storage/TWIN.csv'.
[2025-12-08T20:33:48.070730] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWIN'.
[2025-12-08T20:33:48.071117] [INFO ] [FORECASTER] Starting predict_future for TWIN
[2025-12-08T20:33:48.072022] [DEBUG] [LOCAL     ] No optimal features file found for TWIN: ./output/feature-sets/TWIN.txt
[2025-12-08T20:33:48.072075] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:48.072107] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:48.072133] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:48.072188] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:48.131224] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:48.132117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:48.132205] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:48.132239] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:48.258269] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:48.258443] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:48.258485] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:48.258514] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:48.262122] [DEBUG] [FORECASTER] TWIN: Forecast T+1@11:T+2@11: UP (p=96.78%)
[2025-12-08T20:33:48.262441] [INFO ] [FORECASTER] Completed predict_future for TWIN
[2025-12-08T20:33:48.262590] [INFO ] [sig       ] TWIN: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:33:48.401184] [INFO ] [LOCAL     ] Saved forecast: TWIN	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/TWIN.txt
[2025-12-08T20:33:48.401314] [INFO ] [sig       ] [3287/3624] Completed TWIN in 0.3s | 2.92 sym/s | Total: 18.7m | ETA: 1.9m
[2025-12-08T20:33:48.401353] [INFO ] [sig       ] [3288/3624] Forecasting TWLO...
[2025-12-08T20:33:48.401383] [INFO ] [sig       ] Generating forecast for: TWLO
[2025-12-08T20:33:48.401412] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWLO' from 'https://tdm.silogroup.org/data/derivative_storage/TWLO.csv'.
[2025-12-08T20:33:48.413507] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWLO'.
[2025-12-08T20:33:48.413854] [INFO ] [FORECASTER] Starting predict_future for TWLO
[2025-12-08T20:33:48.414675] [DEBUG] [LOCAL     ] No optimal features file found for TWLO: ./output/feature-sets/TWLO.txt
[2025-12-08T20:33:48.414724] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:48.414755] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:48.414784] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:48.414840] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:48.471282] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:48.471962] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:48.472038] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:48.472071] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:48.599538] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:48.599709] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:48.599746] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:48.599774] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:48.603030] [DEBUG] [FORECASTER] TWLO: Forecast T+1@11:T+2@11: DOWN (p=29.63%)
[2025-12-08T20:33:48.603290] [INFO ] [FORECASTER] Completed predict_future for TWLO
[2025-12-08T20:33:48.603404] [INFO ] [sig       ] TWLO: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:33:48.741374] [INFO ] [LOCAL     ] Saved forecast: TWLO	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/TWLO.txt
[2025-12-08T20:33:48.741517] [INFO ] [sig       ] [3288/3624] Completed TWLO in 0.3s | 2.92 sym/s | Total: 18.7m | ETA: 1.9m
[2025-12-08T20:33:48.741556] [INFO ] [sig       ] [3289/3624] Forecasting TWO...
[2025-12-08T20:33:48.741606] [INFO ] [sig       ] Generating forecast for: TWO
[2025-12-08T20:33:48.741637] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWO' from 'https://tdm.silogroup.org/data/derivative_storage/TWO.csv'.
[2025-12-08T20:33:48.753610] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWO'.
[2025-12-08T20:33:48.753944] [INFO ] [FORECASTER] Starting predict_future for TWO
[2025-12-08T20:33:48.754723] [DEBUG] [LOCAL     ] No optimal features file found for TWO: ./output/feature-sets/TWO.txt
[2025-12-08T20:33:48.754771] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:48.754802] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:48.754828] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:48.754882] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:48.810913] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:48.811726] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:48.811802] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:48.811833] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:48.930462] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:48.930653] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:48.930693] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:48.930722] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:48.933995] [DEBUG] [FORECASTER] TWO: Forecast T+1@11:T+2@11: UP (p=90.16%)
[2025-12-08T20:33:48.934259] [INFO ] [FORECASTER] Completed predict_future for TWO
[2025-12-08T20:33:48.934382] [INFO ] [sig       ] TWO: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:33:49.073168] [INFO ] [LOCAL     ] Saved forecast: TWO	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/TWO.txt
[2025-12-08T20:33:49.073289] [INFO ] [sig       ] [3289/3624] Completed TWO in 0.3s | 2.92 sym/s | Total: 18.7m | ETA: 1.9m
[2025-12-08T20:33:49.073326] [INFO ] [sig       ] [3290/3624] Forecasting TX...
[2025-12-08T20:33:49.073354] [INFO ] [sig       ] Generating forecast for: TX
[2025-12-08T20:33:49.073383] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TX' from 'https://tdm.silogroup.org/data/derivative_storage/TX.csv'.
[2025-12-08T20:33:49.085091] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TX'.
[2025-12-08T20:33:49.085384] [INFO ] [FORECASTER] Starting predict_future for TX
[2025-12-08T20:33:49.086158] [DEBUG] [LOCAL     ] No optimal features file found for TX: ./output/feature-sets/TX.txt
[2025-12-08T20:33:49.086207] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:49.086238] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:49.086264] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:49.086323] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:49.144933] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:49.145619] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:49.145719] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:49.145754] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:49.263582] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:49.263731] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:49.263770] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:49.263801] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:49.267066] [DEBUG] [FORECASTER] TX: Forecast T+1@11:T+2@11: UP (p=89.19%)
[2025-12-08T20:33:49.267321] [INFO ] [FORECASTER] Completed predict_future for TX
[2025-12-08T20:33:49.267468] [INFO ] [sig       ] TX: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:33:49.404170] [INFO ] [LOCAL     ] Saved forecast: TX	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/TX.txt
[2025-12-08T20:33:49.404284] [INFO ] [sig       ] [3290/3624] Completed TX in 0.3s | 2.92 sym/s | Total: 18.7m | ETA: 1.9m
[2025-12-08T20:33:49.404320] [INFO ] [sig       ] [3291/3624] Forecasting TXG...
[2025-12-08T20:33:49.404349] [INFO ] [sig       ] Generating forecast for: TXG
[2025-12-08T20:33:49.404378] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXG' from 'https://tdm.silogroup.org/data/derivative_storage/TXG.csv'.
[2025-12-08T20:33:49.416367] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXG'.
[2025-12-08T20:33:49.416677] [INFO ] [FORECASTER] Starting predict_future for TXG
[2025-12-08T20:33:49.417446] [DEBUG] [LOCAL     ] No optimal features file found for TXG: ./output/feature-sets/TXG.txt
[2025-12-08T20:33:49.417495] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:49.417526] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:49.417553] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:49.417637] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:49.473594] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:49.474183] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:49.474256] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:49.474287] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:49.591103] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:49.591257] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:49.591297] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:49.591325] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:49.594623] [DEBUG] [FORECASTER] TXG: Forecast T+1@11:T+2@11: UP (p=55.11%)
[2025-12-08T20:33:49.594889] [INFO ] [FORECASTER] Completed predict_future for TXG
[2025-12-08T20:33:49.595004] [INFO ] [sig       ] TXG: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:33:49.732606] [INFO ] [LOCAL     ] Saved forecast: TXG	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/TXG.txt
[2025-12-08T20:33:49.732754] [INFO ] [sig       ] [3291/3624] Completed TXG in 0.3s | 2.92 sym/s | Total: 18.8m | ETA: 1.9m
[2025-12-08T20:33:49.732796] [INFO ] [sig       ] [3292/3624] Forecasting TXMD...
[2025-12-08T20:33:49.732825] [INFO ] [sig       ] Generating forecast for: TXMD
[2025-12-08T20:33:49.732855] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXMD' from 'https://tdm.silogroup.org/data/derivative_storage/TXMD.csv'.
[2025-12-08T20:33:49.744430] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXMD'.
[2025-12-08T20:33:49.744867] [INFO ] [FORECASTER] Starting predict_future for TXMD
[2025-12-08T20:33:49.745655] [DEBUG] [LOCAL     ] No optimal features file found for TXMD: ./output/feature-sets/TXMD.txt
[2025-12-08T20:33:49.745704] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:49.745735] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:49.745761] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:49.745820] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:49.800877] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:49.801765] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:49.801868] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:49.801907] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:49.913717] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:49.913871] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:49.913911] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:49.913939] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:49.917200] [DEBUG] [FORECASTER] TXMD: Forecast T+1@11:T+2@11: UP (p=55.68%)
[2025-12-08T20:33:49.917501] [INFO ] [FORECASTER] Completed predict_future for TXMD
[2025-12-08T20:33:49.917666] [INFO ] [sig       ] TXMD: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:33:50.057040] [INFO ] [LOCAL     ] Saved forecast: TXMD	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/TXMD.txt
[2025-12-08T20:33:50.057190] [INFO ] [sig       ] [3292/3624] Completed TXMD in 0.3s | 2.92 sym/s | Total: 18.8m | ETA: 1.9m
[2025-12-08T20:33:50.057228] [INFO ] [sig       ] [3293/3624] Forecasting TXN...
[2025-12-08T20:33:50.057258] [INFO ] [sig       ] Generating forecast for: TXN
[2025-12-08T20:33:50.057287] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXN' from 'https://tdm.silogroup.org/data/derivative_storage/TXN.csv'.
[2025-12-08T20:33:50.069947] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXN'.
[2025-12-08T20:33:50.070309] [INFO ] [FORECASTER] Starting predict_future for TXN
[2025-12-08T20:33:50.071104] [DEBUG] [LOCAL     ] No optimal features file found for TXN: ./output/feature-sets/TXN.txt
[2025-12-08T20:33:50.071152] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:50.071194] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:50.071221] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:50.071276] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:50.126310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:50.127182] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:50.127261] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:50.127292] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:50.245503] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:50.245674] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:50.245714] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:50.245742] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:50.249072] [DEBUG] [FORECASTER] TXN: Forecast T+1@11:T+2@11: DOWN (p=12.25%)
[2025-12-08T20:33:50.249346] [INFO ] [FORECASTER] Completed predict_future for TXN
[2025-12-08T20:33:50.249469] [INFO ] [sig       ] TXN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:33:50.388282] [INFO ] [LOCAL     ] Saved forecast: TXN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/TXN.txt
[2025-12-08T20:33:50.388452] [INFO ] [sig       ] [3293/3624] Completed TXN in 0.3s | 2.92 sym/s | Total: 18.8m | ETA: 1.9m
[2025-12-08T20:33:50.388491] [INFO ] [sig       ] [3294/3624] Forecasting TXO...
[2025-12-08T20:33:50.388520] [INFO ] [sig       ] Generating forecast for: TXO
[2025-12-08T20:33:50.388550] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXO' from 'https://tdm.silogroup.org/data/derivative_storage/TXO.csv'.
[2025-12-08T20:33:50.400735] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXO'.
[2025-12-08T20:33:50.401094] [INFO ] [FORECASTER] Starting predict_future for TXO
[2025-12-08T20:33:50.401884] [DEBUG] [LOCAL     ] No optimal features file found for TXO: ./output/feature-sets/TXO.txt
[2025-12-08T20:33:50.401934] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:50.401964] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:50.401989] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:50.402043] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:50.458224] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:50.459088] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:50.459167] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:50.459198] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:50.579544] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:50.579717] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:50.579755] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:50.579783] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:50.583059] [DEBUG] [FORECASTER] TXO: Forecast T+1@11:T+2@11: DOWN (p=36.01%)
[2025-12-08T20:33:50.583325] [INFO ] [FORECASTER] Completed predict_future for TXO
[2025-12-08T20:33:50.583446] [INFO ] [sig       ] TXO: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:33:50.722961] [INFO ] [LOCAL     ] Saved forecast: TXO	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/TXO.txt
[2025-12-08T20:33:50.723112] [INFO ] [sig       ] [3294/3624] Completed TXO in 0.3s | 2.92 sym/s | Total: 18.8m | ETA: 1.9m
[2025-12-08T20:33:50.723151] [INFO ] [sig       ] [3295/3624] Forecasting TXRH...
[2025-12-08T20:33:50.723180] [INFO ] [sig       ] Generating forecast for: TXRH
[2025-12-08T20:33:50.723208] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXRH' from 'https://tdm.silogroup.org/data/derivative_storage/TXRH.csv'.
[2025-12-08T20:33:50.737886] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXRH'.
[2025-12-08T20:33:50.738280] [INFO ] [FORECASTER] Starting predict_future for TXRH
[2025-12-08T20:33:50.739112] [DEBUG] [LOCAL     ] No optimal features file found for TXRH: ./output/feature-sets/TXRH.txt
[2025-12-08T20:33:50.739162] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:50.739192] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:50.739218] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:50.739273] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:50.798994] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:50.799937] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:50.800028] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:50.800063] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:50.922385] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:50.922541] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:50.922600] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:50.922631] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:50.925943] [DEBUG] [FORECASTER] TXRH: Forecast T+1@11:T+2@11: UP (p=56.18%)
[2025-12-08T20:33:50.926229] [INFO ] [FORECASTER] Completed predict_future for TXRH
[2025-12-08T20:33:50.926355] [INFO ] [sig       ] TXRH: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:33:51.065454] [INFO ] [LOCAL     ] Saved forecast: TXRH	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/TXRH.txt
[2025-12-08T20:33:51.065621] [INFO ] [sig       ] [3295/3624] Completed TXRH in 0.3s | 2.92 sym/s | Total: 18.8m | ETA: 1.9m
[2025-12-08T20:33:51.065662] [INFO ] [sig       ] [3296/3624] Forecasting TY...
[2025-12-08T20:33:51.065691] [INFO ] [sig       ] Generating forecast for: TY
[2025-12-08T20:33:51.065720] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TY' from 'https://tdm.silogroup.org/data/derivative_storage/TY.csv'.
[2025-12-08T20:33:51.077435] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TY'.
[2025-12-08T20:33:51.077796] [INFO ] [FORECASTER] Starting predict_future for TY
[2025-12-08T20:33:51.078549] [DEBUG] [LOCAL     ] No optimal features file found for TY: ./output/feature-sets/TY.txt
[2025-12-08T20:33:51.078617] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:51.078650] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:51.078676] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:51.078731] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:51.134145] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:51.134948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:51.135026] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:51.135057] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:51.252868] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:51.253026] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:51.253065] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:51.253093] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:51.256831] [DEBUG] [FORECASTER] TY: Forecast T+1@11:T+2@11: DOWN (p=46.45%)
[2025-12-08T20:33:51.257128] [INFO ] [FORECASTER] Completed predict_future for TY
[2025-12-08T20:33:51.257258] [INFO ] [sig       ] TY: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:33:51.398397] [INFO ] [LOCAL     ] Saved forecast: TY	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/TY.txt
[2025-12-08T20:33:51.398541] [INFO ] [sig       ] [3296/3624] Completed TY in 0.3s | 2.92 sym/s | Total: 18.8m | ETA: 1.9m
[2025-12-08T20:33:51.398600] [INFO ] [sig       ] [3297/3624] Forecasting TYG...
[2025-12-08T20:33:51.398638] [INFO ] [sig       ] Generating forecast for: TYG
[2025-12-08T20:33:51.398669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TYG' from 'https://tdm.silogroup.org/data/derivative_storage/TYG.csv'.
[2025-12-08T20:33:51.410737] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TYG'.
[2025-12-08T20:33:51.411110] [INFO ] [FORECASTER] Starting predict_future for TYG
[2025-12-08T20:33:51.411919] [DEBUG] [LOCAL     ] No optimal features file found for TYG: ./output/feature-sets/TYG.txt
[2025-12-08T20:33:51.411969] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:51.412026] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:51.412053] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:51.412107] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:51.480429] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:51.481478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:51.481570] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:51.481625] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:51.600888] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:51.601037] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:51.601076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:51.601104] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:51.604360] [DEBUG] [FORECASTER] TYG: Forecast T+1@11:T+2@11: DOWN (p=14.73%)
[2025-12-08T20:33:51.604638] [INFO ] [FORECASTER] Completed predict_future for TYG
[2025-12-08T20:33:51.604760] [INFO ] [sig       ] TYG: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:33:51.746870] [INFO ] [LOCAL     ] Saved forecast: TYG	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/TYG.txt
[2025-12-08T20:33:51.747029] [INFO ] [sig       ] [3297/3624] Completed TYG in 0.3s | 2.92 sym/s | Total: 18.8m | ETA: 1.9m
[2025-12-08T20:33:51.747070] [INFO ] [sig       ] [3298/3624] Forecasting TYGO...
[2025-12-08T20:33:51.747100] [INFO ] [sig       ] Generating forecast for: TYGO
[2025-12-08T20:33:51.747128] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TYGO' from 'https://tdm.silogroup.org/data/derivative_storage/TYGO.csv'.
[2025-12-08T20:33:51.759043] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TYGO'.
[2025-12-08T20:33:51.759404] [INFO ] [FORECASTER] Starting predict_future for TYGO
[2025-12-08T20:33:51.760201] [DEBUG] [LOCAL     ] No optimal features file found for TYGO: ./output/feature-sets/TYGO.txt
[2025-12-08T20:33:51.760251] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:51.760281] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:51.760308] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:51.760367] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:51.816756] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:51.817648] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:51.817730] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:51.817761] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:51.931610] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:51.931767] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:51.931807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:51.931840] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:51.935187] [DEBUG] [FORECASTER] TYGO: Forecast T+1@11:T+2@11: UP (p=89.50%)
[2025-12-08T20:33:51.935481] [INFO ] [FORECASTER] Completed predict_future for TYGO
[2025-12-08T20:33:51.935628] [INFO ] [sig       ] TYGO: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:33:52.075252] [INFO ] [LOCAL     ] Saved forecast: TYGO	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/TYGO.txt
[2025-12-08T20:33:52.075401] [INFO ] [sig       ] [3298/3624] Completed TYGO in 0.3s | 2.92 sym/s | Total: 18.8m | ETA: 1.9m
[2025-12-08T20:33:52.075439] [INFO ] [sig       ] [3299/3624] Forecasting TYL...
[2025-12-08T20:33:52.075469] [INFO ] [sig       ] Generating forecast for: TYL
[2025-12-08T20:33:52.075498] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TYL' from 'https://tdm.silogroup.org/data/derivative_storage/TYL.csv'.
[2025-12-08T20:33:52.088328] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TYL'.
[2025-12-08T20:33:52.088771] [INFO ] [FORECASTER] Starting predict_future for TYL
[2025-12-08T20:33:52.089639] [DEBUG] [LOCAL     ] No optimal features file found for TYL: ./output/feature-sets/TYL.txt
[2025-12-08T20:33:52.089690] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:52.089723] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:52.089750] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:52.089807] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:52.147552] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:52.148428] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:52.148505] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:52.148537] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:52.267811] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:52.267962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:52.267999] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:52.268027] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:52.271362] [DEBUG] [FORECASTER] TYL: Forecast T+1@11:T+2@11: DOWN (p=14.20%)
[2025-12-08T20:33:52.271653] [INFO ] [FORECASTER] Completed predict_future for TYL
[2025-12-08T20:33:52.271775] [INFO ] [sig       ] TYL: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:33:52.410932] [INFO ] [LOCAL     ] Saved forecast: TYL	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/TYL.txt
[2025-12-08T20:33:52.411085] [INFO ] [sig       ] [3299/3624] Completed TYL in 0.3s | 2.92 sym/s | Total: 18.8m | ETA: 1.9m
[2025-12-08T20:33:52.411125] [INFO ] [sig       ] [3300/3624] Forecasting TYRA...
[2025-12-08T20:33:52.411154] [INFO ] [sig       ] Generating forecast for: TYRA
[2025-12-08T20:33:52.411183] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TYRA' from 'https://tdm.silogroup.org/data/derivative_storage/TYRA.csv'.
[2025-12-08T20:33:52.424692] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TYRA'.
[2025-12-08T20:33:52.425164] [INFO ] [FORECASTER] Starting predict_future for TYRA
[2025-12-08T20:33:52.426187] [DEBUG] [LOCAL     ] No optimal features file found for TYRA: ./output/feature-sets/TYRA.txt
[2025-12-08T20:33:52.426249] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:52.426286] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:52.426317] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:52.426389] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:52.485975] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:52.487106] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:52.487189] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:52.487222] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:52.610786] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:52.610950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:52.610989] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:52.611071] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:52.614552] [DEBUG] [FORECASTER] TYRA: Forecast T+1@11:T+2@11: DOWN (p=16.79%)
[2025-12-08T20:33:52.614868] [INFO ] [FORECASTER] Completed predict_future for TYRA
[2025-12-08T20:33:52.615000] [INFO ] [sig       ] TYRA: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:33:52.753107] [INFO ] [LOCAL     ] Saved forecast: TYRA	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/TYRA.txt
[2025-12-08T20:33:52.753258] [INFO ] [sig       ] [3300/3624] Completed TYRA in 0.3s | 2.92 sym/s | Total: 18.8m | ETA: 1.8m
[2025-12-08T20:33:52.753298] [INFO ] [sig       ] [3301/3624] Forecasting TZOO...
[2025-12-08T20:33:52.753327] [INFO ] [sig       ] Generating forecast for: TZOO
[2025-12-08T20:33:52.753358] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TZOO' from 'https://tdm.silogroup.org/data/derivative_storage/TZOO.csv'.
[2025-12-08T20:33:52.765379] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TZOO'.
[2025-12-08T20:33:52.765766] [INFO ] [FORECASTER] Starting predict_future for TZOO
[2025-12-08T20:33:52.766537] [DEBUG] [LOCAL     ] No optimal features file found for TZOO: ./output/feature-sets/TZOO.txt
[2025-12-08T20:33:52.766604] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:52.766640] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:52.766666] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:52.766721] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:52.823028] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:52.823910] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:52.823995] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:52.824027] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:52.945286] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:52.945442] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:52.945481] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:52.945509] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:52.948887] [DEBUG] [FORECASTER] TZOO: Forecast T+1@11:T+2@11: DOWN (p=12.68%)
[2025-12-08T20:33:52.949163] [INFO ] [FORECASTER] Completed predict_future for TZOO
[2025-12-08T20:33:52.949286] [INFO ] [sig       ] TZOO: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:33:53.087585] [INFO ] [LOCAL     ] Saved forecast: TZOO	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/TZOO.txt
[2025-12-08T20:33:53.087737] [INFO ] [sig       ] [3301/3624] Completed TZOO in 0.3s | 2.92 sym/s | Total: 18.8m | ETA: 1.8m
[2025-12-08T20:33:53.087776] [INFO ] [sig       ] [3302/3624] Forecasting UAA...
[2025-12-08T20:33:53.087806] [INFO ] [sig       ] Generating forecast for: UAA
[2025-12-08T20:33:53.087835] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UAA' from 'https://tdm.silogroup.org/data/derivative_storage/UAA.csv'.
[2025-12-08T20:33:53.100241] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UAA'.
[2025-12-08T20:33:53.100621] [INFO ] [FORECASTER] Starting predict_future for UAA
[2025-12-08T20:33:53.101388] [DEBUG] [LOCAL     ] No optimal features file found for UAA: ./output/feature-sets/UAA.txt
[2025-12-08T20:33:53.101438] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:53.101468] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:53.101494] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:53.101549] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:53.156882] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:53.157775] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:53.157857] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:53.157910] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:53.286476] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:53.286645] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:53.286686] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:53.286714] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:53.290095] [DEBUG] [FORECASTER] UAA: Forecast T+1@11:T+2@11: DOWN (p=40.86%)
[2025-12-08T20:33:53.290405] [INFO ] [FORECASTER] Completed predict_future for UAA
[2025-12-08T20:33:53.290536] [INFO ] [sig       ] UAA: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:33:53.428504] [INFO ] [LOCAL     ] Saved forecast: UAA	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/UAA.txt
[2025-12-08T20:33:53.428672] [INFO ] [sig       ] [3302/3624] Completed UAA in 0.3s | 2.92 sym/s | Total: 18.8m | ETA: 1.8m
[2025-12-08T20:33:53.428712] [INFO ] [sig       ] [3303/3624] Forecasting UAE...
[2025-12-08T20:33:53.428742] [INFO ] [sig       ] Generating forecast for: UAE
[2025-12-08T20:33:53.428773] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UAE' from 'https://tdm.silogroup.org/data/derivative_storage/UAE.csv'.
[2025-12-08T20:33:53.441249] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UAE'.
[2025-12-08T20:33:53.441633] [INFO ] [FORECASTER] Starting predict_future for UAE
[2025-12-08T20:33:53.442412] [DEBUG] [LOCAL     ] No optimal features file found for UAE: ./output/feature-sets/UAE.txt
[2025-12-08T20:33:53.442462] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:53.442492] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:53.442517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:53.442592] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:53.497923] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:53.498801] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:53.498888] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:53.498922] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:53.617789] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:53.617950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:53.617988] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:53.618015] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:53.621363] [DEBUG] [FORECASTER] UAE: Forecast T+1@11:T+2@11: UP (p=58.09%)
[2025-12-08T20:33:53.621663] [INFO ] [FORECASTER] Completed predict_future for UAE
[2025-12-08T20:33:53.621787] [INFO ] [sig       ] UAE: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:33:53.761475] [INFO ] [LOCAL     ] Saved forecast: UAE	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/UAE.txt
[2025-12-08T20:33:53.761658] [INFO ] [sig       ] [3303/3624] Completed UAE in 0.3s | 2.92 sym/s | Total: 18.8m | ETA: 1.8m
[2025-12-08T20:33:53.761699] [INFO ] [sig       ] [3304/3624] Forecasting UAL...
[2025-12-08T20:33:53.761728] [INFO ] [sig       ] Generating forecast for: UAL
[2025-12-08T20:33:53.761757] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UAL' from 'https://tdm.silogroup.org/data/derivative_storage/UAL.csv'.
[2025-12-08T20:33:53.774847] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UAL'.
[2025-12-08T20:33:53.775447] [INFO ] [FORECASTER] Starting predict_future for UAL
[2025-12-08T20:33:53.776600] [DEBUG] [LOCAL     ] No optimal features file found for UAL: ./output/feature-sets/UAL.txt
[2025-12-08T20:33:53.776654] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:53.776686] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:53.776726] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:53.776784] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:53.834742] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:53.835614] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:53.835698] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:53.835729] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:53.965440] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:53.965612] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:53.965651] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:53.965679] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:53.969459] [DEBUG] [FORECASTER] UAL: Forecast T+1@11:T+2@11: UP (p=77.78%)
[2025-12-08T20:33:53.969774] [INFO ] [FORECASTER] Completed predict_future for UAL
[2025-12-08T20:33:53.969909] [INFO ] [sig       ] UAL: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:33:54.112721] [INFO ] [LOCAL     ] Saved forecast: UAL	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/UAL.txt
[2025-12-08T20:33:54.112870] [INFO ] [sig       ] [3304/3624] Completed UAL in 0.4s | 2.92 sym/s | Total: 18.8m | ETA: 1.8m
[2025-12-08T20:33:54.112910] [INFO ] [sig       ] [3305/3624] Forecasting UBFO...
[2025-12-08T20:33:54.112939] [INFO ] [sig       ] Generating forecast for: UBFO
[2025-12-08T20:33:54.112968] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBFO' from 'https://tdm.silogroup.org/data/derivative_storage/UBFO.csv'.
[2025-12-08T20:33:54.124168] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBFO'.
[2025-12-08T20:33:54.124535] [INFO ] [FORECASTER] Starting predict_future for UBFO
[2025-12-08T20:33:54.125322] [DEBUG] [LOCAL     ] No optimal features file found for UBFO: ./output/feature-sets/UBFO.txt
[2025-12-08T20:33:54.125371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:54.125402] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:54.125427] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:54.125482] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:54.182523] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:54.183654] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:54.183736] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:54.183767] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:54.313688] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:54.313853] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:54.313895] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:54.313923] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:54.317446] [DEBUG] [FORECASTER] UBFO: Forecast T+1@11:T+2@11: DOWN (p=29.63%)
[2025-12-08T20:33:54.317777] [INFO ] [FORECASTER] Completed predict_future for UBFO
[2025-12-08T20:33:54.317917] [INFO ] [sig       ] UBFO: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:33:54.468814] [INFO ] [LOCAL     ] Saved forecast: UBFO	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/UBFO.txt
[2025-12-08T20:33:54.468969] [INFO ] [sig       ] [3305/3624] Completed UBFO in 0.4s | 2.92 sym/s | Total: 18.8m | ETA: 1.8m
[2025-12-08T20:33:54.469007] [INFO ] [sig       ] [3306/3624] Forecasting UBND...
[2025-12-08T20:33:54.469037] [INFO ] [sig       ] Generating forecast for: UBND
[2025-12-08T20:33:54.469065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBND' from 'https://tdm.silogroup.org/data/derivative_storage/UBND.csv'.
[2025-12-08T20:33:54.481289] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBND'.
[2025-12-08T20:33:54.481710] [INFO ] [FORECASTER] Starting predict_future for UBND
[2025-12-08T20:33:54.482642] [DEBUG] [LOCAL     ] No optimal features file found for UBND: ./output/feature-sets/UBND.txt
[2025-12-08T20:33:54.482692] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:54.482723] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:54.482750] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:54.482805] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:54.544113] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:54.544996] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:54.545079] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:54.545113] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:54.683040] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:54.683189] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:54.683228] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:54.683257] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:54.686591] [DEBUG] [FORECASTER] UBND: Forecast T+1@11:T+2@11: DOWN (p=3.03%)
[2025-12-08T20:33:54.686862] [INFO ] [FORECASTER] Completed predict_future for UBND
[2025-12-08T20:33:54.686982] [INFO ] [sig       ] UBND: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:33:54.831561] [INFO ] [LOCAL     ] Saved forecast: UBND	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/UBND.txt
[2025-12-08T20:33:54.831745] [INFO ] [sig       ] [3306/3624] Completed UBND in 0.4s | 2.92 sym/s | Total: 18.8m | ETA: 1.8m
[2025-12-08T20:33:54.831788] [INFO ] [sig       ] [3307/3624] Forecasting UBRL...
[2025-12-08T20:33:54.831820] [INFO ] [sig       ] Generating forecast for: UBRL
[2025-12-08T20:33:54.831851] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBRL' from 'https://tdm.silogroup.org/data/derivative_storage/UBRL.csv'.
[2025-12-08T20:33:54.844061] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBRL'.
[2025-12-08T20:33:54.844620] [INFO ] [FORECASTER] Starting predict_future for UBRL
[2025-12-08T20:33:54.845419] [DEBUG] [LOCAL     ] No optimal features file found for UBRL: ./output/feature-sets/UBRL.txt
[2025-12-08T20:33:54.845472] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:54.845503] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:54.845530] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:54.845604] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:54.909329] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:54.910180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:54.910289] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:54.910325] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:55.042956] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:55.043136] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:55.043187] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:55.043229] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:55.046946] [DEBUG] [FORECASTER] UBRL: Forecast T+1@11:T+2@11: UP (p=75.05%)
[2025-12-08T20:33:55.047242] [INFO ] [FORECASTER] Completed predict_future for UBRL
[2025-12-08T20:33:55.047373] [INFO ] [sig       ] UBRL: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:33:55.201730] [INFO ] [LOCAL     ] Saved forecast: UBRL	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/UBRL.txt
[2025-12-08T20:33:55.201928] [INFO ] [sig       ] [3307/3624] Completed UBRL in 0.4s | 2.92 sym/s | Total: 18.8m | ETA: 1.8m
[2025-12-08T20:33:55.201982] [INFO ] [sig       ] [3308/3624] Forecasting UBS...
[2025-12-08T20:33:55.202026] [INFO ] [sig       ] Generating forecast for: UBS
[2025-12-08T20:33:55.202078] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBS' from 'https://tdm.silogroup.org/data/derivative_storage/UBS.csv'.
[2025-12-08T20:33:55.218961] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBS'.
[2025-12-08T20:33:55.219439] [INFO ] [FORECASTER] Starting predict_future for UBS
[2025-12-08T20:33:55.220685] [DEBUG] [LOCAL     ] No optimal features file found for UBS: ./output/feature-sets/UBS.txt
[2025-12-08T20:33:55.220754] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:55.220803] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:55.220849] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:55.220941] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:55.307212] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:55.308320] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:55.308426] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:55.308467] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:55.483469] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:55.483683] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:55.483747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:55.483796] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:55.489054] [DEBUG] [FORECASTER] UBS: Forecast T+1@11:T+2@11: DOWN (p=5.03%)
[2025-12-08T20:33:55.489547] [INFO ] [FORECASTER] Completed predict_future for UBS
[2025-12-08T20:33:55.489785] [INFO ] [sig       ] UBS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:33:55.688428] [INFO ] [LOCAL     ] Saved forecast: UBS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/UBS.txt
[2025-12-08T20:33:55.688622] [INFO ] [sig       ] [3308/3624] Completed UBS in 0.5s | 2.92 sym/s | Total: 18.9m | ETA: 1.8m
[2025-12-08T20:33:55.688667] [INFO ] [sig       ] [3309/3624] Forecasting UBSI...
[2025-12-08T20:33:55.688698] [INFO ] [sig       ] Generating forecast for: UBSI
[2025-12-08T20:33:55.688731] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBSI' from 'https://tdm.silogroup.org/data/derivative_storage/UBSI.csv'.
[2025-12-08T20:33:55.703422] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBSI'.
[2025-12-08T20:33:55.703904] [INFO ] [FORECASTER] Starting predict_future for UBSI
[2025-12-08T20:33:55.704938] [DEBUG] [LOCAL     ] No optimal features file found for UBSI: ./output/feature-sets/UBSI.txt
[2025-12-08T20:33:55.705002] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:55.705044] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:55.705080] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:55.705156] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:55.769700] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:55.770651] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:55.770774] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:55.770820] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:55.911004] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:55.911185] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:55.911248] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:55.911298] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:55.916493] [DEBUG] [FORECASTER] UBSI: Forecast T+1@11:T+2@11: DOWN (p=13.66%)
[2025-12-08T20:33:55.916987] [INFO ] [FORECASTER] Completed predict_future for UBSI
[2025-12-08T20:33:55.917182] [INFO ] [sig       ] UBSI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:33:56.110141] [INFO ] [LOCAL     ] Saved forecast: UBSI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/UBSI.txt
[2025-12-08T20:33:56.110301] [INFO ] [sig       ] [3309/3624] Completed UBSI in 0.4s | 2.92 sym/s | Total: 18.9m | ETA: 1.8m
[2025-12-08T20:33:56.110342] [INFO ] [sig       ] [3310/3624] Forecasting UDMY...
[2025-12-08T20:33:56.110371] [INFO ] [sig       ] Generating forecast for: UDMY
[2025-12-08T20:33:56.110402] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UDMY' from 'https://tdm.silogroup.org/data/derivative_storage/UDMY.csv'.
[2025-12-08T20:33:56.121744] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UDMY'.
[2025-12-08T20:33:56.122136] [INFO ] [FORECASTER] Starting predict_future for UDMY
[2025-12-08T20:33:56.122965] [DEBUG] [LOCAL     ] No optimal features file found for UDMY: ./output/feature-sets/UDMY.txt
[2025-12-08T20:33:56.123016] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:56.123047] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:56.123072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:56.123126] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:56.183131] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:56.184113] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:56.184212] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:56.184246] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:56.308760] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:56.308918] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:56.308961] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:56.308990] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:56.312941] [DEBUG] [FORECASTER] UDMY: Forecast T+1@11:T+2@11: DOWN (p=40.87%)
[2025-12-08T20:33:56.313301] [INFO ] [FORECASTER] Completed predict_future for UDMY
[2025-12-08T20:33:56.313436] [INFO ] [sig       ] UDMY: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:33:56.460929] [INFO ] [LOCAL     ] Saved forecast: UDMY	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/UDMY.txt
[2025-12-08T20:33:56.461111] [INFO ] [sig       ] [3310/3624] Completed UDMY in 0.4s | 2.92 sym/s | Total: 18.9m | ETA: 1.8m
[2025-12-08T20:33:56.461152] [INFO ] [sig       ] [3311/3624] Forecasting UE...
[2025-12-08T20:33:56.461182] [INFO ] [sig       ] Generating forecast for: UE
[2025-12-08T20:33:56.461213] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UE' from 'https://tdm.silogroup.org/data/derivative_storage/UE.csv'.
[2025-12-08T20:33:56.473789] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UE'.
[2025-12-08T20:33:56.474172] [INFO ] [FORECASTER] Starting predict_future for UE
[2025-12-08T20:33:56.475002] [DEBUG] [LOCAL     ] No optimal features file found for UE: ./output/feature-sets/UE.txt
[2025-12-08T20:33:56.475055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:56.475089] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:56.475117] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:56.475173] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:56.543591] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:56.544428] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:56.544506] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:56.544538] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:56.664392] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:56.664544] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:56.664604] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:56.664638] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:56.668248] [DEBUG] [FORECASTER] UE: Forecast T+1@11:T+2@11: UP (p=82.06%)
[2025-12-08T20:33:56.668555] [INFO ] [FORECASTER] Completed predict_future for UE
[2025-12-08T20:33:56.668709] [INFO ] [sig       ] UE: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:33:56.813867] [INFO ] [LOCAL     ] Saved forecast: UE	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/UE.txt
[2025-12-08T20:33:56.814016] [INFO ] [sig       ] [3311/3624] Completed UE in 0.4s | 2.92 sym/s | Total: 18.9m | ETA: 1.8m
[2025-12-08T20:33:56.814057] [INFO ] [sig       ] [3312/3624] Forecasting UEIC...
[2025-12-08T20:33:56.814087] [INFO ] [sig       ] Generating forecast for: UEIC
[2025-12-08T20:33:56.814129] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UEIC' from 'https://tdm.silogroup.org/data/derivative_storage/UEIC.csv'.
[2025-12-08T20:33:56.825744] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UEIC'.
[2025-12-08T20:33:56.826108] [INFO ] [FORECASTER] Starting predict_future for UEIC
[2025-12-08T20:33:56.827026] [DEBUG] [LOCAL     ] No optimal features file found for UEIC: ./output/feature-sets/UEIC.txt
[2025-12-08T20:33:56.827078] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:56.827110] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:56.827137] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:56.827195] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:56.886387] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:56.887219] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:56.887299] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:56.887331] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:57.013508] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:57.013683] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:57.013737] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:57.013781] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:57.017276] [DEBUG] [FORECASTER] UEIC: Forecast T+1@11:T+2@11: DOWN (p=24.29%)
[2025-12-08T20:33:57.017600] [INFO ] [FORECASTER] Completed predict_future for UEIC
[2025-12-08T20:33:57.017728] [INFO ] [sig       ] UEIC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:33:57.165705] [INFO ] [LOCAL     ] Saved forecast: UEIC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/UEIC.txt
[2025-12-08T20:33:57.165891] [INFO ] [sig       ] [3312/3624] Completed UEIC in 0.4s | 2.92 sym/s | Total: 18.9m | ETA: 1.8m
[2025-12-08T20:33:57.165954] [INFO ] [sig       ] [3313/3624] Forecasting UFCS...
[2025-12-08T20:33:57.165998] [INFO ] [sig       ] Generating forecast for: UFCS
[2025-12-08T20:33:57.166034] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UFCS' from 'https://tdm.silogroup.org/data/derivative_storage/UFCS.csv'.
[2025-12-08T20:33:57.178085] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UFCS'.
[2025-12-08T20:33:57.178466] [INFO ] [FORECASTER] Starting predict_future for UFCS
[2025-12-08T20:33:57.179325] [DEBUG] [LOCAL     ] No optimal features file found for UFCS: ./output/feature-sets/UFCS.txt
[2025-12-08T20:33:57.179376] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:57.179411] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:57.179448] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:57.179512] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:57.238286] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:57.239183] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:57.239266] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:57.239298] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:57.362458] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:57.362629] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:57.362669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:57.362699] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:57.366043] [DEBUG] [FORECASTER] UFCS: Forecast T+1@11:T+2@11: UP (p=83.00%)
[2025-12-08T20:33:57.366315] [INFO ] [FORECASTER] Completed predict_future for UFCS
[2025-12-08T20:33:57.366440] [INFO ] [sig       ] UFCS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:33:57.509312] [INFO ] [LOCAL     ] Saved forecast: UFCS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/UFCS.txt
[2025-12-08T20:33:57.509464] [INFO ] [sig       ] [3313/3624] Completed UFCS in 0.3s | 2.92 sym/s | Total: 18.9m | ETA: 1.8m
[2025-12-08T20:33:57.509502] [INFO ] [sig       ] [3314/3624] Forecasting UFI...
[2025-12-08T20:33:57.509531] [INFO ] [sig       ] Generating forecast for: UFI
[2025-12-08T20:33:57.509562] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UFI' from 'https://tdm.silogroup.org/data/derivative_storage/UFI.csv'.
[2025-12-08T20:33:57.524679] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UFI'.
[2025-12-08T20:33:57.525160] [INFO ] [FORECASTER] Starting predict_future for UFI
[2025-12-08T20:33:57.526356] [DEBUG] [LOCAL     ] No optimal features file found for UFI: ./output/feature-sets/UFI.txt
[2025-12-08T20:33:57.526435] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:57.526526] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:57.526592] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:57.526683] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:57.587194] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:57.588017] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:57.588109] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:57.588149] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:57.708648] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:57.708800] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:57.708839] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:57.708867] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:57.712299] [DEBUG] [FORECASTER] UFI: Forecast T+1@11:T+2@11: DOWN (p=23.04%)
[2025-12-08T20:33:57.712593] [INFO ] [FORECASTER] Completed predict_future for UFI
[2025-12-08T20:33:57.712716] [INFO ] [sig       ] UFI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:33:57.855404] [INFO ] [LOCAL     ] Saved forecast: UFI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/UFI.txt
[2025-12-08T20:33:57.855549] [INFO ] [sig       ] [3314/3624] Completed UFI in 0.3s | 2.92 sym/s | Total: 18.9m | ETA: 1.8m
[2025-12-08T20:33:57.855607] [INFO ] [sig       ] [3315/3624] Forecasting UFO...
[2025-12-08T20:33:57.855638] [INFO ] [sig       ] Generating forecast for: UFO
[2025-12-08T20:33:57.855668] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UFO' from 'https://tdm.silogroup.org/data/derivative_storage/UFO.csv'.
[2025-12-08T20:33:57.867189] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UFO'.
[2025-12-08T20:33:57.867526] [INFO ] [FORECASTER] Starting predict_future for UFO
[2025-12-08T20:33:57.868315] [DEBUG] [LOCAL     ] No optimal features file found for UFO: ./output/feature-sets/UFO.txt
[2025-12-08T20:33:57.868367] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:57.868400] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:57.868426] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:57.868483] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:57.924784] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:57.925471] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:57.925548] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:57.925598] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:58.043814] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:58.043967] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:58.044006] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:58.044035] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:58.047360] [DEBUG] [FORECASTER] UFO: Forecast T+1@11:T+2@11: UP (p=96.77%)
[2025-12-08T20:33:58.047671] [INFO ] [FORECASTER] Completed predict_future for UFO
[2025-12-08T20:33:58.047795] [INFO ] [sig       ] UFO: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:33:58.185033] [INFO ] [LOCAL     ] Saved forecast: UFO	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/UFO.txt
[2025-12-08T20:33:58.185170] [INFO ] [sig       ] [3315/3624] Completed UFO in 0.3s | 2.92 sym/s | Total: 18.9m | ETA: 1.8m
[2025-12-08T20:33:58.185208] [INFO ] [sig       ] [3316/3624] Forecasting UFPI...
[2025-12-08T20:33:58.185236] [INFO ] [sig       ] Generating forecast for: UFPI
[2025-12-08T20:33:58.185265] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UFPI' from 'https://tdm.silogroup.org/data/derivative_storage/UFPI.csv'.
[2025-12-08T20:33:58.199728] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UFPI'.
[2025-12-08T20:33:58.200129] [INFO ] [FORECASTER] Starting predict_future for UFPI
[2025-12-08T20:33:58.201023] [DEBUG] [LOCAL     ] No optimal features file found for UFPI: ./output/feature-sets/UFPI.txt
[2025-12-08T20:33:58.201074] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:58.201107] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:58.201134] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:58.201190] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:58.263212] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:58.264112] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:58.264192] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:58.264226] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:58.382380] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:58.382528] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:58.382566] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:58.382613] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:58.385860] [DEBUG] [FORECASTER] UFPI: Forecast T+1@11:T+2@11: UP (p=92.63%)
[2025-12-08T20:33:58.386120] [INFO ] [FORECASTER] Completed predict_future for UFPI
[2025-12-08T20:33:58.386233] [INFO ] [sig       ] UFPI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:33:58.548351] [INFO ] [LOCAL     ] Saved forecast: UFPI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/UFPI.txt
[2025-12-08T20:33:58.548493] [INFO ] [sig       ] [3316/3624] Completed UFPI in 0.4s | 2.92 sym/s | Total: 18.9m | ETA: 1.8m
[2025-12-08T20:33:58.548531] [INFO ] [sig       ] [3317/3624] Forecasting UGI...
[2025-12-08T20:33:58.548561] [INFO ] [sig       ] Generating forecast for: UGI
[2025-12-08T20:33:58.548610] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UGI' from 'https://tdm.silogroup.org/data/derivative_storage/UGI.csv'.
[2025-12-08T20:33:58.560036] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UGI'.
[2025-12-08T20:33:58.560330] [INFO ] [FORECASTER] Starting predict_future for UGI
[2025-12-08T20:33:58.561124] [DEBUG] [LOCAL     ] No optimal features file found for UGI: ./output/feature-sets/UGI.txt
[2025-12-08T20:33:58.561184] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:58.561214] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:58.561239] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:58.561293] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:58.618003] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:58.618820] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:58.618901] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:58.618934] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:58.741977] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:58.742144] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:58.742183] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:58.742247] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:58.745562] [DEBUG] [FORECASTER] UGI: Forecast T+1@11:T+2@11: DOWN (p=2.03%)
[2025-12-08T20:33:58.745856] [INFO ] [FORECASTER] Completed predict_future for UGI
[2025-12-08T20:33:58.745986] [INFO ] [sig       ] UGI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:33:58.891286] [INFO ] [LOCAL     ] Saved forecast: UGI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/UGI.txt
[2025-12-08T20:33:58.891436] [INFO ] [sig       ] [3317/3624] Completed UGI in 0.3s | 2.92 sym/s | Total: 18.9m | ETA: 1.7m
[2025-12-08T20:33:58.891478] [INFO ] [sig       ] [3318/3624] Forecasting UGP...
[2025-12-08T20:33:58.891508] [INFO ] [sig       ] Generating forecast for: UGP
[2025-12-08T20:33:58.891537] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UGP' from 'https://tdm.silogroup.org/data/derivative_storage/UGP.csv'.
[2025-12-08T20:33:58.903088] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UGP'.
[2025-12-08T20:33:58.903462] [INFO ] [FORECASTER] Starting predict_future for UGP
[2025-12-08T20:33:58.904246] [DEBUG] [LOCAL     ] No optimal features file found for UGP: ./output/feature-sets/UGP.txt
[2025-12-08T20:33:58.904296] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:58.904326] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:58.904352] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:58.904406] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:58.964825] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:58.965670] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:58.965748] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:58.965779] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:59.084789] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:59.084934] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:59.084972] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:59.085001] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:59.088355] [DEBUG] [FORECASTER] UGP: Forecast T+1@11:T+2@11: UP (p=59.95%)
[2025-12-08T20:33:59.088640] [INFO ] [FORECASTER] Completed predict_future for UGP
[2025-12-08T20:33:59.088757] [INFO ] [sig       ] UGP: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:33:59.227432] [INFO ] [LOCAL     ] Saved forecast: UGP	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/UGP.txt
[2025-12-08T20:33:59.227547] [INFO ] [sig       ] [3318/3624] Completed UGP in 0.3s | 2.92 sym/s | Total: 18.9m | ETA: 1.7m
[2025-12-08T20:33:59.227603] [INFO ] [sig       ] [3319/3624] Forecasting UHAL...
[2025-12-08T20:33:59.227634] [INFO ] [sig       ] Generating forecast for: UHAL
[2025-12-08T20:33:59.227662] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UHAL' from 'https://tdm.silogroup.org/data/derivative_storage/UHAL.csv'.
[2025-12-08T20:33:59.238944] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UHAL'.
[2025-12-08T20:33:59.239245] [INFO ] [FORECASTER] Starting predict_future for UHAL
[2025-12-08T20:33:59.240039] [DEBUG] [LOCAL     ] No optimal features file found for UHAL: ./output/feature-sets/UHAL.txt
[2025-12-08T20:33:59.240089] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:59.240119] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:59.240145] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:59.240200] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:59.295833] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:59.296455] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:59.296527] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:59.296559] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:59.418616] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:59.418766] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:59.418802] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:59.418829] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:59.422051] [DEBUG] [FORECASTER] UHAL: Forecast T+1@11:T+2@11: UP (p=58.87%)
[2025-12-08T20:33:59.422308] [INFO ] [FORECASTER] Completed predict_future for UHAL
[2025-12-08T20:33:59.422424] [INFO ] [sig       ] UHAL: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:33:59.563802] [INFO ] [LOCAL     ] Saved forecast: UHAL	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/UHAL.txt
[2025-12-08T20:33:59.563925] [INFO ] [sig       ] [3319/3624] Completed UHAL in 0.3s | 2.92 sym/s | Total: 18.9m | ETA: 1.7m
[2025-12-08T20:33:59.563962] [INFO ] [sig       ] [3320/3624] Forecasting UHG...
[2025-12-08T20:33:59.563991] [INFO ] [sig       ] Generating forecast for: UHG
[2025-12-08T20:33:59.564022] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UHG' from 'https://tdm.silogroup.org/data/derivative_storage/UHG.csv'.
[2025-12-08T20:33:59.575395] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UHG'.
[2025-12-08T20:33:59.575709] [INFO ] [FORECASTER] Starting predict_future for UHG
[2025-12-08T20:33:59.576471] [DEBUG] [LOCAL     ] No optimal features file found for UHG: ./output/feature-sets/UHG.txt
[2025-12-08T20:33:59.576520] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:59.576550] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:59.576598] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:59.576664] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:59.632995] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:59.633720] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:59.633795] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:59.633826] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:33:59.747953] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:33:59.748118] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:33:59.748162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:33:59.748189] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:33:59.751479] [DEBUG] [FORECASTER] UHG: Forecast T+1@11:T+2@11: DOWN (p=4.92%)
[2025-12-08T20:33:59.751766] [INFO ] [FORECASTER] Completed predict_future for UHG
[2025-12-08T20:33:59.751886] [INFO ] [sig       ] UHG: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:33:59.892253] [INFO ] [LOCAL     ] Saved forecast: UHG	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/UHG.txt
[2025-12-08T20:33:59.892382] [INFO ] [sig       ] [3320/3624] Completed UHG in 0.3s | 2.92 sym/s | Total: 18.9m | ETA: 1.7m
[2025-12-08T20:33:59.892425] [INFO ] [sig       ] [3321/3624] Forecasting UHS...
[2025-12-08T20:33:59.892455] [INFO ] [sig       ] Generating forecast for: UHS
[2025-12-08T20:33:59.892485] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UHS' from 'https://tdm.silogroup.org/data/derivative_storage/UHS.csv'.
[2025-12-08T20:33:59.903955] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UHS'.
[2025-12-08T20:33:59.904248] [INFO ] [FORECASTER] Starting predict_future for UHS
[2025-12-08T20:33:59.905025] [DEBUG] [LOCAL     ] No optimal features file found for UHS: ./output/feature-sets/UHS.txt
[2025-12-08T20:33:59.905074] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:33:59.905105] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:33:59.905132] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:33:59.905187] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:33:59.960990] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:33:59.961617] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:33:59.961693] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:33:59.961726] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:00.080806] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:00.080911] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:00.080948] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:00.080976] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:00.084196] [DEBUG] [FORECASTER] UHS: Forecast T+1@11:T+2@11: DOWN (p=48.44%)
[2025-12-08T20:34:00.084458] [INFO ] [FORECASTER] Completed predict_future for UHS
[2025-12-08T20:34:00.084590] [INFO ] [sig       ] UHS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:34:00.222568] [INFO ] [LOCAL     ] Saved forecast: UHS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/UHS.txt
[2025-12-08T20:34:00.222700] [INFO ] [sig       ] [3321/3624] Completed UHS in 0.3s | 2.92 sym/s | Total: 18.9m | ETA: 1.7m
[2025-12-08T20:34:00.222738] [INFO ] [sig       ] [3322/3624] Forecasting UI...
[2025-12-08T20:34:00.222767] [INFO ] [sig       ] Generating forecast for: UI
[2025-12-08T20:34:00.222796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UI' from 'https://tdm.silogroup.org/data/derivative_storage/UI.csv'.
[2025-12-08T20:34:00.234440] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UI'.
[2025-12-08T20:34:00.234765] [INFO ] [FORECASTER] Starting predict_future for UI
[2025-12-08T20:34:00.235514] [DEBUG] [LOCAL     ] No optimal features file found for UI: ./output/feature-sets/UI.txt
[2025-12-08T20:34:00.235586] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:00.235619] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:00.235646] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:00.235701] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:00.292335] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:00.293065] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:00.293143] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:00.293176] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:00.411709] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:00.411845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:00.411882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:00.411910] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:00.415208] [DEBUG] [FORECASTER] UI: Forecast T+1@11:T+2@11: UP (p=89.62%)
[2025-12-08T20:34:00.415468] [INFO ] [FORECASTER] Completed predict_future for UI
[2025-12-08T20:34:00.415633] [INFO ] [sig       ] UI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:34:00.557189] [INFO ] [LOCAL     ] Saved forecast: UI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/UI.txt
[2025-12-08T20:34:00.557331] [INFO ] [sig       ] [3322/3624] Completed UI in 0.3s | 2.92 sym/s | Total: 18.9m | ETA: 1.7m
[2025-12-08T20:34:00.557370] [INFO ] [sig       ] [3323/3624] Forecasting UIS...
[2025-12-08T20:34:00.557400] [INFO ] [sig       ] Generating forecast for: UIS
[2025-12-08T20:34:00.557450] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UIS' from 'https://tdm.silogroup.org/data/derivative_storage/UIS.csv'.
[2025-12-08T20:34:00.569189] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UIS'.
[2025-12-08T20:34:00.569518] [INFO ] [FORECASTER] Starting predict_future for UIS
[2025-12-08T20:34:00.570313] [DEBUG] [LOCAL     ] No optimal features file found for UIS: ./output/feature-sets/UIS.txt
[2025-12-08T20:34:00.570363] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:00.570397] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:00.570424] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:00.570481] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:00.627252] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:00.628043] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:00.628120] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:00.628152] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:00.751278] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:00.751388] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:00.751425] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:00.751454] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:00.754703] [DEBUG] [FORECASTER] UIS: Forecast T+1@11:T+2@11: UP (p=74.49%)
[2025-12-08T20:34:00.754964] [INFO ] [FORECASTER] Completed predict_future for UIS
[2025-12-08T20:34:00.755087] [INFO ] [sig       ] UIS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:34:00.894552] [INFO ] [LOCAL     ] Saved forecast: UIS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/UIS.txt
[2025-12-08T20:34:00.894720] [INFO ] [sig       ] [3323/3624] Completed UIS in 0.3s | 2.92 sym/s | Total: 18.9m | ETA: 1.7m
[2025-12-08T20:34:00.894760] [INFO ] [sig       ] [3324/3624] Forecasting UITB...
[2025-12-08T20:34:00.894789] [INFO ] [sig       ] Generating forecast for: UITB
[2025-12-08T20:34:00.894819] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UITB' from 'https://tdm.silogroup.org/data/derivative_storage/UITB.csv'.
[2025-12-08T20:34:00.905407] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UITB'.
[2025-12-08T20:34:00.905754] [INFO ] [FORECASTER] Starting predict_future for UITB
[2025-12-08T20:34:00.906510] [DEBUG] [LOCAL     ] No optimal features file found for UITB: ./output/feature-sets/UITB.txt
[2025-12-08T20:34:00.906560] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:00.906609] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:00.906638] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:00.906694] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:00.962024] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:00.962796] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:00.962873] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:00.962931] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:01.076777] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:01.076885] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:01.076921] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:01.076964] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:01.080164] [DEBUG] [FORECASTER] UITB: Forecast T+1@11:T+2@11: UP (p=90.53%)
[2025-12-08T20:34:01.080426] [INFO ] [FORECASTER] Completed predict_future for UITB
[2025-12-08T20:34:01.080541] [INFO ] [sig       ] UITB: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:34:01.218034] [INFO ] [LOCAL     ] Saved forecast: UITB	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/UITB.txt
[2025-12-08T20:34:01.218162] [INFO ] [sig       ] [3324/3624] Completed UITB in 0.3s | 2.92 sym/s | Total: 18.9m | ETA: 1.7m
[2025-12-08T20:34:01.218200] [INFO ] [sig       ] [3325/3624] Forecasting UL...
[2025-12-08T20:34:01.218228] [INFO ] [sig       ] Generating forecast for: UL
[2025-12-08T20:34:01.218258] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UL' from 'https://tdm.silogroup.org/data/derivative_storage/UL.csv'.
[2025-12-08T20:34:01.229972] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UL'.
[2025-12-08T20:34:01.230294] [INFO ] [FORECASTER] Starting predict_future for UL
[2025-12-08T20:34:01.231065] [DEBUG] [LOCAL     ] No optimal features file found for UL: ./output/feature-sets/UL.txt
[2025-12-08T20:34:01.231113] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:01.231142] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:01.231168] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:01.231223] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:01.286880] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:01.287739] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:01.287813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:01.287844] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:01.410440] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:01.410617] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:01.410656] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:01.410684] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:01.414243] [DEBUG] [FORECASTER] UL: Forecast T+1@11:T+2@11: DOWN (p=46.34%)
[2025-12-08T20:34:01.414603] [INFO ] [FORECASTER] Completed predict_future for UL
[2025-12-08T20:34:01.414741] [INFO ] [sig       ] UL: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:34:01.555414] [INFO ] [LOCAL     ] Saved forecast: UL	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/UL.txt
[2025-12-08T20:34:01.555563] [INFO ] [sig       ] [3325/3624] Completed UL in 0.3s | 2.92 sym/s | Total: 19.0m | ETA: 1.7m
[2025-12-08T20:34:01.555625] [INFO ] [sig       ] [3326/3624] Forecasting ULBI...
[2025-12-08T20:34:01.555654] [INFO ] [sig       ] Generating forecast for: ULBI
[2025-12-08T20:34:01.555683] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULBI' from 'https://tdm.silogroup.org/data/derivative_storage/ULBI.csv'.
[2025-12-08T20:34:01.567610] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULBI'.
[2025-12-08T20:34:01.567981] [INFO ] [FORECASTER] Starting predict_future for ULBI
[2025-12-08T20:34:01.568807] [DEBUG] [LOCAL     ] No optimal features file found for ULBI: ./output/feature-sets/ULBI.txt
[2025-12-08T20:34:01.568857] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:01.568888] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:01.568915] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:01.568971] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:01.625680] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:01.626467] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:01.626556] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:01.626607] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:01.761563] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:01.761729] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:01.761768] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:01.761796] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:01.765187] [DEBUG] [FORECASTER] ULBI: Forecast T+1@11:T+2@11: UP (p=86.64%)
[2025-12-08T20:34:01.765463] [INFO ] [FORECASTER] Completed predict_future for ULBI
[2025-12-08T20:34:01.765604] [INFO ] [sig       ] ULBI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:34:01.908027] [INFO ] [LOCAL     ] Saved forecast: ULBI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ULBI.txt
[2025-12-08T20:34:01.908156] [INFO ] [sig       ] [3326/3624] Completed ULBI in 0.4s | 2.92 sym/s | Total: 19.0m | ETA: 1.7m
[2025-12-08T20:34:01.908195] [INFO ] [sig       ] [3327/3624] Forecasting ULCC...
[2025-12-08T20:34:01.908224] [INFO ] [sig       ] Generating forecast for: ULCC
[2025-12-08T20:34:01.908253] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULCC' from 'https://tdm.silogroup.org/data/derivative_storage/ULCC.csv'.
[2025-12-08T20:34:01.920301] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULCC'.
[2025-12-08T20:34:01.920676] [INFO ] [FORECASTER] Starting predict_future for ULCC
[2025-12-08T20:34:01.921449] [DEBUG] [LOCAL     ] No optimal features file found for ULCC: ./output/feature-sets/ULCC.txt
[2025-12-08T20:34:01.921500] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:01.921532] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:01.921559] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:01.921638] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:01.979291] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:01.980040] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:01.980119] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:01.980152] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:02.110106] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:02.110256] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:02.110294] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:02.110322] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:02.113626] [DEBUG] [FORECASTER] ULCC: Forecast T+1@11:T+2@11: DOWN (p=9.79%)
[2025-12-08T20:34:02.113894] [INFO ] [FORECASTER] Completed predict_future for ULCC
[2025-12-08T20:34:02.114014] [INFO ] [sig       ] ULCC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:34:02.254801] [INFO ] [LOCAL     ] Saved forecast: ULCC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ULCC.txt
[2025-12-08T20:34:02.254989] [INFO ] [sig       ] [3327/3624] Completed ULCC in 0.3s | 2.92 sym/s | Total: 19.0m | ETA: 1.7m
[2025-12-08T20:34:02.255030] [INFO ] [sig       ] [3328/3624] Forecasting ULH...
[2025-12-08T20:34:02.255060] [INFO ] [sig       ] Generating forecast for: ULH
[2025-12-08T20:34:02.255088] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULH' from 'https://tdm.silogroup.org/data/derivative_storage/ULH.csv'.
[2025-12-08T20:34:02.267197] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULH'.
[2025-12-08T20:34:02.267600] [INFO ] [FORECASTER] Starting predict_future for ULH
[2025-12-08T20:34:02.268365] [DEBUG] [LOCAL     ] No optimal features file found for ULH: ./output/feature-sets/ULH.txt
[2025-12-08T20:34:02.268414] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:02.268445] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:02.268483] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:02.268539] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:02.330524] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:02.331385] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:02.331466] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:02.331499] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:02.457144] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:02.457296] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:02.457335] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:02.457365] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:02.460721] [DEBUG] [FORECASTER] ULH: Forecast T+1@11:T+2@11: UP (p=85.10%)
[2025-12-08T20:34:02.460989] [INFO ] [FORECASTER] Completed predict_future for ULH
[2025-12-08T20:34:02.461112] [INFO ] [sig       ] ULH: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:34:02.601388] [INFO ] [LOCAL     ] Saved forecast: ULH	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ULH.txt
[2025-12-08T20:34:02.601547] [INFO ] [sig       ] [3328/3624] Completed ULH in 0.3s | 2.92 sym/s | Total: 19.0m | ETA: 1.7m
[2025-12-08T20:34:02.601611] [INFO ] [sig       ] [3329/3624] Forecasting ULTA...
[2025-12-08T20:34:02.601642] [INFO ] [sig       ] Generating forecast for: ULTA
[2025-12-08T20:34:02.601674] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULTA' from 'https://tdm.silogroup.org/data/derivative_storage/ULTA.csv'.
[2025-12-08T20:34:02.614402] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULTA'.
[2025-12-08T20:34:02.614837] [INFO ] [FORECASTER] Starting predict_future for ULTA
[2025-12-08T20:34:02.615685] [DEBUG] [LOCAL     ] No optimal features file found for ULTA: ./output/feature-sets/ULTA.txt
[2025-12-08T20:34:02.615737] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:02.615767] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:02.615794] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:02.615853] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:02.671949] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:02.672854] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:02.672942] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:02.672977] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:02.804346] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:02.804526] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:02.804595] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:02.804635] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:02.809275] [DEBUG] [FORECASTER] ULTA: Forecast T+1@11:T+2@11: DOWN (p=20.71%)
[2025-12-08T20:34:02.809695] [INFO ] [FORECASTER] Completed predict_future for ULTA
[2025-12-08T20:34:02.809860] [INFO ] [sig       ] ULTA: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:34:02.961662] [INFO ] [LOCAL     ] Saved forecast: ULTA	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ULTA.txt
[2025-12-08T20:34:02.961818] [INFO ] [sig       ] [3329/3624] Completed ULTA in 0.4s | 2.92 sym/s | Total: 19.0m | ETA: 1.7m
[2025-12-08T20:34:02.961858] [INFO ] [sig       ] [3330/3624] Forecasting ULY...
[2025-12-08T20:34:02.961887] [INFO ] [sig       ] Generating forecast for: ULY
[2025-12-08T20:34:02.961916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULY' from 'https://tdm.silogroup.org/data/derivative_storage/ULY.csv'.
[2025-12-08T20:34:02.976910] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULY'.
[2025-12-08T20:34:02.977346] [INFO ] [FORECASTER] Starting predict_future for ULY
[2025-12-08T20:34:02.978496] [DEBUG] [LOCAL     ] No optimal features file found for ULY: ./output/feature-sets/ULY.txt
[2025-12-08T20:34:02.978566] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:02.978655] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:02.978701] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:02.978786] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:03.045284] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:03.046104] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:03.046180] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:03.046213] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:03.159653] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:03.159797] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:03.159835] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:03.159864] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:03.163118] [DEBUG] [FORECASTER] ULY: Forecast T+1@11:T+2@11: DOWN (p=31.31%)
[2025-12-08T20:34:03.163378] [INFO ] [FORECASTER] Completed predict_future for ULY
[2025-12-08T20:34:03.163494] [INFO ] [sig       ] ULY: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:34:03.303898] [INFO ] [LOCAL     ] Saved forecast: ULY	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ULY.txt
[2025-12-08T20:34:03.304022] [INFO ] [sig       ] [3330/3624] Completed ULY in 0.3s | 2.92 sym/s | Total: 19.0m | ETA: 1.7m
[2025-12-08T20:34:03.304060] [INFO ] [sig       ] [3331/3624] Forecasting UMBF...
[2025-12-08T20:34:03.304089] [INFO ] [sig       ] Generating forecast for: UMBF
[2025-12-08T20:34:03.304118] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UMBF' from 'https://tdm.silogroup.org/data/derivative_storage/UMBF.csv'.
[2025-12-08T20:34:03.315854] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UMBF'.
[2025-12-08T20:34:03.316174] [INFO ] [FORECASTER] Starting predict_future for UMBF
[2025-12-08T20:34:03.316950] [DEBUG] [LOCAL     ] No optimal features file found for UMBF: ./output/feature-sets/UMBF.txt
[2025-12-08T20:34:03.317000] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:03.317059] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:03.317086] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:03.317141] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:03.372354] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:03.372991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:03.373064] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:03.373095] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:03.490990] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:03.491129] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:03.491170] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:03.491197] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:03.494415] [DEBUG] [FORECASTER] UMBF: Forecast T+1@11:T+2@11: DOWN (p=6.26%)
[2025-12-08T20:34:03.494697] [INFO ] [FORECASTER] Completed predict_future for UMBF
[2025-12-08T20:34:03.494818] [INFO ] [sig       ] UMBF: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:34:03.634093] [INFO ] [LOCAL     ] Saved forecast: UMBF	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/UMBF.txt
[2025-12-08T20:34:03.634239] [INFO ] [sig       ] [3331/3624] Completed UMBF in 0.3s | 2.92 sym/s | Total: 19.0m | ETA: 1.7m
[2025-12-08T20:34:03.634279] [INFO ] [sig       ] [3332/3624] Forecasting UMC...
[2025-12-08T20:34:03.634309] [INFO ] [sig       ] Generating forecast for: UMC
[2025-12-08T20:34:03.634345] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UMC' from 'https://tdm.silogroup.org/data/derivative_storage/UMC.csv'.
[2025-12-08T20:34:03.646241] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UMC'.
[2025-12-08T20:34:03.646613] [INFO ] [FORECASTER] Starting predict_future for UMC
[2025-12-08T20:34:03.647368] [DEBUG] [LOCAL     ] No optimal features file found for UMC: ./output/feature-sets/UMC.txt
[2025-12-08T20:34:03.647436] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:03.647468] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:03.647495] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:03.647549] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:03.703718] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:03.704491] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:03.704567] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:03.704618] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:03.823485] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:03.823691] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:03.823741] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:03.823777] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:03.826981] [DEBUG] [FORECASTER] UMC: Forecast T+1@11:T+2@11: UP (p=85.54%)
[2025-12-08T20:34:03.827246] [INFO ] [FORECASTER] Completed predict_future for UMC
[2025-12-08T20:34:03.827363] [INFO ] [sig       ] UMC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:34:03.965623] [INFO ] [LOCAL     ] Saved forecast: UMC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/UMC.txt
[2025-12-08T20:34:03.965771] [INFO ] [sig       ] [3332/3624] Completed UMC in 0.3s | 2.92 sym/s | Total: 19.0m | ETA: 1.7m
[2025-12-08T20:34:03.965811] [INFO ] [sig       ] [3333/3624] Forecasting UMH...
[2025-12-08T20:34:03.965840] [INFO ] [sig       ] Generating forecast for: UMH
[2025-12-08T20:34:03.965870] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UMH' from 'https://tdm.silogroup.org/data/derivative_storage/UMH.csv'.
[2025-12-08T20:34:03.977627] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UMH'.
[2025-12-08T20:34:03.977956] [INFO ] [FORECASTER] Starting predict_future for UMH
[2025-12-08T20:34:03.978738] [DEBUG] [LOCAL     ] No optimal features file found for UMH: ./output/feature-sets/UMH.txt
[2025-12-08T20:34:03.978787] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:03.978819] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:03.978845] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:03.978898] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:04.034303] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:04.034898] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:04.034970] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:04.035001] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:04.150768] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:04.150920] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:04.150960] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:04.150988] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:04.154391] [DEBUG] [FORECASTER] UMH: Forecast T+1@11:T+2@11: DOWN (p=6.24%)
[2025-12-08T20:34:04.154689] [INFO ] [FORECASTER] Completed predict_future for UMH
[2025-12-08T20:34:04.154811] [INFO ] [sig       ] UMH: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:34:04.298663] [INFO ] [LOCAL     ] Saved forecast: UMH	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/UMH.txt
[2025-12-08T20:34:04.299800] [INFO ] [sig       ] [3333/3624] Completed UMH in 0.3s | 2.92 sym/s | Total: 19.0m | ETA: 1.7m
[2025-12-08T20:34:04.299852] [INFO ] [sig       ] [3334/3624] Forecasting UMMA...
[2025-12-08T20:34:04.299884] [INFO ] [sig       ] Generating forecast for: UMMA
[2025-12-08T20:34:04.299913] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UMMA' from 'https://tdm.silogroup.org/data/derivative_storage/UMMA.csv'.
[2025-12-08T20:34:04.311691] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UMMA'.
[2025-12-08T20:34:04.312025] [INFO ] [FORECASTER] Starting predict_future for UMMA
[2025-12-08T20:34:04.312796] [DEBUG] [LOCAL     ] No optimal features file found for UMMA: ./output/feature-sets/UMMA.txt
[2025-12-08T20:34:04.312845] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:04.312876] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:04.312902] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:04.312956] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:04.369781] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:04.370772] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:04.370859] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:04.370893] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:04.490137] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:04.490313] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:04.490366] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:04.490440] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:04.494243] [DEBUG] [FORECASTER] UMMA: Forecast T+1@11:T+2@11: DOWN (p=7.98%)
[2025-12-08T20:34:04.494531] [INFO ] [FORECASTER] Completed predict_future for UMMA
[2025-12-08T20:34:04.494687] [INFO ] [sig       ] UMMA: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:34:04.642139] [INFO ] [LOCAL     ] Saved forecast: UMMA	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/UMMA.txt
[2025-12-08T20:34:04.642289] [INFO ] [sig       ] [3334/3624] Completed UMMA in 0.3s | 2.92 sym/s | Total: 19.0m | ETA: 1.7m
[2025-12-08T20:34:04.642327] [INFO ] [sig       ] [3335/3624] Forecasting UNCY...
[2025-12-08T20:34:04.642357] [INFO ] [sig       ] Generating forecast for: UNCY
[2025-12-08T20:34:04.642385] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNCY' from 'https://tdm.silogroup.org/data/derivative_storage/UNCY.csv'.
[2025-12-08T20:34:04.654079] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNCY'.
[2025-12-08T20:34:04.654456] [INFO ] [FORECASTER] Starting predict_future for UNCY
[2025-12-08T20:34:04.655260] [DEBUG] [LOCAL     ] No optimal features file found for UNCY: ./output/feature-sets/UNCY.txt
[2025-12-08T20:34:04.655311] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:04.655341] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:04.655372] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:04.655430] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:04.711770] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:04.712570] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:04.712666] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:04.712699] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:04.829980] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:04.830133] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:04.830172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:04.830199] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:04.833438] [DEBUG] [FORECASTER] UNCY: Forecast T+1@11:T+2@11: DOWN (p=6.70%)
[2025-12-08T20:34:04.833717] [INFO ] [FORECASTER] Completed predict_future for UNCY
[2025-12-08T20:34:04.833843] [INFO ] [sig       ] UNCY: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:34:04.980250] [INFO ] [LOCAL     ] Saved forecast: UNCY	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/UNCY.txt
[2025-12-08T20:34:04.980396] [INFO ] [sig       ] [3335/3624] Completed UNCY in 0.3s | 2.92 sym/s | Total: 19.0m | ETA: 1.6m
[2025-12-08T20:34:04.980435] [INFO ] [sig       ] [3336/3624] Forecasting UNF...
[2025-12-08T20:34:04.980464] [INFO ] [sig       ] Generating forecast for: UNF
[2025-12-08T20:34:04.980494] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNF' from 'https://tdm.silogroup.org/data/derivative_storage/UNF.csv'.
[2025-12-08T20:34:04.993074] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNF'.
[2025-12-08T20:34:04.993450] [INFO ] [FORECASTER] Starting predict_future for UNF
[2025-12-08T20:34:04.994229] [DEBUG] [LOCAL     ] No optimal features file found for UNF: ./output/feature-sets/UNF.txt
[2025-12-08T20:34:04.994278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:04.994308] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:04.994334] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:04.994388] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:05.051903] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:05.052740] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:05.052821] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:05.052854] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:05.171666] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:05.171815] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:05.171854] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:05.171884] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:05.175332] [DEBUG] [FORECASTER] UNF: Forecast T+1@11:T+2@11: UP (p=73.21%)
[2025-12-08T20:34:05.175653] [INFO ] [FORECASTER] Completed predict_future for UNF
[2025-12-08T20:34:05.175783] [INFO ] [sig       ] UNF: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:34:05.323173] [INFO ] [LOCAL     ] Saved forecast: UNF	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/UNF.txt
[2025-12-08T20:34:05.323310] [INFO ] [sig       ] [3336/3624] Completed UNF in 0.3s | 2.92 sym/s | Total: 19.0m | ETA: 1.6m
[2025-12-08T20:34:05.323351] [INFO ] [sig       ] [3337/3624] Forecasting UNFI...
[2025-12-08T20:34:05.323381] [INFO ] [sig       ] Generating forecast for: UNFI
[2025-12-08T20:34:05.323413] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNFI' from 'https://tdm.silogroup.org/data/derivative_storage/UNFI.csv'.
[2025-12-08T20:34:05.335305] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNFI'.
[2025-12-08T20:34:05.335683] [INFO ] [FORECASTER] Starting predict_future for UNFI
[2025-12-08T20:34:05.336469] [DEBUG] [LOCAL     ] No optimal features file found for UNFI: ./output/feature-sets/UNFI.txt
[2025-12-08T20:34:05.336522] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:05.336553] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:05.336598] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:05.336657] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:05.395418] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:05.396114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:05.396191] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:05.396222] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:05.519889] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:05.520034] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:05.520070] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:05.520097] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:05.523322] [DEBUG] [FORECASTER] UNFI: Forecast T+1@11:T+2@11: DOWN (p=6.91%)
[2025-12-08T20:34:05.523606] [INFO ] [FORECASTER] Completed predict_future for UNFI
[2025-12-08T20:34:05.523724] [INFO ] [sig       ] UNFI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:34:05.666785] [INFO ] [LOCAL     ] Saved forecast: UNFI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/UNFI.txt
[2025-12-08T20:34:05.666936] [INFO ] [sig       ] [3337/3624] Completed UNFI in 0.3s | 2.92 sym/s | Total: 19.0m | ETA: 1.6m
[2025-12-08T20:34:05.666977] [INFO ] [sig       ] [3338/3624] Forecasting UNH...
[2025-12-08T20:34:05.667007] [INFO ] [sig       ] Generating forecast for: UNH
[2025-12-08T20:34:05.667038] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNH' from 'https://tdm.silogroup.org/data/derivative_storage/UNH.csv'.
[2025-12-08T20:34:05.679934] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNH'.
[2025-12-08T20:34:05.680291] [INFO ] [FORECASTER] Starting predict_future for UNH
[2025-12-08T20:34:05.681097] [DEBUG] [LOCAL     ] No optimal features file found for UNH: ./output/feature-sets/UNH.txt
[2025-12-08T20:34:05.681147] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:05.681179] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:05.681206] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:05.681262] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:05.739154] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:05.739911] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:05.739988] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:05.740020] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:05.858730] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:05.858879] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:05.858918] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:05.858945] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:05.862364] [DEBUG] [FORECASTER] UNH: Forecast T+1@11:T+2@11: UP (p=74.48%)
[2025-12-08T20:34:05.862651] [INFO ] [FORECASTER] Completed predict_future for UNH
[2025-12-08T20:34:05.862770] [INFO ] [sig       ] UNH: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:34:06.007014] [INFO ] [LOCAL     ] Saved forecast: UNH	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/UNH.txt
[2025-12-08T20:34:06.007167] [INFO ] [sig       ] [3338/3624] Completed UNH in 0.3s | 2.92 sym/s | Total: 19.0m | ETA: 1.6m
[2025-12-08T20:34:06.007217] [INFO ] [sig       ] [3339/3624] Forecasting UNM...
[2025-12-08T20:34:06.007247] [INFO ] [sig       ] Generating forecast for: UNM
[2025-12-08T20:34:06.007279] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNM' from 'https://tdm.silogroup.org/data/derivative_storage/UNM.csv'.
[2025-12-08T20:34:06.020094] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNM'.
[2025-12-08T20:34:06.020532] [INFO ] [FORECASTER] Starting predict_future for UNM
[2025-12-08T20:34:06.021560] [DEBUG] [LOCAL     ] No optimal features file found for UNM: ./output/feature-sets/UNM.txt
[2025-12-08T20:34:06.021643] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:06.021683] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:06.021721] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:06.021800] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:06.086364] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:06.087168] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:06.087259] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:06.087297] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:06.207523] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:06.207687] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:06.207726] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:06.207754] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:06.211015] [DEBUG] [FORECASTER] UNM: Forecast T+1@11:T+2@11: UP (p=84.87%)
[2025-12-08T20:34:06.211277] [INFO ] [FORECASTER] Completed predict_future for UNM
[2025-12-08T20:34:06.211397] [INFO ] [sig       ] UNM: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:34:06.347940] [INFO ] [LOCAL     ] Saved forecast: UNM	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/UNM.txt
[2025-12-08T20:34:06.348067] [INFO ] [sig       ] [3339/3624] Completed UNM in 0.3s | 2.92 sym/s | Total: 19.0m | ETA: 1.6m
[2025-12-08T20:34:06.348106] [INFO ] [sig       ] [3340/3624] Forecasting UNMA...
[2025-12-08T20:34:06.348134] [INFO ] [sig       ] Generating forecast for: UNMA
[2025-12-08T20:34:06.348161] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNMA' from 'https://tdm.silogroup.org/data/derivative_storage/UNMA.csv'.
[2025-12-08T20:34:06.359935] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNMA'.
[2025-12-08T20:34:06.360273] [INFO ] [FORECASTER] Starting predict_future for UNMA
[2025-12-08T20:34:06.361044] [DEBUG] [LOCAL     ] No optimal features file found for UNMA: ./output/feature-sets/UNMA.txt
[2025-12-08T20:34:06.361094] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:06.361125] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:06.361152] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:06.361210] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:06.416283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:06.416914] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:06.416987] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:06.417018] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:06.524545] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:06.524713] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:06.524751] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:06.524778] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:06.528067] [DEBUG] [FORECASTER] UNMA: Forecast T+1@11:T+2@11: UP (p=56.86%)
[2025-12-08T20:34:06.528325] [INFO ] [FORECASTER] Completed predict_future for UNMA
[2025-12-08T20:34:06.528441] [INFO ] [sig       ] UNMA: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:34:06.672039] [INFO ] [LOCAL     ] Saved forecast: UNMA	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/UNMA.txt
[2025-12-08T20:34:06.672164] [INFO ] [sig       ] [3340/3624] Completed UNMA in 0.3s | 2.92 sym/s | Total: 19.0m | ETA: 1.6m
[2025-12-08T20:34:06.672202] [INFO ] [sig       ] [3341/3624] Forecasting UNP...
[2025-12-08T20:34:06.672230] [INFO ] [sig       ] Generating forecast for: UNP
[2025-12-08T20:34:06.672259] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNP' from 'https://tdm.silogroup.org/data/derivative_storage/UNP.csv'.
[2025-12-08T20:34:06.684422] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNP'.
[2025-12-08T20:34:06.684758] [INFO ] [FORECASTER] Starting predict_future for UNP
[2025-12-08T20:34:06.685504] [DEBUG] [LOCAL     ] No optimal features file found for UNP: ./output/feature-sets/UNP.txt
[2025-12-08T20:34:06.685564] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:06.685614] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:06.685642] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:06.685697] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:06.740936] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:06.741533] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:06.741645] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:06.741678] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:06.861743] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:06.861885] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:06.861923] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:06.861952] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:06.865304] [DEBUG] [FORECASTER] UNP: Forecast T+1@11:T+2@11: DOWN (p=12.41%)
[2025-12-08T20:34:06.865590] [INFO ] [FORECASTER] Completed predict_future for UNP
[2025-12-08T20:34:06.865714] [INFO ] [sig       ] UNP: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:34:07.003496] [INFO ] [LOCAL     ] Saved forecast: UNP	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/UNP.txt
[2025-12-08T20:34:07.003638] [INFO ] [sig       ] [3341/3624] Completed UNP in 0.3s | 2.92 sym/s | Total: 19.0m | ETA: 1.6m
[2025-12-08T20:34:07.003677] [INFO ] [sig       ] [3342/3624] Forecasting UNTY...
[2025-12-08T20:34:07.003708] [INFO ] [sig       ] Generating forecast for: UNTY
[2025-12-08T20:34:07.003736] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNTY' from 'https://tdm.silogroup.org/data/derivative_storage/UNTY.csv'.
[2025-12-08T20:34:07.015925] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNTY'.
[2025-12-08T20:34:07.016242] [INFO ] [FORECASTER] Starting predict_future for UNTY
[2025-12-08T20:34:07.017009] [DEBUG] [LOCAL     ] No optimal features file found for UNTY: ./output/feature-sets/UNTY.txt
[2025-12-08T20:34:07.017058] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:07.017089] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:07.017116] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:07.017171] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:07.072667] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:07.073357] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:07.073431] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:07.073462] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:07.195140] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:07.195295] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:07.195333] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:07.195359] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:07.198691] [DEBUG] [FORECASTER] UNTY: Forecast T+1@11:T+2@11: DOWN (p=7.87%)
[2025-12-08T20:34:07.198949] [INFO ] [FORECASTER] Completed predict_future for UNTY
[2025-12-08T20:34:07.199065] [INFO ] [sig       ] UNTY: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:34:07.336054] [INFO ] [LOCAL     ] Saved forecast: UNTY	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/UNTY.txt
[2025-12-08T20:34:07.336186] [INFO ] [sig       ] [3342/3624] Completed UNTY in 0.3s | 2.92 sym/s | Total: 19.0m | ETA: 1.6m
[2025-12-08T20:34:07.336226] [INFO ] [sig       ] [3343/3624] Forecasting UONE...
[2025-12-08T20:34:07.336255] [INFO ] [sig       ] Generating forecast for: UONE
[2025-12-08T20:34:07.336283] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UONE' from 'https://tdm.silogroup.org/data/derivative_storage/UONE.csv'.
[2025-12-08T20:34:07.348295] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UONE'.
[2025-12-08T20:34:07.348644] [INFO ] [FORECASTER] Starting predict_future for UONE
[2025-12-08T20:34:07.349400] [DEBUG] [LOCAL     ] No optimal features file found for UONE: ./output/feature-sets/UONE.txt
[2025-12-08T20:34:07.349457] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:07.349488] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:07.349514] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:07.349593] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:07.404767] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:07.405338] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:07.405410] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:07.405442] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:07.512325] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:07.512481] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:07.512519] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:07.512548] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:07.515802] [DEBUG] [FORECASTER] UONE: Forecast T+1@11:T+2@11: UP (p=90.14%)
[2025-12-08T20:34:07.516060] [INFO ] [FORECASTER] Completed predict_future for UONE
[2025-12-08T20:34:07.516177] [INFO ] [sig       ] UONE: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:34:07.653053] [INFO ] [LOCAL     ] Saved forecast: UONE	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/UONE.txt
[2025-12-08T20:34:07.653173] [INFO ] [sig       ] [3343/3624] Completed UONE in 0.3s | 2.92 sym/s | Total: 19.1m | ETA: 1.6m
[2025-12-08T20:34:07.653211] [INFO ] [sig       ] [3344/3624] Forecasting UPBD...
[2025-12-08T20:34:07.653239] [INFO ] [sig       ] Generating forecast for: UPBD
[2025-12-08T20:34:07.653268] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPBD' from 'https://tdm.silogroup.org/data/derivative_storage/UPBD.csv'.
[2025-12-08T20:34:07.665427] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPBD'.
[2025-12-08T20:34:07.665745] [INFO ] [FORECASTER] Starting predict_future for UPBD
[2025-12-08T20:34:07.666496] [DEBUG] [LOCAL     ] No optimal features file found for UPBD: ./output/feature-sets/UPBD.txt
[2025-12-08T20:34:07.666546] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:07.666594] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:07.666623] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:07.666679] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:07.722200] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:07.722803] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:07.722875] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:07.722906] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:07.843120] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:07.843270] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:07.843307] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:07.843336] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:07.846618] [DEBUG] [FORECASTER] UPBD: Forecast T+1@11:T+2@11: UP (p=83.67%)
[2025-12-08T20:34:07.846880] [INFO ] [FORECASTER] Completed predict_future for UPBD
[2025-12-08T20:34:07.846997] [INFO ] [sig       ] UPBD: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:34:07.983668] [INFO ] [LOCAL     ] Saved forecast: UPBD	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/UPBD.txt
[2025-12-08T20:34:07.983814] [INFO ] [sig       ] [3344/3624] Completed UPBD in 0.3s | 2.92 sym/s | Total: 19.1m | ETA: 1.6m
[2025-12-08T20:34:07.983859] [INFO ] [sig       ] [3345/3624] Forecasting UPC...
[2025-12-08T20:34:07.983889] [INFO ] [sig       ] Generating forecast for: UPC
[2025-12-08T20:34:07.983918] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPC' from 'https://tdm.silogroup.org/data/derivative_storage/UPC.csv'.
[2025-12-08T20:34:07.995084] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPC'.
[2025-12-08T20:34:07.995386] [INFO ] [FORECASTER] Starting predict_future for UPC
[2025-12-08T20:34:07.996157] [DEBUG] [LOCAL     ] No optimal features file found for UPC: ./output/feature-sets/UPC.txt
[2025-12-08T20:34:07.996207] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:07.996241] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:07.996268] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:07.996322] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:08.052041] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:08.052687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:08.052761] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:08.052792] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:08.164515] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:08.164679] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:08.164717] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:08.164745] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:08.168058] [DEBUG] [FORECASTER] UPC: Forecast T+1@11:T+2@11: UP (p=71.83%)
[2025-12-08T20:34:08.168324] [INFO ] [FORECASTER] Completed predict_future for UPC
[2025-12-08T20:34:08.168440] [INFO ] [sig       ] UPC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:34:08.307193] [INFO ] [LOCAL     ] Saved forecast: UPC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/UPC.txt
[2025-12-08T20:34:08.307315] [INFO ] [sig       ] [3345/3624] Completed UPC in 0.3s | 2.92 sym/s | Total: 19.1m | ETA: 1.6m
[2025-12-08T20:34:08.307352] [INFO ] [sig       ] [3346/3624] Forecasting UPLD...
[2025-12-08T20:34:08.307380] [INFO ] [sig       ] Generating forecast for: UPLD
[2025-12-08T20:34:08.307409] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPLD' from 'https://tdm.silogroup.org/data/derivative_storage/UPLD.csv'.
[2025-12-08T20:34:08.319324] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPLD'.
[2025-12-08T20:34:08.319678] [INFO ] [FORECASTER] Starting predict_future for UPLD
[2025-12-08T20:34:08.320428] [DEBUG] [LOCAL     ] No optimal features file found for UPLD: ./output/feature-sets/UPLD.txt
[2025-12-08T20:34:08.320477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:08.320508] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:08.320534] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:08.320613] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:08.375868] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:08.376479] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:08.376551] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:08.376602] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:08.493563] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:08.493725] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:08.493762] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:08.493790] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:08.497041] [DEBUG] [FORECASTER] UPLD: Forecast T+1@11:T+2@11: UP (p=77.18%)
[2025-12-08T20:34:08.497314] [INFO ] [FORECASTER] Completed predict_future for UPLD
[2025-12-08T20:34:08.497457] [INFO ] [sig       ] UPLD: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:34:08.636388] [INFO ] [LOCAL     ] Saved forecast: UPLD	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/UPLD.txt
[2025-12-08T20:34:08.636508] [INFO ] [sig       ] [3346/3624] Completed UPLD in 0.3s | 2.92 sym/s | Total: 19.1m | ETA: 1.6m
[2025-12-08T20:34:08.636545] [INFO ] [sig       ] [3347/3624] Forecasting UPS...
[2025-12-08T20:34:08.636591] [INFO ] [sig       ] Generating forecast for: UPS
[2025-12-08T20:34:08.636622] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPS' from 'https://tdm.silogroup.org/data/derivative_storage/UPS.csv'.
[2025-12-08T20:34:08.648737] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPS'.
[2025-12-08T20:34:08.649075] [INFO ] [FORECASTER] Starting predict_future for UPS
[2025-12-08T20:34:08.649866] [DEBUG] [LOCAL     ] No optimal features file found for UPS: ./output/feature-sets/UPS.txt
[2025-12-08T20:34:08.649915] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:08.649946] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:08.649971] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:08.650026] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:08.705350] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:08.706082] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:08.706164] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:08.706195] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:08.829839] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:08.829990] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:08.830026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:08.830055] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:08.833279] [DEBUG] [FORECASTER] UPS: Forecast T+1@11:T+2@11: DOWN (p=43.90%)
[2025-12-08T20:34:08.833535] [INFO ] [FORECASTER] Completed predict_future for UPS
[2025-12-08T20:34:08.833669] [INFO ] [sig       ] UPS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:34:08.982350] [INFO ] [LOCAL     ] Saved forecast: UPS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/UPS.txt
[2025-12-08T20:34:08.982520] [INFO ] [sig       ] [3347/3624] Completed UPS in 0.3s | 2.92 sym/s | Total: 19.1m | ETA: 1.6m
[2025-12-08T20:34:08.982566] [INFO ] [sig       ] [3348/3624] Forecasting UPWK...
[2025-12-08T20:34:08.982628] [INFO ] [sig       ] Generating forecast for: UPWK
[2025-12-08T20:34:08.982668] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPWK' from 'https://tdm.silogroup.org/data/derivative_storage/UPWK.csv'.
[2025-12-08T20:34:08.996763] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPWK'.
[2025-12-08T20:34:08.997181] [INFO ] [FORECASTER] Starting predict_future for UPWK
[2025-12-08T20:34:08.998149] [DEBUG] [LOCAL     ] No optimal features file found for UPWK: ./output/feature-sets/UPWK.txt
[2025-12-08T20:34:08.998210] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:08.998279] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:08.998309] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:08.998365] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:09.067232] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:09.068188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:09.068273] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:09.068314] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:09.191697] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:09.191851] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:09.191906] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:09.191936] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:09.195214] [DEBUG] [FORECASTER] UPWK: Forecast T+1@11:T+2@11: DOWN (p=33.68%)
[2025-12-08T20:34:09.195474] [INFO ] [FORECASTER] Completed predict_future for UPWK
[2025-12-08T20:34:09.195610] [INFO ] [sig       ] UPWK: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:34:09.332402] [INFO ] [LOCAL     ] Saved forecast: UPWK	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/UPWK.txt
[2025-12-08T20:34:09.332538] [INFO ] [sig       ] [3348/3624] Completed UPWK in 0.3s | 2.92 sym/s | Total: 19.1m | ETA: 1.6m
[2025-12-08T20:34:09.332597] [INFO ] [sig       ] [3349/3624] Forecasting UPXI...
[2025-12-08T20:34:09.332628] [INFO ] [sig       ] Generating forecast for: UPXI
[2025-12-08T20:34:09.332657] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPXI' from 'https://tdm.silogroup.org/data/derivative_storage/UPXI.csv'.
[2025-12-08T20:34:09.344411] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPXI'.
[2025-12-08T20:34:09.344786] [INFO ] [FORECASTER] Starting predict_future for UPXI
[2025-12-08T20:34:09.345551] [DEBUG] [LOCAL     ] No optimal features file found for UPXI: ./output/feature-sets/UPXI.txt
[2025-12-08T20:34:09.345621] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:09.345653] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:09.345678] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:09.345733] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:09.400886] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:09.401700] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:09.401776] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:09.401809] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:09.519636] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:09.519784] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:09.519821] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:09.519848] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:09.523087] [DEBUG] [FORECASTER] UPXI: Forecast T+1@11:T+2@11: UP (p=63.24%)
[2025-12-08T20:34:09.523349] [INFO ] [FORECASTER] Completed predict_future for UPXI
[2025-12-08T20:34:09.523467] [INFO ] [sig       ] UPXI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:34:09.662163] [INFO ] [LOCAL     ] Saved forecast: UPXI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/UPXI.txt
[2025-12-08T20:34:09.662313] [INFO ] [sig       ] [3349/3624] Completed UPXI in 0.3s | 2.92 sym/s | Total: 19.1m | ETA: 1.6m
[2025-12-08T20:34:09.662352] [INFO ] [sig       ] [3350/3624] Forecasting URBN...
[2025-12-08T20:34:09.662380] [INFO ] [sig       ] Generating forecast for: URBN
[2025-12-08T20:34:09.662408] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'URBN' from 'https://tdm.silogroup.org/data/derivative_storage/URBN.csv'.
[2025-12-08T20:34:09.674620] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'URBN'.
[2025-12-08T20:34:09.674959] [INFO ] [FORECASTER] Starting predict_future for URBN
[2025-12-08T20:34:09.675743] [DEBUG] [LOCAL     ] No optimal features file found for URBN: ./output/feature-sets/URBN.txt
[2025-12-08T20:34:09.675792] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:09.675823] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:09.675849] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:09.675904] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:09.731137] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:09.731839] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:09.731915] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:09.731946] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:09.852217] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:09.852368] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:09.852406] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:09.852434] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:09.855787] [DEBUG] [FORECASTER] URBN: Forecast T+1@11:T+2@11: DOWN (p=5.11%)
[2025-12-08T20:34:09.856051] [INFO ] [FORECASTER] Completed predict_future for URBN
[2025-12-08T20:34:09.856169] [INFO ] [sig       ] URBN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:34:09.992629] [INFO ] [LOCAL     ] Saved forecast: URBN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/URBN.txt
[2025-12-08T20:34:09.992747] [INFO ] [sig       ] [3350/3624] Completed URBN in 0.3s | 2.92 sym/s | Total: 19.1m | ETA: 1.6m
[2025-12-08T20:34:09.992786] [INFO ] [sig       ] [3351/3624] Forecasting URGN...
[2025-12-08T20:34:09.992815] [INFO ] [sig       ] Generating forecast for: URGN
[2025-12-08T20:34:09.992844] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'URGN' from 'https://tdm.silogroup.org/data/derivative_storage/URGN.csv'.
[2025-12-08T20:34:10.005598] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'URGN'.
[2025-12-08T20:34:10.005968] [INFO ] [FORECASTER] Starting predict_future for URGN
[2025-12-08T20:34:10.006741] [DEBUG] [LOCAL     ] No optimal features file found for URGN: ./output/feature-sets/URGN.txt
[2025-12-08T20:34:10.006790] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:10.006821] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:10.006846] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:10.006901] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:10.062375] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:10.063220] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:10.063300] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:10.063332] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:10.180884] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:10.181036] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:10.181074] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:10.181134] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:10.184398] [DEBUG] [FORECASTER] URGN: Forecast T+1@11:T+2@11: UP (p=50.13%)
[2025-12-08T20:34:10.184677] [INFO ] [FORECASTER] Completed predict_future for URGN
[2025-12-08T20:34:10.184793] [INFO ] [sig       ] URGN: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:34:10.325807] [INFO ] [LOCAL     ] Saved forecast: URGN	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/URGN.txt
[2025-12-08T20:34:10.325958] [INFO ] [sig       ] [3351/3624] Completed URGN in 0.3s | 2.92 sym/s | Total: 19.1m | ETA: 1.6m
[2025-12-08T20:34:10.325997] [INFO ] [sig       ] [3352/3624] Forecasting URI...
[2025-12-08T20:34:10.326028] [INFO ] [sig       ] Generating forecast for: URI
[2025-12-08T20:34:10.326058] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'URI' from 'https://tdm.silogroup.org/data/derivative_storage/URI.csv'.
[2025-12-08T20:34:10.338592] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'URI'.
[2025-12-08T20:34:10.338941] [INFO ] [FORECASTER] Starting predict_future for URI
[2025-12-08T20:34:10.339713] [DEBUG] [LOCAL     ] No optimal features file found for URI: ./output/feature-sets/URI.txt
[2025-12-08T20:34:10.339762] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:10.339804] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:10.339831] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:10.339886] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:10.395992] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:10.396814] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:10.396891] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:10.396922] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:10.521342] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:10.521524] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:10.521564] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:10.521610] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:10.524872] [DEBUG] [FORECASTER] URI: Forecast T+1@11:T+2@11: DOWN (p=42.75%)
[2025-12-08T20:34:10.525127] [INFO ] [FORECASTER] Completed predict_future for URI
[2025-12-08T20:34:10.525242] [INFO ] [sig       ] URI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:34:10.663149] [INFO ] [LOCAL     ] Saved forecast: URI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/URI.txt
[2025-12-08T20:34:10.663280] [INFO ] [sig       ] [3352/3624] Completed URI in 0.3s | 2.92 sym/s | Total: 19.1m | ETA: 1.6m
[2025-12-08T20:34:10.663319] [INFO ] [sig       ] [3353/3624] Forecasting URNJ...
[2025-12-08T20:34:10.663348] [INFO ] [sig       ] Generating forecast for: URNJ
[2025-12-08T20:34:10.663377] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'URNJ' from 'https://tdm.silogroup.org/data/derivative_storage/URNJ.csv'.
[2025-12-08T20:34:10.675788] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'URNJ'.
[2025-12-08T20:34:10.676111] [INFO ] [FORECASTER] Starting predict_future for URNJ
[2025-12-08T20:34:10.676892] [DEBUG] [LOCAL     ] No optimal features file found for URNJ: ./output/feature-sets/URNJ.txt
[2025-12-08T20:34:10.676941] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:10.676971] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:10.676997] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:10.677053] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:10.734088] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:10.734850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:10.734928] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:10.734960] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:10.860196] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:10.860349] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:10.860386] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:10.860416] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:10.863663] [DEBUG] [FORECASTER] URNJ: Forecast T+1@11:T+2@11: DOWN (p=42.40%)
[2025-12-08T20:34:10.863922] [INFO ] [FORECASTER] Completed predict_future for URNJ
[2025-12-08T20:34:10.864036] [INFO ] [sig       ] URNJ: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:34:11.006767] [INFO ] [LOCAL     ] Saved forecast: URNJ	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/URNJ.txt
[2025-12-08T20:34:11.006900] [INFO ] [sig       ] [3353/3624] Completed URNJ in 0.3s | 2.92 sym/s | Total: 19.1m | ETA: 1.5m
[2025-12-08T20:34:11.006938] [INFO ] [sig       ] [3354/3624] Forecasting UROY...
[2025-12-08T20:34:11.006967] [INFO ] [sig       ] Generating forecast for: UROY
[2025-12-08T20:34:11.006997] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UROY' from 'https://tdm.silogroup.org/data/derivative_storage/UROY.csv'.
[2025-12-08T20:34:11.018779] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UROY'.
[2025-12-08T20:34:11.019106] [INFO ] [FORECASTER] Starting predict_future for UROY
[2025-12-08T20:34:11.019882] [DEBUG] [LOCAL     ] No optimal features file found for UROY: ./output/feature-sets/UROY.txt
[2025-12-08T20:34:11.019931] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:11.019963] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:11.019989] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:11.020047] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:11.075666] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:11.076311] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:11.076385] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:11.076417] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:11.201159] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:11.201310] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:11.201352] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:11.201380] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:11.204754] [DEBUG] [FORECASTER] UROY: Forecast T+1@11:T+2@11: UP (p=92.61%)
[2025-12-08T20:34:11.205019] [INFO ] [FORECASTER] Completed predict_future for UROY
[2025-12-08T20:34:11.205139] [INFO ] [sig       ] UROY: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:34:11.348861] [INFO ] [LOCAL     ] Saved forecast: UROY	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/UROY.txt
[2025-12-08T20:34:11.349004] [INFO ] [sig       ] [3354/3624] Completed UROY in 0.3s | 2.92 sym/s | Total: 19.1m | ETA: 1.5m
[2025-12-08T20:34:11.349043] [INFO ] [sig       ] [3355/3624] Forecasting USA...
[2025-12-08T20:34:11.349072] [INFO ] [sig       ] Generating forecast for: USA
[2025-12-08T20:34:11.349101] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USA' from 'https://tdm.silogroup.org/data/derivative_storage/USA.csv'.
[2025-12-08T20:34:11.360801] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USA'.
[2025-12-08T20:34:11.361121] [INFO ] [FORECASTER] Starting predict_future for USA
[2025-12-08T20:34:11.361912] [DEBUG] [LOCAL     ] No optimal features file found for USA: ./output/feature-sets/USA.txt
[2025-12-08T20:34:11.361961] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:11.361992] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:11.362017] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:11.362072] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:11.418930] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:11.419669] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:11.419750] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:11.419782] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:11.542062] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:11.542213] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:11.542250] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:11.542278] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:11.545596] [DEBUG] [FORECASTER] USA: Forecast T+1@11:T+2@11: UP (p=57.12%)
[2025-12-08T20:34:11.545875] [INFO ] [FORECASTER] Completed predict_future for USA
[2025-12-08T20:34:11.545995] [INFO ] [sig       ] USA: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:34:11.688031] [INFO ] [LOCAL     ] Saved forecast: USA	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/USA.txt
[2025-12-08T20:34:11.688173] [INFO ] [sig       ] [3355/3624] Completed USA in 0.3s | 2.92 sym/s | Total: 19.1m | ETA: 1.5m
[2025-12-08T20:34:11.688214] [INFO ] [sig       ] [3356/3624] Forecasting USAC...
[2025-12-08T20:34:11.688251] [INFO ] [sig       ] Generating forecast for: USAC
[2025-12-08T20:34:11.688282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USAC' from 'https://tdm.silogroup.org/data/derivative_storage/USAC.csv'.
[2025-12-08T20:34:11.700834] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USAC'.
[2025-12-08T20:34:11.701219] [INFO ] [FORECASTER] Starting predict_future for USAC
[2025-12-08T20:34:11.702026] [DEBUG] [LOCAL     ] No optimal features file found for USAC: ./output/feature-sets/USAC.txt
[2025-12-08T20:34:11.702076] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:11.702108] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:11.702136] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:11.702192] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:11.759188] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:11.760125] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:11.760203] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:11.760235] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:11.879103] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:11.879266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:11.879317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:11.879354] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:11.884038] [DEBUG] [FORECASTER] USAC: Forecast T+1@11:T+2@11: DOWN (p=38.87%)
[2025-12-08T20:34:11.884477] [INFO ] [FORECASTER] Completed predict_future for USAC
[2025-12-08T20:34:11.884676] [INFO ] [sig       ] USAC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:34:12.037072] [INFO ] [LOCAL     ] Saved forecast: USAC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/USAC.txt
[2025-12-08T20:34:12.037223] [INFO ] [sig       ] [3356/3624] Completed USAC in 0.3s | 2.92 sym/s | Total: 19.1m | ETA: 1.5m
[2025-12-08T20:34:12.037262] [INFO ] [sig       ] [3357/3624] Forecasting USB...
[2025-12-08T20:34:12.037295] [INFO ] [sig       ] Generating forecast for: USB
[2025-12-08T20:34:12.037326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USB' from 'https://tdm.silogroup.org/data/derivative_storage/USB.csv'.
[2025-12-08T20:34:12.298602] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USB'.
[2025-12-08T20:34:12.298933] [INFO ] [FORECASTER] Starting predict_future for USB
[2025-12-08T20:34:12.299707] [DEBUG] [LOCAL     ] No optimal features file found for USB: ./output/feature-sets/USB.txt
[2025-12-08T20:34:12.299757] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:12.299787] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:12.299813] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:12.299868] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:12.355631] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:12.356234] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:12.356307] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:12.356339] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:12.476739] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:12.476890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:12.476928] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:12.476956] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:12.480284] [DEBUG] [FORECASTER] USB: Forecast T+1@11:T+2@11: UP (p=50.71%)
[2025-12-08T20:34:12.480552] [INFO ] [FORECASTER] Completed predict_future for USB
[2025-12-08T20:34:12.480687] [INFO ] [sig       ] USB: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:34:12.618161] [INFO ] [LOCAL     ] Saved forecast: USB	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/USB.txt
[2025-12-08T20:34:12.618302] [INFO ] [sig       ] [3357/3624] Completed USB in 0.6s | 2.92 sym/s | Total: 19.1m | ETA: 1.5m
[2025-12-08T20:34:12.618342] [INFO ] [sig       ] [3358/3624] Forecasting USCB...
[2025-12-08T20:34:12.618370] [INFO ] [sig       ] Generating forecast for: USCB
[2025-12-08T20:34:12.618400] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USCB' from 'https://tdm.silogroup.org/data/derivative_storage/USCB.csv'.
[2025-12-08T20:34:12.631028] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USCB'.
[2025-12-08T20:34:12.631482] [INFO ] [FORECASTER] Starting predict_future for USCB
[2025-12-08T20:34:12.632383] [DEBUG] [LOCAL     ] No optimal features file found for USCB: ./output/feature-sets/USCB.txt
[2025-12-08T20:34:12.632443] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:12.632476] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:12.632504] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:12.632559] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:12.689033] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:12.689959] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:12.690071] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:12.690104] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:12.798037] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:12.798192] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:12.798230] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:12.798257] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:12.801554] [DEBUG] [FORECASTER] USCB: Forecast T+1@11:T+2@11: DOWN (p=8.36%)
[2025-12-08T20:34:12.801835] [INFO ] [FORECASTER] Completed predict_future for USCB
[2025-12-08T20:34:12.801956] [INFO ] [sig       ] USCB: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:34:12.938029] [INFO ] [LOCAL     ] Saved forecast: USCB	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/USCB.txt
[2025-12-08T20:34:12.938174] [INFO ] [sig       ] [3358/3624] Completed USCB in 0.3s | 2.92 sym/s | Total: 19.1m | ETA: 1.5m
[2025-12-08T20:34:12.938213] [INFO ] [sig       ] [3359/3624] Forecasting USDX...
[2025-12-08T20:34:12.938244] [INFO ] [sig       ] Generating forecast for: USDX
[2025-12-08T20:34:12.938273] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USDX' from 'https://tdm.silogroup.org/data/derivative_storage/USDX.csv'.
[2025-12-08T20:34:12.950332] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USDX'.
[2025-12-08T20:34:12.950731] [INFO ] [FORECASTER] Starting predict_future for USDX
[2025-12-08T20:34:12.951487] [DEBUG] [LOCAL     ] No optimal features file found for USDX: ./output/feature-sets/USDX.txt
[2025-12-08T20:34:12.951537] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:12.951569] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:12.951616] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:12.951673] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:13.006364] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:13.007253] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:13.007332] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:13.007365] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:13.109970] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:13.110119] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:13.110159] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:13.110204] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:13.113467] [DEBUG] [FORECASTER] USDX: Forecast T+1@11:T+2@11: DOWN (p=28.13%)
[2025-12-08T20:34:13.113748] [INFO ] [FORECASTER] Completed predict_future for USDX
[2025-12-08T20:34:13.113867] [INFO ] [sig       ] USDX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:34:13.250945] [INFO ] [LOCAL     ] Saved forecast: USDX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/USDX.txt
[2025-12-08T20:34:13.251071] [INFO ] [sig       ] [3359/3624] Completed USDX in 0.3s | 2.92 sym/s | Total: 19.1m | ETA: 1.5m
[2025-12-08T20:34:13.251109] [INFO ] [sig       ] [3360/3624] Forecasting USEA...
[2025-12-08T20:34:13.251137] [INFO ] [sig       ] Generating forecast for: USEA
[2025-12-08T20:34:13.251166] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USEA' from 'https://tdm.silogroup.org/data/derivative_storage/USEA.csv'.
[2025-12-08T20:34:13.262772] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USEA'.
[2025-12-08T20:34:13.263100] [INFO ] [FORECASTER] Starting predict_future for USEA
[2025-12-08T20:34:13.263871] [DEBUG] [LOCAL     ] No optimal features file found for USEA: ./output/feature-sets/USEA.txt
[2025-12-08T20:34:13.263920] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:13.263951] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:13.263977] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:13.264031] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:13.319058] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:13.319688] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:13.319762] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:13.319793] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:13.433061] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:13.433208] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:13.433245] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:13.433273] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:13.436561] [DEBUG] [FORECASTER] USEA: Forecast T+1@11:T+2@11: DOWN (p=44.35%)
[2025-12-08T20:34:13.436838] [INFO ] [FORECASTER] Completed predict_future for USEA
[2025-12-08T20:34:13.436958] [INFO ] [sig       ] USEA: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:34:13.579160] [INFO ] [LOCAL     ] Saved forecast: USEA	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/USEA.txt
[2025-12-08T20:34:13.579291] [INFO ] [sig       ] [3360/3624] Completed USEA in 0.3s | 2.92 sym/s | Total: 19.2m | ETA: 1.5m
[2025-12-08T20:34:13.579331] [INFO ] [sig       ] [3361/3624] Forecasting USFD...
[2025-12-08T20:34:13.579360] [INFO ] [sig       ] Generating forecast for: USFD
[2025-12-08T20:34:13.579392] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USFD' from 'https://tdm.silogroup.org/data/derivative_storage/USFD.csv'.
[2025-12-08T20:34:13.591607] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USFD'.
[2025-12-08T20:34:13.591945] [INFO ] [FORECASTER] Starting predict_future for USFD
[2025-12-08T20:34:13.592726] [DEBUG] [LOCAL     ] No optimal features file found for USFD: ./output/feature-sets/USFD.txt
[2025-12-08T20:34:13.592775] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:13.592806] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:13.592831] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:13.592886] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:13.648945] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:13.649711] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:13.649802] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:13.649833] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:13.772303] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:13.772471] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:13.772512] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:13.772541] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:13.775872] [DEBUG] [FORECASTER] USFD: Forecast T+1@11:T+2@11: UP (p=83.18%)
[2025-12-08T20:34:13.776143] [INFO ] [FORECASTER] Completed predict_future for USFD
[2025-12-08T20:34:13.776266] [INFO ] [sig       ] USFD: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:34:13.920887] [INFO ] [LOCAL     ] Saved forecast: USFD	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/USFD.txt
[2025-12-08T20:34:13.921044] [INFO ] [sig       ] [3361/3624] Completed USFD in 0.3s | 2.92 sym/s | Total: 19.2m | ETA: 1.5m
[2025-12-08T20:34:13.921084] [INFO ] [sig       ] [3362/3624] Forecasting USGO...
[2025-12-08T20:34:13.921113] [INFO ] [sig       ] Generating forecast for: USGO
[2025-12-08T20:34:13.921141] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USGO' from 'https://tdm.silogroup.org/data/derivative_storage/USGO.csv'.
[2025-12-08T20:34:13.933005] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USGO'.
[2025-12-08T20:34:13.933335] [INFO ] [FORECASTER] Starting predict_future for USGO
[2025-12-08T20:34:13.934226] [DEBUG] [LOCAL     ] No optimal features file found for USGO: ./output/feature-sets/USGO.txt
[2025-12-08T20:34:13.934276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:13.934307] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:13.934333] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:13.934387] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:13.989886] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:13.990545] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:13.990636] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:13.990668] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:14.104600] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:14.104751] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-08T20:34:14.104788] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:14.104816] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:14.108172] [DEBUG] [FORECASTER] USGO: Forecast T+1@11:T+2@11: DOWN (p=30.05%)
[2025-12-08T20:34:14.108444] [INFO ] [FORECASTER] Completed predict_future for USGO
[2025-12-08T20:34:14.108562] [INFO ] [sig       ] USGO: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:34:14.246234] [INFO ] [LOCAL     ] Saved forecast: USGO	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/USGO.txt
[2025-12-08T20:34:14.246368] [INFO ] [sig       ] [3362/3624] Completed USGO in 0.3s | 2.92 sym/s | Total: 19.2m | ETA: 1.5m
[2025-12-08T20:34:14.246406] [INFO ] [sig       ] [3363/3624] Forecasting USIG...
[2025-12-08T20:34:14.246435] [INFO ] [sig       ] Generating forecast for: USIG
[2025-12-08T20:34:14.246464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USIG' from 'https://tdm.silogroup.org/data/derivative_storage/USIG.csv'.
[2025-12-08T20:34:14.261155] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USIG'.
[2025-12-08T20:34:14.261540] [INFO ] [FORECASTER] Starting predict_future for USIG
[2025-12-08T20:34:14.262346] [DEBUG] [LOCAL     ] No optimal features file found for USIG: ./output/feature-sets/USIG.txt
[2025-12-08T20:34:14.262396] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:14.262426] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:14.262464] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:14.262520] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:14.317700] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:14.318455] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:14.318529] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:14.318561] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:14.443395] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:14.443547] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:14.443602] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:14.443632] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:14.446874] [DEBUG] [FORECASTER] USIG: Forecast T+1@11:T+2@11: DOWN (p=47.30%)
[2025-12-08T20:34:14.447132] [INFO ] [FORECASTER] Completed predict_future for USIG
[2025-12-08T20:34:14.447249] [INFO ] [sig       ] USIG: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:34:14.584778] [INFO ] [LOCAL     ] Saved forecast: USIG	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/USIG.txt
[2025-12-08T20:34:14.584904] [INFO ] [sig       ] [3363/3624] Completed USIG in 0.3s | 2.92 sym/s | Total: 19.2m | ETA: 1.5m
[2025-12-08T20:34:14.584942] [INFO ] [sig       ] [3364/3624] Forecasting USIO...
[2025-12-08T20:34:14.584971] [INFO ] [sig       ] Generating forecast for: USIO
[2025-12-08T20:34:14.584999] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USIO' from 'https://tdm.silogroup.org/data/derivative_storage/USIO.csv'.
[2025-12-08T20:34:14.597435] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USIO'.
[2025-12-08T20:34:14.597812] [INFO ] [FORECASTER] Starting predict_future for USIO
[2025-12-08T20:34:14.598624] [DEBUG] [LOCAL     ] No optimal features file found for USIO: ./output/feature-sets/USIO.txt
[2025-12-08T20:34:14.598674] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:14.598705] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:14.598732] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:14.598788] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:14.654425] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:14.655104] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:14.655177] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:14.655209] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:14.774467] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:14.774635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:14.774673] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:14.774702] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:14.777963] [DEBUG] [FORECASTER] USIO: Forecast T+1@11:T+2@11: DOWN (p=8.90%)
[2025-12-08T20:34:14.778220] [INFO ] [FORECASTER] Completed predict_future for USIO
[2025-12-08T20:34:14.778338] [INFO ] [sig       ] USIO: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:34:14.918956] [INFO ] [LOCAL     ] Saved forecast: USIO	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/USIO.txt
[2025-12-08T20:34:14.919094] [INFO ] [sig       ] [3364/3624] Completed USIO in 0.3s | 2.92 sym/s | Total: 19.2m | ETA: 1.5m
[2025-12-08T20:34:14.919141] [INFO ] [sig       ] [3365/3624] Forecasting USLM...
[2025-12-08T20:34:14.919172] [INFO ] [sig       ] Generating forecast for: USLM
[2025-12-08T20:34:14.919203] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USLM' from 'https://tdm.silogroup.org/data/derivative_storage/USLM.csv'.
[2025-12-08T20:34:14.931237] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USLM'.
[2025-12-08T20:34:14.931600] [INFO ] [FORECASTER] Starting predict_future for USLM
[2025-12-08T20:34:14.932405] [DEBUG] [LOCAL     ] No optimal features file found for USLM: ./output/feature-sets/USLM.txt
[2025-12-08T20:34:14.932456] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:14.932517] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:14.932545] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:14.932620] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:14.990685] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:14.991475] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:14.991554] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:14.991607] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:15.109691] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:15.109849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:15.109892] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:15.109920] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:15.113196] [DEBUG] [FORECASTER] USLM: Forecast T+1@11:T+2@11: DOWN (p=45.87%)
[2025-12-08T20:34:15.113471] [INFO ] [FORECASTER] Completed predict_future for USLM
[2025-12-08T20:34:15.113604] [INFO ] [sig       ] USLM: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:34:15.259843] [INFO ] [LOCAL     ] Saved forecast: USLM	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/USLM.txt
[2025-12-08T20:34:15.259975] [INFO ] [sig       ] [3365/3624] Completed USLM in 0.3s | 2.92 sym/s | Total: 19.2m | ETA: 1.5m
[2025-12-08T20:34:15.260026] [INFO ] [sig       ] [3366/3624] Forecasting USMC...
[2025-12-08T20:34:15.260059] [INFO ] [sig       ] Generating forecast for: USMC
[2025-12-08T20:34:15.260089] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USMC' from 'https://tdm.silogroup.org/data/derivative_storage/USMC.csv'.
[2025-12-08T20:34:15.272204] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USMC'.
[2025-12-08T20:34:15.272536] [INFO ] [FORECASTER] Starting predict_future for USMC
[2025-12-08T20:34:15.273368] [DEBUG] [LOCAL     ] No optimal features file found for USMC: ./output/feature-sets/USMC.txt
[2025-12-08T20:34:15.273418] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:15.273450] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:15.273478] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:15.273534] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:15.333028] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:15.333731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:15.333820] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:15.333857] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:15.450811] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:15.450961] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:15.450999] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:15.451027] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:15.454275] [DEBUG] [FORECASTER] USMC: Forecast T+1@11:T+2@11: DOWN (p=23.62%)
[2025-12-08T20:34:15.454535] [INFO ] [FORECASTER] Completed predict_future for USMC
[2025-12-08T20:34:15.454673] [INFO ] [sig       ] USMC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:34:15.595043] [INFO ] [LOCAL     ] Saved forecast: USMC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/USMC.txt
[2025-12-08T20:34:15.595196] [INFO ] [sig       ] [3366/3624] Completed USMC in 0.3s | 2.92 sym/s | Total: 19.2m | ETA: 1.5m
[2025-12-08T20:34:15.595239] [INFO ] [sig       ] [3367/3624] Forecasting USOI...
[2025-12-08T20:34:15.595291] [INFO ] [sig       ] Generating forecast for: USOI
[2025-12-08T20:34:15.595329] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USOI' from 'https://tdm.silogroup.org/data/derivative_storage/USOI.csv'.
[2025-12-08T20:34:15.607400] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USOI'.
[2025-12-08T20:34:15.607832] [INFO ] [FORECASTER] Starting predict_future for USOI
[2025-12-08T20:34:15.608690] [DEBUG] [LOCAL     ] No optimal features file found for USOI: ./output/feature-sets/USOI.txt
[2025-12-08T20:34:15.608740] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:15.608772] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:15.608799] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:15.608856] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:15.668612] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:15.669553] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:15.669664] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:15.669697] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:15.794587] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:15.794742] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:15.794786] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:15.794814] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:15.798327] [DEBUG] [FORECASTER] USOI: Forecast T+1@11:T+2@11: UP (p=83.82%)
[2025-12-08T20:34:15.798640] [INFO ] [FORECASTER] Completed predict_future for USOI
[2025-12-08T20:34:15.798772] [INFO ] [sig       ] USOI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:34:15.969241] [INFO ] [LOCAL     ] Saved forecast: USOI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/USOI.txt
[2025-12-08T20:34:15.969413] [INFO ] [sig       ] [3367/3624] Completed USOI in 0.4s | 2.92 sym/s | Total: 19.2m | ETA: 1.5m
[2025-12-08T20:34:15.969454] [INFO ] [sig       ] [3368/3624] Forecasting USOY...
[2025-12-08T20:34:15.969483] [INFO ] [sig       ] Generating forecast for: USOY
[2025-12-08T20:34:15.969515] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USOY' from 'https://tdm.silogroup.org/data/derivative_storage/USOY.csv'.
[2025-12-08T20:34:15.981647] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USOY'.
[2025-12-08T20:34:15.982019] [INFO ] [FORECASTER] Starting predict_future for USOY
[2025-12-08T20:34:15.982888] [DEBUG] [LOCAL     ] No optimal features file found for USOY: ./output/feature-sets/USOY.txt
[2025-12-08T20:34:15.982938] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:15.982970] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:15.982996] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:15.983051] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:16.039229] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:16.040047] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:16.040146] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:16.040179] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:16.156513] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:16.156689] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:16.156728] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:16.156790] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:16.160234] [DEBUG] [FORECASTER] USOY: Forecast T+1@11:T+2@11: UP (p=75.04%)
[2025-12-08T20:34:16.160548] [INFO ] [FORECASTER] Completed predict_future for USOY
[2025-12-08T20:34:16.160697] [INFO ] [sig       ] USOY: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:34:16.322122] [INFO ] [LOCAL     ] Saved forecast: USOY	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/USOY.txt
[2025-12-08T20:34:16.322332] [INFO ] [sig       ] [3368/3624] Completed USOY in 0.4s | 2.92 sym/s | Total: 19.2m | ETA: 1.5m
[2025-12-08T20:34:16.322400] [INFO ] [sig       ] [3369/3624] Forecasting USTB...
[2025-12-08T20:34:16.322449] [INFO ] [sig       ] Generating forecast for: USTB
[2025-12-08T20:34:16.322480] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USTB' from 'https://tdm.silogroup.org/data/derivative_storage/USTB.csv'.
[2025-12-08T20:34:16.334751] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USTB'.
[2025-12-08T20:34:16.335142] [INFO ] [FORECASTER] Starting predict_future for USTB
[2025-12-08T20:34:16.335973] [DEBUG] [LOCAL     ] No optimal features file found for USTB: ./output/feature-sets/USTB.txt
[2025-12-08T20:34:16.336024] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:16.336056] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:16.336083] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:16.336140] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:16.397281] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:16.398337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:16.398450] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:16.398496] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:16.521289] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:16.521437] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:16.521475] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:16.521502] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:16.524850] [DEBUG] [FORECASTER] USTB: Forecast T+1@11:T+2@11: UP (p=97.33%)
[2025-12-08T20:34:16.525121] [INFO ] [FORECASTER] Completed predict_future for USTB
[2025-12-08T20:34:16.525239] [INFO ] [sig       ] USTB: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:34:16.665633] [INFO ] [LOCAL     ] Saved forecast: USTB	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/USTB.txt
[2025-12-08T20:34:16.665758] [INFO ] [sig       ] [3369/3624] Completed USTB in 0.3s | 2.92 sym/s | Total: 19.2m | ETA: 1.5m
[2025-12-08T20:34:16.665799] [INFO ] [sig       ] [3370/3624] Forecasting USVM...
[2025-12-08T20:34:16.665828] [INFO ] [sig       ] Generating forecast for: USVM
[2025-12-08T20:34:16.665857] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USVM' from 'https://tdm.silogroup.org/data/derivative_storage/USVM.csv'.
[2025-12-08T20:34:16.680716] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USVM'.
[2025-12-08T20:34:16.681376] [INFO ] [FORECASTER] Starting predict_future for USVM
[2025-12-08T20:34:16.682759] [DEBUG] [LOCAL     ] No optimal features file found for USVM: ./output/feature-sets/USVM.txt
[2025-12-08T20:34:16.682817] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:16.682851] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:16.682879] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:16.682942] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:16.743207] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:16.744459] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:16.744610] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:16.744645] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:16.868981] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:16.869208] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-08T20:34:16.869255] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:16.869313] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:16.873724] [DEBUG] [FORECASTER] USVM: Forecast T+1@11:T+2@11: UP (p=52.23%)
[2025-12-08T20:34:16.874070] [INFO ] [FORECASTER] Completed predict_future for USVM
[2025-12-08T20:34:16.874255] [INFO ] [sig       ] USVM: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:34:17.048151] [INFO ] [LOCAL     ] Saved forecast: USVM	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/USVM.txt
[2025-12-08T20:34:17.048382] [INFO ] [sig       ] [3370/3624] Completed USVM in 0.4s | 2.92 sym/s | Total: 19.2m | ETA: 1.4m
[2025-12-08T20:34:17.048429] [INFO ] [sig       ] [3371/3624] Forecasting USXF...
[2025-12-08T20:34:17.048459] [INFO ] [sig       ] Generating forecast for: USXF
[2025-12-08T20:34:17.048492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USXF' from 'https://tdm.silogroup.org/data/derivative_storage/USXF.csv'.
[2025-12-08T20:34:17.064192] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USXF'.
[2025-12-08T20:34:17.064906] [INFO ] [FORECASTER] Starting predict_future for USXF
[2025-12-08T20:34:17.066226] [DEBUG] [LOCAL     ] No optimal features file found for USXF: ./output/feature-sets/USXF.txt
[2025-12-08T20:34:17.066299] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:17.066340] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:17.066371] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:17.066454] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:17.128898] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:17.130153] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:17.130274] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:17.130309] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:17.253599] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:17.253853] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:17.253900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:17.253930] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:17.258163] [DEBUG] [FORECASTER] USXF: Forecast T+1@11:T+2@11: DOWN (p=48.66%)
[2025-12-08T20:34:17.258497] [INFO ] [FORECASTER] Completed predict_future for USXF
[2025-12-08T20:34:17.258672] [INFO ] [sig       ] USXF: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:34:17.413417] [INFO ] [LOCAL     ] Saved forecast: USXF	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/USXF.txt
[2025-12-08T20:34:17.413679] [INFO ] [sig       ] [3371/3624] Completed USXF in 0.4s | 2.92 sym/s | Total: 19.2m | ETA: 1.4m
[2025-12-08T20:34:17.413731] [INFO ] [sig       ] [3372/3624] Forecasting UTEN...
[2025-12-08T20:34:17.413769] [INFO ] [sig       ] Generating forecast for: UTEN
[2025-12-08T20:34:17.413805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTEN' from 'https://tdm.silogroup.org/data/derivative_storage/UTEN.csv'.
[2025-12-08T20:34:17.446379] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTEN'.
[2025-12-08T20:34:17.447040] [INFO ] [FORECASTER] Starting predict_future for UTEN
[2025-12-08T20:34:17.448174] [DEBUG] [LOCAL     ] No optimal features file found for UTEN: ./output/feature-sets/UTEN.txt
[2025-12-08T20:34:17.448232] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:17.448313] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:17.448341] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:17.448427] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:17.509294] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:17.510628] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:17.510739] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:17.510800] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:17.642785] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:17.643037] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:17.643084] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:17.643113] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:17.647358] [DEBUG] [FORECASTER] UTEN: Forecast T+1@11:T+2@11: DOWN (p=2.69%)
[2025-12-08T20:34:17.647765] [INFO ] [FORECASTER] Completed predict_future for UTEN
[2025-12-08T20:34:17.647931] [INFO ] [sig       ] UTEN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:34:17.800282] [INFO ] [LOCAL     ] Saved forecast: UTEN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/UTEN.txt
[2025-12-08T20:34:17.800520] [INFO ] [sig       ] [3372/3624] Completed UTEN in 0.4s | 2.92 sym/s | Total: 19.2m | ETA: 1.4m
[2025-12-08T20:34:17.800566] [INFO ] [sig       ] [3373/3624] Forecasting UTF...
[2025-12-08T20:34:17.800626] [INFO ] [sig       ] Generating forecast for: UTF
[2025-12-08T20:34:17.800659] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTF' from 'https://tdm.silogroup.org/data/derivative_storage/UTF.csv'.
[2025-12-08T20:34:17.815489] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTF'.
[2025-12-08T20:34:17.816094] [INFO ] [FORECASTER] Starting predict_future for UTF
[2025-12-08T20:34:17.817118] [DEBUG] [LOCAL     ] No optimal features file found for UTF: ./output/feature-sets/UTF.txt
[2025-12-08T20:34:17.817171] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:17.817221] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:17.817248] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:17.817310] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:17.878702] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:17.879984] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:17.880093] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:17.880129] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:18.009992] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:18.010231] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:18.010284] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:18.010317] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:18.014442] [DEBUG] [FORECASTER] UTF: Forecast T+1@11:T+2@11: DOWN (p=32.87%)
[2025-12-08T20:34:18.014839] [INFO ] [FORECASTER] Completed predict_future for UTF
[2025-12-08T20:34:18.015019] [INFO ] [sig       ] UTF: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:34:18.168195] [INFO ] [LOCAL     ] Saved forecast: UTF	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/UTF.txt
[2025-12-08T20:34:18.168422] [INFO ] [sig       ] [3373/3624] Completed UTF in 0.4s | 2.92 sym/s | Total: 19.2m | ETA: 1.4m
[2025-12-08T20:34:18.168469] [INFO ] [sig       ] [3374/3624] Forecasting UTI...
[2025-12-08T20:34:18.168505] [INFO ] [sig       ] Generating forecast for: UTI
[2025-12-08T20:34:18.168537] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTI' from 'https://tdm.silogroup.org/data/derivative_storage/UTI.csv'.
[2025-12-08T20:34:18.184078] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTI'.
[2025-12-08T20:34:18.184656] [INFO ] [FORECASTER] Starting predict_future for UTI
[2025-12-08T20:34:18.185719] [DEBUG] [LOCAL     ] No optimal features file found for UTI: ./output/feature-sets/UTI.txt
[2025-12-08T20:34:18.185772] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:18.185806] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:18.185833] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:18.185908] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:18.249124] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:18.250294] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:18.250388] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:18.250422] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:18.375052] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:18.375278] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:18.375319] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:18.375347] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:18.379073] [DEBUG] [FORECASTER] UTI: Forecast T+1@11:T+2@11: UP (p=90.69%)
[2025-12-08T20:34:18.379377] [INFO ] [FORECASTER] Completed predict_future for UTI
[2025-12-08T20:34:18.379505] [INFO ] [sig       ] UTI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:34:18.526562] [INFO ] [LOCAL     ] Saved forecast: UTI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/UTI.txt
[2025-12-08T20:34:18.526758] [INFO ] [sig       ] [3374/3624] Completed UTI in 0.4s | 2.92 sym/s | Total: 19.2m | ETA: 1.4m
[2025-12-08T20:34:18.526800] [INFO ] [sig       ] [3375/3624] Forecasting UTL...
[2025-12-08T20:34:18.526829] [INFO ] [sig       ] Generating forecast for: UTL
[2025-12-08T20:34:18.526860] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTL' from 'https://tdm.silogroup.org/data/derivative_storage/UTL.csv'.
[2025-12-08T20:34:18.540477] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTL'.
[2025-12-08T20:34:18.541006] [INFO ] [FORECASTER] Starting predict_future for UTL
[2025-12-08T20:34:18.541971] [DEBUG] [LOCAL     ] No optimal features file found for UTL: ./output/feature-sets/UTL.txt
[2025-12-08T20:34:18.542021] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:18.542052] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:18.542079] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:18.542135] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:18.598622] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:18.599638] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:18.599790] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:18.599822] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:18.725862] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:18.726092] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:18.726136] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:18.726167] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:18.730149] [DEBUG] [FORECASTER] UTL: Forecast T+1@11:T+2@11: DOWN (p=34.01%)
[2025-12-08T20:34:18.730468] [INFO ] [FORECASTER] Completed predict_future for UTL
[2025-12-08T20:34:18.730625] [INFO ] [sig       ] UTL: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:34:18.880023] [INFO ] [LOCAL     ] Saved forecast: UTL	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/UTL.txt
[2025-12-08T20:34:18.880229] [INFO ] [sig       ] [3375/3624] Completed UTL in 0.4s | 2.92 sym/s | Total: 19.2m | ETA: 1.4m
[2025-12-08T20:34:18.880273] [INFO ] [sig       ] [3376/3624] Forecasting UTMD...
[2025-12-08T20:34:18.880303] [INFO ] [sig       ] Generating forecast for: UTMD
[2025-12-08T20:34:18.880333] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTMD' from 'https://tdm.silogroup.org/data/derivative_storage/UTMD.csv'.
[2025-12-08T20:34:18.895492] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTMD'.
[2025-12-08T20:34:18.896006] [INFO ] [FORECASTER] Starting predict_future for UTMD
[2025-12-08T20:34:18.896855] [DEBUG] [LOCAL     ] No optimal features file found for UTMD: ./output/feature-sets/UTMD.txt
[2025-12-08T20:34:18.896918] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:18.896950] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:18.896977] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:18.897033] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:18.952026] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:18.952943] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:18.953026] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:18.953057] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:19.070787] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:19.070951] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:19.070989] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:19.071017] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:19.074334] [DEBUG] [FORECASTER] UTMD: Forecast T+1@11:T+2@11: UP (p=68.56%)
[2025-12-08T20:34:19.074635] [INFO ] [FORECASTER] Completed predict_future for UTMD
[2025-12-08T20:34:19.074760] [INFO ] [sig       ] UTMD: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:34:19.211833] [INFO ] [LOCAL     ] Saved forecast: UTMD	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/UTMD.txt
[2025-12-08T20:34:19.211989] [INFO ] [sig       ] [3376/3624] Completed UTMD in 0.3s | 2.92 sym/s | Total: 19.2m | ETA: 1.4m
[2025-12-08T20:34:19.212028] [INFO ] [sig       ] [3377/3624] Forecasting UTWO...
[2025-12-08T20:34:19.212058] [INFO ] [sig       ] Generating forecast for: UTWO
[2025-12-08T20:34:19.212087] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTWO' from 'https://tdm.silogroup.org/data/derivative_storage/UTWO.csv'.
[2025-12-08T20:34:19.223253] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTWO'.
[2025-12-08T20:34:19.223643] [INFO ] [FORECASTER] Starting predict_future for UTWO
[2025-12-08T20:34:19.224426] [DEBUG] [LOCAL     ] No optimal features file found for UTWO: ./output/feature-sets/UTWO.txt
[2025-12-08T20:34:19.224476] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:19.224506] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:19.224531] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:19.224604] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:19.279748] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:19.280554] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:19.280654] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:19.280687] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:19.407791] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:19.407951] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:19.407990] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:19.408017] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:19.411491] [DEBUG] [FORECASTER] UTWO: Forecast T+1@11:T+2@11: UP (p=83.07%)
[2025-12-08T20:34:19.411824] [INFO ] [FORECASTER] Completed predict_future for UTWO
[2025-12-08T20:34:19.411954] [INFO ] [sig       ] UTWO: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:34:19.562188] [INFO ] [LOCAL     ] Saved forecast: UTWO	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/UTWO.txt
[2025-12-08T20:34:19.562349] [INFO ] [sig       ] [3377/3624] Completed UTWO in 0.4s | 2.92 sym/s | Total: 19.3m | ETA: 1.4m
[2025-12-08T20:34:19.562391] [INFO ] [sig       ] [3378/3624] Forecasting UTZ...
[2025-12-08T20:34:19.562422] [INFO ] [sig       ] Generating forecast for: UTZ
[2025-12-08T20:34:19.562451] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTZ' from 'https://tdm.silogroup.org/data/derivative_storage/UTZ.csv'.
[2025-12-08T20:34:19.578003] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTZ'.
[2025-12-08T20:34:19.578460] [INFO ] [FORECASTER] Starting predict_future for UTZ
[2025-12-08T20:34:19.579486] [DEBUG] [LOCAL     ] No optimal features file found for UTZ: ./output/feature-sets/UTZ.txt
[2025-12-08T20:34:19.579548] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:19.579614] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:19.579655] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:19.579733] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:19.646444] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:19.647503] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:19.647625] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:19.647673] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:19.780152] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:19.780335] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:19.780386] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:19.780426] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:19.784090] [DEBUG] [FORECASTER] UTZ: Forecast T+1@11:T+2@11: UP (p=88.38%)
[2025-12-08T20:34:19.784398] [INFO ] [FORECASTER] Completed predict_future for UTZ
[2025-12-08T20:34:19.784537] [INFO ] [sig       ] UTZ: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:34:19.937013] [INFO ] [LOCAL     ] Saved forecast: UTZ	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/UTZ.txt
[2025-12-08T20:34:19.937237] [INFO ] [sig       ] [3378/3624] Completed UTZ in 0.4s | 2.92 sym/s | Total: 19.3m | ETA: 1.4m
[2025-12-08T20:34:19.937289] [INFO ] [sig       ] [3379/3624] Forecasting UVE...
[2025-12-08T20:34:19.937328] [INFO ] [sig       ] Generating forecast for: UVE
[2025-12-08T20:34:19.937367] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UVE' from 'https://tdm.silogroup.org/data/derivative_storage/UVE.csv'.
[2025-12-08T20:34:19.951472] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UVE'.
[2025-12-08T20:34:19.951871] [INFO ] [FORECASTER] Starting predict_future for UVE
[2025-12-08T20:34:19.952734] [DEBUG] [LOCAL     ] No optimal features file found for UVE: ./output/feature-sets/UVE.txt
[2025-12-08T20:34:19.952785] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:19.952817] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:19.952843] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:19.952899] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:20.015477] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:20.016374] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:20.016480] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:20.016513] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:20.144890] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:20.145046] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:20.145085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:20.145113] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:20.148941] [DEBUG] [FORECASTER] UVE: Forecast T+1@11:T+2@11: UP (p=96.91%)
[2025-12-08T20:34:20.149294] [INFO ] [FORECASTER] Completed predict_future for UVE
[2025-12-08T20:34:20.149432] [INFO ] [sig       ] UVE: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:34:20.296504] [INFO ] [LOCAL     ] Saved forecast: UVE	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/UVE.txt
[2025-12-08T20:34:20.296682] [INFO ] [sig       ] [3379/3624] Completed UVE in 0.4s | 2.92 sym/s | Total: 19.3m | ETA: 1.4m
[2025-12-08T20:34:20.296724] [INFO ] [sig       ] [3380/3624] Forecasting UVSP...
[2025-12-08T20:34:20.296755] [INFO ] [sig       ] Generating forecast for: UVSP
[2025-12-08T20:34:20.296786] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UVSP' from 'https://tdm.silogroup.org/data/derivative_storage/UVSP.csv'.
[2025-12-08T20:34:20.310063] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UVSP'.
[2025-12-08T20:34:20.310505] [INFO ] [FORECASTER] Starting predict_future for UVSP
[2025-12-08T20:34:20.311376] [DEBUG] [LOCAL     ] No optimal features file found for UVSP: ./output/feature-sets/UVSP.txt
[2025-12-08T20:34:20.311433] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:20.311464] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:20.311490] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:20.311545] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:20.373932] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:20.374805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:20.374888] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:20.374919] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:20.522427] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:20.522615] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:20.522655] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:20.522684] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:20.526073] [DEBUG] [FORECASTER] UVSP: Forecast T+1@11:T+2@11: UP (p=79.78%)
[2025-12-08T20:34:20.526365] [INFO ] [FORECASTER] Completed predict_future for UVSP
[2025-12-08T20:34:20.526497] [INFO ] [sig       ] UVSP: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:34:20.669711] [INFO ] [LOCAL     ] Saved forecast: UVSP	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/UVSP.txt
[2025-12-08T20:34:20.669871] [INFO ] [sig       ] [3380/3624] Completed UVSP in 0.4s | 2.92 sym/s | Total: 19.3m | ETA: 1.4m
[2025-12-08T20:34:20.669917] [INFO ] [sig       ] [3381/3624] Forecasting UWMC...
[2025-12-08T20:34:20.669947] [INFO ] [sig       ] Generating forecast for: UWMC
[2025-12-08T20:34:20.669977] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UWMC' from 'https://tdm.silogroup.org/data/derivative_storage/UWMC.csv'.
[2025-12-08T20:34:20.682397] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UWMC'.
[2025-12-08T20:34:20.682772] [INFO ] [FORECASTER] Starting predict_future for UWMC
[2025-12-08T20:34:20.683603] [DEBUG] [LOCAL     ] No optimal features file found for UWMC: ./output/feature-sets/UWMC.txt
[2025-12-08T20:34:20.683655] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:20.683687] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:20.683713] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:20.683767] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:20.738974] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:20.739734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:20.739815] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:20.740038] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:20.858900] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:20.859057] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:20.859095] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:20.859124] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:20.862420] [DEBUG] [FORECASTER] UWMC: Forecast T+1@11:T+2@11: DOWN (p=24.48%)
[2025-12-08T20:34:20.862743] [INFO ] [FORECASTER] Completed predict_future for UWMC
[2025-12-08T20:34:20.862866] [INFO ] [sig       ] UWMC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:34:21.002282] [INFO ] [LOCAL     ] Saved forecast: UWMC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/UWMC.txt
[2025-12-08T20:34:21.002437] [INFO ] [sig       ] [3381/3624] Completed UWMC in 0.3s | 2.92 sym/s | Total: 19.3m | ETA: 1.4m
[2025-12-08T20:34:21.002477] [INFO ] [sig       ] [3382/3624] Forecasting UXIN...
[2025-12-08T20:34:21.002506] [INFO ] [sig       ] Generating forecast for: UXIN
[2025-12-08T20:34:21.002535] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UXIN' from 'https://tdm.silogroup.org/data/derivative_storage/UXIN.csv'.
[2025-12-08T20:34:21.014294] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UXIN'.
[2025-12-08T20:34:21.014736] [INFO ] [FORECASTER] Starting predict_future for UXIN
[2025-12-08T20:34:21.015547] [DEBUG] [LOCAL     ] No optimal features file found for UXIN: ./output/feature-sets/UXIN.txt
[2025-12-08T20:34:21.015620] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:21.015678] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:21.015706] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:21.015762] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:21.071141] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:21.072018] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:21.072096] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:21.072127] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:21.189846] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:21.190001] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:21.190039] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:21.190066] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:21.193310] [DEBUG] [FORECASTER] UXIN: Forecast T+1@11:T+2@11: DOWN (p=4.06%)
[2025-12-08T20:34:21.193591] [INFO ] [FORECASTER] Completed predict_future for UXIN
[2025-12-08T20:34:21.193713] [INFO ] [sig       ] UXIN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:34:21.330173] [INFO ] [LOCAL     ] Saved forecast: UXIN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/UXIN.txt
[2025-12-08T20:34:21.330322] [INFO ] [sig       ] [3382/3624] Completed UXIN in 0.3s | 2.92 sym/s | Total: 19.3m | ETA: 1.4m
[2025-12-08T20:34:21.330361] [INFO ] [sig       ] [3383/3624] Forecasting UYLD...
[2025-12-08T20:34:21.330392] [INFO ] [sig       ] Generating forecast for: UYLD
[2025-12-08T20:34:21.330420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UYLD' from 'https://tdm.silogroup.org/data/derivative_storage/UYLD.csv'.
[2025-12-08T20:34:21.341884] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UYLD'.
[2025-12-08T20:34:21.342241] [INFO ] [FORECASTER] Starting predict_future for UYLD
[2025-12-08T20:34:21.343062] [DEBUG] [LOCAL     ] No optimal features file found for UYLD: ./output/feature-sets/UYLD.txt
[2025-12-08T20:34:21.343112] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:21.343144] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:21.343171] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:21.343226] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:21.400058] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:21.400917] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:21.400998] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:21.401031] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:21.523346] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:21.523522] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:21.523582] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:21.523614] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:21.527030] [DEBUG] [FORECASTER] UYLD: Forecast T+1@11:T+2@11: UP (p=92.91%)
[2025-12-08T20:34:21.527294] [INFO ] [FORECASTER] Completed predict_future for UYLD
[2025-12-08T20:34:21.527454] [INFO ] [sig       ] UYLD: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:34:21.663781] [INFO ] [LOCAL     ] Saved forecast: UYLD	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/UYLD.txt
[2025-12-08T20:34:21.663912] [INFO ] [sig       ] [3383/3624] Completed UYLD in 0.3s | 2.92 sym/s | Total: 19.3m | ETA: 1.4m
[2025-12-08T20:34:21.663951] [INFO ] [sig       ] [3384/3624] Forecasting UZE...
[2025-12-08T20:34:21.663980] [INFO ] [sig       ] Generating forecast for: UZE
[2025-12-08T20:34:21.664010] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UZE' from 'https://tdm.silogroup.org/data/derivative_storage/UZE.csv'.
[2025-12-08T20:34:21.675796] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UZE'.
[2025-12-08T20:34:21.676124] [INFO ] [FORECASTER] Starting predict_future for UZE
[2025-12-08T20:34:21.676906] [DEBUG] [LOCAL     ] No optimal features file found for UZE: ./output/feature-sets/UZE.txt
[2025-12-08T20:34:21.676955] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:21.676986] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:21.677012] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:21.677067] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:21.732103] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:21.732955] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:21.733033] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:21.733065] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:21.843726] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:21.843885] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:21.843922] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:21.843950] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:21.847184] [DEBUG] [FORECASTER] UZE: Forecast T+1@11:T+2@11: UP (p=98.01%)
[2025-12-08T20:34:21.847474] [INFO ] [FORECASTER] Completed predict_future for UZE
[2025-12-08T20:34:21.847614] [INFO ] [sig       ] UZE: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:34:21.984426] [INFO ] [LOCAL     ] Saved forecast: UZE	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/UZE.txt
[2025-12-08T20:34:21.984552] [INFO ] [sig       ] [3384/3624] Completed UZE in 0.3s | 2.92 sym/s | Total: 19.3m | ETA: 1.4m
[2025-12-08T20:34:21.984607] [INFO ] [sig       ] [3385/3624] Forecasting VAC...
[2025-12-08T20:34:21.984638] [INFO ] [sig       ] Generating forecast for: VAC
[2025-12-08T20:34:21.984668] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VAC' from 'https://tdm.silogroup.org/data/derivative_storage/VAC.csv'.
[2025-12-08T20:34:21.996318] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VAC'.
[2025-12-08T20:34:21.996695] [INFO ] [FORECASTER] Starting predict_future for VAC
[2025-12-08T20:34:21.997489] [DEBUG] [LOCAL     ] No optimal features file found for VAC: ./output/feature-sets/VAC.txt
[2025-12-08T20:34:21.997543] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:21.997594] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:21.997622] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:21.997676] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:22.052865] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:22.053488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:22.053564] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:22.053614] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:22.172265] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:22.172424] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:22.172462] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:22.172543] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:22.176280] [DEBUG] [FORECASTER] VAC: Forecast T+1@11:T+2@11: UP (p=98.00%)
[2025-12-08T20:34:22.176553] [INFO ] [FORECASTER] Completed predict_future for VAC
[2025-12-08T20:34:22.176696] [INFO ] [sig       ] VAC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:34:22.315151] [INFO ] [LOCAL     ] Saved forecast: VAC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/VAC.txt
[2025-12-08T20:34:22.315289] [INFO ] [sig       ] [3385/3624] Completed VAC in 0.3s | 2.92 sym/s | Total: 19.3m | ETA: 1.4m
[2025-12-08T20:34:22.315327] [INFO ] [sig       ] [3386/3624] Forecasting VAL...
[2025-12-08T20:34:22.315357] [INFO ] [sig       ] Generating forecast for: VAL
[2025-12-08T20:34:22.315386] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VAL' from 'https://tdm.silogroup.org/data/derivative_storage/VAL.csv'.
[2025-12-08T20:34:22.327388] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VAL'.
[2025-12-08T20:34:22.330868] [INFO ] [FORECASTER] Starting predict_future for VAL
[2025-12-08T20:34:22.331824] [DEBUG] [LOCAL     ] No optimal features file found for VAL: ./output/feature-sets/VAL.txt
[2025-12-08T20:34:22.331875] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:22.331905] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:22.331930] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:22.331990] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:22.386670] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:22.387365] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:22.387480] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:22.387515] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:22.506394] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:22.506554] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:22.506609] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:22.506637] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:22.509896] [DEBUG] [FORECASTER] VAL: Forecast T+1@11:T+2@11: UP (p=63.55%)
[2025-12-08T20:34:22.510160] [INFO ] [FORECASTER] Completed predict_future for VAL
[2025-12-08T20:34:22.510281] [INFO ] [sig       ] VAL: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:34:22.647388] [INFO ] [LOCAL     ] Saved forecast: VAL	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/VAL.txt
[2025-12-08T20:34:22.647540] [INFO ] [sig       ] [3386/3624] Completed VAL in 0.3s | 2.92 sym/s | Total: 19.3m | ETA: 1.4m
[2025-12-08T20:34:22.647597] [INFO ] [sig       ] [3387/3624] Forecasting VALE...
[2025-12-08T20:34:22.647627] [INFO ] [sig       ] Generating forecast for: VALE
[2025-12-08T20:34:22.647655] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VALE' from 'https://tdm.silogroup.org/data/derivative_storage/VALE.csv'.
[2025-12-08T20:34:22.659411] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VALE'.
[2025-12-08T20:34:22.659771] [INFO ] [FORECASTER] Starting predict_future for VALE
[2025-12-08T20:34:22.660532] [DEBUG] [LOCAL     ] No optimal features file found for VALE: ./output/feature-sets/VALE.txt
[2025-12-08T20:34:22.660604] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:22.660648] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:22.660675] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:22.660730] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:22.715426] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:22.716201] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:22.716277] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:22.716309] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:22.834535] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:22.834707] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:22.834745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:22.834772] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:22.838037] [DEBUG] [FORECASTER] VALE: Forecast T+1@11:T+2@11: UP (p=53.74%)
[2025-12-08T20:34:22.838309] [INFO ] [FORECASTER] Completed predict_future for VALE
[2025-12-08T20:34:22.838431] [INFO ] [sig       ] VALE: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:34:22.974176] [INFO ] [LOCAL     ] Saved forecast: VALE	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/VALE.txt
[2025-12-08T20:34:22.974306] [INFO ] [sig       ] [3387/3624] Completed VALE in 0.3s | 2.92 sym/s | Total: 19.3m | ETA: 1.4m
[2025-12-08T20:34:22.974345] [INFO ] [sig       ] [3388/3624] Forecasting VALN...
[2025-12-08T20:34:22.974373] [INFO ] [sig       ] Generating forecast for: VALN
[2025-12-08T20:34:22.974403] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VALN' from 'https://tdm.silogroup.org/data/derivative_storage/VALN.csv'.
[2025-12-08T20:34:22.988502] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VALN'.
[2025-12-08T20:34:22.989146] [INFO ] [FORECASTER] Starting predict_future for VALN
[2025-12-08T20:34:22.990173] [DEBUG] [LOCAL     ] No optimal features file found for VALN: ./output/feature-sets/VALN.txt
[2025-12-08T20:34:22.990226] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:22.990260] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:22.990288] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:22.990348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:23.050466] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:23.051634] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:23.051728] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:23.051762] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:23.165042] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:23.165267] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:23.165312] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:23.165341] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:23.169446] [DEBUG] [FORECASTER] VALN: Forecast T+1@11:T+2@11: DOWN (p=49.83%)
[2025-12-08T20:34:23.169817] [INFO ] [FORECASTER] Completed predict_future for VALN
[2025-12-08T20:34:23.169963] [INFO ] [sig       ] VALN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:34:23.313701] [INFO ] [LOCAL     ] Saved forecast: VALN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/VALN.txt
[2025-12-08T20:34:23.313876] [INFO ] [sig       ] [3388/3624] Completed VALN in 0.3s | 2.92 sym/s | Total: 19.3m | ETA: 1.3m
[2025-12-08T20:34:23.313919] [INFO ] [sig       ] [3389/3624] Forecasting VANI...
[2025-12-08T20:34:23.313952] [INFO ] [sig       ] Generating forecast for: VANI
[2025-12-08T20:34:23.313982] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VANI' from 'https://tdm.silogroup.org/data/derivative_storage/VANI.csv'.
[2025-12-08T20:34:23.328913] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VANI'.
[2025-12-08T20:34:23.329451] [INFO ] [FORECASTER] Starting predict_future for VANI
[2025-12-08T20:34:23.330390] [DEBUG] [LOCAL     ] No optimal features file found for VANI: ./output/feature-sets/VANI.txt
[2025-12-08T20:34:23.330443] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:23.330478] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:23.330505] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:23.330562] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:23.389179] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:23.390307] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:23.390400] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:23.390433] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:23.525043] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:23.525217] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:23.525256] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:23.525283] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:23.528847] [DEBUG] [FORECASTER] VANI: Forecast T+1@11:T+2@11: DOWN (p=10.86%)
[2025-12-08T20:34:23.529151] [INFO ] [FORECASTER] Completed predict_future for VANI
[2025-12-08T20:34:23.529285] [INFO ] [sig       ] VANI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:34:23.668039] [INFO ] [LOCAL     ] Saved forecast: VANI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/VANI.txt
[2025-12-08T20:34:23.668199] [INFO ] [sig       ] [3389/3624] Completed VANI in 0.4s | 2.92 sym/s | Total: 19.3m | ETA: 1.3m
[2025-12-08T20:34:23.668240] [INFO ] [sig       ] [3390/3624] Forecasting VBF...
[2025-12-08T20:34:23.668268] [INFO ] [sig       ] Generating forecast for: VBF
[2025-12-08T20:34:23.668297] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VBF' from 'https://tdm.silogroup.org/data/derivative_storage/VBF.csv'.
[2025-12-08T20:34:23.680119] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VBF'.
[2025-12-08T20:34:23.680493] [INFO ] [FORECASTER] Starting predict_future for VBF
[2025-12-08T20:34:23.681307] [DEBUG] [LOCAL     ] No optimal features file found for VBF: ./output/feature-sets/VBF.txt
[2025-12-08T20:34:23.681358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:23.681388] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:23.681414] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:23.681470] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:23.737319] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:23.738138] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:23.738218] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:23.738249] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:23.855391] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:23.855549] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:23.855610] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:23.855640] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:23.858954] [DEBUG] [FORECASTER] VBF: Forecast T+1@11:T+2@11: DOWN (p=22.74%)
[2025-12-08T20:34:23.859227] [INFO ] [FORECASTER] Completed predict_future for VBF
[2025-12-08T20:34:23.859347] [INFO ] [sig       ] VBF: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:34:23.998495] [INFO ] [LOCAL     ] Saved forecast: VBF	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/VBF.txt
[2025-12-08T20:34:23.998660] [INFO ] [sig       ] [3390/3624] Completed VBF in 0.3s | 2.92 sym/s | Total: 19.3m | ETA: 1.3m
[2025-12-08T20:34:23.998708] [INFO ] [sig       ] [3391/3624] Forecasting VBNK...
[2025-12-08T20:34:23.998739] [INFO ] [sig       ] Generating forecast for: VBNK
[2025-12-08T20:34:23.998769] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VBNK' from 'https://tdm.silogroup.org/data/derivative_storage/VBNK.csv'.
[2025-12-08T20:34:24.011323] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VBNK'.
[2025-12-08T20:34:24.011709] [INFO ] [FORECASTER] Starting predict_future for VBNK
[2025-12-08T20:34:24.012472] [DEBUG] [LOCAL     ] No optimal features file found for VBNK: ./output/feature-sets/VBNK.txt
[2025-12-08T20:34:24.012522] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:24.012552] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:24.012614] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:24.012671] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:24.067680] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:24.068369] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:24.068446] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:24.068479] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:24.186432] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:24.186609] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:24.186647] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:24.186674] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:24.189953] [DEBUG] [FORECASTER] VBNK: Forecast T+1@11:T+2@11: DOWN (p=15.19%)
[2025-12-08T20:34:24.190222] [INFO ] [FORECASTER] Completed predict_future for VBNK
[2025-12-08T20:34:24.190344] [INFO ] [sig       ] VBNK: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:34:24.332021] [INFO ] [LOCAL     ] Saved forecast: VBNK	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/VBNK.txt
[2025-12-08T20:34:24.332165] [INFO ] [sig       ] [3391/3624] Completed VBNK in 0.3s | 2.92 sym/s | Total: 19.3m | ETA: 1.3m
[2025-12-08T20:34:24.332204] [INFO ] [sig       ] [3392/3624] Forecasting VC...
[2025-12-08T20:34:24.332233] [INFO ] [sig       ] Generating forecast for: VC
[2025-12-08T20:34:24.332262] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VC' from 'https://tdm.silogroup.org/data/derivative_storage/VC.csv'.
[2025-12-08T20:34:24.344484] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VC'.
[2025-12-08T20:34:24.344832] [INFO ] [FORECASTER] Starting predict_future for VC
[2025-12-08T20:34:24.345604] [DEBUG] [LOCAL     ] No optimal features file found for VC: ./output/feature-sets/VC.txt
[2025-12-08T20:34:24.345653] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:24.345684] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:24.345711] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:24.345766] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:24.406209] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:24.407143] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:24.407262] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:24.407298] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:24.531543] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:24.531739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:24.531780] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:24.531810] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:24.535144] [DEBUG] [FORECASTER] VC: Forecast T+1@11:T+2@11: UP (p=65.90%)
[2025-12-08T20:34:24.535413] [INFO ] [FORECASTER] Completed predict_future for VC
[2025-12-08T20:34:24.535595] [INFO ] [sig       ] VC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:34:24.675921] [INFO ] [LOCAL     ] Saved forecast: VC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/VC.txt
[2025-12-08T20:34:24.676054] [INFO ] [sig       ] [3392/3624] Completed VC in 0.3s | 2.92 sym/s | Total: 19.3m | ETA: 1.3m
[2025-12-08T20:34:24.676092] [INFO ] [sig       ] [3393/3624] Forecasting VCEL...
[2025-12-08T20:34:24.676123] [INFO ] [sig       ] Generating forecast for: VCEL
[2025-12-08T20:34:24.676152] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VCEL' from 'https://tdm.silogroup.org/data/derivative_storage/VCEL.csv'.
[2025-12-08T20:34:24.688812] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VCEL'.
[2025-12-08T20:34:24.689162] [INFO ] [FORECASTER] Starting predict_future for VCEL
[2025-12-08T20:34:24.689998] [DEBUG] [LOCAL     ] No optimal features file found for VCEL: ./output/feature-sets/VCEL.txt
[2025-12-08T20:34:24.690049] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:24.690081] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:24.690107] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:24.690162] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:24.746962] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:24.747714] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:24.747793] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:24.747827] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:24.866130] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:24.866283] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:24.866321] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:24.866348] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:24.869666] [DEBUG] [FORECASTER] VCEL: Forecast T+1@11:T+2@11: DOWN (p=9.05%)
[2025-12-08T20:34:24.869928] [INFO ] [FORECASTER] Completed predict_future for VCEL
[2025-12-08T20:34:24.870044] [INFO ] [sig       ] VCEL: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:34:25.019111] [INFO ] [LOCAL     ] Saved forecast: VCEL	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/VCEL.txt
[2025-12-08T20:34:25.019264] [INFO ] [sig       ] [3393/3624] Completed VCEL in 0.3s | 2.92 sym/s | Total: 19.3m | ETA: 1.3m
[2025-12-08T20:34:25.019303] [INFO ] [sig       ] [3394/3624] Forecasting VCRB...
[2025-12-08T20:34:25.019333] [INFO ] [sig       ] Generating forecast for: VCRB
[2025-12-08T20:34:25.019361] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VCRB' from 'https://tdm.silogroup.org/data/derivative_storage/VCRB.csv'.
[2025-12-08T20:34:25.031281] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VCRB'.
[2025-12-08T20:34:25.031693] [INFO ] [FORECASTER] Starting predict_future for VCRB
[2025-12-08T20:34:25.032535] [DEBUG] [LOCAL     ] No optimal features file found for VCRB: ./output/feature-sets/VCRB.txt
[2025-12-08T20:34:25.032625] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:25.032674] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:25.032709] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:25.032785] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:25.089546] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:25.090401] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:25.090481] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:25.090513] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:25.207660] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:25.207820] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:25.207858] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:25.207903] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:25.211153] [DEBUG] [FORECASTER] VCRB: Forecast T+1@11:T+2@11: UP (p=97.40%)
[2025-12-08T20:34:25.211418] [INFO ] [FORECASTER] Completed predict_future for VCRB
[2025-12-08T20:34:25.211538] [INFO ] [sig       ] VCRB: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:34:25.348734] [INFO ] [LOCAL     ] Saved forecast: VCRB	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/VCRB.txt
[2025-12-08T20:34:25.348868] [INFO ] [sig       ] [3394/3624] Completed VCRB in 0.3s | 2.92 sym/s | Total: 19.3m | ETA: 1.3m
[2025-12-08T20:34:25.348907] [INFO ] [sig       ] [3395/3624] Forecasting VCSH...
[2025-12-08T20:34:25.348935] [INFO ] [sig       ] Generating forecast for: VCSH
[2025-12-08T20:34:25.348964] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VCSH' from 'https://tdm.silogroup.org/data/derivative_storage/VCSH.csv'.
[2025-12-08T20:34:25.361088] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VCSH'.
[2025-12-08T20:34:25.361456] [INFO ] [FORECASTER] Starting predict_future for VCSH
[2025-12-08T20:34:25.362263] [DEBUG] [LOCAL     ] No optimal features file found for VCSH: ./output/feature-sets/VCSH.txt
[2025-12-08T20:34:25.362312] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:25.362343] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:25.362368] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:25.362422] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:25.417240] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:25.418034] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:25.418111] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:25.418143] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:25.536442] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:25.536613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:25.536655] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:25.536684] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:25.542959] [DEBUG] [FORECASTER] VCSH: Forecast T+1@11:T+2@11: DOWN (p=20.14%)
[2025-12-08T20:34:25.543241] [INFO ] [FORECASTER] Completed predict_future for VCSH
[2025-12-08T20:34:25.543367] [INFO ] [sig       ] VCSH: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:34:25.679447] [INFO ] [LOCAL     ] Saved forecast: VCSH	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/VCSH.txt
[2025-12-08T20:34:25.679618] [INFO ] [sig       ] [3395/3624] Completed VCSH in 0.3s | 2.92 sym/s | Total: 19.4m | ETA: 1.3m
[2025-12-08T20:34:25.679660] [INFO ] [sig       ] [3396/3624] Forecasting VECO...
[2025-12-08T20:34:25.679690] [INFO ] [sig       ] Generating forecast for: VECO
[2025-12-08T20:34:25.679718] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VECO' from 'https://tdm.silogroup.org/data/derivative_storage/VECO.csv'.
[2025-12-08T20:34:25.692533] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VECO'.
[2025-12-08T20:34:25.692948] [INFO ] [FORECASTER] Starting predict_future for VECO
[2025-12-08T20:34:25.693801] [DEBUG] [LOCAL     ] No optimal features file found for VECO: ./output/feature-sets/VECO.txt
[2025-12-08T20:34:25.693853] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:25.693887] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:25.693915] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:25.693971] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:25.752969] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:25.753840] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:25.753939] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:25.753972] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:25.893426] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:25.893597] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:25.893638] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:25.893666] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:25.897011] [DEBUG] [FORECASTER] VECO: Forecast T+1@11:T+2@11: DOWN (p=6.48%)
[2025-12-08T20:34:25.897273] [INFO ] [FORECASTER] Completed predict_future for VECO
[2025-12-08T20:34:25.897392] [INFO ] [sig       ] VECO: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:34:26.033874] [INFO ] [LOCAL     ] Saved forecast: VECO	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/VECO.txt
[2025-12-08T20:34:26.034027] [INFO ] [sig       ] [3396/3624] Completed VECO in 0.4s | 2.92 sym/s | Total: 19.4m | ETA: 1.3m
[2025-12-08T20:34:26.034067] [INFO ] [sig       ] [3397/3624] Forecasting VEEE...
[2025-12-08T20:34:26.034096] [INFO ] [sig       ] Generating forecast for: VEEE
[2025-12-08T20:34:26.034126] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VEEE' from 'https://tdm.silogroup.org/data/derivative_storage/VEEE.csv'.
[2025-12-08T20:34:26.046009] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VEEE'.
[2025-12-08T20:34:26.046392] [INFO ] [FORECASTER] Starting predict_future for VEEE
[2025-12-08T20:34:26.047188] [DEBUG] [LOCAL     ] No optimal features file found for VEEE: ./output/feature-sets/VEEE.txt
[2025-12-08T20:34:26.047237] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:26.047268] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:26.047295] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:26.047351] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:26.102752] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:26.103499] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:26.103627] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:26.103711] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:26.235123] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:26.235278] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:26.235317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:26.235347] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:26.238729] [DEBUG] [FORECASTER] VEEE: Forecast T+1@11:T+2@11: UP (p=59.43%)
[2025-12-08T20:34:26.239008] [INFO ] [FORECASTER] Completed predict_future for VEEE
[2025-12-08T20:34:26.239130] [INFO ] [sig       ] VEEE: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:34:26.376249] [INFO ] [LOCAL     ] Saved forecast: VEEE	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/VEEE.txt
[2025-12-08T20:34:26.376397] [INFO ] [sig       ] [3397/3624] Completed VEEE in 0.3s | 2.92 sym/s | Total: 19.4m | ETA: 1.3m
[2025-12-08T20:34:26.376437] [INFO ] [sig       ] [3398/3624] Forecasting VEL...
[2025-12-08T20:34:26.376466] [INFO ] [sig       ] Generating forecast for: VEL
[2025-12-08T20:34:26.376495] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VEL' from 'https://tdm.silogroup.org/data/derivative_storage/VEL.csv'.
[2025-12-08T20:34:26.388748] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VEL'.
[2025-12-08T20:34:26.389081] [INFO ] [FORECASTER] Starting predict_future for VEL
[2025-12-08T20:34:26.389870] [DEBUG] [LOCAL     ] No optimal features file found for VEL: ./output/feature-sets/VEL.txt
[2025-12-08T20:34:26.389920] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:26.389963] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:26.389991] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:26.390047] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:26.444944] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:26.445767] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:26.445850] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:26.445882] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:26.563444] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:26.563613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:26.563655] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:26.563684] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:26.566963] [DEBUG] [FORECASTER] VEL: Forecast T+1@11:T+2@11: DOWN (p=2.90%)
[2025-12-08T20:34:26.567233] [INFO ] [FORECASTER] Completed predict_future for VEL
[2025-12-08T20:34:26.567354] [INFO ] [sig       ] VEL: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:34:26.703663] [INFO ] [LOCAL     ] Saved forecast: VEL	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/VEL.txt
[2025-12-08T20:34:26.703799] [INFO ] [sig       ] [3398/3624] Completed VEL in 0.3s | 2.92 sym/s | Total: 19.4m | ETA: 1.3m
[2025-12-08T20:34:26.703838] [INFO ] [sig       ] [3399/3624] Forecasting VEON...
[2025-12-08T20:34:26.703866] [INFO ] [sig       ] Generating forecast for: VEON
[2025-12-08T20:34:26.703894] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VEON' from 'https://tdm.silogroup.org/data/derivative_storage/VEON.csv'.
[2025-12-08T20:34:26.716284] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VEON'.
[2025-12-08T20:34:26.716641] [INFO ] [FORECASTER] Starting predict_future for VEON
[2025-12-08T20:34:26.717400] [DEBUG] [LOCAL     ] No optimal features file found for VEON: ./output/feature-sets/VEON.txt
[2025-12-08T20:34:26.717471] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:26.717526] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:26.717553] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:26.717626] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:26.772340] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:26.773141] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:26.773218] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:26.773250] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:26.892427] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:26.892599] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:26.892637] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:26.892665] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:26.896014] [DEBUG] [FORECASTER] VEON: Forecast T+1@11:T+2@11: UP (p=89.40%)
[2025-12-08T20:34:26.896306] [INFO ] [FORECASTER] Completed predict_future for VEON
[2025-12-08T20:34:26.896438] [INFO ] [sig       ] VEON: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:34:27.036692] [INFO ] [LOCAL     ] Saved forecast: VEON	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/VEON.txt
[2025-12-08T20:34:27.036848] [INFO ] [sig       ] [3399/3624] Completed VEON in 0.3s | 2.92 sym/s | Total: 19.4m | ETA: 1.3m
[2025-12-08T20:34:27.036889] [INFO ] [sig       ] [3400/3624] Forecasting VERA...
[2025-12-08T20:34:27.036918] [INFO ] [sig       ] Generating forecast for: VERA
[2025-12-08T20:34:27.036948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VERA' from 'https://tdm.silogroup.org/data/derivative_storage/VERA.csv'.
[2025-12-08T20:34:27.049318] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VERA'.
[2025-12-08T20:34:27.049753] [INFO ] [FORECASTER] Starting predict_future for VERA
[2025-12-08T20:34:27.050563] [DEBUG] [LOCAL     ] No optimal features file found for VERA: ./output/feature-sets/VERA.txt
[2025-12-08T20:34:27.050641] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:27.050674] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:27.050701] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:27.050756] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:27.105662] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:27.106502] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:27.106608] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:27.106642] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:27.223717] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:27.223876] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:27.223913] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:27.223940] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:27.227265] [DEBUG] [FORECASTER] VERA: Forecast T+1@11:T+2@11: UP (p=82.58%)
[2025-12-08T20:34:27.227598] [INFO ] [FORECASTER] Completed predict_future for VERA
[2025-12-08T20:34:27.227732] [INFO ] [sig       ] VERA: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:34:27.366013] [INFO ] [LOCAL     ] Saved forecast: VERA	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/VERA.txt
[2025-12-08T20:34:27.366166] [INFO ] [sig       ] [3400/3624] Completed VERA in 0.3s | 2.92 sym/s | Total: 19.4m | ETA: 1.3m
[2025-12-08T20:34:27.366206] [INFO ] [sig       ] [3401/3624] Forecasting VERI...
[2025-12-08T20:34:27.366234] [INFO ] [sig       ] Generating forecast for: VERI
[2025-12-08T20:34:27.366264] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VERI' from 'https://tdm.silogroup.org/data/derivative_storage/VERI.csv'.
[2025-12-08T20:34:27.378330] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VERI'.
[2025-12-08T20:34:27.378731] [INFO ] [FORECASTER] Starting predict_future for VERI
[2025-12-08T20:34:27.379506] [DEBUG] [LOCAL     ] No optimal features file found for VERI: ./output/feature-sets/VERI.txt
[2025-12-08T20:34:27.379556] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:27.379608] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:27.379637] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:27.379698] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:27.434501] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:27.435331] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:27.435410] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:27.435441] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:27.551191] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:27.551343] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:27.551381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:27.551408] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:27.554666] [DEBUG] [FORECASTER] VERI: Forecast T+1@11:T+2@11: UP (p=88.71%)
[2025-12-08T20:34:27.554928] [INFO ] [FORECASTER] Completed predict_future for VERI
[2025-12-08T20:34:27.555042] [INFO ] [sig       ] VERI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:34:27.693099] [INFO ] [LOCAL     ] Saved forecast: VERI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/VERI.txt
[2025-12-08T20:34:27.693221] [INFO ] [sig       ] [3401/3624] Completed VERI in 0.3s | 2.92 sym/s | Total: 19.4m | ETA: 1.3m
[2025-12-08T20:34:27.693260] [INFO ] [sig       ] [3402/3624] Forecasting VERO...
[2025-12-08T20:34:27.693294] [INFO ] [sig       ] Generating forecast for: VERO
[2025-12-08T20:34:27.693325] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VERO' from 'https://tdm.silogroup.org/data/derivative_storage/VERO.csv'.
[2025-12-08T20:34:27.704540] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VERO'.
[2025-12-08T20:34:27.704874] [INFO ] [FORECASTER] Starting predict_future for VERO
[2025-12-08T20:34:27.705653] [DEBUG] [LOCAL     ] No optimal features file found for VERO: ./output/feature-sets/VERO.txt
[2025-12-08T20:34:27.705703] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:27.705734] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:27.705759] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:27.705813] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:27.763388] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:27.764044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:27.764126] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:27.764159] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:27.879171] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:27.879294] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:27.879329] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:27.879396] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:27.882607] [DEBUG] [FORECASTER] VERO: Forecast T+1@11:T+2@11: DOWN (p=38.03%)
[2025-12-08T20:34:27.882867] [INFO ] [FORECASTER] Completed predict_future for VERO
[2025-12-08T20:34:27.882984] [INFO ] [sig       ] VERO: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:34:28.019623] [INFO ] [LOCAL     ] Saved forecast: VERO	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/VERO.txt
[2025-12-08T20:34:28.019725] [INFO ] [sig       ] [3402/3624] Completed VERO in 0.3s | 2.92 sym/s | Total: 19.4m | ETA: 1.3m
[2025-12-08T20:34:28.019762] [INFO ] [sig       ] [3403/3624] Forecasting VERX...
[2025-12-08T20:34:28.019791] [INFO ] [sig       ] Generating forecast for: VERX
[2025-12-08T20:34:28.019819] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VERX' from 'https://tdm.silogroup.org/data/derivative_storage/VERX.csv'.
[2025-12-08T20:34:28.032203] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VERX'.
[2025-12-08T20:34:28.032492] [INFO ] [FORECASTER] Starting predict_future for VERX
[2025-12-08T20:34:28.033253] [DEBUG] [LOCAL     ] No optimal features file found for VERX: ./output/feature-sets/VERX.txt
[2025-12-08T20:34:28.033303] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:28.033334] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:28.033359] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:28.033414] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:28.088463] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:28.089062] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:28.089134] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:28.089165] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:28.204784] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:28.204892] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:28.204927] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:28.204954] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:28.208035] [DEBUG] [FORECASTER] VERX: Forecast T+1@11:T+2@11: DOWN (p=34.07%)
[2025-12-08T20:34:28.208288] [INFO ] [FORECASTER] Completed predict_future for VERX
[2025-12-08T20:34:28.208401] [INFO ] [sig       ] VERX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:34:28.345097] [INFO ] [LOCAL     ] Saved forecast: VERX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/VERX.txt
[2025-12-08T20:34:28.345201] [INFO ] [sig       ] [3403/3624] Completed VERX in 0.3s | 2.92 sym/s | Total: 19.4m | ETA: 1.3m
[2025-12-08T20:34:28.345239] [INFO ] [sig       ] [3404/3624] Forecasting VFC...
[2025-12-08T20:34:28.345267] [INFO ] [sig       ] Generating forecast for: VFC
[2025-12-08T20:34:28.345294] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VFC' from 'https://tdm.silogroup.org/data/derivative_storage/VFC.csv'.
[2025-12-08T20:34:28.357733] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VFC'.
[2025-12-08T20:34:28.358029] [INFO ] [FORECASTER] Starting predict_future for VFC
[2025-12-08T20:34:28.358794] [DEBUG] [LOCAL     ] No optimal features file found for VFC: ./output/feature-sets/VFC.txt
[2025-12-08T20:34:28.358842] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:28.358873] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:28.358899] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:28.358954] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:28.413954] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:28.414512] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:28.414600] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:28.414633] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:28.532289] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:28.532396] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:28.532430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:28.532458] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:28.535531] [DEBUG] [FORECASTER] VFC: Forecast T+1@11:T+2@11: DOWN (p=22.37%)
[2025-12-08T20:34:28.535810] [INFO ] [FORECASTER] Completed predict_future for VFC
[2025-12-08T20:34:28.535925] [INFO ] [sig       ] VFC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:34:28.676011] [INFO ] [LOCAL     ] Saved forecast: VFC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/VFC.txt
[2025-12-08T20:34:28.676121] [INFO ] [sig       ] [3404/3624] Completed VFC in 0.3s | 2.92 sym/s | Total: 19.4m | ETA: 1.3m
[2025-12-08T20:34:28.676159] [INFO ] [sig       ] [3405/3624] Forecasting VFF...
[2025-12-08T20:34:28.676187] [INFO ] [sig       ] Generating forecast for: VFF
[2025-12-08T20:34:28.676215] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VFF' from 'https://tdm.silogroup.org/data/derivative_storage/VFF.csv'.
[2025-12-08T20:34:28.688347] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VFF'.
[2025-12-08T20:34:28.688653] [INFO ] [FORECASTER] Starting predict_future for VFF
[2025-12-08T20:34:28.689407] [DEBUG] [LOCAL     ] No optimal features file found for VFF: ./output/feature-sets/VFF.txt
[2025-12-08T20:34:28.689456] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:28.689487] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:28.689513] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:28.689596] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:28.744976] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:28.745550] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:28.745639] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:28.745671] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:28.860631] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:28.860710] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:28.860742] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:28.860798] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:28.863720] [DEBUG] [FORECASTER] VFF: Forecast T+1@11:T+2@11: DOWN (p=44.85%)
[2025-12-08T20:34:28.863966] [INFO ] [FORECASTER] Completed predict_future for VFF
[2025-12-08T20:34:28.864078] [INFO ] [sig       ] VFF: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:34:29.043731] [INFO ] [LOCAL     ] Saved forecast: VFF	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/VFF.txt
[2025-12-08T20:34:29.043865] [INFO ] [sig       ] [3405/3624] Completed VFF in 0.4s | 2.92 sym/s | Total: 19.4m | ETA: 1.2m
[2025-12-08T20:34:29.043904] [INFO ] [sig       ] [3406/3624] Forecasting VFLO...
[2025-12-08T20:34:29.043932] [INFO ] [sig       ] Generating forecast for: VFLO
[2025-12-08T20:34:29.043961] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VFLO' from 'https://tdm.silogroup.org/data/derivative_storage/VFLO.csv'.
[2025-12-08T20:34:29.055193] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VFLO'.
[2025-12-08T20:34:29.055468] [INFO ] [FORECASTER] Starting predict_future for VFLO
[2025-12-08T20:34:29.056249] [DEBUG] [LOCAL     ] No optimal features file found for VFLO: ./output/feature-sets/VFLO.txt
[2025-12-08T20:34:29.056298] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:29.056330] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:29.056356] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:29.056411] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:29.111693] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:29.112248] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:29.112320] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:29.112351] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:29.235247] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:29.235368] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:29.235403] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:29.235431] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:29.238622] [DEBUG] [FORECASTER] VFLO: Forecast T+1@11:T+2@11: UP (p=52.20%)
[2025-12-08T20:34:29.238883] [INFO ] [FORECASTER] Completed predict_future for VFLO
[2025-12-08T20:34:29.238999] [INFO ] [sig       ] VFLO: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:34:29.376699] [INFO ] [LOCAL     ] Saved forecast: VFLO	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/VFLO.txt
[2025-12-08T20:34:29.376801] [INFO ] [sig       ] [3406/3624] Completed VFLO in 0.3s | 2.92 sym/s | Total: 19.4m | ETA: 1.2m
[2025-12-08T20:34:29.376839] [INFO ] [sig       ] [3407/3624] Forecasting VFS...
[2025-12-08T20:34:29.376867] [INFO ] [sig       ] Generating forecast for: VFS
[2025-12-08T20:34:29.376895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VFS' from 'https://tdm.silogroup.org/data/derivative_storage/VFS.csv'.
[2025-12-08T20:34:29.388613] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VFS'.
[2025-12-08T20:34:29.388901] [INFO ] [FORECASTER] Starting predict_future for VFS
[2025-12-08T20:34:29.389666] [DEBUG] [LOCAL     ] No optimal features file found for VFS: ./output/feature-sets/VFS.txt
[2025-12-08T20:34:29.389715] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:29.389746] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:29.389773] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:29.389827] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:29.445886] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:29.446465] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:29.446537] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:29.446596] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:29.567891] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:29.568022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:29.568057] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:29.568085] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:29.571271] [DEBUG] [FORECASTER] VFS: Forecast T+1@11:T+2@11: UP (p=96.13%)
[2025-12-08T20:34:29.571532] [INFO ] [FORECASTER] Completed predict_future for VFS
[2025-12-08T20:34:29.571667] [INFO ] [sig       ] VFS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:34:29.710318] [INFO ] [LOCAL     ] Saved forecast: VFS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/VFS.txt
[2025-12-08T20:34:29.710419] [INFO ] [sig       ] [3407/3624] Completed VFS in 0.3s | 2.92 sym/s | Total: 19.4m | ETA: 1.2m
[2025-12-08T20:34:29.710456] [INFO ] [sig       ] [3408/3624] Forecasting VGI...
[2025-12-08T20:34:29.710485] [INFO ] [sig       ] Generating forecast for: VGI
[2025-12-08T20:34:29.710513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VGI' from 'https://tdm.silogroup.org/data/derivative_storage/VGI.csv'.
[2025-12-08T20:34:29.721813] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VGI'.
[2025-12-08T20:34:29.722092] [INFO ] [FORECASTER] Starting predict_future for VGI
[2025-12-08T20:34:29.722869] [DEBUG] [LOCAL     ] No optimal features file found for VGI: ./output/feature-sets/VGI.txt
[2025-12-08T20:34:29.722918] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:29.722948] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:29.722974] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:29.723028] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:29.777688] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:29.778273] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:29.778344] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:29.778374] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:29.887390] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:29.887538] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:29.887590] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:29.887621] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:29.890782] [DEBUG] [FORECASTER] VGI: Forecast T+1@11:T+2@11: UP (p=78.12%)
[2025-12-08T20:34:29.891038] [INFO ] [FORECASTER] Completed predict_future for VGI
[2025-12-08T20:34:29.891152] [INFO ] [sig       ] VGI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:34:30.029015] [INFO ] [LOCAL     ] Saved forecast: VGI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/VGI.txt
[2025-12-08T20:34:30.029116] [INFO ] [sig       ] [3408/3624] Completed VGI in 0.3s | 2.92 sym/s | Total: 19.4m | ETA: 1.2m
[2025-12-08T20:34:30.029153] [INFO ] [sig       ] [3409/3624] Forecasting VGM...
[2025-12-08T20:34:30.029181] [INFO ] [sig       ] Generating forecast for: VGM
[2025-12-08T20:34:30.029210] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VGM' from 'https://tdm.silogroup.org/data/derivative_storage/VGM.csv'.
[2025-12-08T20:34:30.041082] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VGM'.
[2025-12-08T20:34:30.041367] [INFO ] [FORECASTER] Starting predict_future for VGM
[2025-12-08T20:34:30.042140] [DEBUG] [LOCAL     ] No optimal features file found for VGM: ./output/feature-sets/VGM.txt
[2025-12-08T20:34:30.042189] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:30.042219] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:30.042246] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:30.042311] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:30.097974] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:30.098534] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:30.098640] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:30.098673] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:30.215742] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:30.215867] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:30.215903] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:30.215930] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:30.219109] [DEBUG] [FORECASTER] VGM: Forecast T+1@11:T+2@11: UP (p=58.77%)
[2025-12-08T20:34:30.219364] [INFO ] [FORECASTER] Completed predict_future for VGM
[2025-12-08T20:34:30.219480] [INFO ] [sig       ] VGM: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:34:30.360636] [INFO ] [LOCAL     ] Saved forecast: VGM	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/VGM.txt
[2025-12-08T20:34:30.360747] [INFO ] [sig       ] [3409/3624] Completed VGM in 0.3s | 2.92 sym/s | Total: 19.4m | ETA: 1.2m
[2025-12-08T20:34:30.360787] [INFO ] [sig       ] [3410/3624] Forecasting VGSH...
[2025-12-08T20:34:30.360817] [INFO ] [sig       ] Generating forecast for: VGSH
[2025-12-08T20:34:30.360846] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VGSH' from 'https://tdm.silogroup.org/data/derivative_storage/VGSH.csv'.
[2025-12-08T20:34:30.372308] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VGSH'.
[2025-12-08T20:34:30.372621] [INFO ] [FORECASTER] Starting predict_future for VGSH
[2025-12-08T20:34:30.373379] [DEBUG] [LOCAL     ] No optimal features file found for VGSH: ./output/feature-sets/VGSH.txt
[2025-12-08T20:34:30.373428] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:30.373459] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:30.373485] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:30.373539] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:30.429952] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:30.430510] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:30.430598] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:30.430631] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:30.550249] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:30.550369] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:30.550405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:30.550432] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:30.553659] [DEBUG] [FORECASTER] VGSH: Forecast T+1@11:T+2@11: DOWN (p=26.21%)
[2025-12-08T20:34:30.553919] [INFO ] [FORECASTER] Completed predict_future for VGSH
[2025-12-08T20:34:30.554035] [INFO ] [sig       ] VGSH: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:34:30.693605] [INFO ] [LOCAL     ] Saved forecast: VGSH	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/VGSH.txt
[2025-12-08T20:34:30.693708] [INFO ] [sig       ] [3410/3624] Completed VGSH in 0.3s | 2.92 sym/s | Total: 19.4m | ETA: 1.2m
[2025-12-08T20:34:30.693745] [INFO ] [sig       ] [3411/3624] Forecasting VICI...
[2025-12-08T20:34:30.693773] [INFO ] [sig       ] Generating forecast for: VICI
[2025-12-08T20:34:30.693802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VICI' from 'https://tdm.silogroup.org/data/derivative_storage/VICI.csv'.
[2025-12-08T20:34:30.705687] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VICI'.
[2025-12-08T20:34:30.705973] [INFO ] [FORECASTER] Starting predict_future for VICI
[2025-12-08T20:34:30.706746] [DEBUG] [LOCAL     ] No optimal features file found for VICI: ./output/feature-sets/VICI.txt
[2025-12-08T20:34:30.706805] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:30.706837] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:30.706862] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:30.706917] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:30.762135] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:30.762711] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:30.762785] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:30.762818] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:30.884014] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:30.884140] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:30.884175] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:30.884202] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:30.887379] [DEBUG] [FORECASTER] VICI: Forecast T+1@11:T+2@11: UP (p=87.69%)
[2025-12-08T20:34:30.887693] [INFO ] [FORECASTER] Completed predict_future for VICI
[2025-12-08T20:34:30.887828] [INFO ] [sig       ] VICI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:34:31.025227] [INFO ] [LOCAL     ] Saved forecast: VICI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/VICI.txt
[2025-12-08T20:34:31.025328] [INFO ] [sig       ] [3411/3624] Completed VICI in 0.3s | 2.92 sym/s | Total: 19.4m | ETA: 1.2m
[2025-12-08T20:34:31.025365] [INFO ] [sig       ] [3412/3624] Forecasting VIGI...
[2025-12-08T20:34:31.025394] [INFO ] [sig       ] Generating forecast for: VIGI
[2025-12-08T20:34:31.025422] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VIGI' from 'https://tdm.silogroup.org/data/derivative_storage/VIGI.csv'.
[2025-12-08T20:34:31.036983] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VIGI'.
[2025-12-08T20:34:31.037262] [INFO ] [FORECASTER] Starting predict_future for VIGI
[2025-12-08T20:34:31.038065] [DEBUG] [LOCAL     ] No optimal features file found for VIGI: ./output/feature-sets/VIGI.txt
[2025-12-08T20:34:31.038115] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:31.038146] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:31.038172] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:31.038227] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:31.093892] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:31.094456] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:31.094528] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:31.094559] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:31.210865] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:31.210962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:31.210996] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:31.211025] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:31.214097] [DEBUG] [FORECASTER] VIGI: Forecast T+1@11:T+2@11: DOWN (p=49.00%)
[2025-12-08T20:34:31.214342] [INFO ] [FORECASTER] Completed predict_future for VIGI
[2025-12-08T20:34:31.214454] [INFO ] [sig       ] VIGI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:34:31.349922] [INFO ] [LOCAL     ] Saved forecast: VIGI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/VIGI.txt
[2025-12-08T20:34:31.350051] [INFO ] [sig       ] [3412/3624] Completed VIGI in 0.3s | 2.92 sym/s | Total: 19.4m | ETA: 1.2m
[2025-12-08T20:34:31.350096] [INFO ] [sig       ] [3413/3624] Forecasting VINP...
[2025-12-08T20:34:31.350126] [INFO ] [sig       ] Generating forecast for: VINP
[2025-12-08T20:34:31.350155] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VINP' from 'https://tdm.silogroup.org/data/derivative_storage/VINP.csv'.
[2025-12-08T20:34:31.361397] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VINP'.
[2025-12-08T20:34:31.361717] [INFO ] [FORECASTER] Starting predict_future for VINP
[2025-12-08T20:34:31.362468] [DEBUG] [LOCAL     ] No optimal features file found for VINP: ./output/feature-sets/VINP.txt
[2025-12-08T20:34:31.362517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:31.362549] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:31.362593] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:31.362652] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:31.417619] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:31.418322] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:31.418397] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:31.418428] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:31.532815] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:31.532968] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:31.533007] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:31.533036] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:31.536420] [DEBUG] [FORECASTER] VINP: Forecast T+1@11:T+2@11: UP (p=93.35%)
[2025-12-08T20:34:31.536718] [INFO ] [FORECASTER] Completed predict_future for VINP
[2025-12-08T20:34:31.536851] [INFO ] [sig       ] VINP: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:34:31.674394] [INFO ] [LOCAL     ] Saved forecast: VINP	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/VINP.txt
[2025-12-08T20:34:31.674518] [INFO ] [sig       ] [3413/3624] Completed VINP in 0.3s | 2.92 sym/s | Total: 19.5m | ETA: 1.2m
[2025-12-08T20:34:31.674556] [INFO ] [sig       ] [3414/3624] Forecasting VIPS...
[2025-12-08T20:34:31.674603] [INFO ] [sig       ] Generating forecast for: VIPS
[2025-12-08T20:34:31.674634] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VIPS' from 'https://tdm.silogroup.org/data/derivative_storage/VIPS.csv'.
[2025-12-08T20:34:31.686471] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VIPS'.
[2025-12-08T20:34:31.686818] [INFO ] [FORECASTER] Starting predict_future for VIPS
[2025-12-08T20:34:31.687619] [DEBUG] [LOCAL     ] No optimal features file found for VIPS: ./output/feature-sets/VIPS.txt
[2025-12-08T20:34:31.687668] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:31.687698] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:31.687724] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:31.687791] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:31.743503] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:31.744193] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:31.744268] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:31.744299] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:31.868037] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:31.868181] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:31.868220] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:31.868247] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:31.871477] [DEBUG] [FORECASTER] VIPS: Forecast T+1@11:T+2@11: DOWN (p=19.81%)
[2025-12-08T20:34:31.871754] [INFO ] [FORECASTER] Completed predict_future for VIPS
[2025-12-08T20:34:31.871894] [INFO ] [sig       ] VIPS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:34:32.012996] [INFO ] [LOCAL     ] Saved forecast: VIPS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/VIPS.txt
[2025-12-08T20:34:32.013132] [INFO ] [sig       ] [3414/3624] Completed VIPS in 0.3s | 2.92 sym/s | Total: 19.5m | ETA: 1.2m
[2025-12-08T20:34:32.013170] [INFO ] [sig       ] [3415/3624] Forecasting VIRC...
[2025-12-08T20:34:32.013199] [INFO ] [sig       ] Generating forecast for: VIRC
[2025-12-08T20:34:32.013227] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VIRC' from 'https://tdm.silogroup.org/data/derivative_storage/VIRC.csv'.
[2025-12-08T20:34:32.025327] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VIRC'.
[2025-12-08T20:34:32.025635] [INFO ] [FORECASTER] Starting predict_future for VIRC
[2025-12-08T20:34:32.026409] [DEBUG] [LOCAL     ] No optimal features file found for VIRC: ./output/feature-sets/VIRC.txt
[2025-12-08T20:34:32.026458] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:32.026489] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:32.026515] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:32.026589] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:32.082589] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:32.083172] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:32.083243] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:32.083274] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:32.201584] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:32.201719] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:32.201754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:32.201783] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:32.204975] [DEBUG] [FORECASTER] VIRC: Forecast T+1@11:T+2@11: DOWN (p=33.89%)
[2025-12-08T20:34:32.205232] [INFO ] [FORECASTER] Completed predict_future for VIRC
[2025-12-08T20:34:32.205348] [INFO ] [sig       ] VIRC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:34:32.342479] [INFO ] [LOCAL     ] Saved forecast: VIRC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/VIRC.txt
[2025-12-08T20:34:32.342604] [INFO ] [sig       ] [3415/3624] Completed VIRC in 0.3s | 2.92 sym/s | Total: 19.5m | ETA: 1.2m
[2025-12-08T20:34:32.342643] [INFO ] [sig       ] [3416/3624] Forecasting VITL...
[2025-12-08T20:34:32.342673] [INFO ] [sig       ] Generating forecast for: VITL
[2025-12-08T20:34:32.342701] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VITL' from 'https://tdm.silogroup.org/data/derivative_storage/VITL.csv'.
[2025-12-08T20:34:32.353991] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VITL'.
[2025-12-08T20:34:32.354288] [INFO ] [FORECASTER] Starting predict_future for VITL
[2025-12-08T20:34:32.355064] [DEBUG] [LOCAL     ] No optimal features file found for VITL: ./output/feature-sets/VITL.txt
[2025-12-08T20:34:32.355113] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:32.355167] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:32.355194] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:32.355249] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:32.409967] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:32.410527] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:32.410616] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:32.410649] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:32.528878] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:32.528992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:32.529027] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:32.529053] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:32.532201] [DEBUG] [FORECASTER] VITL: Forecast T+1@11:T+2@11: DOWN (p=4.10%)
[2025-12-08T20:34:32.532455] [INFO ] [FORECASTER] Completed predict_future for VITL
[2025-12-08T20:34:32.532567] [INFO ] [sig       ] VITL: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:34:32.669944] [INFO ] [LOCAL     ] Saved forecast: VITL	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/VITL.txt
[2025-12-08T20:34:32.670048] [INFO ] [sig       ] [3416/3624] Completed VITL in 0.3s | 2.92 sym/s | Total: 19.5m | ETA: 1.2m
[2025-12-08T20:34:32.670086] [INFO ] [sig       ] [3417/3624] Forecasting VKQ...
[2025-12-08T20:34:32.670114] [INFO ] [sig       ] Generating forecast for: VKQ
[2025-12-08T20:34:32.670143] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VKQ' from 'https://tdm.silogroup.org/data/derivative_storage/VKQ.csv'.
[2025-12-08T20:34:32.680808] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VKQ'.
[2025-12-08T20:34:32.681089] [INFO ] [FORECASTER] Starting predict_future for VKQ
[2025-12-08T20:34:32.681862] [DEBUG] [LOCAL     ] No optimal features file found for VKQ: ./output/feature-sets/VKQ.txt
[2025-12-08T20:34:32.681912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:32.681942] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:32.681968] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:32.682024] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:32.737794] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:32.738355] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:32.738426] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:32.738457] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:32.859628] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:32.859763] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:32.859800] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:32.859827] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:32.863155] [DEBUG] [FORECASTER] VKQ: Forecast T+1@11:T+2@11: DOWN (p=22.64%)
[2025-12-08T20:34:32.863426] [INFO ] [FORECASTER] Completed predict_future for VKQ
[2025-12-08T20:34:32.863544] [INFO ] [sig       ] VKQ: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:34:33.000099] [INFO ] [LOCAL     ] Saved forecast: VKQ	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/VKQ.txt
[2025-12-08T20:34:33.000202] [INFO ] [sig       ] [3417/3624] Completed VKQ in 0.3s | 2.92 sym/s | Total: 19.5m | ETA: 1.2m
[2025-12-08T20:34:33.000240] [INFO ] [sig       ] [3418/3624] Forecasting VKTX...
[2025-12-08T20:34:33.000268] [INFO ] [sig       ] Generating forecast for: VKTX
[2025-12-08T20:34:33.000297] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VKTX' from 'https://tdm.silogroup.org/data/derivative_storage/VKTX.csv'.
[2025-12-08T20:34:33.011213] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VKTX'.
[2025-12-08T20:34:33.011495] [INFO ] [FORECASTER] Starting predict_future for VKTX
[2025-12-08T20:34:33.012264] [DEBUG] [LOCAL     ] No optimal features file found for VKTX: ./output/feature-sets/VKTX.txt
[2025-12-08T20:34:33.012313] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:33.012344] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:33.012369] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:33.012423] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:33.068004] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:33.068562] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:33.068650] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:33.068681] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:33.186609] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:33.186730] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:33.186769] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:33.186799] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:33.190019] [DEBUG] [FORECASTER] VKTX: Forecast T+1@11:T+2@11: DOWN (p=18.80%)
[2025-12-08T20:34:33.190276] [INFO ] [FORECASTER] Completed predict_future for VKTX
[2025-12-08T20:34:33.190391] [INFO ] [sig       ] VKTX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:34:33.330145] [INFO ] [LOCAL     ] Saved forecast: VKTX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/VKTX.txt
[2025-12-08T20:34:33.330265] [INFO ] [sig       ] [3418/3624] Completed VKTX in 0.3s | 2.92 sym/s | Total: 19.5m | ETA: 1.2m
[2025-12-08T20:34:33.330304] [INFO ] [sig       ] [3419/3624] Forecasting VLGEA...
[2025-12-08T20:34:33.330332] [INFO ] [sig       ] Generating forecast for: VLGEA
[2025-12-08T20:34:33.330361] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLGEA' from 'https://tdm.silogroup.org/data/derivative_storage/VLGEA.csv'.
[2025-12-08T20:34:33.341239] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLGEA'.
[2025-12-08T20:34:33.341595] [INFO ] [FORECASTER] Starting predict_future for VLGEA
[2025-12-08T20:34:33.342404] [DEBUG] [LOCAL     ] No optimal features file found for VLGEA: ./output/feature-sets/VLGEA.txt
[2025-12-08T20:34:33.342455] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:33.342487] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:33.342513] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:33.342597] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:33.398293] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:33.398920] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:33.398992] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:33.399024] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:33.519174] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:33.519291] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:33.519329] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:33.519385] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:33.523896] [DEBUG] [FORECASTER] VLGEA: Forecast T+1@11:T+2@11: DOWN (p=4.61%)
[2025-12-08T20:34:33.524215] [INFO ] [FORECASTER] Completed predict_future for VLGEA
[2025-12-08T20:34:33.524350] [INFO ] [sig       ] VLGEA: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:34:33.664388] [INFO ] [LOCAL     ] Saved forecast: VLGEA	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/VLGEA.txt
[2025-12-08T20:34:33.664508] [INFO ] [sig       ] [3419/3624] Completed VLGEA in 0.3s | 2.92 sym/s | Total: 19.5m | ETA: 1.2m
[2025-12-08T20:34:33.664545] [INFO ] [sig       ] [3420/3624] Forecasting VLN...
[2025-12-08T20:34:33.664590] [INFO ] [sig       ] Generating forecast for: VLN
[2025-12-08T20:34:33.664622] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLN' from 'https://tdm.silogroup.org/data/derivative_storage/VLN.csv'.
[2025-12-08T20:34:33.675204] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLN'.
[2025-12-08T20:34:33.675523] [INFO ] [FORECASTER] Starting predict_future for VLN
[2025-12-08T20:34:33.676292] [DEBUG] [LOCAL     ] No optimal features file found for VLN: ./output/feature-sets/VLN.txt
[2025-12-08T20:34:33.676341] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:33.676372] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:33.676398] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:33.676452] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:33.738476] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:33.739511] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:33.739621] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:33.739760] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:33.860719] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:33.860887] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:33.860927] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:33.860955] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:33.864778] [DEBUG] [FORECASTER] VLN: Forecast T+1@11:T+2@11: UP (p=66.94%)
[2025-12-08T20:34:33.865052] [INFO ] [FORECASTER] Completed predict_future for VLN
[2025-12-08T20:34:33.865174] [INFO ] [sig       ] VLN: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:34:34.003429] [INFO ] [LOCAL     ] Saved forecast: VLN	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/VLN.txt
[2025-12-08T20:34:34.003616] [INFO ] [sig       ] [3420/3624] Completed VLN in 0.3s | 2.92 sym/s | Total: 19.5m | ETA: 1.2m
[2025-12-08T20:34:34.003659] [INFO ] [sig       ] [3421/3624] Forecasting VLO...
[2025-12-08T20:34:34.003690] [INFO ] [sig       ] Generating forecast for: VLO
[2025-12-08T20:34:34.003719] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLO' from 'https://tdm.silogroup.org/data/derivative_storage/VLO.csv'.
[2025-12-08T20:34:34.015593] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLO'.
[2025-12-08T20:34:34.015992] [INFO ] [FORECASTER] Starting predict_future for VLO
[2025-12-08T20:34:34.016837] [DEBUG] [LOCAL     ] No optimal features file found for VLO: ./output/feature-sets/VLO.txt
[2025-12-08T20:34:34.016888] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:34.016919] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:34.016944] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:34.017000] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:34.072759] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:34.073549] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:34.073648] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:34.073681] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:34.193825] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:34.193983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:34.194024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:34.194051] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:34.197435] [DEBUG] [FORECASTER] VLO: Forecast T+1@11:T+2@11: DOWN (p=28.69%)
[2025-12-08T20:34:34.197735] [INFO ] [FORECASTER] Completed predict_future for VLO
[2025-12-08T20:34:34.197859] [INFO ] [sig       ] VLO: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:34:34.335246] [INFO ] [LOCAL     ] Saved forecast: VLO	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/VLO.txt
[2025-12-08T20:34:34.335381] [INFO ] [sig       ] [3421/3624] Completed VLO in 0.3s | 2.92 sym/s | Total: 19.5m | ETA: 1.2m
[2025-12-08T20:34:34.335419] [INFO ] [sig       ] [3422/3624] Forecasting VLRS...
[2025-12-08T20:34:34.335447] [INFO ] [sig       ] Generating forecast for: VLRS
[2025-12-08T20:34:34.335477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLRS' from 'https://tdm.silogroup.org/data/derivative_storage/VLRS.csv'.
[2025-12-08T20:34:34.346658] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLRS'.
[2025-12-08T20:34:34.346978] [INFO ] [FORECASTER] Starting predict_future for VLRS
[2025-12-08T20:34:34.347817] [DEBUG] [LOCAL     ] No optimal features file found for VLRS: ./output/feature-sets/VLRS.txt
[2025-12-08T20:34:34.347903] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:34.347936] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:34.347961] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:34.348015] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:34.404068] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:34.404680] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:34.404754] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:34.404786] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:34.524255] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:34.524413] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:34.524453] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:34.524480] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:34.530881] [DEBUG] [FORECASTER] VLRS: Forecast T+1@11:T+2@11: UP (p=58.23%)
[2025-12-08T20:34:34.531209] [INFO ] [FORECASTER] Completed predict_future for VLRS
[2025-12-08T20:34:34.531339] [INFO ] [sig       ] VLRS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:34:34.673303] [INFO ] [LOCAL     ] Saved forecast: VLRS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/VLRS.txt
[2025-12-08T20:34:34.673435] [INFO ] [sig       ] [3422/3624] Completed VLRS in 0.3s | 2.92 sym/s | Total: 19.5m | ETA: 1.2m
[2025-12-08T20:34:34.673473] [INFO ] [sig       ] [3423/3624] Forecasting VLTO...
[2025-12-08T20:34:34.673500] [INFO ] [sig       ] Generating forecast for: VLTO
[2025-12-08T20:34:34.673528] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLTO' from 'https://tdm.silogroup.org/data/derivative_storage/VLTO.csv'.
[2025-12-08T20:34:34.684496] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLTO'.
[2025-12-08T20:34:34.684838] [INFO ] [FORECASTER] Starting predict_future for VLTO
[2025-12-08T20:34:34.685646] [DEBUG] [LOCAL     ] No optimal features file found for VLTO: ./output/feature-sets/VLTO.txt
[2025-12-08T20:34:34.685697] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:34.685729] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:34.685755] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:34.685813] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:34.743455] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:34.744380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:34.744461] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:34.744495] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:34.866595] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:34.866754] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:34.866791] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:34.866819] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:34.870155] [DEBUG] [FORECASTER] VLTO: Forecast T+1@11:T+2@11: UP (p=67.56%)
[2025-12-08T20:34:34.870421] [INFO ] [FORECASTER] Completed predict_future for VLTO
[2025-12-08T20:34:34.870540] [INFO ] [sig       ] VLTO: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:34:35.008810] [INFO ] [LOCAL     ] Saved forecast: VLTO	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/VLTO.txt
[2025-12-08T20:34:35.008963] [INFO ] [sig       ] [3423/3624] Completed VLTO in 0.3s | 2.92 sym/s | Total: 19.5m | ETA: 1.1m
[2025-12-08T20:34:35.009004] [INFO ] [sig       ] [3424/3624] Forecasting VLY...
[2025-12-08T20:34:35.009034] [INFO ] [sig       ] Generating forecast for: VLY
[2025-12-08T20:34:35.009062] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLY' from 'https://tdm.silogroup.org/data/derivative_storage/VLY.csv'.
[2025-12-08T20:34:35.020507] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLY'.
[2025-12-08T20:34:35.020917] [INFO ] [FORECASTER] Starting predict_future for VLY
[2025-12-08T20:34:35.021709] [DEBUG] [LOCAL     ] No optimal features file found for VLY: ./output/feature-sets/VLY.txt
[2025-12-08T20:34:35.021760] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:35.021791] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:35.021817] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:35.021877] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:35.077716] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:35.078551] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:35.078648] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:35.078682] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:35.199156] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:35.199320] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:35.199358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:35.199385] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:35.202722] [DEBUG] [FORECASTER] VLY: Forecast T+1@11:T+2@11: DOWN (p=28.74%)
[2025-12-08T20:34:35.202995] [INFO ] [FORECASTER] Completed predict_future for VLY
[2025-12-08T20:34:35.203119] [INFO ] [sig       ] VLY: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:34:35.351554] [INFO ] [LOCAL     ] Saved forecast: VLY	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/VLY.txt
[2025-12-08T20:34:35.351746] [INFO ] [sig       ] [3424/3624] Completed VLY in 0.3s | 2.92 sym/s | Total: 19.5m | ETA: 1.1m
[2025-12-08T20:34:35.351792] [INFO ] [sig       ] [3425/3624] Forecasting VMBS...
[2025-12-08T20:34:35.351828] [INFO ] [sig       ] Generating forecast for: VMBS
[2025-12-08T20:34:35.351866] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VMBS' from 'https://tdm.silogroup.org/data/derivative_storage/VMBS.csv'.
[2025-12-08T20:34:35.364414] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VMBS'.
[2025-12-08T20:34:35.364783] [INFO ] [FORECASTER] Starting predict_future for VMBS
[2025-12-08T20:34:35.365815] [DEBUG] [LOCAL     ] No optimal features file found for VMBS: ./output/feature-sets/VMBS.txt
[2025-12-08T20:34:35.365873] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:35.365911] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:35.365943] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:35.366018] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:35.427122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:35.428007] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:35.428088] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:35.428120] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:35.547205] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:35.547359] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:35.547397] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:35.547442] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:35.550763] [DEBUG] [FORECASTER] VMBS: Forecast T+1@11:T+2@11: UP (p=91.67%)
[2025-12-08T20:34:35.551027] [INFO ] [FORECASTER] Completed predict_future for VMBS
[2025-12-08T20:34:35.551142] [INFO ] [sig       ] VMBS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:34:35.689961] [INFO ] [LOCAL     ] Saved forecast: VMBS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/VMBS.txt
[2025-12-08T20:34:35.690107] [INFO ] [sig       ] [3425/3624] Completed VMBS in 0.3s | 2.92 sym/s | Total: 19.5m | ETA: 1.1m
[2025-12-08T20:34:35.690162] [INFO ] [sig       ] [3426/3624] Forecasting VMD...
[2025-12-08T20:34:35.690195] [INFO ] [sig       ] Generating forecast for: VMD
[2025-12-08T20:34:35.690226] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VMD' from 'https://tdm.silogroup.org/data/derivative_storage/VMD.csv'.
[2025-12-08T20:34:35.701609] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VMD'.
[2025-12-08T20:34:35.701957] [INFO ] [FORECASTER] Starting predict_future for VMD
[2025-12-08T20:34:35.702767] [DEBUG] [LOCAL     ] No optimal features file found for VMD: ./output/feature-sets/VMD.txt
[2025-12-08T20:34:35.702818] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:35.702849] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:35.702877] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:35.702936] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:35.766974] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:35.767836] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:35.767951] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:35.767985] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:35.896843] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:35.896995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:35.897036] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:35.897065] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:35.900534] [DEBUG] [FORECASTER] VMD: Forecast T+1@11:T+2@11: DOWN (p=4.16%)
[2025-12-08T20:34:35.900835] [INFO ] [FORECASTER] Completed predict_future for VMD
[2025-12-08T20:34:35.900963] [INFO ] [sig       ] VMD: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:34:36.043194] [INFO ] [LOCAL     ] Saved forecast: VMD	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/VMD.txt
[2025-12-08T20:34:36.043348] [INFO ] [sig       ] [3426/3624] Completed VMD in 0.4s | 2.92 sym/s | Total: 19.5m | ETA: 1.1m
[2025-12-08T20:34:36.043387] [INFO ] [sig       ] [3427/3624] Forecasting VMI...
[2025-12-08T20:34:36.043416] [INFO ] [sig       ] Generating forecast for: VMI
[2025-12-08T20:34:36.043447] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VMI' from 'https://tdm.silogroup.org/data/derivative_storage/VMI.csv'.
[2025-12-08T20:34:36.054914] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VMI'.
[2025-12-08T20:34:36.055289] [INFO ] [FORECASTER] Starting predict_future for VMI
[2025-12-08T20:34:36.056108] [DEBUG] [LOCAL     ] No optimal features file found for VMI: ./output/feature-sets/VMI.txt
[2025-12-08T20:34:36.056158] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:36.056189] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:36.056214] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:36.056270] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:36.116635] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:36.117564] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:36.117665] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:36.117699] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:36.243309] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:36.243458] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:36.243499] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:36.243528] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:36.247219] [DEBUG] [FORECASTER] VMI: Forecast T+1@11:T+2@11: UP (p=57.11%)
[2025-12-08T20:34:36.247519] [INFO ] [FORECASTER] Completed predict_future for VMI
[2025-12-08T20:34:36.247701] [INFO ] [sig       ] VMI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:34:36.397298] [INFO ] [LOCAL     ] Saved forecast: VMI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/VMI.txt
[2025-12-08T20:34:36.397452] [INFO ] [sig       ] [3427/3624] Completed VMI in 0.4s | 2.92 sym/s | Total: 19.5m | ETA: 1.1m
[2025-12-08T20:34:36.397494] [INFO ] [sig       ] [3428/3624] Forecasting VMO...
[2025-12-08T20:34:36.397526] [INFO ] [sig       ] Generating forecast for: VMO
[2025-12-08T20:34:36.397556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VMO' from 'https://tdm.silogroup.org/data/derivative_storage/VMO.csv'.
[2025-12-08T20:34:36.408595] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VMO'.
[2025-12-08T20:34:36.408941] [INFO ] [FORECASTER] Starting predict_future for VMO
[2025-12-08T20:34:36.409762] [DEBUG] [LOCAL     ] No optimal features file found for VMO: ./output/feature-sets/VMO.txt
[2025-12-08T20:34:36.409814] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:36.409857] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:36.409896] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:36.409980] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:36.470553] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:36.471320] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:36.471399] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:36.471432] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:36.592804] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:36.592933] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:36.592973] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:36.593001] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:36.596463] [DEBUG] [FORECASTER] VMO: Forecast T+1@11:T+2@11: DOWN (p=26.10%)
[2025-12-08T20:34:36.596752] [INFO ] [FORECASTER] Completed predict_future for VMO
[2025-12-08T20:34:36.596877] [INFO ] [sig       ] VMO: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:34:36.740886] [INFO ] [LOCAL     ] Saved forecast: VMO	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/VMO.txt
[2025-12-08T20:34:36.741036] [INFO ] [sig       ] [3428/3624] Completed VMO in 0.3s | 2.92 sym/s | Total: 19.5m | ETA: 1.1m
[2025-12-08T20:34:36.741076] [INFO ] [sig       ] [3429/3624] Forecasting VNDA...
[2025-12-08T20:34:36.741103] [INFO ] [sig       ] Generating forecast for: VNDA
[2025-12-08T20:34:36.741131] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VNDA' from 'https://tdm.silogroup.org/data/derivative_storage/VNDA.csv'.
[2025-12-08T20:34:36.753154] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VNDA'.
[2025-12-08T20:34:36.753536] [INFO ] [FORECASTER] Starting predict_future for VNDA
[2025-12-08T20:34:36.754378] [DEBUG] [LOCAL     ] No optimal features file found for VNDA: ./output/feature-sets/VNDA.txt
[2025-12-08T20:34:36.754431] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:36.754464] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:36.754491] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:36.754548] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:36.811961] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:36.812648] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:36.812726] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:36.812759] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:36.930368] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:36.930512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:36.930591] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:36.930626] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:36.934064] [DEBUG] [FORECASTER] VNDA: Forecast T+1@11:T+2@11: DOWN (p=4.12%)
[2025-12-08T20:34:36.934346] [INFO ] [FORECASTER] Completed predict_future for VNDA
[2025-12-08T20:34:36.934471] [INFO ] [sig       ] VNDA: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:34:37.074493] [INFO ] [LOCAL     ] Saved forecast: VNDA	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/VNDA.txt
[2025-12-08T20:34:37.074678] [INFO ] [sig       ] [3429/3624] Completed VNDA in 0.3s | 2.92 sym/s | Total: 19.5m | ETA: 1.1m
[2025-12-08T20:34:37.074722] [INFO ] [sig       ] [3430/3624] Forecasting VNO...
[2025-12-08T20:34:37.074754] [INFO ] [sig       ] Generating forecast for: VNO
[2025-12-08T20:34:37.074786] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VNO' from 'https://tdm.silogroup.org/data/derivative_storage/VNO.csv'.
[2025-12-08T20:34:37.085830] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VNO'.
[2025-12-08T20:34:37.086176] [INFO ] [FORECASTER] Starting predict_future for VNO
[2025-12-08T20:34:37.086997] [DEBUG] [LOCAL     ] No optimal features file found for VNO: ./output/feature-sets/VNO.txt
[2025-12-08T20:34:37.087050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:37.087083] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:37.087112] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:37.087169] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:37.146039] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:37.146783] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:37.146865] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:37.146907] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:37.269001] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:37.269154] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:37.269195] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:37.269225] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:37.272657] [DEBUG] [FORECASTER] VNO: Forecast T+1@11:T+2@11: UP (p=99.17%)
[2025-12-08T20:34:37.272922] [INFO ] [FORECASTER] Completed predict_future for VNO
[2025-12-08T20:34:37.273042] [INFO ] [sig       ] VNO: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:34:37.415852] [INFO ] [LOCAL     ] Saved forecast: VNO	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/VNO.txt
[2025-12-08T20:34:37.415967] [INFO ] [sig       ] [3430/3624] Completed VNO in 0.3s | 2.92 sym/s | Total: 19.5m | ETA: 1.1m
[2025-12-08T20:34:37.416008] [INFO ] [sig       ] [3431/3624] Forecasting VNOM...
[2025-12-08T20:34:37.416037] [INFO ] [sig       ] Generating forecast for: VNOM
[2025-12-08T20:34:37.416067] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VNOM' from 'https://tdm.silogroup.org/data/derivative_storage/VNOM.csv'.
[2025-12-08T20:34:37.427341] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VNOM'.
[2025-12-08T20:34:37.427719] [INFO ] [FORECASTER] Starting predict_future for VNOM
[2025-12-08T20:34:37.428510] [DEBUG] [LOCAL     ] No optimal features file found for VNOM: ./output/feature-sets/VNOM.txt
[2025-12-08T20:34:37.428562] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:37.428617] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:37.428646] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:37.428703] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:37.487216] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:37.487890] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:37.487979] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:37.488013] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:37.612606] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:37.612747] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:37.612787] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:37.612815] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:37.616226] [DEBUG] [FORECASTER] VNOM: Forecast T+1@11:T+2@11: DOWN (p=5.74%)
[2025-12-08T20:34:37.616492] [INFO ] [FORECASTER] Completed predict_future for VNOM
[2025-12-08T20:34:37.616632] [INFO ] [sig       ] VNOM: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:34:37.760441] [INFO ] [LOCAL     ] Saved forecast: VNOM	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/VNOM.txt
[2025-12-08T20:34:37.760561] [INFO ] [sig       ] [3431/3624] Completed VNOM in 0.3s | 2.92 sym/s | Total: 19.6m | ETA: 1.1m
[2025-12-08T20:34:37.760621] [INFO ] [sig       ] [3432/3624] Forecasting VNQI...
[2025-12-08T20:34:37.760652] [INFO ] [sig       ] Generating forecast for: VNQI
[2025-12-08T20:34:37.760681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VNQI' from 'https://tdm.silogroup.org/data/derivative_storage/VNQI.csv'.
[2025-12-08T20:34:37.772214] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VNQI'.
[2025-12-08T20:34:37.772525] [INFO ] [FORECASTER] Starting predict_future for VNQI
[2025-12-08T20:34:37.773336] [DEBUG] [LOCAL     ] No optimal features file found for VNQI: ./output/feature-sets/VNQI.txt
[2025-12-08T20:34:37.773387] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:37.773419] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:37.773447] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:37.773503] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:37.832786] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:37.833410] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:37.833486] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:37.833518] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:37.959283] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:37.959434] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:37.959474] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:37.959504] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:37.962961] [DEBUG] [FORECASTER] VNQI: Forecast T+1@11:T+2@11: UP (p=68.82%)
[2025-12-08T20:34:37.963228] [INFO ] [FORECASTER] Completed predict_future for VNQI
[2025-12-08T20:34:37.963350] [INFO ] [sig       ] VNQI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:34:38.104923] [INFO ] [LOCAL     ] Saved forecast: VNQI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/VNQI.txt
[2025-12-08T20:34:38.105040] [INFO ] [sig       ] [3432/3624] Completed VNQI in 0.3s | 2.92 sym/s | Total: 19.6m | ETA: 1.1m
[2025-12-08T20:34:38.105080] [INFO ] [sig       ] [3433/3624] Forecasting VOC...
[2025-12-08T20:34:38.105112] [INFO ] [sig       ] Generating forecast for: VOC
[2025-12-08T20:34:38.105142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VOC' from 'https://tdm.silogroup.org/data/derivative_storage/VOC.csv'.
[2025-12-08T20:34:38.116292] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VOC'.
[2025-12-08T20:34:38.116617] [INFO ] [FORECASTER] Starting predict_future for VOC
[2025-12-08T20:34:38.117446] [DEBUG] [LOCAL     ] No optimal features file found for VOC: ./output/feature-sets/VOC.txt
[2025-12-08T20:34:38.117498] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:38.117565] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:38.117614] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:38.117674] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:38.176480] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:38.177156] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:38.177231] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:38.177265] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:38.294305] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:38.294449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:38.294486] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:38.294514] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:38.297805] [DEBUG] [FORECASTER] VOC: Forecast T+1@11:T+2@11: DOWN (p=10.95%)
[2025-12-08T20:34:38.298104] [INFO ] [FORECASTER] Completed predict_future for VOC
[2025-12-08T20:34:38.298220] [INFO ] [sig       ] VOC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:34:38.437756] [INFO ] [LOCAL     ] Saved forecast: VOC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/VOC.txt
[2025-12-08T20:34:38.437870] [INFO ] [sig       ] [3433/3624] Completed VOC in 0.3s | 2.92 sym/s | Total: 19.6m | ETA: 1.1m
[2025-12-08T20:34:38.437908] [INFO ] [sig       ] [3434/3624] Forecasting VOD...
[2025-12-08T20:34:38.437936] [INFO ] [sig       ] Generating forecast for: VOD
[2025-12-08T20:34:38.437972] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VOD' from 'https://tdm.silogroup.org/data/derivative_storage/VOD.csv'.
[2025-12-08T20:34:38.448454] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VOD'.
[2025-12-08T20:34:38.448816] [INFO ] [FORECASTER] Starting predict_future for VOD
[2025-12-08T20:34:38.449561] [DEBUG] [LOCAL     ] No optimal features file found for VOD: ./output/feature-sets/VOD.txt
[2025-12-08T20:34:38.449631] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:38.449662] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:38.449688] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:38.449743] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:38.505947] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:38.506557] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:38.506648] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:38.506680] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:38.624324] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:38.624457] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:38.624495] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:38.624522] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:38.627799] [DEBUG] [FORECASTER] VOD: Forecast T+1@11:T+2@11: DOWN (p=18.03%)
[2025-12-08T20:34:38.628062] [INFO ] [FORECASTER] Completed predict_future for VOD
[2025-12-08T20:34:38.628178] [INFO ] [sig       ] VOD: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:34:38.767568] [INFO ] [LOCAL     ] Saved forecast: VOD	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/VOD.txt
[2025-12-08T20:34:38.767724] [INFO ] [sig       ] [3434/3624] Completed VOD in 0.3s | 2.92 sym/s | Total: 19.6m | ETA: 1.1m
[2025-12-08T20:34:38.767762] [INFO ] [sig       ] [3435/3624] Forecasting VONE...
[2025-12-08T20:34:38.767790] [INFO ] [sig       ] Generating forecast for: VONE
[2025-12-08T20:34:38.767820] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VONE' from 'https://tdm.silogroup.org/data/derivative_storage/VONE.csv'.
[2025-12-08T20:34:38.778295] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VONE'.
[2025-12-08T20:34:38.778653] [INFO ] [FORECASTER] Starting predict_future for VONE
[2025-12-08T20:34:38.779419] [DEBUG] [LOCAL     ] No optimal features file found for VONE: ./output/feature-sets/VONE.txt
[2025-12-08T20:34:38.779468] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:38.779500] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:38.779526] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:38.779600] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:38.835027] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:38.835777] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:38.835850] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:38.835881] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:38.956765] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:38.956923] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:38.956962] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:38.956991] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:38.960786] [DEBUG] [FORECASTER] VONE: Forecast T+1@11:T+2@11: DOWN (p=22.70%)
[2025-12-08T20:34:38.961140] [INFO ] [FORECASTER] Completed predict_future for VONE
[2025-12-08T20:34:38.961296] [INFO ] [sig       ] VONE: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:34:39.101199] [INFO ] [LOCAL     ] Saved forecast: VONE	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/VONE.txt
[2025-12-08T20:34:39.101346] [INFO ] [sig       ] [3435/3624] Completed VONE in 0.3s | 2.92 sym/s | Total: 19.6m | ETA: 1.1m
[2025-12-08T20:34:39.101387] [INFO ] [sig       ] [3436/3624] Forecasting VONG...
[2025-12-08T20:34:39.101415] [INFO ] [sig       ] Generating forecast for: VONG
[2025-12-08T20:34:39.101445] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VONG' from 'https://tdm.silogroup.org/data/derivative_storage/VONG.csv'.
[2025-12-08T20:34:39.112988] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VONG'.
[2025-12-08T20:34:39.113355] [INFO ] [FORECASTER] Starting predict_future for VONG
[2025-12-08T20:34:39.114137] [DEBUG] [LOCAL     ] No optimal features file found for VONG: ./output/feature-sets/VONG.txt
[2025-12-08T20:34:39.114187] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:39.114218] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:39.114244] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:39.114298] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:39.169917] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:39.170883] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:39.170973] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:39.171010] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:39.296385] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:39.296538] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:39.296598] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:39.296664] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:39.299984] [DEBUG] [FORECASTER] VONG: Forecast T+1@11:T+2@11: UP (p=86.52%)
[2025-12-08T20:34:39.300266] [INFO ] [FORECASTER] Completed predict_future for VONG
[2025-12-08T20:34:39.300393] [INFO ] [sig       ] VONG: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:34:39.448924] [INFO ] [LOCAL     ] Saved forecast: VONG	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/VONG.txt
[2025-12-08T20:34:39.449071] [INFO ] [sig       ] [3436/3624] Completed VONG in 0.3s | 2.92 sym/s | Total: 19.6m | ETA: 1.1m
[2025-12-08T20:34:39.449111] [INFO ] [sig       ] [3437/3624] Forecasting VOTE...
[2025-12-08T20:34:39.449147] [INFO ] [sig       ] Generating forecast for: VOTE
[2025-12-08T20:34:39.449177] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VOTE' from 'https://tdm.silogroup.org/data/derivative_storage/VOTE.csv'.
[2025-12-08T20:34:39.460091] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VOTE'.
[2025-12-08T20:34:39.460481] [INFO ] [FORECASTER] Starting predict_future for VOTE
[2025-12-08T20:34:39.461275] [DEBUG] [LOCAL     ] No optimal features file found for VOTE: ./output/feature-sets/VOTE.txt
[2025-12-08T20:34:39.461326] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:39.461356] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:39.461381] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:39.461435] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:39.520472] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:39.521322] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:39.521401] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:39.521434] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:39.640904] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:39.641069] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:39.641112] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:39.641140] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:39.644530] [DEBUG] [FORECASTER] VOTE: Forecast T+1@11:T+2@11: DOWN (p=16.15%)
[2025-12-08T20:34:39.644822] [INFO ] [FORECASTER] Completed predict_future for VOTE
[2025-12-08T20:34:39.644946] [INFO ] [sig       ] VOTE: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:34:39.795677] [INFO ] [LOCAL     ] Saved forecast: VOTE	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/VOTE.txt
[2025-12-08T20:34:39.795828] [INFO ] [sig       ] [3437/3624] Completed VOTE in 0.3s | 2.92 sym/s | Total: 19.6m | ETA: 1.1m
[2025-12-08T20:34:39.795868] [INFO ] [sig       ] [3438/3624] Forecasting VPG...
[2025-12-08T20:34:39.795897] [INFO ] [sig       ] Generating forecast for: VPG
[2025-12-08T20:34:39.795925] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VPG' from 'https://tdm.silogroup.org/data/derivative_storage/VPG.csv'.
[2025-12-08T20:34:39.806743] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VPG'.
[2025-12-08T20:34:39.807061] [INFO ] [FORECASTER] Starting predict_future for VPG
[2025-12-08T20:34:39.807868] [DEBUG] [LOCAL     ] No optimal features file found for VPG: ./output/feature-sets/VPG.txt
[2025-12-08T20:34:39.807923] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:39.807959] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:39.807991] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:39.808058] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:39.864128] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:39.864731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:39.864803] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:39.864834] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:39.981485] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:39.981625] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:39.981663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:39.981691] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:39.984906] [DEBUG] [FORECASTER] VPG: Forecast T+1@11:T+2@11: UP (p=74.30%)
[2025-12-08T20:34:39.985169] [INFO ] [FORECASTER] Completed predict_future for VPG
[2025-12-08T20:34:39.985285] [INFO ] [sig       ] VPG: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:34:40.122996] [INFO ] [LOCAL     ] Saved forecast: VPG	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/VPG.txt
[2025-12-08T20:34:40.123121] [INFO ] [sig       ] [3438/3624] Completed VPG in 0.3s | 2.92 sym/s | Total: 19.6m | ETA: 1.1m
[2025-12-08T20:34:40.123158] [INFO ] [sig       ] [3439/3624] Forecasting VPLS...
[2025-12-08T20:34:40.123186] [INFO ] [sig       ] Generating forecast for: VPLS
[2025-12-08T20:34:40.123215] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VPLS' from 'https://tdm.silogroup.org/data/derivative_storage/VPLS.csv'.
[2025-12-08T20:34:40.133844] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VPLS'.
[2025-12-08T20:34:40.134142] [INFO ] [FORECASTER] Starting predict_future for VPLS
[2025-12-08T20:34:40.134917] [DEBUG] [LOCAL     ] No optimal features file found for VPLS: ./output/feature-sets/VPLS.txt
[2025-12-08T20:34:40.134966] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:40.134996] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:40.135022] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:40.135077] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:40.192713] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:40.193368] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:40.193442] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:40.193473] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:40.313627] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:40.313772] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:40.313808] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:40.313835] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:40.317070] [DEBUG] [FORECASTER] VPLS: Forecast T+1@11:T+2@11: DOWN (p=12.21%)
[2025-12-08T20:34:40.317330] [INFO ] [FORECASTER] Completed predict_future for VPLS
[2025-12-08T20:34:40.317461] [INFO ] [sig       ] VPLS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:34:40.464235] [INFO ] [LOCAL     ] Saved forecast: VPLS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/VPLS.txt
[2025-12-08T20:34:40.464358] [INFO ] [sig       ] [3439/3624] Completed VPLS in 0.3s | 2.92 sym/s | Total: 19.6m | ETA: 1.1m
[2025-12-08T20:34:40.464397] [INFO ] [sig       ] [3440/3624] Forecasting VRA...
[2025-12-08T20:34:40.464425] [INFO ] [sig       ] Generating forecast for: VRA
[2025-12-08T20:34:40.464453] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRA' from 'https://tdm.silogroup.org/data/derivative_storage/VRA.csv'.
[2025-12-08T20:34:40.475257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRA'.
[2025-12-08T20:34:40.475562] [INFO ] [FORECASTER] Starting predict_future for VRA
[2025-12-08T20:34:40.476345] [DEBUG] [LOCAL     ] No optimal features file found for VRA: ./output/feature-sets/VRA.txt
[2025-12-08T20:34:40.476393] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:40.476424] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:40.476450] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:40.476505] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:40.538218] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:40.539112] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:40.539192] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:40.539225] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:40.659253] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:40.659403] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:40.659441] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:40.659488] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:40.662756] [DEBUG] [FORECASTER] VRA: Forecast T+1@11:T+2@11: DOWN (p=0.35%)
[2025-12-08T20:34:40.663017] [INFO ] [FORECASTER] Completed predict_future for VRA
[2025-12-08T20:34:40.663133] [INFO ] [sig       ] VRA: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:34:40.800339] [INFO ] [LOCAL     ] Saved forecast: VRA	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/VRA.txt
[2025-12-08T20:34:40.800462] [INFO ] [sig       ] [3440/3624] Completed VRA in 0.3s | 2.92 sym/s | Total: 19.6m | ETA: 1.0m
[2025-12-08T20:34:40.800500] [INFO ] [sig       ] [3441/3624] Forecasting VRCA...
[2025-12-08T20:34:40.800530] [INFO ] [sig       ] Generating forecast for: VRCA
[2025-12-08T20:34:40.800559] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRCA' from 'https://tdm.silogroup.org/data/derivative_storage/VRCA.csv'.
[2025-12-08T20:34:40.811217] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRCA'.
[2025-12-08T20:34:40.811520] [INFO ] [FORECASTER] Starting predict_future for VRCA
[2025-12-08T20:34:40.812304] [DEBUG] [LOCAL     ] No optimal features file found for VRCA: ./output/feature-sets/VRCA.txt
[2025-12-08T20:34:40.812353] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:40.812383] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:40.812409] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:40.812464] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:40.868263] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:40.868924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:40.868999] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:40.869034] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:40.989527] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:40.989697] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:40.989736] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:40.989763] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:40.993332] [DEBUG] [FORECASTER] VRCA: Forecast T+1@11:T+2@11: DOWN (p=19.32%)
[2025-12-08T20:34:40.993733] [INFO ] [FORECASTER] Completed predict_future for VRCA
[2025-12-08T20:34:40.993895] [INFO ] [sig       ] VRCA: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:34:41.144944] [INFO ] [LOCAL     ] Saved forecast: VRCA	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/VRCA.txt
[2025-12-08T20:34:41.145095] [INFO ] [sig       ] [3441/3624] Completed VRCA in 0.3s | 2.92 sym/s | Total: 19.6m | ETA: 1.0m
[2025-12-08T20:34:41.145135] [INFO ] [sig       ] [3442/3624] Forecasting VRDN...
[2025-12-08T20:34:41.145168] [INFO ] [sig       ] Generating forecast for: VRDN
[2025-12-08T20:34:41.145199] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRDN' from 'https://tdm.silogroup.org/data/derivative_storage/VRDN.csv'.
[2025-12-08T20:34:41.156126] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRDN'.
[2025-12-08T20:34:41.156482] [INFO ] [FORECASTER] Starting predict_future for VRDN
[2025-12-08T20:34:41.157261] [DEBUG] [LOCAL     ] No optimal features file found for VRDN: ./output/feature-sets/VRDN.txt
[2025-12-08T20:34:41.157310] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:41.157341] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:41.157366] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:41.157444] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:41.212995] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:41.213831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:41.213911] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:41.213958] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:41.331339] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:41.331500] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:41.331538] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:41.331565] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:41.334876] [DEBUG] [FORECASTER] VRDN: Forecast T+1@11:T+2@11: DOWN (p=23.36%)
[2025-12-08T20:34:41.335155] [INFO ] [FORECASTER] Completed predict_future for VRDN
[2025-12-08T20:34:41.335276] [INFO ] [sig       ] VRDN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:34:41.472893] [INFO ] [LOCAL     ] Saved forecast: VRDN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/VRDN.txt
[2025-12-08T20:34:41.473026] [INFO ] [sig       ] [3442/3624] Completed VRDN in 0.3s | 2.92 sym/s | Total: 19.6m | ETA: 1.0m
[2025-12-08T20:34:41.473065] [INFO ] [sig       ] [3443/3624] Forecasting VRE...
[2025-12-08T20:34:41.473093] [INFO ] [sig       ] Generating forecast for: VRE
[2025-12-08T20:34:41.473121] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRE' from 'https://tdm.silogroup.org/data/derivative_storage/VRE.csv'.
[2025-12-08T20:34:41.484171] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRE'.
[2025-12-08T20:34:41.484527] [INFO ] [FORECASTER] Starting predict_future for VRE
[2025-12-08T20:34:41.485297] [DEBUG] [LOCAL     ] No optimal features file found for VRE: ./output/feature-sets/VRE.txt
[2025-12-08T20:34:41.485346] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:41.485376] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:41.485403] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:41.485457] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:41.542247] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:41.542983] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:41.543085] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:41.543118] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:41.661221] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:41.661369] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:41.661409] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:41.661439] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:41.664827] [DEBUG] [FORECASTER] VRE: Forecast T+1@11:T+2@11: UP (p=73.27%)
[2025-12-08T20:34:41.665101] [INFO ] [FORECASTER] Completed predict_future for VRE
[2025-12-08T20:34:41.665222] [INFO ] [sig       ] VRE: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:34:41.802782] [INFO ] [LOCAL     ] Saved forecast: VRE	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/VRE.txt
[2025-12-08T20:34:41.802909] [INFO ] [sig       ] [3443/3624] Completed VRE in 0.3s | 2.92 sym/s | Total: 19.6m | ETA: 1.0m
[2025-12-08T20:34:41.802948] [INFO ] [sig       ] [3444/3624] Forecasting VREX...
[2025-12-08T20:34:41.802977] [INFO ] [sig       ] Generating forecast for: VREX
[2025-12-08T20:34:41.803006] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VREX' from 'https://tdm.silogroup.org/data/derivative_storage/VREX.csv'.
[2025-12-08T20:34:41.814849] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VREX'.
[2025-12-08T20:34:41.815158] [INFO ] [FORECASTER] Starting predict_future for VREX
[2025-12-08T20:34:41.815982] [DEBUG] [LOCAL     ] No optimal features file found for VREX: ./output/feature-sets/VREX.txt
[2025-12-08T20:34:41.816034] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:41.816067] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:41.816094] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:41.816163] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:41.872713] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:41.873333] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:41.873406] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:41.873437] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:41.988346] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:41.988491] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:41.988527] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:41.988554] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:41.991812] [DEBUG] [FORECASTER] VREX: Forecast T+1@11:T+2@11: UP (p=89.67%)
[2025-12-08T20:34:41.992070] [INFO ] [FORECASTER] Completed predict_future for VREX
[2025-12-08T20:34:41.992191] [INFO ] [sig       ] VREX: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:34:42.132553] [INFO ] [LOCAL     ] Saved forecast: VREX	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/VREX.txt
[2025-12-08T20:34:42.132694] [INFO ] [sig       ] [3444/3624] Completed VREX in 0.3s | 2.92 sym/s | Total: 19.6m | ETA: 1.0m
[2025-12-08T20:34:42.132732] [INFO ] [sig       ] [3445/3624] Forecasting VRIG...
[2025-12-08T20:34:42.132761] [INFO ] [sig       ] Generating forecast for: VRIG
[2025-12-08T20:34:42.132789] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRIG' from 'https://tdm.silogroup.org/data/derivative_storage/VRIG.csv'.
[2025-12-08T20:34:42.143785] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRIG'.
[2025-12-08T20:34:42.144118] [INFO ] [FORECASTER] Starting predict_future for VRIG
[2025-12-08T20:34:42.144909] [DEBUG] [LOCAL     ] No optimal features file found for VRIG: ./output/feature-sets/VRIG.txt
[2025-12-08T20:34:42.144957] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:42.144988] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:42.145014] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:42.145073] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:42.201190] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:42.202041] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:42.202118] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:42.202150] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:42.306881] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:42.307049] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:42.307108] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:42.307148] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:42.311551] [DEBUG] [FORECASTER] VRIG: Forecast T+1@11:T+2@11: UP (p=85.14%)
[2025-12-08T20:34:42.312024] [INFO ] [FORECASTER] Completed predict_future for VRIG
[2025-12-08T20:34:42.312188] [INFO ] [sig       ] VRIG: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:34:42.471650] [INFO ] [LOCAL     ] Saved forecast: VRIG	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/VRIG.txt
[2025-12-08T20:34:42.471871] [INFO ] [sig       ] [3445/3624] Completed VRIG in 0.3s | 2.92 sym/s | Total: 19.6m | ETA: 1.0m
[2025-12-08T20:34:42.471931] [INFO ] [sig       ] [3446/3624] Forecasting VRNS...
[2025-12-08T20:34:42.471976] [INFO ] [sig       ] Generating forecast for: VRNS
[2025-12-08T20:34:42.472021] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRNS' from 'https://tdm.silogroup.org/data/derivative_storage/VRNS.csv'.
[2025-12-08T20:34:42.489108] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRNS'.
[2025-12-08T20:34:42.489618] [INFO ] [FORECASTER] Starting predict_future for VRNS
[2025-12-08T20:34:42.490823] [DEBUG] [LOCAL     ] No optimal features file found for VRNS: ./output/feature-sets/VRNS.txt
[2025-12-08T20:34:42.490896] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:42.490944] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:42.490987] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:42.491082] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:42.555189] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:42.556128] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:42.556243] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:42.556308] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:42.699984] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:42.700171] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:42.700231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:42.700280] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:42.705527] [DEBUG] [FORECASTER] VRNS: Forecast T+1@11:T+2@11: UP (p=94.13%)
[2025-12-08T20:34:42.706045] [INFO ] [FORECASTER] Completed predict_future for VRNS
[2025-12-08T20:34:42.706249] [INFO ] [sig       ] VRNS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:34:42.937552] [INFO ] [LOCAL     ] Saved forecast: VRNS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/VRNS.txt
[2025-12-08T20:34:42.937834] [INFO ] [sig       ] [3446/3624] Completed VRNS in 0.5s | 2.92 sym/s | Total: 19.6m | ETA: 1.0m
[2025-12-08T20:34:42.937899] [INFO ] [sig       ] [3447/3624] Forecasting VRRM...
[2025-12-08T20:34:42.937949] [INFO ] [sig       ] Generating forecast for: VRRM
[2025-12-08T20:34:42.938000] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRRM' from 'https://tdm.silogroup.org/data/derivative_storage/VRRM.csv'.
[2025-12-08T20:34:42.952822] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRRM'.
[2025-12-08T20:34:42.953332] [INFO ] [FORECASTER] Starting predict_future for VRRM
[2025-12-08T20:34:42.954635] [DEBUG] [LOCAL     ] No optimal features file found for VRRM: ./output/feature-sets/VRRM.txt
[2025-12-08T20:34:42.954714] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:42.954765] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:42.954811] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:42.954901] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:43.034001] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:43.035085] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:43.035222] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:43.035259] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:43.181597] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:43.181759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:43.181799] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:43.181827] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:43.185286] [DEBUG] [FORECASTER] VRRM: Forecast T+1@11:T+2@11: DOWN (p=30.08%)
[2025-12-08T20:34:43.185622] [INFO ] [FORECASTER] Completed predict_future for VRRM
[2025-12-08T20:34:43.185759] [INFO ] [sig       ] VRRM: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:34:43.364403] [INFO ] [LOCAL     ] Saved forecast: VRRM	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/VRRM.txt
[2025-12-08T20:34:43.364554] [INFO ] [sig       ] [3447/3624] Completed VRRM in 0.4s | 2.92 sym/s | Total: 19.6m | ETA: 1.0m
[2025-12-08T20:34:43.364618] [INFO ] [sig       ] [3448/3624] Forecasting VRSK...
[2025-12-08T20:34:43.364648] [INFO ] [sig       ] Generating forecast for: VRSK
[2025-12-08T20:34:43.364686] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRSK' from 'https://tdm.silogroup.org/data/derivative_storage/VRSK.csv'.
[2025-12-08T20:34:43.376507] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRSK'.
[2025-12-08T20:34:43.377025] [INFO ] [FORECASTER] Starting predict_future for VRSK
[2025-12-08T20:34:43.378118] [DEBUG] [LOCAL     ] No optimal features file found for VRSK: ./output/feature-sets/VRSK.txt
[2025-12-08T20:34:43.378186] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:43.378246] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:43.378290] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:43.378363] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:43.441027] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:43.441978] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:43.442078] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:43.442122] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:43.569873] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:43.570031] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:43.570072] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:43.570101] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:43.573755] [DEBUG] [FORECASTER] VRSK: Forecast T+1@11:T+2@11: DOWN (p=26.47%)
[2025-12-08T20:34:43.574105] [INFO ] [FORECASTER] Completed predict_future for VRSK
[2025-12-08T20:34:43.574245] [INFO ] [sig       ] VRSK: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:34:43.716123] [INFO ] [LOCAL     ] Saved forecast: VRSK	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/VRSK.txt
[2025-12-08T20:34:43.716261] [INFO ] [sig       ] [3448/3624] Completed VRSK in 0.4s | 2.92 sym/s | Total: 19.7m | ETA: 1.0m
[2025-12-08T20:34:43.716301] [INFO ] [sig       ] [3449/3624] Forecasting VRSN...
[2025-12-08T20:34:43.716332] [INFO ] [sig       ] Generating forecast for: VRSN
[2025-12-08T20:34:43.716361] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRSN' from 'https://tdm.silogroup.org/data/derivative_storage/VRSN.csv'.
[2025-12-08T20:34:43.727282] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRSN'.
[2025-12-08T20:34:43.727685] [INFO ] [FORECASTER] Starting predict_future for VRSN
[2025-12-08T20:34:43.728462] [DEBUG] [LOCAL     ] No optimal features file found for VRSN: ./output/feature-sets/VRSN.txt
[2025-12-08T20:34:43.728511] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:43.728542] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:43.728585] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:43.728643] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:43.785517] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:43.786380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:43.786460] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:43.786493] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:43.911838] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:43.911992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:43.912032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:43.912062] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:43.915513] [DEBUG] [FORECASTER] VRSN: Forecast T+1@11:T+2@11: UP (p=76.60%)
[2025-12-08T20:34:43.915826] [INFO ] [FORECASTER] Completed predict_future for VRSN
[2025-12-08T20:34:43.915952] [INFO ] [sig       ] VRSN: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:34:44.055744] [INFO ] [LOCAL     ] Saved forecast: VRSN	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/VRSN.txt
[2025-12-08T20:34:44.055891] [INFO ] [sig       ] [3449/3624] Completed VRSN in 0.3s | 2.92 sym/s | Total: 19.7m | ETA: 59.9s
[2025-12-08T20:34:44.055929] [INFO ] [sig       ] [3450/3624] Forecasting VRTS...
[2025-12-08T20:34:44.055959] [INFO ] [sig       ] Generating forecast for: VRTS
[2025-12-08T20:34:44.055988] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRTS' from 'https://tdm.silogroup.org/data/derivative_storage/VRTS.csv'.
[2025-12-08T20:34:44.066974] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRTS'.
[2025-12-08T20:34:44.067273] [INFO ] [FORECASTER] Starting predict_future for VRTS
[2025-12-08T20:34:44.068072] [DEBUG] [LOCAL     ] No optimal features file found for VRTS: ./output/feature-sets/VRTS.txt
[2025-12-08T20:34:44.068122] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:44.068176] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:44.068203] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:44.068257] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:44.124951] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:44.125901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:44.125985] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:44.126017] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:44.248902] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:44.249060] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:44.249106] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:44.249139] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:44.252462] [DEBUG] [FORECASTER] VRTS: Forecast T+1@11:T+2@11: UP (p=97.47%)
[2025-12-08T20:34:44.252770] [INFO ] [FORECASTER] Completed predict_future for VRTS
[2025-12-08T20:34:44.252897] [INFO ] [sig       ] VRTS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:34:44.397698] [INFO ] [LOCAL     ] Saved forecast: VRTS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/VRTS.txt
[2025-12-08T20:34:44.397855] [INFO ] [sig       ] [3450/3624] Completed VRTS in 0.3s | 2.92 sym/s | Total: 19.7m | ETA: 59.5s
[2025-12-08T20:34:44.397897] [INFO ] [sig       ] [3451/3624] Forecasting VRTX...
[2025-12-08T20:34:44.397928] [INFO ] [sig       ] Generating forecast for: VRTX
[2025-12-08T20:34:44.397958] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRTX' from 'https://tdm.silogroup.org/data/derivative_storage/VRTX.csv'.
[2025-12-08T20:34:44.411469] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRTX'.
[2025-12-08T20:34:44.411937] [INFO ] [FORECASTER] Starting predict_future for VRTX
[2025-12-08T20:34:44.412819] [DEBUG] [LOCAL     ] No optimal features file found for VRTX: ./output/feature-sets/VRTX.txt
[2025-12-08T20:34:44.412872] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:44.412905] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:44.412932] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:44.412990] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:44.478425] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:44.479308] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:44.479391] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:44.479425] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:44.622927] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:44.623083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:44.623123] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:44.623151] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:44.626536] [DEBUG] [FORECASTER] VRTX: Forecast T+1@11:T+2@11: DOWN (p=39.12%)
[2025-12-08T20:34:44.626817] [INFO ] [FORECASTER] Completed predict_future for VRTX
[2025-12-08T20:34:44.626935] [INFO ] [sig       ] VRTX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:34:44.765678] [INFO ] [LOCAL     ] Saved forecast: VRTX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/VRTX.txt
[2025-12-08T20:34:44.765832] [INFO ] [sig       ] [3451/3624] Completed VRTX in 0.4s | 2.92 sym/s | Total: 19.7m | ETA: 59.2s
[2025-12-08T20:34:44.765872] [INFO ] [sig       ] [3452/3624] Forecasting VS...
[2025-12-08T20:34:44.765900] [INFO ] [sig       ] Generating forecast for: VS
[2025-12-08T20:34:44.765930] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VS' from 'https://tdm.silogroup.org/data/derivative_storage/VS.csv'.
[2025-12-08T20:34:44.776648] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VS'.
[2025-12-08T20:34:44.777000] [INFO ] [FORECASTER] Starting predict_future for VS
[2025-12-08T20:34:44.777858] [DEBUG] [LOCAL     ] No optimal features file found for VS: ./output/feature-sets/VS.txt
[2025-12-08T20:34:44.777907] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:44.777938] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:44.777964] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:44.778018] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:44.833712] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:44.834611] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:44.834688] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:44.834720] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:44.946685] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:44.946842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:44.946880] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:44.946909] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:44.950291] [DEBUG] [FORECASTER] VS: Forecast T+1@11:T+2@11: UP (p=75.13%)
[2025-12-08T20:34:44.950556] [INFO ] [FORECASTER] Completed predict_future for VS
[2025-12-08T20:34:44.950692] [INFO ] [sig       ] VS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:34:45.089002] [INFO ] [LOCAL     ] Saved forecast: VS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/VS.txt
[2025-12-08T20:34:45.089138] [INFO ] [sig       ] [3452/3624] Completed VS in 0.3s | 2.92 sym/s | Total: 19.7m | ETA: 58.8s
[2025-12-08T20:34:45.089177] [INFO ] [sig       ] [3453/3624] Forecasting VSCO...
[2025-12-08T20:34:45.089206] [INFO ] [sig       ] Generating forecast for: VSCO
[2025-12-08T20:34:45.089236] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSCO' from 'https://tdm.silogroup.org/data/derivative_storage/VSCO.csv'.
[2025-12-08T20:34:45.100222] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSCO'.
[2025-12-08T20:34:45.100527] [INFO ] [FORECASTER] Starting predict_future for VSCO
[2025-12-08T20:34:45.101326] [DEBUG] [LOCAL     ] No optimal features file found for VSCO: ./output/feature-sets/VSCO.txt
[2025-12-08T20:34:45.101375] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:45.101405] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:45.101431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:45.101486] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:45.156888] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:45.157760] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:45.157840] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:45.157872] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:45.275342] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:45.275528] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:45.275583] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:45.275637] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:45.279054] [DEBUG] [FORECASTER] VSCO: Forecast T+1@11:T+2@11: UP (p=90.54%)
[2025-12-08T20:34:45.279320] [INFO ] [FORECASTER] Completed predict_future for VSCO
[2025-12-08T20:34:45.279438] [INFO ] [sig       ] VSCO: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:34:45.416057] [INFO ] [LOCAL     ] Saved forecast: VSCO	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/VSCO.txt
[2025-12-08T20:34:45.416160] [INFO ] [sig       ] [3453/3624] Completed VSCO in 0.3s | 2.92 sym/s | Total: 19.7m | ETA: 58.5s
[2025-12-08T20:34:45.416196] [INFO ] [sig       ] [3454/3624] Forecasting VSDA...
[2025-12-08T20:34:45.416224] [INFO ] [sig       ] Generating forecast for: VSDA
[2025-12-08T20:34:45.416253] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSDA' from 'https://tdm.silogroup.org/data/derivative_storage/VSDA.csv'.
[2025-12-08T20:34:45.426878] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSDA'.
[2025-12-08T20:34:45.427179] [INFO ] [FORECASTER] Starting predict_future for VSDA
[2025-12-08T20:34:45.427982] [DEBUG] [LOCAL     ] No optimal features file found for VSDA: ./output/feature-sets/VSDA.txt
[2025-12-08T20:34:45.428031] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:45.428061] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:45.428087] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:45.428142] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:45.483781] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:45.484360] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:45.484431] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:45.484462] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:45.590979] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:45.591087] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:45.591126] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:45.591153] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:45.594216] [DEBUG] [FORECASTER] VSDA: Forecast T+1@11:T+2@11: DOWN (p=15.60%)
[2025-12-08T20:34:45.594467] [INFO ] [FORECASTER] Completed predict_future for VSDA
[2025-12-08T20:34:45.594602] [INFO ] [sig       ] VSDA: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:34:45.731118] [INFO ] [LOCAL     ] Saved forecast: VSDA	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/VSDA.txt
[2025-12-08T20:34:45.731230] [INFO ] [sig       ] [3454/3624] Completed VSDA in 0.3s | 2.92 sym/s | Total: 19.7m | ETA: 58.1s
[2025-12-08T20:34:45.731266] [INFO ] [sig       ] [3455/3624] Forecasting VSEC...
[2025-12-08T20:34:45.731295] [INFO ] [sig       ] Generating forecast for: VSEC
[2025-12-08T20:34:45.731323] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSEC' from 'https://tdm.silogroup.org/data/derivative_storage/VSEC.csv'.
[2025-12-08T20:34:45.742294] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSEC'.
[2025-12-08T20:34:45.742619] [INFO ] [FORECASTER] Starting predict_future for VSEC
[2025-12-08T20:34:45.743375] [DEBUG] [LOCAL     ] No optimal features file found for VSEC: ./output/feature-sets/VSEC.txt
[2025-12-08T20:34:45.743424] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:45.743454] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:45.743480] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:45.743535] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:45.798656] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:45.799241] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:45.799313] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:45.799344] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:45.916985] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:45.917118] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:45.917154] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:45.917183] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:45.920410] [DEBUG] [FORECASTER] VSEC: Forecast T+1@11:T+2@11: DOWN (p=40.90%)
[2025-12-08T20:34:45.920687] [INFO ] [FORECASTER] Completed predict_future for VSEC
[2025-12-08T20:34:45.920803] [INFO ] [sig       ] VSEC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:34:46.061675] [INFO ] [LOCAL     ] Saved forecast: VSEC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/VSEC.txt
[2025-12-08T20:34:46.061787] [INFO ] [sig       ] [3455/3624] Completed VSEC in 0.3s | 2.92 sym/s | Total: 19.7m | ETA: 57.8s
[2025-12-08T20:34:46.061824] [INFO ] [sig       ] [3456/3624] Forecasting VSH...
[2025-12-08T20:34:46.061853] [INFO ] [sig       ] Generating forecast for: VSH
[2025-12-08T20:34:46.061882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSH' from 'https://tdm.silogroup.org/data/derivative_storage/VSH.csv'.
[2025-12-08T20:34:46.073105] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSH'.
[2025-12-08T20:34:46.073391] [INFO ] [FORECASTER] Starting predict_future for VSH
[2025-12-08T20:34:46.074160] [DEBUG] [LOCAL     ] No optimal features file found for VSH: ./output/feature-sets/VSH.txt
[2025-12-08T20:34:46.074208] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:46.074239] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:46.074266] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:46.074320] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:46.129540] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:46.130124] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:46.130198] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:46.130229] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:46.249121] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:46.249262] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:46.249299] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:46.249327] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:46.252541] [DEBUG] [FORECASTER] VSH: Forecast T+1@11:T+2@11: UP (p=65.35%)
[2025-12-08T20:34:46.252817] [INFO ] [FORECASTER] Completed predict_future for VSH
[2025-12-08T20:34:46.252930] [INFO ] [sig       ] VSH: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:34:46.390464] [INFO ] [LOCAL     ] Saved forecast: VSH	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/VSH.txt
[2025-12-08T20:34:46.390589] [INFO ] [sig       ] [3456/3624] Completed VSH in 0.3s | 2.92 sym/s | Total: 19.7m | ETA: 57.5s
[2025-12-08T20:34:46.390629] [INFO ] [sig       ] [3457/3624] Forecasting VSTM...
[2025-12-08T20:34:46.390657] [INFO ] [sig       ] Generating forecast for: VSTM
[2025-12-08T20:34:46.390685] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSTM' from 'https://tdm.silogroup.org/data/derivative_storage/VSTM.csv'.
[2025-12-08T20:34:46.401227] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSTM'.
[2025-12-08T20:34:46.401519] [INFO ] [FORECASTER] Starting predict_future for VSTM
[2025-12-08T20:34:46.402288] [DEBUG] [LOCAL     ] No optimal features file found for VSTM: ./output/feature-sets/VSTM.txt
[2025-12-08T20:34:46.402348] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:46.402380] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:46.402406] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:46.402461] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:46.458458] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:46.459053] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:46.459125] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:46.459159] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:46.578155] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:46.578310] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:46.578347] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:46.578374] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:46.581614] [DEBUG] [FORECASTER] VSTM: Forecast T+1@11:T+2@11: DOWN (p=23.07%)
[2025-12-08T20:34:46.581872] [INFO ] [FORECASTER] Completed predict_future for VSTM
[2025-12-08T20:34:46.581988] [INFO ] [sig       ] VSTM: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:34:46.720682] [INFO ] [LOCAL     ] Saved forecast: VSTM	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/VSTM.txt
[2025-12-08T20:34:46.720805] [INFO ] [sig       ] [3457/3624] Completed VSTM in 0.3s | 2.92 sym/s | Total: 19.7m | ETA: 57.1s
[2025-12-08T20:34:46.720842] [INFO ] [sig       ] [3458/3624] Forecasting VSTS...
[2025-12-08T20:34:46.720871] [INFO ] [sig       ] Generating forecast for: VSTS
[2025-12-08T20:34:46.720899] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSTS' from 'https://tdm.silogroup.org/data/derivative_storage/VSTS.csv'.
[2025-12-08T20:34:46.731645] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSTS'.
[2025-12-08T20:34:46.731959] [INFO ] [FORECASTER] Starting predict_future for VSTS
[2025-12-08T20:34:46.732737] [DEBUG] [LOCAL     ] No optimal features file found for VSTS: ./output/feature-sets/VSTS.txt
[2025-12-08T20:34:46.732787] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:46.732818] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:46.732844] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:46.732899] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:46.788293] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:46.788901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:46.788973] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:46.789004] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:46.908565] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:46.908731] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:46.908769] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:46.908796] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:46.912093] [DEBUG] [FORECASTER] VSTS: Forecast T+1@11:T+2@11: DOWN (p=8.38%)
[2025-12-08T20:34:46.912365] [INFO ] [FORECASTER] Completed predict_future for VSTS
[2025-12-08T20:34:46.912487] [INFO ] [sig       ] VSTS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:34:47.050449] [INFO ] [LOCAL     ] Saved forecast: VSTS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/VSTS.txt
[2025-12-08T20:34:47.050590] [INFO ] [sig       ] [3458/3624] Completed VSTS in 0.3s | 2.92 sym/s | Total: 19.7m | ETA: 56.8s
[2025-12-08T20:34:47.050631] [INFO ] [sig       ] [3459/3624] Forecasting VTC...
[2025-12-08T20:34:47.050660] [INFO ] [sig       ] Generating forecast for: VTC
[2025-12-08T20:34:47.050689] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTC' from 'https://tdm.silogroup.org/data/derivative_storage/VTC.csv'.
[2025-12-08T20:34:47.061610] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTC'.
[2025-12-08T20:34:47.061937] [INFO ] [FORECASTER] Starting predict_future for VTC
[2025-12-08T20:34:47.062712] [DEBUG] [LOCAL     ] No optimal features file found for VTC: ./output/feature-sets/VTC.txt
[2025-12-08T20:34:47.062764] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:47.062795] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:47.062821] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:47.062875] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:47.118871] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:47.119465] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:47.119539] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:47.119570] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:47.236072] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:47.236227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:47.236266] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:47.236295] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:47.239647] [DEBUG] [FORECASTER] VTC: Forecast T+1@11:T+2@11: DOWN (p=36.57%)
[2025-12-08T20:34:47.239913] [INFO ] [FORECASTER] Completed predict_future for VTC
[2025-12-08T20:34:47.240045] [INFO ] [sig       ] VTC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:34:47.381381] [INFO ] [LOCAL     ] Saved forecast: VTC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/VTC.txt
[2025-12-08T20:34:47.381503] [INFO ] [sig       ] [3459/3624] Completed VTC in 0.3s | 2.92 sym/s | Total: 19.7m | ETA: 56.4s
[2025-12-08T20:34:47.381540] [INFO ] [sig       ] [3460/3624] Forecasting VTEX...
[2025-12-08T20:34:47.381585] [INFO ] [sig       ] Generating forecast for: VTEX
[2025-12-08T20:34:47.381618] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTEX' from 'https://tdm.silogroup.org/data/derivative_storage/VTEX.csv'.
[2025-12-08T20:34:47.392308] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTEX'.
[2025-12-08T20:34:47.392621] [INFO ] [FORECASTER] Starting predict_future for VTEX
[2025-12-08T20:34:47.393371] [DEBUG] [LOCAL     ] No optimal features file found for VTEX: ./output/feature-sets/VTEX.txt
[2025-12-08T20:34:47.393421] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:47.393451] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:47.393478] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:47.393533] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:47.448902] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:47.449526] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:47.449637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:47.449671] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:47.563991] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:47.564141] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:47.564180] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:47.564209] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:47.567564] [DEBUG] [FORECASTER] VTEX: Forecast T+1@11:T+2@11: DOWN (p=5.01%)
[2025-12-08T20:34:47.567863] [INFO ] [FORECASTER] Completed predict_future for VTEX
[2025-12-08T20:34:47.567987] [INFO ] [sig       ] VTEX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:34:47.708841] [INFO ] [LOCAL     ] Saved forecast: VTEX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/VTEX.txt
[2025-12-08T20:34:47.708963] [INFO ] [sig       ] [3460/3624] Completed VTEX in 0.3s | 2.92 sym/s | Total: 19.7m | ETA: 56.1s
[2025-12-08T20:34:47.709008] [INFO ] [sig       ] [3461/3624] Forecasting VTGN...
[2025-12-08T20:34:47.709039] [INFO ] [sig       ] Generating forecast for: VTGN
[2025-12-08T20:34:47.709068] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTGN' from 'https://tdm.silogroup.org/data/derivative_storage/VTGN.csv'.
[2025-12-08T20:34:47.719956] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTGN'.
[2025-12-08T20:34:47.720267] [INFO ] [FORECASTER] Starting predict_future for VTGN
[2025-12-08T20:34:47.721085] [DEBUG] [LOCAL     ] No optimal features file found for VTGN: ./output/feature-sets/VTGN.txt
[2025-12-08T20:34:47.721138] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:47.721174] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:47.721201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:47.721256] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:47.777643] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:47.778247] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:47.778322] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:47.778354] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:47.896827] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:47.896971] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:47.897008] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:47.897035] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:47.900291] [DEBUG] [FORECASTER] VTGN: Forecast T+1@11:T+2@11: UP (p=55.05%)
[2025-12-08T20:34:47.900547] [INFO ] [FORECASTER] Completed predict_future for VTGN
[2025-12-08T20:34:47.900682] [INFO ] [sig       ] VTGN: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:34:48.039822] [INFO ] [LOCAL     ] Saved forecast: VTGN	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/VTGN.txt
[2025-12-08T20:34:48.039968] [INFO ] [sig       ] [3461/3624] Completed VTGN in 0.3s | 2.92 sym/s | Total: 19.7m | ETA: 55.7s
[2025-12-08T20:34:48.040006] [INFO ] [sig       ] [3462/3624] Forecasting VTIP...
[2025-12-08T20:34:48.040037] [INFO ] [sig       ] Generating forecast for: VTIP
[2025-12-08T20:34:48.040066] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTIP' from 'https://tdm.silogroup.org/data/derivative_storage/VTIP.csv'.
[2025-12-08T20:34:48.051392] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTIP'.
[2025-12-08T20:34:48.051754] [INFO ] [FORECASTER] Starting predict_future for VTIP
[2025-12-08T20:34:48.052514] [DEBUG] [LOCAL     ] No optimal features file found for VTIP: ./output/feature-sets/VTIP.txt
[2025-12-08T20:34:48.052563] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:48.052615] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:48.052641] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:48.052696] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:48.107846] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:48.108449] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:48.108520] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:48.108551] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:48.227800] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:48.227960] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:48.227999] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:48.228028] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:48.231563] [DEBUG] [FORECASTER] VTIP: Forecast T+1@11:T+2@11: DOWN (p=19.42%)
[2025-12-08T20:34:48.231927] [INFO ] [FORECASTER] Completed predict_future for VTIP
[2025-12-08T20:34:48.232078] [INFO ] [sig       ] VTIP: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:34:48.384462] [INFO ] [LOCAL     ] Saved forecast: VTIP	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/VTIP.txt
[2025-12-08T20:34:48.384614] [INFO ] [sig       ] [3462/3624] Completed VTIP in 0.3s | 2.92 sym/s | Total: 19.7m | ETA: 55.4s
[2025-12-08T20:34:48.384658] [INFO ] [sig       ] [3463/3624] Forecasting VTLE...
[2025-12-08T20:34:48.384687] [INFO ] [sig       ] Generating forecast for: VTLE
[2025-12-08T20:34:48.384719] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTLE' from 'https://tdm.silogroup.org/data/derivative_storage/VTLE.csv'.
[2025-12-08T20:34:48.395961] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTLE'.
[2025-12-08T20:34:48.396292] [INFO ] [FORECASTER] Starting predict_future for VTLE
[2025-12-08T20:34:48.397106] [DEBUG] [LOCAL     ] No optimal features file found for VTLE: ./output/feature-sets/VTLE.txt
[2025-12-08T20:34:48.397156] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:48.397188] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:48.397215] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:48.397271] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:48.455958] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:48.456775] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:48.456853] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:48.456885] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:48.575239] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:48.575395] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:48.575434] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:48.575464] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:48.578967] [DEBUG] [FORECASTER] VTLE: Forecast T+1@11:T+2@11: DOWN (p=39.51%)
[2025-12-08T20:34:48.579263] [INFO ] [FORECASTER] Completed predict_future for VTLE
[2025-12-08T20:34:48.579395] [INFO ] [sig       ] VTLE: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:34:48.724753] [INFO ] [LOCAL     ] Saved forecast: VTLE	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/VTLE.txt
[2025-12-08T20:34:48.724895] [INFO ] [sig       ] [3463/3624] Completed VTLE in 0.3s | 2.92 sym/s | Total: 19.7m | ETA: 55.1s
[2025-12-08T20:34:48.724934] [INFO ] [sig       ] [3464/3624] Forecasting VTMX...
[2025-12-08T20:34:48.724962] [INFO ] [sig       ] Generating forecast for: VTMX
[2025-12-08T20:34:48.724992] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTMX' from 'https://tdm.silogroup.org/data/derivative_storage/VTMX.csv'.
[2025-12-08T20:34:48.735569] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTMX'.
[2025-12-08T20:34:48.735903] [INFO ] [FORECASTER] Starting predict_future for VTMX
[2025-12-08T20:34:48.736663] [DEBUG] [LOCAL     ] No optimal features file found for VTMX: ./output/feature-sets/VTMX.txt
[2025-12-08T20:34:48.736712] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:48.736744] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:48.736769] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:48.736824] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:48.795060] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:48.795771] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:48.795847] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:48.795880] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:48.919621] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:48.919776] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:48.919834] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:48.919865] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:48.923460] [DEBUG] [FORECASTER] VTMX: Forecast T+1@11:T+2@11: DOWN (p=17.72%)
[2025-12-08T20:34:48.923746] [INFO ] [FORECASTER] Completed predict_future for VTMX
[2025-12-08T20:34:48.923868] [INFO ] [sig       ] VTMX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:34:49.073040] [INFO ] [LOCAL     ] Saved forecast: VTMX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/VTMX.txt
[2025-12-08T20:34:49.073185] [INFO ] [sig       ] [3464/3624] Completed VTMX in 0.3s | 2.92 sym/s | Total: 19.7m | ETA: 54.7s
[2025-12-08T20:34:49.073225] [INFO ] [sig       ] [3465/3624] Forecasting VTN...
[2025-12-08T20:34:49.073255] [INFO ] [sig       ] Generating forecast for: VTN
[2025-12-08T20:34:49.073285] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTN' from 'https://tdm.silogroup.org/data/derivative_storage/VTN.csv'.
[2025-12-08T20:34:49.084357] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTN'.
[2025-12-08T20:34:49.084710] [INFO ] [FORECASTER] Starting predict_future for VTN
[2025-12-08T20:34:49.085502] [DEBUG] [LOCAL     ] No optimal features file found for VTN: ./output/feature-sets/VTN.txt
[2025-12-08T20:34:49.085552] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:49.085603] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:49.085632] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:49.085686] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:49.140948] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:49.141646] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:49.141726] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:49.141761] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:49.255543] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:49.255711] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:49.255749] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:49.255776] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:49.259088] [DEBUG] [FORECASTER] VTN: Forecast T+1@11:T+2@11: UP (p=81.08%)
[2025-12-08T20:34:49.259353] [INFO ] [FORECASTER] Completed predict_future for VTN
[2025-12-08T20:34:49.259471] [INFO ] [sig       ] VTN: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:34:49.398862] [INFO ] [LOCAL     ] Saved forecast: VTN	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/VTN.txt
[2025-12-08T20:34:49.398989] [INFO ] [sig       ] [3465/3624] Completed VTN in 0.3s | 2.92 sym/s | Total: 19.7m | ETA: 54.4s
[2025-12-08T20:34:49.399027] [INFO ] [sig       ] [3466/3624] Forecasting VTOL...
[2025-12-08T20:34:49.399055] [INFO ] [sig       ] Generating forecast for: VTOL
[2025-12-08T20:34:49.399083] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTOL' from 'https://tdm.silogroup.org/data/derivative_storage/VTOL.csv'.
[2025-12-08T20:34:49.410335] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTOL'.
[2025-12-08T20:34:49.410690] [INFO ] [FORECASTER] Starting predict_future for VTOL
[2025-12-08T20:34:49.411455] [DEBUG] [LOCAL     ] No optimal features file found for VTOL: ./output/feature-sets/VTOL.txt
[2025-12-08T20:34:49.411504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:49.411536] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:49.411563] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:49.411640] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:49.468195] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:49.468899] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:49.468973] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:49.469007] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:49.583029] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:49.583181] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:49.583220] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:49.583250] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:49.586683] [DEBUG] [FORECASTER] VTOL: Forecast T+1@11:T+2@11: UP (p=60.49%)
[2025-12-08T20:34:49.586954] [INFO ] [FORECASTER] Completed predict_future for VTOL
[2025-12-08T20:34:49.587080] [INFO ] [sig       ] VTOL: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:34:49.728517] [INFO ] [LOCAL     ] Saved forecast: VTOL	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/VTOL.txt
[2025-12-08T20:34:49.728662] [INFO ] [sig       ] [3466/3624] Completed VTOL in 0.3s | 2.92 sym/s | Total: 19.8m | ETA: 54.0s
[2025-12-08T20:34:49.728702] [INFO ] [sig       ] [3467/3624] Forecasting VTRS...
[2025-12-08T20:34:49.728730] [INFO ] [sig       ] Generating forecast for: VTRS
[2025-12-08T20:34:49.728760] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTRS' from 'https://tdm.silogroup.org/data/derivative_storage/VTRS.csv'.
[2025-12-08T20:34:49.739777] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTRS'.
[2025-12-08T20:34:49.740091] [INFO ] [FORECASTER] Starting predict_future for VTRS
[2025-12-08T20:34:49.740870] [DEBUG] [LOCAL     ] No optimal features file found for VTRS: ./output/feature-sets/VTRS.txt
[2025-12-08T20:34:49.740919] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:49.740974] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:49.741001] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:49.741057] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:49.795912] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:49.796508] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:49.796598] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:49.796631] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:49.915762] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:49.915914] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:49.915952] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:49.915979] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:49.919248] [DEBUG] [FORECASTER] VTRS: Forecast T+1@11:T+2@11: DOWN (p=17.53%)
[2025-12-08T20:34:49.919514] [INFO ] [FORECASTER] Completed predict_future for VTRS
[2025-12-08T20:34:49.919652] [INFO ] [sig       ] VTRS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:34:50.057058] [INFO ] [LOCAL     ] Saved forecast: VTRS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/VTRS.txt
[2025-12-08T20:34:50.057195] [INFO ] [sig       ] [3467/3624] Completed VTRS in 0.3s | 2.92 sym/s | Total: 19.8m | ETA: 53.7s
[2025-12-08T20:34:50.057233] [INFO ] [sig       ] [3468/3624] Forecasting VTS...
[2025-12-08T20:34:50.057263] [INFO ] [sig       ] Generating forecast for: VTS
[2025-12-08T20:34:50.057292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTS' from 'https://tdm.silogroup.org/data/derivative_storage/VTS.csv'.
[2025-12-08T20:34:50.068805] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTS'.
[2025-12-08T20:34:50.069128] [INFO ] [FORECASTER] Starting predict_future for VTS
[2025-12-08T20:34:50.069913] [DEBUG] [LOCAL     ] No optimal features file found for VTS: ./output/feature-sets/VTS.txt
[2025-12-08T20:34:50.069962] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:50.070004] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:50.070031] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:50.070086] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:50.126563] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:50.127320] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:50.127397] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:50.127455] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:50.244477] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:50.244644] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:50.244683] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:50.244711] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:50.248016] [DEBUG] [FORECASTER] VTS: Forecast T+1@11:T+2@11: DOWN (p=18.37%)
[2025-12-08T20:34:50.248285] [INFO ] [FORECASTER] Completed predict_future for VTS
[2025-12-08T20:34:50.248401] [INFO ] [sig       ] VTS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:34:50.384338] [INFO ] [LOCAL     ] Saved forecast: VTS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/VTS.txt
[2025-12-08T20:34:50.384460] [INFO ] [sig       ] [3468/3624] Completed VTS in 0.3s | 2.92 sym/s | Total: 19.8m | ETA: 53.3s
[2025-12-08T20:34:50.384498] [INFO ] [sig       ] [3469/3624] Forecasting VTSI...
[2025-12-08T20:34:50.384527] [INFO ] [sig       ] Generating forecast for: VTSI
[2025-12-08T20:34:50.384555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTSI' from 'https://tdm.silogroup.org/data/derivative_storage/VTSI.csv'.
[2025-12-08T20:34:50.395344] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTSI'.
[2025-12-08T20:34:50.395703] [INFO ] [FORECASTER] Starting predict_future for VTSI
[2025-12-08T20:34:50.396454] [DEBUG] [LOCAL     ] No optimal features file found for VTSI: ./output/feature-sets/VTSI.txt
[2025-12-08T20:34:50.396503] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:50.396534] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:50.396560] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:50.396641] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:50.452829] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:50.453495] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:50.453566] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:50.453616] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:50.573005] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:50.573152] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:50.573188] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:50.573215] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:50.576462] [DEBUG] [FORECASTER] VTSI: Forecast T+1@11:T+2@11: DOWN (p=3.12%)
[2025-12-08T20:34:50.576740] [INFO ] [FORECASTER] Completed predict_future for VTSI
[2025-12-08T20:34:50.576858] [INFO ] [sig       ] VTSI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:34:50.713901] [INFO ] [LOCAL     ] Saved forecast: VTSI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/VTSI.txt
[2025-12-08T20:34:50.714039] [INFO ] [sig       ] [3469/3624] Completed VTSI in 0.3s | 2.92 sym/s | Total: 19.8m | ETA: 53.0s
[2025-12-08T20:34:50.714077] [INFO ] [sig       ] [3470/3624] Forecasting VTWG...
[2025-12-08T20:34:50.714107] [INFO ] [sig       ] Generating forecast for: VTWG
[2025-12-08T20:34:50.714136] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTWG' from 'https://tdm.silogroup.org/data/derivative_storage/VTWG.csv'.
[2025-12-08T20:34:50.725112] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTWG'.
[2025-12-08T20:34:50.725441] [INFO ] [FORECASTER] Starting predict_future for VTWG
[2025-12-08T20:34:50.726210] [DEBUG] [LOCAL     ] No optimal features file found for VTWG: ./output/feature-sets/VTWG.txt
[2025-12-08T20:34:50.726259] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:50.726290] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:50.726316] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:50.726371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:50.783164] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:50.783804] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:50.783877] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:50.783909] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:50.902557] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:50.902724] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:50.902761] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:50.902816] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:50.906075] [DEBUG] [FORECASTER] VTWG: Forecast T+1@11:T+2@11: DOWN (p=4.98%)
[2025-12-08T20:34:50.906349] [INFO ] [FORECASTER] Completed predict_future for VTWG
[2025-12-08T20:34:50.906465] [INFO ] [sig       ] VTWG: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:34:51.049698] [INFO ] [LOCAL     ] Saved forecast: VTWG	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/VTWG.txt
[2025-12-08T20:34:51.049845] [INFO ] [sig       ] [3470/3624] Completed VTWG in 0.3s | 2.92 sym/s | Total: 19.8m | ETA: 52.7s
[2025-12-08T20:34:51.049885] [INFO ] [sig       ] [3471/3624] Forecasting VTWO...
[2025-12-08T20:34:51.049914] [INFO ] [sig       ] Generating forecast for: VTWO
[2025-12-08T20:34:51.049944] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTWO' from 'https://tdm.silogroup.org/data/derivative_storage/VTWO.csv'.
[2025-12-08T20:34:51.060874] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTWO'.
[2025-12-08T20:34:51.061215] [INFO ] [FORECASTER] Starting predict_future for VTWO
[2025-12-08T20:34:51.061997] [DEBUG] [LOCAL     ] No optimal features file found for VTWO: ./output/feature-sets/VTWO.txt
[2025-12-08T20:34:51.062046] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:51.062077] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:51.062103] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:51.062158] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:51.117073] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:51.117801] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:51.117878] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:51.117924] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:51.241178] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:51.241338] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:51.241379] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:51.241407] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:51.245004] [DEBUG] [FORECASTER] VTWO: Forecast T+1@11:T+2@11: DOWN (p=30.59%)
[2025-12-08T20:34:51.245288] [INFO ] [FORECASTER] Completed predict_future for VTWO
[2025-12-08T20:34:51.245415] [INFO ] [sig       ] VTWO: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:34:51.392325] [INFO ] [LOCAL     ] Saved forecast: VTWO	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/VTWO.txt
[2025-12-08T20:34:51.392461] [INFO ] [sig       ] [3471/3624] Completed VTWO in 0.3s | 2.92 sym/s | Total: 19.8m | ETA: 52.3s
[2025-12-08T20:34:51.392505] [INFO ] [sig       ] [3472/3624] Forecasting VTYX...
[2025-12-08T20:34:51.392535] [INFO ] [sig       ] Generating forecast for: VTYX
[2025-12-08T20:34:51.392564] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTYX' from 'https://tdm.silogroup.org/data/derivative_storage/VTYX.csv'.
[2025-12-08T20:34:51.403639] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTYX'.
[2025-12-08T20:34:51.403993] [INFO ] [FORECASTER] Starting predict_future for VTYX
[2025-12-08T20:34:51.404991] [DEBUG] [LOCAL     ] No optimal features file found for VTYX: ./output/feature-sets/VTYX.txt
[2025-12-08T20:34:51.405040] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:51.405070] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:51.405096] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:51.405151] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:51.463903] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:51.464738] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:51.464818] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:51.464851] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:51.595361] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:51.595509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:51.595549] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:51.595599] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:51.599063] [DEBUG] [FORECASTER] VTYX: Forecast T+1@11:T+2@11: UP (p=96.33%)
[2025-12-08T20:34:51.599337] [INFO ] [FORECASTER] Completed predict_future for VTYX
[2025-12-08T20:34:51.599459] [INFO ] [sig       ] VTYX: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:34:51.748921] [INFO ] [LOCAL     ] Saved forecast: VTYX	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/VTYX.txt
[2025-12-08T20:34:51.749067] [INFO ] [sig       ] [3472/3624] Completed VTYX in 0.4s | 2.92 sym/s | Total: 19.8m | ETA: 52.0s
[2025-12-08T20:34:51.749107] [INFO ] [sig       ] [3473/3624] Forecasting VUZI...
[2025-12-08T20:34:51.749141] [INFO ] [sig       ] Generating forecast for: VUZI
[2025-12-08T20:34:51.749180] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VUZI' from 'https://tdm.silogroup.org/data/derivative_storage/VUZI.csv'.
[2025-12-08T20:34:51.761491] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VUZI'.
[2025-12-08T20:34:51.761906] [INFO ] [FORECASTER] Starting predict_future for VUZI
[2025-12-08T20:34:51.762903] [DEBUG] [LOCAL     ] No optimal features file found for VUZI: ./output/feature-sets/VUZI.txt
[2025-12-08T20:34:51.762960] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:51.762992] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:51.763017] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:51.763072] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:51.823847] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:51.824862] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:51.824957] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:51.824993] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:51.954775] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:51.954941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:51.954988] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:51.955029] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:51.959050] [DEBUG] [FORECASTER] VUZI: Forecast T+1@11:T+2@11: UP (p=63.54%)
[2025-12-08T20:34:51.959419] [INFO ] [FORECASTER] Completed predict_future for VUZI
[2025-12-08T20:34:51.959626] [INFO ] [sig       ] VUZI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:34:52.112210] [INFO ] [LOCAL     ] Saved forecast: VUZI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/VUZI.txt
[2025-12-08T20:34:52.112384] [INFO ] [sig       ] [3473/3624] Completed VUZI in 0.4s | 2.92 sym/s | Total: 19.8m | ETA: 51.6s
[2025-12-08T20:34:52.112425] [INFO ] [sig       ] [3474/3624] Forecasting VVOS...
[2025-12-08T20:34:52.112458] [INFO ] [sig       ] Generating forecast for: VVOS
[2025-12-08T20:34:52.112487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VVOS' from 'https://tdm.silogroup.org/data/derivative_storage/VVOS.csv'.
[2025-12-08T20:34:52.123560] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VVOS'.
[2025-12-08T20:34:52.123948] [INFO ] [FORECASTER] Starting predict_future for VVOS
[2025-12-08T20:34:52.124742] [DEBUG] [LOCAL     ] No optimal features file found for VVOS: ./output/feature-sets/VVOS.txt
[2025-12-08T20:34:52.124793] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:52.124824] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:52.124850] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:52.124904] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:52.182209] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:52.183069] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:52.183160] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:52.183193] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:52.298276] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:52.298430] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:52.298470] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:52.298499] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:52.301938] [DEBUG] [FORECASTER] VVOS: Forecast T+1@11:T+2@11: UP (p=89.70%)
[2025-12-08T20:34:52.302212] [INFO ] [FORECASTER] Completed predict_future for VVOS
[2025-12-08T20:34:52.302335] [INFO ] [sig       ] VVOS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:34:52.443328] [INFO ] [LOCAL     ] Saved forecast: VVOS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/VVOS.txt
[2025-12-08T20:34:52.443476] [INFO ] [sig       ] [3474/3624] Completed VVOS in 0.3s | 2.92 sym/s | Total: 19.8m | ETA: 51.3s
[2025-12-08T20:34:52.443514] [INFO ] [sig       ] [3475/3624] Forecasting VVX...
[2025-12-08T20:34:52.443542] [INFO ] [sig       ] Generating forecast for: VVX
[2025-12-08T20:34:52.443590] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VVX' from 'https://tdm.silogroup.org/data/derivative_storage/VVX.csv'.
[2025-12-08T20:34:52.455831] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VVX'.
[2025-12-08T20:34:52.456254] [INFO ] [FORECASTER] Starting predict_future for VVX
[2025-12-08T20:34:52.457061] [DEBUG] [LOCAL     ] No optimal features file found for VVX: ./output/feature-sets/VVX.txt
[2025-12-08T20:34:52.457112] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:52.457143] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:52.457168] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:52.457223] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:52.513044] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:52.513909] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:52.514005] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:52.514058] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:52.637829] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:52.637986] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:52.638051] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:52.638086] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:52.641397] [DEBUG] [FORECASTER] VVX: Forecast T+1@11:T+2@11: DOWN (p=47.37%)
[2025-12-08T20:34:52.641710] [INFO ] [FORECASTER] Completed predict_future for VVX
[2025-12-08T20:34:52.641838] [INFO ] [sig       ] VVX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:34:52.781937] [INFO ] [LOCAL     ] Saved forecast: VVX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/VVX.txt
[2025-12-08T20:34:52.782093] [INFO ] [sig       ] [3475/3624] Completed VVX in 0.3s | 2.92 sym/s | Total: 19.8m | ETA: 51.0s
[2025-12-08T20:34:52.782132] [INFO ] [sig       ] [3476/3624] Forecasting VWOB...
[2025-12-08T20:34:52.782162] [INFO ] [sig       ] Generating forecast for: VWOB
[2025-12-08T20:34:52.782190] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VWOB' from 'https://tdm.silogroup.org/data/derivative_storage/VWOB.csv'.
[2025-12-08T20:34:52.794153] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VWOB'.
[2025-12-08T20:34:52.794544] [INFO ] [FORECASTER] Starting predict_future for VWOB
[2025-12-08T20:34:52.795375] [DEBUG] [LOCAL     ] No optimal features file found for VWOB: ./output/feature-sets/VWOB.txt
[2025-12-08T20:34:52.795431] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:52.795461] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:52.795486] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:52.795541] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:52.855033] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:52.856119] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:52.856197] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:52.856228] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:52.990058] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:52.990209] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:52.990248] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:52.990280] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:52.993550] [DEBUG] [FORECASTER] VWOB: Forecast T+1@11:T+2@11: UP (p=84.83%)
[2025-12-08T20:34:52.993852] [INFO ] [FORECASTER] Completed predict_future for VWOB
[2025-12-08T20:34:52.993976] [INFO ] [sig       ] VWOB: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:34:53.133081] [INFO ] [LOCAL     ] Saved forecast: VWOB	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/VWOB.txt
[2025-12-08T20:34:53.133231] [INFO ] [sig       ] [3476/3624] Completed VWOB in 0.4s | 2.92 sym/s | Total: 19.8m | ETA: 50.6s
[2025-12-08T20:34:53.133271] [INFO ] [sig       ] [3477/3624] Forecasting VXUS...
[2025-12-08T20:34:53.133301] [INFO ] [sig       ] Generating forecast for: VXUS
[2025-12-08T20:34:53.133330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VXUS' from 'https://tdm.silogroup.org/data/derivative_storage/VXUS.csv'.
[2025-12-08T20:34:53.144367] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VXUS'.
[2025-12-08T20:34:53.144752] [INFO ] [FORECASTER] Starting predict_future for VXUS
[2025-12-08T20:34:53.145520] [DEBUG] [LOCAL     ] No optimal features file found for VXUS: ./output/feature-sets/VXUS.txt
[2025-12-08T20:34:53.145570] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:53.145622] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:53.145649] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:53.145704] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:53.203884] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:53.204809] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:53.204935] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:53.204969] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:53.330876] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:53.331027] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:53.331067] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:53.331108] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:53.334490] [DEBUG] [FORECASTER] VXUS: Forecast T+1@11:T+2@11: UP (p=54.94%)
[2025-12-08T20:34:53.334829] [INFO ] [FORECASTER] Completed predict_future for VXUS
[2025-12-08T20:34:53.334962] [INFO ] [sig       ] VXUS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:34:53.474836] [INFO ] [LOCAL     ] Saved forecast: VXUS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/VXUS.txt
[2025-12-08T20:34:53.474987] [INFO ] [sig       ] [3477/3624] Completed VXUS in 0.3s | 2.92 sym/s | Total: 19.8m | ETA: 50.3s
[2025-12-08T20:34:53.475026] [INFO ] [sig       ] [3478/3624] Forecasting VYMI...
[2025-12-08T20:34:53.475056] [INFO ] [sig       ] Generating forecast for: VYMI
[2025-12-08T20:34:53.475083] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VYMI' from 'https://tdm.silogroup.org/data/derivative_storage/VYMI.csv'.
[2025-12-08T20:34:53.485989] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VYMI'.
[2025-12-08T20:34:53.486378] [INFO ] [FORECASTER] Starting predict_future for VYMI
[2025-12-08T20:34:53.487179] [DEBUG] [LOCAL     ] No optimal features file found for VYMI: ./output/feature-sets/VYMI.txt
[2025-12-08T20:34:53.487229] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:53.487260] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:53.487286] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:53.487341] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:53.544478] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:53.545337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:53.545417] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:53.545451] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:53.664076] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:53.664228] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:53.664269] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:53.664297] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:53.667698] [DEBUG] [FORECASTER] VYMI: Forecast T+1@11:T+2@11: DOWN (p=1.11%)
[2025-12-08T20:34:53.667972] [INFO ] [FORECASTER] Completed predict_future for VYMI
[2025-12-08T20:34:53.668094] [INFO ] [sig       ] VYMI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:34:53.809012] [INFO ] [LOCAL     ] Saved forecast: VYMI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/VYMI.txt
[2025-12-08T20:34:53.809150] [INFO ] [sig       ] [3478/3624] Completed VYMI in 0.3s | 2.92 sym/s | Total: 19.8m | ETA: 49.9s
[2025-12-08T20:34:53.809189] [INFO ] [sig       ] [3479/3624] Forecasting VYX...
[2025-12-08T20:34:53.809218] [INFO ] [sig       ] Generating forecast for: VYX
[2025-12-08T20:34:53.809247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VYX' from 'https://tdm.silogroup.org/data/derivative_storage/VYX.csv'.
[2025-12-08T20:34:53.820538] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VYX'.
[2025-12-08T20:34:53.820890] [INFO ] [FORECASTER] Starting predict_future for VYX
[2025-12-08T20:34:53.821689] [DEBUG] [LOCAL     ] No optimal features file found for VYX: ./output/feature-sets/VYX.txt
[2025-12-08T20:34:53.821739] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:53.821783] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:53.821811] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:53.821865] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:53.878402] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:53.879047] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:53.879120] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:53.879152] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:54.000301] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:54.000471] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:54.000521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:54.000560] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:54.004357] [DEBUG] [FORECASTER] VYX: Forecast T+1@11:T+2@11: DOWN (p=5.79%)
[2025-12-08T20:34:54.004665] [INFO ] [FORECASTER] Completed predict_future for VYX
[2025-12-08T20:34:54.004795] [INFO ] [sig       ] VYX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:34:54.142154] [INFO ] [LOCAL     ] Saved forecast: VYX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/VYX.txt
[2025-12-08T20:34:54.142305] [INFO ] [sig       ] [3479/3624] Completed VYX in 0.3s | 2.92 sym/s | Total: 19.8m | ETA: 49.6s
[2025-12-08T20:34:54.142342] [INFO ] [sig       ] [3480/3624] Forecasting VZ...
[2025-12-08T20:34:54.142373] [INFO ] [sig       ] Generating forecast for: VZ
[2025-12-08T20:34:54.142402] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VZ' from 'https://tdm.silogroup.org/data/derivative_storage/VZ.csv'.
[2025-12-08T20:34:54.153225] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VZ'.
[2025-12-08T20:34:54.153623] [INFO ] [FORECASTER] Starting predict_future for VZ
[2025-12-08T20:34:54.154392] [DEBUG] [LOCAL     ] No optimal features file found for VZ: ./output/feature-sets/VZ.txt
[2025-12-08T20:34:54.154440] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:54.154472] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:54.154498] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:54.154553] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:54.210653] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:54.211414] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:54.211490] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:54.211521] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:54.335454] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:54.335618] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:54.335656] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:54.335685] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:54.338965] [DEBUG] [FORECASTER] VZ: Forecast T+1@11:T+2@11: UP (p=59.32%)
[2025-12-08T20:34:54.339227] [INFO ] [FORECASTER] Completed predict_future for VZ
[2025-12-08T20:34:54.339366] [INFO ] [sig       ] VZ: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:34:54.483023] [INFO ] [LOCAL     ] Saved forecast: VZ	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/VZ.txt
[2025-12-08T20:34:54.483188] [INFO ] [sig       ] [3480/3624] Completed VZ in 0.3s | 2.92 sym/s | Total: 19.8m | ETA: 49.2s
[2025-12-08T20:34:54.483228] [INFO ] [sig       ] [3481/3624] Forecasting WAB...
[2025-12-08T20:34:54.483257] [INFO ] [sig       ] Generating forecast for: WAB
[2025-12-08T20:34:54.483287] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAB' from 'https://tdm.silogroup.org/data/derivative_storage/WAB.csv'.
[2025-12-08T20:34:54.494614] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAB'.
[2025-12-08T20:34:54.494988] [INFO ] [FORECASTER] Starting predict_future for WAB
[2025-12-08T20:34:54.495840] [DEBUG] [LOCAL     ] No optimal features file found for WAB: ./output/feature-sets/WAB.txt
[2025-12-08T20:34:54.495891] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:54.495922] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:54.495948] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:54.496019] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:54.553459] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:54.554329] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:54.554421] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:54.554476] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:54.673976] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:54.674124] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:54.674161] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:54.674189] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:54.677458] [DEBUG] [FORECASTER] WAB: Forecast T+1@11:T+2@11: DOWN (p=7.91%)
[2025-12-08T20:34:54.677756] [INFO ] [FORECASTER] Completed predict_future for WAB
[2025-12-08T20:34:54.677886] [INFO ] [sig       ] WAB: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:34:54.815761] [INFO ] [LOCAL     ] Saved forecast: WAB	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/WAB.txt
[2025-12-08T20:34:54.815889] [INFO ] [sig       ] [3481/3624] Completed WAB in 0.3s | 2.92 sym/s | Total: 19.8m | ETA: 48.9s
[2025-12-08T20:34:54.815927] [INFO ] [sig       ] [3482/3624] Forecasting WABC...
[2025-12-08T20:34:54.815956] [INFO ] [sig       ] Generating forecast for: WABC
[2025-12-08T20:34:54.815986] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WABC' from 'https://tdm.silogroup.org/data/derivative_storage/WABC.csv'.
[2025-12-08T20:34:54.830252] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WABC'.
[2025-12-08T20:34:54.830652] [INFO ] [FORECASTER] Starting predict_future for WABC
[2025-12-08T20:34:54.831452] [DEBUG] [LOCAL     ] No optimal features file found for WABC: ./output/feature-sets/WABC.txt
[2025-12-08T20:34:54.831502] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:54.831533] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:54.831559] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:54.831636] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:54.887099] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:54.887948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:54.888026] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:54.888057] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:55.007634] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:55.007785] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:55.007822] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:55.007852] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:55.011298] [DEBUG] [FORECASTER] WABC: Forecast T+1@11:T+2@11: UP (p=86.97%)
[2025-12-08T20:34:55.011564] [INFO ] [FORECASTER] Completed predict_future for WABC
[2025-12-08T20:34:55.011702] [INFO ] [sig       ] WABC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:34:55.149448] [INFO ] [LOCAL     ] Saved forecast: WABC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/WABC.txt
[2025-12-08T20:34:55.149611] [INFO ] [sig       ] [3482/3624] Completed WABC in 0.3s | 2.92 sym/s | Total: 19.8m | ETA: 48.6s
[2025-12-08T20:34:55.149651] [INFO ] [sig       ] [3483/3624] Forecasting WAFD...
[2025-12-08T20:34:55.149685] [INFO ] [sig       ] Generating forecast for: WAFD
[2025-12-08T20:34:55.149715] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAFD' from 'https://tdm.silogroup.org/data/derivative_storage/WAFD.csv'.
[2025-12-08T20:34:55.160599] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAFD'.
[2025-12-08T20:34:55.160959] [INFO ] [FORECASTER] Starting predict_future for WAFD
[2025-12-08T20:34:55.161743] [DEBUG] [LOCAL     ] No optimal features file found for WAFD: ./output/feature-sets/WAFD.txt
[2025-12-08T20:34:55.161792] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:55.161823] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:55.161849] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:55.161903] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:55.217887] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:55.218708] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:55.218786] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:55.218820] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:55.338096] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:55.338240] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:55.338278] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:55.338307] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:55.341713] [DEBUG] [FORECASTER] WAFD: Forecast T+1@11:T+2@11: UP (p=59.41%)
[2025-12-08T20:34:55.341975] [INFO ] [FORECASTER] Completed predict_future for WAFD
[2025-12-08T20:34:55.342092] [INFO ] [sig       ] WAFD: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:34:55.481102] [INFO ] [LOCAL     ] Saved forecast: WAFD	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/WAFD.txt
[2025-12-08T20:34:55.481229] [INFO ] [sig       ] [3483/3624] Completed WAFD in 0.3s | 2.92 sym/s | Total: 19.8m | ETA: 48.2s
[2025-12-08T20:34:55.481268] [INFO ] [sig       ] [3484/3624] Forecasting WAFDP...
[2025-12-08T20:34:55.481302] [INFO ] [sig       ] Generating forecast for: WAFDP
[2025-12-08T20:34:55.481338] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAFDP' from 'https://tdm.silogroup.org/data/derivative_storage/WAFDP.csv'.
[2025-12-08T20:34:55.492017] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAFDP'.
[2025-12-08T20:34:55.492334] [INFO ] [FORECASTER] Starting predict_future for WAFDP
[2025-12-08T20:34:55.493121] [DEBUG] [LOCAL     ] No optimal features file found for WAFDP: ./output/feature-sets/WAFDP.txt
[2025-12-08T20:34:55.493170] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:55.493229] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:55.493256] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:55.493322] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:55.549858] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:55.550561] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:55.550656] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:55.550688] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:55.659661] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:55.659812] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:55.659851] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:55.659881] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:55.663250] [DEBUG] [FORECASTER] WAFDP: Forecast T+1@11:T+2@11: DOWN (p=15.30%)
[2025-12-08T20:34:55.663564] [INFO ] [FORECASTER] Completed predict_future for WAFDP
[2025-12-08T20:34:55.663710] [INFO ] [sig       ] WAFDP: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:34:55.803736] [INFO ] [LOCAL     ] Saved forecast: WAFDP	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/WAFDP.txt
[2025-12-08T20:34:55.803882] [INFO ] [sig       ] [3484/3624] Completed WAFDP in 0.3s | 2.92 sym/s | Total: 19.9m | ETA: 47.9s
[2025-12-08T20:34:55.803921] [INFO ] [sig       ] [3485/3624] Forecasting WAL...
[2025-12-08T20:34:55.803949] [INFO ] [sig       ] Generating forecast for: WAL
[2025-12-08T20:34:55.803979] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAL' from 'https://tdm.silogroup.org/data/derivative_storage/WAL.csv'.
[2025-12-08T20:34:55.818187] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAL'.
[2025-12-08T20:34:55.818666] [INFO ] [FORECASTER] Starting predict_future for WAL
[2025-12-08T20:34:55.819720] [DEBUG] [LOCAL     ] No optimal features file found for WAL: ./output/feature-sets/WAL.txt
[2025-12-08T20:34:55.819784] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:55.819829] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:55.819868] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:55.819948] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:55.885181] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:55.886059] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:55.886137] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:55.886169] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:56.005344] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:56.005498] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:56.005537] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:56.005565] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:56.008876] [DEBUG] [FORECASTER] WAL: Forecast T+1@11:T+2@11: UP (p=67.11%)
[2025-12-08T20:34:56.009141] [INFO ] [FORECASTER] Completed predict_future for WAL
[2025-12-08T20:34:56.009260] [INFO ] [sig       ] WAL: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:34:56.148509] [INFO ] [LOCAL     ] Saved forecast: WAL	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/WAL.txt
[2025-12-08T20:34:56.148681] [INFO ] [sig       ] [3485/3624] Completed WAL in 0.3s | 2.92 sym/s | Total: 19.9m | ETA: 47.5s
[2025-12-08T20:34:56.148721] [INFO ] [sig       ] [3486/3624] Forecasting WALD...
[2025-12-08T20:34:56.148750] [INFO ] [sig       ] Generating forecast for: WALD
[2025-12-08T20:34:56.148780] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WALD' from 'https://tdm.silogroup.org/data/derivative_storage/WALD.csv'.
[2025-12-08T20:34:56.159854] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WALD'.
[2025-12-08T20:34:56.160211] [INFO ] [FORECASTER] Starting predict_future for WALD
[2025-12-08T20:34:56.161027] [DEBUG] [LOCAL     ] No optimal features file found for WALD: ./output/feature-sets/WALD.txt
[2025-12-08T20:34:56.161076] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:56.161107] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:56.161132] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:56.161186] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:56.217625] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:56.218476] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:56.218559] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:56.218614] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:56.334364] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:56.334520] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:56.334559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:56.334624] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:56.337888] [DEBUG] [FORECASTER] WALD: Forecast T+1@11:T+2@11: UP (p=80.58%)
[2025-12-08T20:34:56.338148] [INFO ] [FORECASTER] Completed predict_future for WALD
[2025-12-08T20:34:56.338264] [INFO ] [sig       ] WALD: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:34:56.480178] [INFO ] [LOCAL     ] Saved forecast: WALD	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/WALD.txt
[2025-12-08T20:34:56.480332] [INFO ] [sig       ] [3486/3624] Completed WALD in 0.3s | 2.92 sym/s | Total: 19.9m | ETA: 47.2s
[2025-12-08T20:34:56.480378] [INFO ] [sig       ] [3487/3624] Forecasting WASH...
[2025-12-08T20:34:56.480413] [INFO ] [sig       ] Generating forecast for: WASH
[2025-12-08T20:34:56.480448] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WASH' from 'https://tdm.silogroup.org/data/derivative_storage/WASH.csv'.
[2025-12-08T20:34:56.495123] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WASH'.
[2025-12-08T20:34:56.495514] [INFO ] [FORECASTER] Starting predict_future for WASH
[2025-12-08T20:34:56.496347] [DEBUG] [LOCAL     ] No optimal features file found for WASH: ./output/feature-sets/WASH.txt
[2025-12-08T20:34:56.496396] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:56.496427] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:56.496452] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:56.496507] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:56.552943] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:56.553767] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:56.553843] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:56.553875] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:56.671092] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:56.671250] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:56.671288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:56.671353] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:56.674673] [DEBUG] [FORECASTER] WASH: Forecast T+1@11:T+2@11: UP (p=78.43%)
[2025-12-08T20:34:56.674937] [INFO ] [FORECASTER] Completed predict_future for WASH
[2025-12-08T20:34:56.675056] [INFO ] [sig       ] WASH: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:34:56.814139] [INFO ] [LOCAL     ] Saved forecast: WASH	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/WASH.txt
[2025-12-08T20:34:56.814286] [INFO ] [sig       ] [3487/3624] Completed WASH in 0.3s | 2.92 sym/s | Total: 19.9m | ETA: 46.8s
[2025-12-08T20:34:56.814325] [INFO ] [sig       ] [3488/3624] Forecasting WAVE...
[2025-12-08T20:34:56.814355] [INFO ] [sig       ] Generating forecast for: WAVE
[2025-12-08T20:34:56.814387] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAVE' from 'https://tdm.silogroup.org/data/derivative_storage/WAVE.csv'.
[2025-12-08T20:34:56.825248] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAVE'.
[2025-12-08T20:34:56.825643] [INFO ] [FORECASTER] Starting predict_future for WAVE
[2025-12-08T20:34:56.826410] [DEBUG] [LOCAL     ] No optimal features file found for WAVE: ./output/feature-sets/WAVE.txt
[2025-12-08T20:34:56.826460] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:56.826490] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:56.826516] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:56.826590] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:56.882390] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:56.883236] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:56.883319] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:56.883394] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:56.992240] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:56.992401] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:56.992445] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:56.992478] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:56.995786] [DEBUG] [FORECASTER] WAVE: Forecast T+1@11:T+2@11: UP (p=62.21%)
[2025-12-08T20:34:56.996051] [INFO ] [FORECASTER] Completed predict_future for WAVE
[2025-12-08T20:34:56.996171] [INFO ] [sig       ] WAVE: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:34:57.137038] [INFO ] [LOCAL     ] Saved forecast: WAVE	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/WAVE.txt
[2025-12-08T20:34:57.137187] [INFO ] [sig       ] [3488/3624] Completed WAVE in 0.3s | 2.92 sym/s | Total: 19.9m | ETA: 46.5s
[2025-12-08T20:34:57.137226] [INFO ] [sig       ] [3489/3624] Forecasting WAY...
[2025-12-08T20:34:57.137255] [INFO ] [sig       ] Generating forecast for: WAY
[2025-12-08T20:34:57.137286] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAY' from 'https://tdm.silogroup.org/data/derivative_storage/WAY.csv'.
[2025-12-08T20:34:57.148369] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAY'.
[2025-12-08T20:34:57.148759] [INFO ] [FORECASTER] Starting predict_future for WAY
[2025-12-08T20:34:57.149539] [DEBUG] [LOCAL     ] No optimal features file found for WAY: ./output/feature-sets/WAY.txt
[2025-12-08T20:34:57.149615] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:57.149648] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:57.149675] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:57.149730] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:57.205521] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:57.206339] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:57.206415] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:57.206447] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:57.329438] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:57.329608] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:57.329648] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:57.329676] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:57.332936] [DEBUG] [FORECASTER] WAY: Forecast T+1@11:T+2@11: DOWN (p=8.21%)
[2025-12-08T20:34:57.333195] [INFO ] [FORECASTER] Completed predict_future for WAY
[2025-12-08T20:34:57.333311] [INFO ] [sig       ] WAY: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:34:57.473542] [INFO ] [LOCAL     ] Saved forecast: WAY	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/WAY.txt
[2025-12-08T20:34:57.473668] [INFO ] [sig       ] [3489/3624] Completed WAY in 0.3s | 2.92 sym/s | Total: 19.9m | ETA: 46.2s
[2025-12-08T20:34:57.473706] [INFO ] [sig       ] [3490/3624] Forecasting WB...
[2025-12-08T20:34:57.473735] [INFO ] [sig       ] Generating forecast for: WB
[2025-12-08T20:34:57.473765] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WB' from 'https://tdm.silogroup.org/data/derivative_storage/WB.csv'.
[2025-12-08T20:34:57.484788] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WB'.
[2025-12-08T20:34:57.485071] [INFO ] [FORECASTER] Starting predict_future for WB
[2025-12-08T20:34:57.485848] [DEBUG] [LOCAL     ] No optimal features file found for WB: ./output/feature-sets/WB.txt
[2025-12-08T20:34:57.485897] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:57.485928] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:57.485954] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:57.486019] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:57.543768] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:57.544648] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:57.544728] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:57.544759] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:57.668003] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:57.668160] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:57.668199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:57.668227] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:57.671640] [DEBUG] [FORECASTER] WB: Forecast T+1@11:T+2@11: UP (p=63.96%)
[2025-12-08T20:34:57.671950] [INFO ] [FORECASTER] Completed predict_future for WB
[2025-12-08T20:34:57.672080] [INFO ] [sig       ] WB: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:34:57.815085] [INFO ] [LOCAL     ] Saved forecast: WB	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/WB.txt
[2025-12-08T20:34:57.815235] [INFO ] [sig       ] [3490/3624] Completed WB in 0.3s | 2.92 sym/s | Total: 19.9m | ETA: 45.8s
[2025-12-08T20:34:57.815273] [INFO ] [sig       ] [3491/3624] Forecasting WBD...
[2025-12-08T20:34:57.815302] [INFO ] [sig       ] Generating forecast for: WBD
[2025-12-08T20:34:57.815330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBD' from 'https://tdm.silogroup.org/data/derivative_storage/WBD.csv'.
[2025-12-08T20:34:57.826881] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WBD'.
[2025-12-08T20:34:57.827276] [INFO ] [FORECASTER] Starting predict_future for WBD
[2025-12-08T20:34:57.828130] [DEBUG] [LOCAL     ] No optimal features file found for WBD: ./output/feature-sets/WBD.txt
[2025-12-08T20:34:57.828180] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:57.828213] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:57.828241] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:57.828296] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:57.886864] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:57.887795] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:57.887883] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:57.887914] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:58.012732] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:58.012886] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:58.012925] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:58.012953] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:58.016366] [DEBUG] [FORECASTER] WBD: Forecast T+1@11:T+2@11: UP (p=53.40%)
[2025-12-08T20:34:58.016670] [INFO ] [FORECASTER] Completed predict_future for WBD
[2025-12-08T20:34:58.016799] [INFO ] [sig       ] WBD: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:34:58.164238] [INFO ] [LOCAL     ] Saved forecast: WBD	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/WBD.txt
[2025-12-08T20:34:58.164428] [INFO ] [sig       ] [3491/3624] Completed WBD in 0.3s | 2.92 sym/s | Total: 19.9m | ETA: 45.5s
[2025-12-08T20:34:58.164495] [INFO ] [sig       ] [3492/3624] Forecasting WBS...
[2025-12-08T20:34:58.164539] [INFO ] [sig       ] Generating forecast for: WBS
[2025-12-08T20:34:58.164600] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBS' from 'https://tdm.silogroup.org/data/derivative_storage/WBS.csv'.
[2025-12-08T20:34:58.177339] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WBS'.
[2025-12-08T20:34:58.177948] [INFO ] [FORECASTER] Starting predict_future for WBS
[2025-12-08T20:34:58.179184] [DEBUG] [LOCAL     ] No optimal features file found for WBS: ./output/feature-sets/WBS.txt
[2025-12-08T20:34:58.179260] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:58.179293] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:58.179318] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:58.179372] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:58.235147] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:58.236009] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:58.236089] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:58.236120] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:58.359122] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:58.359267] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:58.359304] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:58.359331] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:58.362600] [DEBUG] [FORECASTER] WBS: Forecast T+1@11:T+2@11: UP (p=80.55%)
[2025-12-08T20:34:58.362860] [INFO ] [FORECASTER] Completed predict_future for WBS
[2025-12-08T20:34:58.362975] [INFO ] [sig       ] WBS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:34:58.500693] [INFO ] [LOCAL     ] Saved forecast: WBS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/WBS.txt
[2025-12-08T20:34:58.500837] [INFO ] [sig       ] [3492/3624] Completed WBS in 0.3s | 2.92 sym/s | Total: 19.9m | ETA: 45.1s
[2025-12-08T20:34:58.500876] [INFO ] [sig       ] [3493/3624] Forecasting WBTN...
[2025-12-08T20:34:58.500905] [INFO ] [sig       ] Generating forecast for: WBTN
[2025-12-08T20:34:58.500934] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBTN' from 'https://tdm.silogroup.org/data/derivative_storage/WBTN.csv'.
[2025-12-08T20:34:58.511768] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WBTN'.
[2025-12-08T20:34:58.512097] [INFO ] [FORECASTER] Starting predict_future for WBTN
[2025-12-08T20:34:58.512900] [DEBUG] [LOCAL     ] No optimal features file found for WBTN: ./output/feature-sets/WBTN.txt
[2025-12-08T20:34:58.512949] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:58.512980] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:58.513006] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:58.513060] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:58.569428] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:58.570240] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:58.570316] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:58.570348] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:58.694511] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:58.694685] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:58.694723] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:58.694750] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:58.698168] [DEBUG] [FORECASTER] WBTN: Forecast T+1@11:T+2@11: UP (p=97.27%)
[2025-12-08T20:34:58.698495] [INFO ] [FORECASTER] Completed predict_future for WBTN
[2025-12-08T20:34:58.698650] [INFO ] [sig       ] WBTN: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:34:58.836596] [INFO ] [LOCAL     ] Saved forecast: WBTN	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/WBTN.txt
[2025-12-08T20:34:58.836751] [INFO ] [sig       ] [3493/3624] Completed WBTN in 0.3s | 2.92 sym/s | Total: 19.9m | ETA: 44.8s
[2025-12-08T20:34:58.836791] [INFO ] [sig       ] [3494/3624] Forecasting WBX...
[2025-12-08T20:34:58.836819] [INFO ] [sig       ] Generating forecast for: WBX
[2025-12-08T20:34:58.836847] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBX' from 'https://tdm.silogroup.org/data/derivative_storage/WBX.csv'.
[2025-12-08T20:34:58.847631] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WBX'.
[2025-12-08T20:34:58.847994] [INFO ] [FORECASTER] Starting predict_future for WBX
[2025-12-08T20:34:58.848773] [DEBUG] [LOCAL     ] No optimal features file found for WBX: ./output/feature-sets/WBX.txt
[2025-12-08T20:34:58.848821] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:58.848851] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:58.848877] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:58.848931] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:58.903974] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:58.904867] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:58.904978] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:58.905011] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:59.025096] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:59.025253] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:59.025292] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:59.025320] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:59.028747] [DEBUG] [FORECASTER] WBX: Forecast T+1@11:T+2@11: UP (p=71.60%)
[2025-12-08T20:34:59.029084] [INFO ] [FORECASTER] Completed predict_future for WBX
[2025-12-08T20:34:59.029222] [INFO ] [sig       ] WBX: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:34:59.192085] [INFO ] [LOCAL     ] Saved forecast: WBX	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/WBX.txt
[2025-12-08T20:34:59.192271] [INFO ] [sig       ] [3494/3624] Completed WBX in 0.4s | 2.92 sym/s | Total: 19.9m | ETA: 44.5s
[2025-12-08T20:34:59.192318] [INFO ] [sig       ] [3495/3624] Forecasting WCC...
[2025-12-08T20:34:59.192350] [INFO ] [sig       ] Generating forecast for: WCC
[2025-12-08T20:34:59.192383] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WCC' from 'https://tdm.silogroup.org/data/derivative_storage/WCC.csv'.
[2025-12-08T20:34:59.205094] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WCC'.
[2025-12-08T20:34:59.205518] [INFO ] [FORECASTER] Starting predict_future for WCC
[2025-12-08T20:34:59.206594] [DEBUG] [LOCAL     ] No optimal features file found for WCC: ./output/feature-sets/WCC.txt
[2025-12-08T20:34:59.206653] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:59.206686] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:59.206714] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:59.206771] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:59.273874] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:59.274915] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:59.275018] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:59.275060] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:59.407276] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:59.407454] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:59.407499] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:59.407530] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:59.411101] [DEBUG] [FORECASTER] WCC: Forecast T+1@11:T+2@11: UP (p=70.98%)
[2025-12-08T20:34:59.411444] [INFO ] [FORECASTER] Completed predict_future for WCC
[2025-12-08T20:34:59.411623] [INFO ] [sig       ] WCC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:34:59.578434] [INFO ] [LOCAL     ] Saved forecast: WCC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/WCC.txt
[2025-12-08T20:34:59.578644] [INFO ] [sig       ] [3495/3624] Completed WCC in 0.4s | 2.92 sym/s | Total: 19.9m | ETA: 44.1s
[2025-12-08T20:34:59.578700] [INFO ] [sig       ] [3496/3624] Forecasting WCLD...
[2025-12-08T20:34:59.578734] [INFO ] [sig       ] Generating forecast for: WCLD
[2025-12-08T20:34:59.578764] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WCLD' from 'https://tdm.silogroup.org/data/derivative_storage/WCLD.csv'.
[2025-12-08T20:34:59.591561] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WCLD'.
[2025-12-08T20:34:59.592054] [INFO ] [FORECASTER] Starting predict_future for WCLD
[2025-12-08T20:34:59.593109] [DEBUG] [LOCAL     ] No optimal features file found for WCLD: ./output/feature-sets/WCLD.txt
[2025-12-08T20:34:59.593170] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:59.593206] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:59.593237] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:59.593311] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:34:59.657048] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:34:59.657958] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:34:59.658038] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:34:59.658072] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:34:59.787106] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:34:59.787276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:34:59.787319] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:34:59.787347] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:34:59.790978] [DEBUG] [FORECASTER] WCLD: Forecast T+1@11:T+2@11: DOWN (p=26.25%)
[2025-12-08T20:34:59.791353] [INFO ] [FORECASTER] Completed predict_future for WCLD
[2025-12-08T20:34:59.791498] [INFO ] [sig       ] WCLD: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:34:59.939652] [INFO ] [LOCAL     ] Saved forecast: WCLD	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/WCLD.txt
[2025-12-08T20:34:59.939813] [INFO ] [sig       ] [3496/3624] Completed WCLD in 0.4s | 2.92 sym/s | Total: 19.9m | ETA: 43.8s
[2025-12-08T20:34:59.939862] [INFO ] [sig       ] [3497/3624] Forecasting WD...
[2025-12-08T20:34:59.939894] [INFO ] [sig       ] Generating forecast for: WD
[2025-12-08T20:34:59.939924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WD' from 'https://tdm.silogroup.org/data/derivative_storage/WD.csv'.
[2025-12-08T20:34:59.951400] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WD'.
[2025-12-08T20:34:59.951855] [INFO ] [FORECASTER] Starting predict_future for WD
[2025-12-08T20:34:59.952703] [DEBUG] [LOCAL     ] No optimal features file found for WD: ./output/feature-sets/WD.txt
[2025-12-08T20:34:59.952761] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:34:59.952802] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:34:59.952832] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:34:59.952890] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:00.010566] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:00.011428] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:00.011510] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:00.011543] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:00.132536] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:00.132695] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:00.132736] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:00.132766] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:00.136108] [DEBUG] [FORECASTER] WD: Forecast T+1@11:T+2@11: UP (p=51.07%)
[2025-12-08T20:35:00.136384] [INFO ] [FORECASTER] Completed predict_future for WD
[2025-12-08T20:35:00.136502] [INFO ] [sig       ] WD: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:35:00.275781] [INFO ] [LOCAL     ] Saved forecast: WD	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/WD.txt
[2025-12-08T20:35:00.275959] [INFO ] [sig       ] [3497/3624] Completed WD in 0.3s | 2.92 sym/s | Total: 19.9m | ETA: 43.4s
[2025-12-08T20:35:00.276000] [INFO ] [sig       ] [3498/3624] Forecasting WDAY...
[2025-12-08T20:35:00.276029] [INFO ] [sig       ] Generating forecast for: WDAY
[2025-12-08T20:35:00.276058] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDAY' from 'https://tdm.silogroup.org/data/derivative_storage/WDAY.csv'.
[2025-12-08T20:35:00.287144] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDAY'.
[2025-12-08T20:35:00.287546] [INFO ] [FORECASTER] Starting predict_future for WDAY
[2025-12-08T20:35:00.288341] [DEBUG] [LOCAL     ] No optimal features file found for WDAY: ./output/feature-sets/WDAY.txt
[2025-12-08T20:35:00.288390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:00.288426] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:00.288453] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:00.288508] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:00.351006] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:00.352016] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:00.352111] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:00.352144] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:00.484753] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:00.485097] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:00.485146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:00.485177] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:00.488769] [DEBUG] [FORECASTER] WDAY: Forecast T+1@11:T+2@11: DOWN (p=32.32%)
[2025-12-08T20:35:00.489106] [INFO ] [FORECASTER] Completed predict_future for WDAY
[2025-12-08T20:35:00.489248] [INFO ] [sig       ] WDAY: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:35:00.644082] [INFO ] [LOCAL     ] Saved forecast: WDAY	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/WDAY.txt
[2025-12-08T20:35:00.644302] [INFO ] [sig       ] [3498/3624] Completed WDAY in 0.4s | 2.92 sym/s | Total: 19.9m | ETA: 43.1s
[2025-12-08T20:35:00.644349] [INFO ] [sig       ] [3499/3624] Forecasting WDC...
[2025-12-08T20:35:00.644383] [INFO ] [sig       ] Generating forecast for: WDC
[2025-12-08T20:35:00.644417] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDC' from 'https://tdm.silogroup.org/data/derivative_storage/WDC.csv'.
[2025-12-08T20:35:00.656659] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDC'.
[2025-12-08T20:35:00.657115] [INFO ] [FORECASTER] Starting predict_future for WDC
[2025-12-08T20:35:00.658175] [DEBUG] [LOCAL     ] No optimal features file found for WDC: ./output/feature-sets/WDC.txt
[2025-12-08T20:35:00.658228] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:00.658266] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:00.658307] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:00.658383] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:00.722001] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:00.722895] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:00.722977] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:00.723011] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:00.864101] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:00.864277] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:00.864346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:00.864390] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:00.868980] [DEBUG] [FORECASTER] WDC: Forecast T+1@11:T+2@11: UP (p=91.40%)
[2025-12-08T20:35:00.869377] [INFO ] [FORECASTER] Completed predict_future for WDC
[2025-12-08T20:35:00.869555] [INFO ] [sig       ] WDC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:35:01.015362] [INFO ] [LOCAL     ] Saved forecast: WDC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/WDC.txt
[2025-12-08T20:35:01.015510] [INFO ] [sig       ] [3499/3624] Completed WDC in 0.4s | 2.92 sym/s | Total: 19.9m | ETA: 42.7s
[2025-12-08T20:35:01.015551] [INFO ] [sig       ] [3500/3624] Forecasting WDFC...
[2025-12-08T20:35:01.015602] [INFO ] [sig       ] Generating forecast for: WDFC
[2025-12-08T20:35:01.015634] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDFC' from 'https://tdm.silogroup.org/data/derivative_storage/WDFC.csv'.
[2025-12-08T20:35:01.029091] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDFC'.
[2025-12-08T20:35:01.029518] [INFO ] [FORECASTER] Starting predict_future for WDFC
[2025-12-08T20:35:01.030517] [DEBUG] [LOCAL     ] No optimal features file found for WDFC: ./output/feature-sets/WDFC.txt
[2025-12-08T20:35:01.030590] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:01.030637] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:01.030669] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:01.030731] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:01.097488] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:01.098423] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:01.098505] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:01.098537] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:01.234486] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:01.234669] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:01.234710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:01.234739] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:01.238167] [DEBUG] [FORECASTER] WDFC: Forecast T+1@11:T+2@11: DOWN (p=39.97%)
[2025-12-08T20:35:01.238481] [INFO ] [FORECASTER] Completed predict_future for WDFC
[2025-12-08T20:35:01.238644] [INFO ] [sig       ] WDFC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:35:01.379451] [INFO ] [LOCAL     ] Saved forecast: WDFC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/WDFC.txt
[2025-12-08T20:35:01.379622] [INFO ] [sig       ] [3500/3624] Completed WDFC in 0.4s | 2.92 sym/s | Total: 19.9m | ETA: 42.4s
[2025-12-08T20:35:01.379664] [INFO ] [sig       ] [3501/3624] Forecasting WDH...
[2025-12-08T20:35:01.379693] [INFO ] [sig       ] Generating forecast for: WDH
[2025-12-08T20:35:01.379722] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDH' from 'https://tdm.silogroup.org/data/derivative_storage/WDH.csv'.
[2025-12-08T20:35:01.391266] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDH'.
[2025-12-08T20:35:01.391715] [INFO ] [FORECASTER] Starting predict_future for WDH
[2025-12-08T20:35:01.392599] [DEBUG] [LOCAL     ] No optimal features file found for WDH: ./output/feature-sets/WDH.txt
[2025-12-08T20:35:01.392653] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:01.392711] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:01.392740] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:01.392797] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:01.451835] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:01.452810] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:01.452901] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:01.452933] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:01.588777] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:01.588926] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:01.588975] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:01.589008] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:01.593115] [DEBUG] [FORECASTER] WDH: Forecast T+1@11:T+2@11: DOWN (p=24.53%)
[2025-12-08T20:35:01.593455] [INFO ] [FORECASTER] Completed predict_future for WDH
[2025-12-08T20:35:01.593804] [INFO ] [sig       ] WDH: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:35:01.781208] [INFO ] [LOCAL     ] Saved forecast: WDH	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/WDH.txt
[2025-12-08T20:35:01.781437] [INFO ] [sig       ] [3501/3624] Completed WDH in 0.4s | 2.92 sym/s | Total: 20.0m | ETA: 42.1s
[2025-12-08T20:35:01.781492] [INFO ] [sig       ] [3502/3624] Forecasting WDI...
[2025-12-08T20:35:01.781530] [INFO ] [sig       ] Generating forecast for: WDI
[2025-12-08T20:35:01.781569] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDI' from 'https://tdm.silogroup.org/data/derivative_storage/WDI.csv'.
[2025-12-08T20:35:01.797699] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDI'.
[2025-12-08T20:35:01.798184] [INFO ] [FORECASTER] Starting predict_future for WDI
[2025-12-08T20:35:01.799365] [DEBUG] [LOCAL     ] No optimal features file found for WDI: ./output/feature-sets/WDI.txt
[2025-12-08T20:35:01.799433] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:01.799473] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:01.799507] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:01.799600] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:01.879387] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:01.880472] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:01.880627] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:01.880670] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:02.022563] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:02.022748] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:02.022790] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:02.022820] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:02.026637] [DEBUG] [FORECASTER] WDI: Forecast T+1@11:T+2@11: UP (p=99.25%)
[2025-12-08T20:35:02.027021] [INFO ] [FORECASTER] Completed predict_future for WDI
[2025-12-08T20:35:02.027164] [INFO ] [sig       ] WDI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:35:02.180692] [INFO ] [LOCAL     ] Saved forecast: WDI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/WDI.txt
[2025-12-08T20:35:02.180902] [INFO ] [sig       ] [3502/3624] Completed WDI in 0.4s | 2.92 sym/s | Total: 20.0m | ETA: 41.7s
[2025-12-08T20:35:02.180959] [INFO ] [sig       ] [3503/3624] Forecasting WDS...
[2025-12-08T20:35:02.180998] [INFO ] [sig       ] Generating forecast for: WDS
[2025-12-08T20:35:02.181037] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDS' from 'https://tdm.silogroup.org/data/derivative_storage/WDS.csv'.
[2025-12-08T20:35:02.194300] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDS'.
[2025-12-08T20:35:02.194769] [INFO ] [FORECASTER] Starting predict_future for WDS
[2025-12-08T20:35:02.195685] [DEBUG] [LOCAL     ] No optimal features file found for WDS: ./output/feature-sets/WDS.txt
[2025-12-08T20:35:02.195742] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:02.195790] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:02.195818] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:02.195873] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:02.259288] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:02.260156] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:02.260236] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:02.260268] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:02.379499] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:02.379846] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:02.379884] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:02.379912] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:02.383474] [DEBUG] [FORECASTER] WDS: Forecast T+1@11:T+2@11: DOWN (p=0.93%)
[2025-12-08T20:35:02.383802] [INFO ] [FORECASTER] Completed predict_future for WDS
[2025-12-08T20:35:02.383937] [INFO ] [sig       ] WDS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:35:02.529273] [INFO ] [LOCAL     ] Saved forecast: WDS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/WDS.txt
[2025-12-08T20:35:02.529435] [INFO ] [sig       ] [3503/3624] Completed WDS in 0.3s | 2.92 sym/s | Total: 20.0m | ETA: 41.4s
[2025-12-08T20:35:02.529478] [INFO ] [sig       ] [3504/3624] Forecasting WEA...
[2025-12-08T20:35:02.529508] [INFO ] [sig       ] Generating forecast for: WEA
[2025-12-08T20:35:02.529538] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEA' from 'https://tdm.silogroup.org/data/derivative_storage/WEA.csv'.
[2025-12-08T20:35:02.541420] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEA'.
[2025-12-08T20:35:02.541871] [INFO ] [FORECASTER] Starting predict_future for WEA
[2025-12-08T20:35:02.542745] [DEBUG] [LOCAL     ] No optimal features file found for WEA: ./output/feature-sets/WEA.txt
[2025-12-08T20:35:02.542796] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:02.542829] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:02.542856] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:02.542912] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:02.603049] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:02.603935] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:02.604037] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:02.604078] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:02.723241] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:02.723402] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:02.723442] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:02.723505] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:02.727196] [DEBUG] [FORECASTER] WEA: Forecast T+1@11:T+2@11: UP (p=97.32%)
[2025-12-08T20:35:02.727629] [INFO ] [FORECASTER] Completed predict_future for WEA
[2025-12-08T20:35:02.727797] [INFO ] [sig       ] WEA: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:35:02.882302] [INFO ] [LOCAL     ] Saved forecast: WEA	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/WEA.txt
[2025-12-08T20:35:02.882467] [INFO ] [sig       ] [3504/3624] Completed WEA in 0.4s | 2.92 sym/s | Total: 20.0m | ETA: 41.0s
[2025-12-08T20:35:02.882509] [INFO ] [sig       ] [3505/3624] Forecasting WEC...
[2025-12-08T20:35:02.882539] [INFO ] [sig       ] Generating forecast for: WEC
[2025-12-08T20:35:02.882570] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEC' from 'https://tdm.silogroup.org/data/derivative_storage/WEC.csv'.
[2025-12-08T20:35:02.895203] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEC'.
[2025-12-08T20:35:02.895660] [INFO ] [FORECASTER] Starting predict_future for WEC
[2025-12-08T20:35:02.896559] [DEBUG] [LOCAL     ] No optimal features file found for WEC: ./output/feature-sets/WEC.txt
[2025-12-08T20:35:02.896647] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:02.896683] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:02.896711] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:02.896769] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:02.961753] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:02.962653] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:02.962738] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:02.962771] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:03.084512] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:03.084689] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:03.084728] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:03.084756] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:03.088285] [DEBUG] [FORECASTER] WEC: Forecast T+1@11:T+2@11: DOWN (p=16.30%)
[2025-12-08T20:35:03.088626] [INFO ] [FORECASTER] Completed predict_future for WEC
[2025-12-08T20:35:03.088766] [INFO ] [sig       ] WEC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:35:03.237765] [INFO ] [LOCAL     ] Saved forecast: WEC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/WEC.txt
[2025-12-08T20:35:03.237920] [INFO ] [sig       ] [3505/3624] Completed WEC in 0.4s | 2.92 sym/s | Total: 20.0m | ETA: 40.7s
[2025-12-08T20:35:03.237963] [INFO ] [sig       ] [3506/3624] Forecasting WEN...
[2025-12-08T20:35:03.237994] [INFO ] [sig       ] Generating forecast for: WEN
[2025-12-08T20:35:03.238024] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEN' from 'https://tdm.silogroup.org/data/derivative_storage/WEN.csv'.
[2025-12-08T20:35:03.249326] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEN'.
[2025-12-08T20:35:03.249733] [INFO ] [FORECASTER] Starting predict_future for WEN
[2025-12-08T20:35:03.250507] [DEBUG] [LOCAL     ] No optimal features file found for WEN: ./output/feature-sets/WEN.txt
[2025-12-08T20:35:03.250559] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:03.250609] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:03.250636] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:03.250697] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:03.307828] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:03.308698] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:03.308780] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:03.308813] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:03.437658] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:03.437821] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:03.437888] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:03.437935] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:03.441701] [DEBUG] [FORECASTER] WEN: Forecast T+1@11:T+2@11: DOWN (p=35.29%)
[2025-12-08T20:35:03.442025] [INFO ] [FORECASTER] Completed predict_future for WEN
[2025-12-08T20:35:03.442156] [INFO ] [sig       ] WEN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:35:03.588261] [INFO ] [LOCAL     ] Saved forecast: WEN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/WEN.txt
[2025-12-08T20:35:03.588415] [INFO ] [sig       ] [3506/3624] Completed WEN in 0.4s | 2.92 sym/s | Total: 20.0m | ETA: 40.4s
[2025-12-08T20:35:03.588455] [INFO ] [sig       ] [3507/3624] Forecasting WERN...
[2025-12-08T20:35:03.588491] [INFO ] [sig       ] Generating forecast for: WERN
[2025-12-08T20:35:03.588522] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WERN' from 'https://tdm.silogroup.org/data/derivative_storage/WERN.csv'.
[2025-12-08T20:35:03.599116] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WERN'.
[2025-12-08T20:35:03.599431] [INFO ] [FORECASTER] Starting predict_future for WERN
[2025-12-08T20:35:03.600230] [DEBUG] [LOCAL     ] No optimal features file found for WERN: ./output/feature-sets/WERN.txt
[2025-12-08T20:35:03.600280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:03.600311] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:03.600337] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:03.600392] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:03.658882] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:03.659796] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:03.659878] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:03.659911] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:03.776548] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:03.776682] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:03.776720] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:03.776748] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:03.780082] [DEBUG] [FORECASTER] WERN: Forecast T+1@11:T+2@11: UP (p=52.31%)
[2025-12-08T20:35:03.780346] [INFO ] [FORECASTER] Completed predict_future for WERN
[2025-12-08T20:35:03.780465] [INFO ] [sig       ] WERN: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:35:03.919130] [INFO ] [LOCAL     ] Saved forecast: WERN	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/WERN.txt
[2025-12-08T20:35:03.919248] [INFO ] [sig       ] [3507/3624] Completed WERN in 0.3s | 2.92 sym/s | Total: 20.0m | ETA: 40.0s
[2025-12-08T20:35:03.919287] [INFO ] [sig       ] [3508/3624] Forecasting WES...
[2025-12-08T20:35:03.919316] [INFO ] [sig       ] Generating forecast for: WES
[2025-12-08T20:35:03.919345] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WES' from 'https://tdm.silogroup.org/data/derivative_storage/WES.csv'.
[2025-12-08T20:35:03.929910] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WES'.
[2025-12-08T20:35:03.930226] [INFO ] [FORECASTER] Starting predict_future for WES
[2025-12-08T20:35:03.931011] [DEBUG] [LOCAL     ] No optimal features file found for WES: ./output/feature-sets/WES.txt
[2025-12-08T20:35:03.931062] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:03.931093] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:03.931119] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:03.931173] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:03.986655] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:03.987236] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:03.987308] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:03.987338] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:04.105071] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:04.105224] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:04.105266] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:04.105298] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:04.108721] [DEBUG] [FORECASTER] WES: Forecast T+1@11:T+2@11: DOWN (p=1.60%)
[2025-12-08T20:35:04.109013] [INFO ] [FORECASTER] Completed predict_future for WES
[2025-12-08T20:35:04.109140] [INFO ] [sig       ] WES: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:35:04.247902] [INFO ] [LOCAL     ] Saved forecast: WES	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/WES.txt
[2025-12-08T20:35:04.248031] [INFO ] [sig       ] [3508/3624] Completed WES in 0.3s | 2.92 sym/s | Total: 20.0m | ETA: 39.7s
[2025-12-08T20:35:04.248070] [INFO ] [sig       ] [3509/3624] Forecasting WEX...
[2025-12-08T20:35:04.248100] [INFO ] [sig       ] Generating forecast for: WEX
[2025-12-08T20:35:04.248130] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEX' from 'https://tdm.silogroup.org/data/derivative_storage/WEX.csv'.
[2025-12-08T20:35:04.259021] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEX'.
[2025-12-08T20:35:04.259335] [INFO ] [FORECASTER] Starting predict_future for WEX
[2025-12-08T20:35:04.260130] [DEBUG] [LOCAL     ] No optimal features file found for WEX: ./output/feature-sets/WEX.txt
[2025-12-08T20:35:04.260180] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:04.260221] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:04.260256] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:04.260313] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:04.317644] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:04.318275] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:04.318351] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:04.318383] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:04.436908] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:04.437048] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:04.437084] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:04.437111] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:04.440440] [DEBUG] [FORECASTER] WEX: Forecast T+1@11:T+2@11: DOWN (p=37.51%)
[2025-12-08T20:35:04.440725] [INFO ] [FORECASTER] Completed predict_future for WEX
[2025-12-08T20:35:04.440841] [INFO ] [sig       ] WEX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:35:04.579453] [INFO ] [LOCAL     ] Saved forecast: WEX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/WEX.txt
[2025-12-08T20:35:04.579628] [INFO ] [sig       ] [3509/3624] Completed WEX in 0.3s | 2.92 sym/s | Total: 20.0m | ETA: 39.3s
[2025-12-08T20:35:04.579677] [INFO ] [sig       ] [3510/3624] Forecasting WEYS...
[2025-12-08T20:35:04.579706] [INFO ] [sig       ] Generating forecast for: WEYS
[2025-12-08T20:35:04.579734] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEYS' from 'https://tdm.silogroup.org/data/derivative_storage/WEYS.csv'.
[2025-12-08T20:35:04.590192] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEYS'.
[2025-12-08T20:35:04.590518] [INFO ] [FORECASTER] Starting predict_future for WEYS
[2025-12-08T20:35:04.591300] [DEBUG] [LOCAL     ] No optimal features file found for WEYS: ./output/feature-sets/WEYS.txt
[2025-12-08T20:35:04.591349] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:04.591379] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:04.591405] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:04.591459] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:04.647068] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:04.647938] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:04.648016] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:04.648048] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:04.751183] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:04.751331] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:04.751368] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:04.751412] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:04.754705] [DEBUG] [FORECASTER] WEYS: Forecast T+1@11:T+2@11: DOWN (p=12.56%)
[2025-12-08T20:35:04.754966] [INFO ] [FORECASTER] Completed predict_future for WEYS
[2025-12-08T20:35:04.755085] [INFO ] [sig       ] WEYS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:35:04.891962] [INFO ] [LOCAL     ] Saved forecast: WEYS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/WEYS.txt
[2025-12-08T20:35:04.892103] [INFO ] [sig       ] [3510/3624] Completed WEYS in 0.3s | 2.92 sym/s | Total: 20.0m | ETA: 39.0s
[2025-12-08T20:35:04.892142] [INFO ] [sig       ] [3511/3624] Forecasting WF...
[2025-12-08T20:35:04.892171] [INFO ] [sig       ] Generating forecast for: WF
[2025-12-08T20:35:04.892199] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WF' from 'https://tdm.silogroup.org/data/derivative_storage/WF.csv'.
[2025-12-08T20:35:04.902610] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WF'.
[2025-12-08T20:35:04.902946] [INFO ] [FORECASTER] Starting predict_future for WF
[2025-12-08T20:35:04.903737] [DEBUG] [LOCAL     ] No optimal features file found for WF: ./output/feature-sets/WF.txt
[2025-12-08T20:35:04.903786] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:04.903816] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:04.903844] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:04.903899] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:04.962852] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:04.963687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:04.963806] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:04.963840] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:05.086735] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:05.086894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:05.086933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:05.086962] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:05.090430] [DEBUG] [FORECASTER] WF: Forecast T+1@11:T+2@11: UP (p=82.85%)
[2025-12-08T20:35:05.090749] [INFO ] [FORECASTER] Completed predict_future for WF
[2025-12-08T20:35:05.090881] [INFO ] [sig       ] WF: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:35:05.240692] [INFO ] [LOCAL     ] Saved forecast: WF	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/WF.txt
[2025-12-08T20:35:05.240845] [INFO ] [sig       ] [3511/3624] Completed WF in 0.3s | 2.92 sym/s | Total: 20.0m | ETA: 38.6s
[2025-12-08T20:35:05.240885] [INFO ] [sig       ] [3512/3624] Forecasting WFC...
[2025-12-08T20:35:05.240915] [INFO ] [sig       ] Generating forecast for: WFC
[2025-12-08T20:35:05.240944] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WFC' from 'https://tdm.silogroup.org/data/derivative_storage/WFC.csv'.
[2025-12-08T20:35:05.252416] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WFC'.
[2025-12-08T20:35:05.252815] [INFO ] [FORECASTER] Starting predict_future for WFC
[2025-12-08T20:35:05.253789] [DEBUG] [LOCAL     ] No optimal features file found for WFC: ./output/feature-sets/WFC.txt
[2025-12-08T20:35:05.253842] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:05.253875] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:05.253903] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:05.253959] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:05.315173] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:05.316008] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:05.316087] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:05.316120] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:05.445066] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:05.445225] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:05.445265] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:05.445293] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:05.448835] [DEBUG] [FORECASTER] WFC: Forecast T+1@11:T+2@11: DOWN (p=36.20%)
[2025-12-08T20:35:05.449108] [INFO ] [FORECASTER] Completed predict_future for WFC
[2025-12-08T20:35:05.449254] [INFO ] [sig       ] WFC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:35:05.596175] [INFO ] [LOCAL     ] Saved forecast: WFC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/WFC.txt
[2025-12-08T20:35:05.596325] [INFO ] [sig       ] [3512/3624] Completed WFC in 0.4s | 2.92 sym/s | Total: 20.0m | ETA: 38.3s
[2025-12-08T20:35:05.596365] [INFO ] [sig       ] [3513/3624] Forecasting WFG...
[2025-12-08T20:35:05.596395] [INFO ] [sig       ] Generating forecast for: WFG
[2025-12-08T20:35:05.596425] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WFG' from 'https://tdm.silogroup.org/data/derivative_storage/WFG.csv'.
[2025-12-08T20:35:05.607667] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WFG'.
[2025-12-08T20:35:05.608100] [INFO ] [FORECASTER] Starting predict_future for WFG
[2025-12-08T20:35:05.609117] [DEBUG] [LOCAL     ] No optimal features file found for WFG: ./output/feature-sets/WFG.txt
[2025-12-08T20:35:05.609181] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:05.609229] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:05.609265] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:05.609338] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:05.667046] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:05.667937] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:05.668023] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:05.668055] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:05.798249] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:05.798400] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:05.798439] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:05.798467] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:05.801932] [DEBUG] [FORECASTER] WFG: Forecast T+1@11:T+2@11: UP (p=57.29%)
[2025-12-08T20:35:05.802206] [INFO ] [FORECASTER] Completed predict_future for WFG
[2025-12-08T20:35:05.802354] [INFO ] [sig       ] WFG: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:35:05.946039] [INFO ] [LOCAL     ] Saved forecast: WFG	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/WFG.txt
[2025-12-08T20:35:05.946174] [INFO ] [sig       ] [3513/3624] Completed WFG in 0.3s | 2.92 sym/s | Total: 20.0m | ETA: 38.0s
[2025-12-08T20:35:05.946213] [INFO ] [sig       ] [3514/3624] Forecasting WFRD...
[2025-12-08T20:35:05.946242] [INFO ] [sig       ] Generating forecast for: WFRD
[2025-12-08T20:35:05.946271] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WFRD' from 'https://tdm.silogroup.org/data/derivative_storage/WFRD.csv'.
[2025-12-08T20:35:05.956998] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WFRD'.
[2025-12-08T20:35:05.957298] [INFO ] [FORECASTER] Starting predict_future for WFRD
[2025-12-08T20:35:05.958127] [DEBUG] [LOCAL     ] No optimal features file found for WFRD: ./output/feature-sets/WFRD.txt
[2025-12-08T20:35:05.958176] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:05.958208] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:05.958233] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:05.958298] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:06.014177] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:06.014888] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:06.014962] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:06.014993] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:06.130452] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:06.130616] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:06.130655] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:06.130683] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:06.133886] [DEBUG] [FORECASTER] WFRD: Forecast T+1@11:T+2@11: DOWN (p=49.06%)
[2025-12-08T20:35:06.134142] [INFO ] [FORECASTER] Completed predict_future for WFRD
[2025-12-08T20:35:06.134257] [INFO ] [sig       ] WFRD: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:35:06.271301] [INFO ] [LOCAL     ] Saved forecast: WFRD	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/WFRD.txt
[2025-12-08T20:35:06.271470] [INFO ] [sig       ] [3514/3624] Completed WFRD in 0.3s | 2.92 sym/s | Total: 20.0m | ETA: 37.6s
[2025-12-08T20:35:06.271508] [INFO ] [sig       ] [3515/3624] Forecasting WGMI...
[2025-12-08T20:35:06.271537] [INFO ] [sig       ] Generating forecast for: WGMI
[2025-12-08T20:35:06.271565] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WGMI' from 'https://tdm.silogroup.org/data/derivative_storage/WGMI.csv'.
[2025-12-08T20:35:06.282851] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WGMI'.
[2025-12-08T20:35:06.283194] [INFO ] [FORECASTER] Starting predict_future for WGMI
[2025-12-08T20:35:06.283974] [DEBUG] [LOCAL     ] No optimal features file found for WGMI: ./output/feature-sets/WGMI.txt
[2025-12-08T20:35:06.284022] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:06.284052] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:06.284077] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:06.284132] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:06.339095] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:06.339802] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:06.339877] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:06.339908] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:06.459887] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:06.460042] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:06.460080] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:06.460107] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:06.463374] [DEBUG] [FORECASTER] WGMI: Forecast T+1@11:T+2@11: UP (p=76.50%)
[2025-12-08T20:35:06.463670] [INFO ] [FORECASTER] Completed predict_future for WGMI
[2025-12-08T20:35:06.463810] [INFO ] [sig       ] WGMI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:35:06.602591] [INFO ] [LOCAL     ] Saved forecast: WGMI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/WGMI.txt
[2025-12-08T20:35:06.602732] [INFO ] [sig       ] [3515/3624] Completed WGMI in 0.3s | 2.92 sym/s | Total: 20.0m | ETA: 37.3s
[2025-12-08T20:35:06.602777] [INFO ] [sig       ] [3516/3624] Forecasting WGO...
[2025-12-08T20:35:06.602808] [INFO ] [sig       ] Generating forecast for: WGO
[2025-12-08T20:35:06.602838] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WGO' from 'https://tdm.silogroup.org/data/derivative_storage/WGO.csv'.
[2025-12-08T20:35:06.613759] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WGO'.
[2025-12-08T20:35:06.614056] [INFO ] [FORECASTER] Starting predict_future for WGO
[2025-12-08T20:35:06.614845] [DEBUG] [LOCAL     ] No optimal features file found for WGO: ./output/feature-sets/WGO.txt
[2025-12-08T20:35:06.614905] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:06.614936] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:06.614961] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:06.615015] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:06.669646] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:06.670328] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:06.670405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:06.670437] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:06.788894] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:06.789049] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:06.789086] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:06.789113] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:06.792402] [DEBUG] [FORECASTER] WGO: Forecast T+1@11:T+2@11: DOWN (p=27.33%)
[2025-12-08T20:35:06.792689] [INFO ] [FORECASTER] Completed predict_future for WGO
[2025-12-08T20:35:06.792811] [INFO ] [sig       ] WGO: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:35:06.930224] [INFO ] [LOCAL     ] Saved forecast: WGO	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/WGO.txt
[2025-12-08T20:35:06.930372] [INFO ] [sig       ] [3516/3624] Completed WGO in 0.3s | 2.92 sym/s | Total: 20.0m | ETA: 36.9s
[2025-12-08T20:35:06.930410] [INFO ] [sig       ] [3517/3624] Forecasting WGS...
[2025-12-08T20:35:06.930438] [INFO ] [sig       ] Generating forecast for: WGS
[2025-12-08T20:35:06.930469] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WGS' from 'https://tdm.silogroup.org/data/derivative_storage/WGS.csv'.
[2025-12-08T20:35:06.941356] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WGS'.
[2025-12-08T20:35:06.941730] [INFO ] [FORECASTER] Starting predict_future for WGS
[2025-12-08T20:35:06.942489] [DEBUG] [LOCAL     ] No optimal features file found for WGS: ./output/feature-sets/WGS.txt
[2025-12-08T20:35:06.942538] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:06.942593] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:06.942624] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:06.942679] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:06.997775] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:06.998416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:06.998488] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:06.998519] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:07.119876] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:07.120011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:07.120051] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:07.120081] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:07.123488] [DEBUG] [FORECASTER] WGS: Forecast T+1@11:T+2@11: UP (p=59.13%)
[2025-12-08T20:35:07.123775] [INFO ] [FORECASTER] Completed predict_future for WGS
[2025-12-08T20:35:07.123896] [INFO ] [sig       ] WGS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:35:07.263626] [INFO ] [LOCAL     ] Saved forecast: WGS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/WGS.txt
[2025-12-08T20:35:07.263760] [INFO ] [sig       ] [3517/3624] Completed WGS in 0.3s | 2.92 sym/s | Total: 20.0m | ETA: 36.6s
[2025-12-08T20:35:07.263798] [INFO ] [sig       ] [3518/3624] Forecasting WH...
[2025-12-08T20:35:07.263827] [INFO ] [sig       ] Generating forecast for: WH
[2025-12-08T20:35:07.263856] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WH' from 'https://tdm.silogroup.org/data/derivative_storage/WH.csv'.
[2025-12-08T20:35:07.274299] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WH'.
[2025-12-08T20:35:07.274629] [INFO ] [FORECASTER] Starting predict_future for WH
[2025-12-08T20:35:07.275418] [DEBUG] [LOCAL     ] No optimal features file found for WH: ./output/feature-sets/WH.txt
[2025-12-08T20:35:07.275467] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:07.275523] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:07.275551] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:07.275630] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:07.331629] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:07.332405] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:07.332481] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:07.332512] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:07.456101] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:07.456249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:07.456289] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:07.456318] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:07.459748] [DEBUG] [FORECASTER] WH: Forecast T+1@11:T+2@11: DOWN (p=17.78%)
[2025-12-08T20:35:07.460016] [INFO ] [FORECASTER] Completed predict_future for WH
[2025-12-08T20:35:07.460136] [INFO ] [sig       ] WH: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:35:07.616222] [INFO ] [LOCAL     ] Saved forecast: WH	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/WH.txt
[2025-12-08T20:35:07.616355] [INFO ] [sig       ] [3518/3624] Completed WH in 0.4s | 2.92 sym/s | Total: 20.1m | ETA: 36.3s
[2025-12-08T20:35:07.616393] [INFO ] [sig       ] [3519/3624] Forecasting WHD...
[2025-12-08T20:35:07.616422] [INFO ] [sig       ] Generating forecast for: WHD
[2025-12-08T20:35:07.616451] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WHD' from 'https://tdm.silogroup.org/data/derivative_storage/WHD.csv'.
[2025-12-08T20:35:07.627047] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WHD'.
[2025-12-08T20:35:07.627399] [INFO ] [FORECASTER] Starting predict_future for WHD
[2025-12-08T20:35:07.628220] [DEBUG] [LOCAL     ] No optimal features file found for WHD: ./output/feature-sets/WHD.txt
[2025-12-08T20:35:07.628270] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:07.628300] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:07.628325] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:07.628380] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:07.683118] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:07.683846] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:07.683922] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:07.683953] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:07.802667] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:07.802813] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:07.802854] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:07.802881] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:07.806104] [DEBUG] [FORECASTER] WHD: Forecast T+1@11:T+2@11: UP (p=57.69%)
[2025-12-08T20:35:07.806365] [INFO ] [FORECASTER] Completed predict_future for WHD
[2025-12-08T20:35:07.806480] [INFO ] [sig       ] WHD: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:35:07.942536] [INFO ] [LOCAL     ] Saved forecast: WHD	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/WHD.txt
[2025-12-08T20:35:07.942682] [INFO ] [sig       ] [3519/3624] Completed WHD in 0.3s | 2.92 sym/s | Total: 20.1m | ETA: 35.9s
[2025-12-08T20:35:07.942729] [INFO ] [sig       ] [3520/3624] Forecasting WHF...
[2025-12-08T20:35:07.942760] [INFO ] [sig       ] Generating forecast for: WHF
[2025-12-08T20:35:07.942789] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WHF' from 'https://tdm.silogroup.org/data/derivative_storage/WHF.csv'.
[2025-12-08T20:35:07.953383] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WHF'.
[2025-12-08T20:35:07.953739] [INFO ] [FORECASTER] Starting predict_future for WHF
[2025-12-08T20:35:07.954495] [DEBUG] [LOCAL     ] No optimal features file found for WHF: ./output/feature-sets/WHF.txt
[2025-12-08T20:35:07.954544] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:07.954595] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:07.954627] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:07.954681] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:08.010527] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:08.011428] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:08.011503] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:08.011534] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:08.133088] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:08.133238] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:08.133276] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:08.133303] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:08.136552] [DEBUG] [FORECASTER] WHF: Forecast T+1@11:T+2@11: DOWN (p=2.38%)
[2025-12-08T20:35:08.136831] [INFO ] [FORECASTER] Completed predict_future for WHF
[2025-12-08T20:35:08.136950] [INFO ] [sig       ] WHF: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:35:08.280600] [INFO ] [LOCAL     ] Saved forecast: WHF	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/WHF.txt
[2025-12-08T20:35:08.280742] [INFO ] [sig       ] [3520/3624] Completed WHF in 0.3s | 2.92 sym/s | Total: 20.1m | ETA: 35.6s
[2025-12-08T20:35:08.280782] [INFO ] [sig       ] [3521/3624] Forecasting WHG...
[2025-12-08T20:35:08.280811] [INFO ] [sig       ] Generating forecast for: WHG
[2025-12-08T20:35:08.280840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WHG' from 'https://tdm.silogroup.org/data/derivative_storage/WHG.csv'.
[2025-12-08T20:35:08.291893] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WHG'.
[2025-12-08T20:35:08.292221] [INFO ] [FORECASTER] Starting predict_future for WHG
[2025-12-08T20:35:08.293059] [DEBUG] [LOCAL     ] No optimal features file found for WHG: ./output/feature-sets/WHG.txt
[2025-12-08T20:35:08.293112] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:08.293145] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:08.293173] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:08.293231] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:08.348615] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:08.349263] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:08.349338] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:08.349369] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:08.450388] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:08.450541] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:08.450598] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:08.450629] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:08.453966] [DEBUG] [FORECASTER] WHG: Forecast T+1@11:T+2@11: UP (p=76.62%)
[2025-12-08T20:35:08.454246] [INFO ] [FORECASTER] Completed predict_future for WHG
[2025-12-08T20:35:08.454369] [INFO ] [sig       ] WHG: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:35:08.594677] [INFO ] [LOCAL     ] Saved forecast: WHG	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/WHG.txt
[2025-12-08T20:35:08.594834] [INFO ] [sig       ] [3521/3624] Completed WHG in 0.3s | 2.92 sym/s | Total: 20.1m | ETA: 35.2s
[2025-12-08T20:35:08.594882] [INFO ] [sig       ] [3522/3624] Forecasting WIA...
[2025-12-08T20:35:08.594920] [INFO ] [sig       ] Generating forecast for: WIA
[2025-12-08T20:35:08.594950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WIA' from 'https://tdm.silogroup.org/data/derivative_storage/WIA.csv'.
[2025-12-08T20:35:08.605646] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WIA'.
[2025-12-08T20:35:08.606064] [INFO ] [FORECASTER] Starting predict_future for WIA
[2025-12-08T20:35:08.606902] [DEBUG] [LOCAL     ] No optimal features file found for WIA: ./output/feature-sets/WIA.txt
[2025-12-08T20:35:08.606952] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:08.606983] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:08.607009] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:08.607064] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:08.664559] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:08.665407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:08.665488] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:08.665522] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:08.789553] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:08.789725] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:08.789766] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:08.789795] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:08.793265] [DEBUG] [FORECASTER] WIA: Forecast T+1@11:T+2@11: UP (p=75.40%)
[2025-12-08T20:35:08.793546] [INFO ] [FORECASTER] Completed predict_future for WIA
[2025-12-08T20:35:08.793694] [INFO ] [sig       ] WIA: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:35:08.948593] [INFO ] [LOCAL     ] Saved forecast: WIA	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/WIA.txt
[2025-12-08T20:35:08.948766] [INFO ] [sig       ] [3522/3624] Completed WIA in 0.4s | 2.92 sym/s | Total: 20.1m | ETA: 34.9s
[2025-12-08T20:35:08.948817] [INFO ] [sig       ] [3523/3624] Forecasting WIMI...
[2025-12-08T20:35:08.948849] [INFO ] [sig       ] Generating forecast for: WIMI
[2025-12-08T20:35:08.948881] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WIMI' from 'https://tdm.silogroup.org/data/derivative_storage/WIMI.csv'.
[2025-12-08T20:35:08.960334] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WIMI'.
[2025-12-08T20:35:08.960761] [INFO ] [FORECASTER] Starting predict_future for WIMI
[2025-12-08T20:35:08.961607] [DEBUG] [LOCAL     ] No optimal features file found for WIMI: ./output/feature-sets/WIMI.txt
[2025-12-08T20:35:08.961659] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:08.961692] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:08.961720] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:08.961777] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:09.020081] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:09.020978] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:09.021061] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:09.021093] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:09.139811] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:09.139970] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:09.140025] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:09.140054] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:09.143376] [DEBUG] [FORECASTER] WIMI: Forecast T+1@11:T+2@11: DOWN (p=6.20%)
[2025-12-08T20:35:09.143670] [INFO ] [FORECASTER] Completed predict_future for WIMI
[2025-12-08T20:35:09.143794] [INFO ] [sig       ] WIMI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:35:09.282392] [INFO ] [LOCAL     ] Saved forecast: WIMI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/WIMI.txt
[2025-12-08T20:35:09.282542] [INFO ] [sig       ] [3523/3624] Completed WIMI in 0.3s | 2.92 sym/s | Total: 20.1m | ETA: 34.5s
[2025-12-08T20:35:09.282603] [INFO ] [sig       ] [3524/3624] Forecasting WINA...
[2025-12-08T20:35:09.282636] [INFO ] [sig       ] Generating forecast for: WINA
[2025-12-08T20:35:09.282664] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WINA' from 'https://tdm.silogroup.org/data/derivative_storage/WINA.csv'.
[2025-12-08T20:35:09.293655] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WINA'.
[2025-12-08T20:35:09.293996] [INFO ] [FORECASTER] Starting predict_future for WINA
[2025-12-08T20:35:09.294773] [DEBUG] [LOCAL     ] No optimal features file found for WINA: ./output/feature-sets/WINA.txt
[2025-12-08T20:35:09.294822] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:09.294852] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:09.294879] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:09.294934] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:09.350606] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:09.351413] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:09.351493] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:09.351528] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:09.465727] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:09.465883] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:09.465925] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:09.465955] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:09.469350] [DEBUG] [FORECASTER] WINA: Forecast T+1@11:T+2@11: UP (p=90.96%)
[2025-12-08T20:35:09.469638] [INFO ] [FORECASTER] Completed predict_future for WINA
[2025-12-08T20:35:09.469760] [INFO ] [sig       ] WINA: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:35:09.606005] [INFO ] [LOCAL     ] Saved forecast: WINA	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/WINA.txt
[2025-12-08T20:35:09.606145] [INFO ] [sig       ] [3524/3624] Completed WINA in 0.3s | 2.92 sym/s | Total: 20.1m | ETA: 34.2s
[2025-12-08T20:35:09.606184] [INFO ] [sig       ] [3525/3624] Forecasting WING...
[2025-12-08T20:35:09.606213] [INFO ] [sig       ] Generating forecast for: WING
[2025-12-08T20:35:09.606242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WING' from 'https://tdm.silogroup.org/data/derivative_storage/WING.csv'.
[2025-12-08T20:35:09.617302] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WING'.
[2025-12-08T20:35:09.617725] [INFO ] [FORECASTER] Starting predict_future for WING
[2025-12-08T20:35:09.618535] [DEBUG] [LOCAL     ] No optimal features file found for WING: ./output/feature-sets/WING.txt
[2025-12-08T20:35:09.618612] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:09.618655] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:09.618691] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:09.618762] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:09.677762] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:09.678632] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:09.678714] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:09.678748] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:09.808764] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:09.808899] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:09.808937] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:09.808965] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:09.812296] [DEBUG] [FORECASTER] WING: Forecast T+1@11:T+2@11: UP (p=97.21%)
[2025-12-08T20:35:09.812593] [INFO ] [FORECASTER] Completed predict_future for WING
[2025-12-08T20:35:09.812731] [INFO ] [sig       ] WING: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:35:09.953457] [INFO ] [LOCAL     ] Saved forecast: WING	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/WING.txt
[2025-12-08T20:35:09.953626] [INFO ] [sig       ] [3525/3624] Completed WING in 0.3s | 2.92 sym/s | Total: 20.1m | ETA: 33.9s
[2025-12-08T20:35:09.953673] [INFO ] [sig       ] [3526/3624] Forecasting WINN...
[2025-12-08T20:35:09.953709] [INFO ] [sig       ] Generating forecast for: WINN
[2025-12-08T20:35:09.953745] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WINN' from 'https://tdm.silogroup.org/data/derivative_storage/WINN.csv'.
[2025-12-08T20:35:09.965700] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WINN'.
[2025-12-08T20:35:09.966090] [INFO ] [FORECASTER] Starting predict_future for WINN
[2025-12-08T20:35:09.966938] [DEBUG] [LOCAL     ] No optimal features file found for WINN: ./output/feature-sets/WINN.txt
[2025-12-08T20:35:09.966989] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:09.967021] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:09.967048] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:09.967104] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:10.025790] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:10.026646] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:10.026727] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:10.026760] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:10.150463] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:10.150632] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:10.150672] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:10.150702] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:10.154133] [DEBUG] [FORECASTER] WINN: Forecast T+1@11:T+2@11: DOWN (p=7.17%)
[2025-12-08T20:35:10.154473] [INFO ] [FORECASTER] Completed predict_future for WINN
[2025-12-08T20:35:10.154631] [INFO ] [sig       ] WINN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:35:10.294923] [INFO ] [LOCAL     ] Saved forecast: WINN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/WINN.txt
[2025-12-08T20:35:10.295072] [INFO ] [sig       ] [3526/3624] Completed WINN in 0.3s | 2.92 sym/s | Total: 20.1m | ETA: 33.5s
[2025-12-08T20:35:10.295110] [INFO ] [sig       ] [3527/3624] Forecasting WIX...
[2025-12-08T20:35:10.295140] [INFO ] [sig       ] Generating forecast for: WIX
[2025-12-08T20:35:10.295168] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WIX' from 'https://tdm.silogroup.org/data/derivative_storage/WIX.csv'.
[2025-12-08T20:35:10.306626] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WIX'.
[2025-12-08T20:35:10.307019] [INFO ] [FORECASTER] Starting predict_future for WIX
[2025-12-08T20:35:10.307855] [DEBUG] [LOCAL     ] No optimal features file found for WIX: ./output/feature-sets/WIX.txt
[2025-12-08T20:35:10.307906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:10.307949] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:10.307976] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:10.308030] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:10.365365] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:10.366232] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:10.366314] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:10.366347] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:10.485661] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:10.485817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:10.485855] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:10.485883] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:10.489320] [DEBUG] [FORECASTER] WIX: Forecast T+1@11:T+2@11: UP (p=95.66%)
[2025-12-08T20:35:10.489665] [INFO ] [FORECASTER] Completed predict_future for WIX
[2025-12-08T20:35:10.489804] [INFO ] [sig       ] WIX: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:35:10.629147] [INFO ] [LOCAL     ] Saved forecast: WIX	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/WIX.txt
[2025-12-08T20:35:10.629296] [INFO ] [sig       ] [3527/3624] Completed WIX in 0.3s | 2.92 sym/s | Total: 20.1m | ETA: 33.2s
[2025-12-08T20:35:10.629334] [INFO ] [sig       ] [3528/3624] Forecasting WK...
[2025-12-08T20:35:10.629364] [INFO ] [sig       ] Generating forecast for: WK
[2025-12-08T20:35:10.629393] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WK' from 'https://tdm.silogroup.org/data/derivative_storage/WK.csv'.
[2025-12-08T20:35:10.640641] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WK'.
[2025-12-08T20:35:10.641020] [INFO ] [FORECASTER] Starting predict_future for WK
[2025-12-08T20:35:10.641882] [DEBUG] [LOCAL     ] No optimal features file found for WK: ./output/feature-sets/WK.txt
[2025-12-08T20:35:10.641937] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:10.641968] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:10.641996] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:10.642052] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:10.700818] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:10.701692] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:10.701808] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:10.701841] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:10.823699] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:10.823851] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:10.823890] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:10.823918] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:10.827218] [DEBUG] [FORECASTER] WK: Forecast T+1@11:T+2@11: DOWN (p=14.95%)
[2025-12-08T20:35:10.827521] [INFO ] [FORECASTER] Completed predict_future for WK
[2025-12-08T20:35:10.827670] [INFO ] [sig       ] WK: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:35:10.968492] [INFO ] [LOCAL     ] Saved forecast: WK	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/WK.txt
[2025-12-08T20:35:10.968661] [INFO ] [sig       ] [3528/3624] Completed WK in 0.3s | 2.92 sym/s | Total: 20.1m | ETA: 32.8s
[2025-12-08T20:35:10.968710] [INFO ] [sig       ] [3529/3624] Forecasting WKC...
[2025-12-08T20:35:10.968746] [INFO ] [sig       ] Generating forecast for: WKC
[2025-12-08T20:35:10.968781] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WKC' from 'https://tdm.silogroup.org/data/derivative_storage/WKC.csv'.
[2025-12-08T20:35:10.979424] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WKC'.
[2025-12-08T20:35:10.979836] [INFO ] [FORECASTER] Starting predict_future for WKC
[2025-12-08T20:35:10.980611] [DEBUG] [LOCAL     ] No optimal features file found for WKC: ./output/feature-sets/WKC.txt
[2025-12-08T20:35:10.980661] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:10.980692] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:10.980717] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:10.980776] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:11.037035] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:11.037889] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:11.037967] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:11.037999] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:11.156945] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:11.157087] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:11.157149] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:11.157187] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:11.160503] [DEBUG] [FORECASTER] WKC: Forecast T+1@11:T+2@11: UP (p=96.44%)
[2025-12-08T20:35:11.160795] [INFO ] [FORECASTER] Completed predict_future for WKC
[2025-12-08T20:35:11.160920] [INFO ] [sig       ] WKC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:35:11.298849] [INFO ] [LOCAL     ] Saved forecast: WKC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/WKC.txt
[2025-12-08T20:35:11.298972] [INFO ] [sig       ] [3529/3624] Completed WKC in 0.3s | 2.92 sym/s | Total: 20.1m | ETA: 32.5s
[2025-12-08T20:35:11.299011] [INFO ] [sig       ] [3530/3624] Forecasting WKEY...
[2025-12-08T20:35:11.299040] [INFO ] [sig       ] Generating forecast for: WKEY
[2025-12-08T20:35:11.299068] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WKEY' from 'https://tdm.silogroup.org/data/derivative_storage/WKEY.csv'.
[2025-12-08T20:35:11.309548] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WKEY'.
[2025-12-08T20:35:11.309878] [INFO ] [FORECASTER] Starting predict_future for WKEY
[2025-12-08T20:35:11.310665] [DEBUG] [LOCAL     ] No optimal features file found for WKEY: ./output/feature-sets/WKEY.txt
[2025-12-08T20:35:11.310719] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:11.310749] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:11.310775] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:11.310830] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:11.366478] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:11.367126] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:11.367199] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:11.367230] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:11.486738] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:11.486883] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:11.486920] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:11.486947] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:11.490196] [DEBUG] [FORECASTER] WKEY: Forecast T+1@11:T+2@11: DOWN (p=9.77%)
[2025-12-08T20:35:11.490456] [INFO ] [FORECASTER] Completed predict_future for WKEY
[2025-12-08T20:35:11.490592] [INFO ] [sig       ] WKEY: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:35:11.632231] [INFO ] [LOCAL     ] Saved forecast: WKEY	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/WKEY.txt
[2025-12-08T20:35:11.632356] [INFO ] [sig       ] [3530/3624] Completed WKEY in 0.3s | 2.92 sym/s | Total: 20.1m | ETA: 32.1s
[2025-12-08T20:35:11.632394] [INFO ] [sig       ] [3531/3624] Forecasting WKSP...
[2025-12-08T20:35:11.632430] [INFO ] [sig       ] Generating forecast for: WKSP
[2025-12-08T20:35:11.632460] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WKSP' from 'https://tdm.silogroup.org/data/derivative_storage/WKSP.csv'.
[2025-12-08T20:35:11.643084] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WKSP'.
[2025-12-08T20:35:11.643424] [INFO ] [FORECASTER] Starting predict_future for WKSP
[2025-12-08T20:35:11.644201] [DEBUG] [LOCAL     ] No optimal features file found for WKSP: ./output/feature-sets/WKSP.txt
[2025-12-08T20:35:11.644251] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:11.644282] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:11.644308] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:11.644363] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:11.701331] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:11.702146] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:11.702232] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:11.702265] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:11.821815] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:11.821980] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:11.822024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:11.822054] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:11.825421] [DEBUG] [FORECASTER] WKSP: Forecast T+1@11:T+2@11: UP (p=97.13%)
[2025-12-08T20:35:11.825753] [INFO ] [FORECASTER] Completed predict_future for WKSP
[2025-12-08T20:35:11.825890] [INFO ] [sig       ] WKSP: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:35:11.964307] [INFO ] [LOCAL     ] Saved forecast: WKSP	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/WKSP.txt
[2025-12-08T20:35:11.964464] [INFO ] [sig       ] [3531/3624] Completed WKSP in 0.3s | 2.92 sym/s | Total: 20.1m | ETA: 31.8s
[2025-12-08T20:35:11.964504] [INFO ] [sig       ] [3532/3624] Forecasting WLDN...
[2025-12-08T20:35:11.964533] [INFO ] [sig       ] Generating forecast for: WLDN
[2025-12-08T20:35:11.964562] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLDN' from 'https://tdm.silogroup.org/data/derivative_storage/WLDN.csv'.
[2025-12-08T20:35:11.975362] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLDN'.
[2025-12-08T20:35:11.975742] [INFO ] [FORECASTER] Starting predict_future for WLDN
[2025-12-08T20:35:11.976533] [DEBUG] [LOCAL     ] No optimal features file found for WLDN: ./output/feature-sets/WLDN.txt
[2025-12-08T20:35:11.976602] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:11.976636] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:11.976663] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:11.976719] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:12.032379] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:12.033142] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:12.033220] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:12.033251] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:12.152403] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:12.152552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:12.152607] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:12.152636] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:12.155898] [DEBUG] [FORECASTER] WLDN: Forecast T+1@11:T+2@11: DOWN (p=11.92%)
[2025-12-08T20:35:12.156157] [INFO ] [FORECASTER] Completed predict_future for WLDN
[2025-12-08T20:35:12.156273] [INFO ] [sig       ] WLDN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:35:12.293180] [INFO ] [LOCAL     ] Saved forecast: WLDN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/WLDN.txt
[2025-12-08T20:35:12.293307] [INFO ] [sig       ] [3532/3624] Completed WLDN in 0.3s | 2.92 sym/s | Total: 20.1m | ETA: 31.5s
[2025-12-08T20:35:12.293345] [INFO ] [sig       ] [3533/3624] Forecasting WLDS...
[2025-12-08T20:35:12.293374] [INFO ] [sig       ] Generating forecast for: WLDS
[2025-12-08T20:35:12.293404] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLDS' from 'https://tdm.silogroup.org/data/derivative_storage/WLDS.csv'.
[2025-12-08T20:35:12.304258] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLDS'.
[2025-12-08T20:35:12.304601] [INFO ] [FORECASTER] Starting predict_future for WLDS
[2025-12-08T20:35:12.305355] [DEBUG] [LOCAL     ] No optimal features file found for WLDS: ./output/feature-sets/WLDS.txt
[2025-12-08T20:35:12.305404] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:12.305435] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:12.305461] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:12.305516] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:12.360968] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:12.361700] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:12.361778] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:12.361809] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:12.475911] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:12.476061] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:12.476097] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:12.476124] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:12.479412] [DEBUG] [FORECASTER] WLDS: Forecast T+1@11:T+2@11: UP (p=52.71%)
[2025-12-08T20:35:12.479695] [INFO ] [FORECASTER] Completed predict_future for WLDS
[2025-12-08T20:35:12.479813] [INFO ] [sig       ] WLDS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:35:12.616215] [INFO ] [LOCAL     ] Saved forecast: WLDS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/WLDS.txt
[2025-12-08T20:35:12.616342] [INFO ] [sig       ] [3533/3624] Completed WLDS in 0.3s | 2.92 sym/s | Total: 20.1m | ETA: 31.1s
[2025-12-08T20:35:12.616379] [INFO ] [sig       ] [3534/3624] Forecasting WLFC...
[2025-12-08T20:35:12.616407] [INFO ] [sig       ] Generating forecast for: WLFC
[2025-12-08T20:35:12.616436] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLFC' from 'https://tdm.silogroup.org/data/derivative_storage/WLFC.csv'.
[2025-12-08T20:35:12.627829] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLFC'.
[2025-12-08T20:35:12.628165] [INFO ] [FORECASTER] Starting predict_future for WLFC
[2025-12-08T20:35:12.629097] [DEBUG] [LOCAL     ] No optimal features file found for WLFC: ./output/feature-sets/WLFC.txt
[2025-12-08T20:35:12.629147] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:12.629178] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:12.629205] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:12.629262] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:12.684328] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:12.685198] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:12.685278] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:12.685310] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:12.805341] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:12.805464] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:12.805523] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:12.805609] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:12.810116] [DEBUG] [FORECASTER] WLFC: Forecast T+1@11:T+2@11: UP (p=83.27%)
[2025-12-08T20:35:12.810524] [INFO ] [FORECASTER] Completed predict_future for WLFC
[2025-12-08T20:35:12.810727] [INFO ] [sig       ] WLFC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:35:12.953367] [INFO ] [LOCAL     ] Saved forecast: WLFC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/WLFC.txt
[2025-12-08T20:35:12.953527] [INFO ] [sig       ] [3534/3624] Completed WLFC in 0.3s | 2.92 sym/s | Total: 20.1m | ETA: 30.8s
[2025-12-08T20:35:12.953566] [INFO ] [sig       ] [3535/3624] Forecasting WLK...
[2025-12-08T20:35:12.953617] [INFO ] [sig       ] Generating forecast for: WLK
[2025-12-08T20:35:12.953646] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLK' from 'https://tdm.silogroup.org/data/derivative_storage/WLK.csv'.
[2025-12-08T20:35:12.964853] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLK'.
[2025-12-08T20:35:12.965222] [INFO ] [FORECASTER] Starting predict_future for WLK
[2025-12-08T20:35:12.966069] [DEBUG] [LOCAL     ] No optimal features file found for WLK: ./output/feature-sets/WLK.txt
[2025-12-08T20:35:12.966120] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:12.966176] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:12.966205] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:12.966261] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:13.022122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:13.022815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:13.022887] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:13.022920] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:13.139896] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:13.140043] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:13.140079] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:13.140106] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:13.143341] [DEBUG] [FORECASTER] WLK: Forecast T+1@11:T+2@11: UP (p=93.47%)
[2025-12-08T20:35:13.143616] [INFO ] [FORECASTER] Completed predict_future for WLK
[2025-12-08T20:35:13.143733] [INFO ] [sig       ] WLK: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:35:13.280829] [INFO ] [LOCAL     ] Saved forecast: WLK	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/WLK.txt
[2025-12-08T20:35:13.280953] [INFO ] [sig       ] [3535/3624] Completed WLK in 0.3s | 2.92 sym/s | Total: 20.1m | ETA: 30.4s
[2025-12-08T20:35:13.280991] [INFO ] [sig       ] [3536/3624] Forecasting WLKP...
[2025-12-08T20:35:13.281019] [INFO ] [sig       ] Generating forecast for: WLKP
[2025-12-08T20:35:13.281048] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLKP' from 'https://tdm.silogroup.org/data/derivative_storage/WLKP.csv'.
[2025-12-08T20:35:13.291538] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLKP'.
[2025-12-08T20:35:13.291896] [INFO ] [FORECASTER] Starting predict_future for WLKP
[2025-12-08T20:35:13.292669] [DEBUG] [LOCAL     ] No optimal features file found for WLKP: ./output/feature-sets/WLKP.txt
[2025-12-08T20:35:13.292717] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:13.292748] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:13.292774] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:13.292828] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:13.348550] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:13.349171] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:13.349243] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:13.349287] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:13.465006] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:13.465156] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:13.465200] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:13.465229] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:13.468674] [DEBUG] [FORECASTER] WLKP: Forecast T+1@11:T+2@11: UP (p=52.08%)
[2025-12-08T20:35:13.468949] [INFO ] [FORECASTER] Completed predict_future for WLKP
[2025-12-08T20:35:13.469075] [INFO ] [sig       ] WLKP: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:35:13.650495] [INFO ] [LOCAL     ] Saved forecast: WLKP	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/WLKP.txt
[2025-12-08T20:35:13.650644] [INFO ] [sig       ] [3536/3624] Completed WLKP in 0.4s | 2.92 sym/s | Total: 20.2m | ETA: 30.1s
[2025-12-08T20:35:13.650684] [INFO ] [sig       ] [3537/3624] Forecasting WMG...
[2025-12-08T20:35:13.650713] [INFO ] [sig       ] Generating forecast for: WMG
[2025-12-08T20:35:13.650744] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WMG' from 'https://tdm.silogroup.org/data/derivative_storage/WMG.csv'.
[2025-12-08T20:35:13.661619] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WMG'.
[2025-12-08T20:35:13.661965] [INFO ] [FORECASTER] Starting predict_future for WMG
[2025-12-08T20:35:13.662751] [DEBUG] [LOCAL     ] No optimal features file found for WMG: ./output/feature-sets/WMG.txt
[2025-12-08T20:35:13.662800] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:13.662831] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:13.662857] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:13.662911] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:13.719475] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:13.720130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:13.720207] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:13.720240] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:13.840266] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:13.840419] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:13.840476] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:13.840526] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:13.843867] [DEBUG] [FORECASTER] WMG: Forecast T+1@11:T+2@11: UP (p=87.19%)
[2025-12-08T20:35:13.844130] [INFO ] [FORECASTER] Completed predict_future for WMG
[2025-12-08T20:35:13.844250] [INFO ] [sig       ] WMG: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:35:13.983091] [INFO ] [LOCAL     ] Saved forecast: WMG	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/WMG.txt
[2025-12-08T20:35:13.983241] [INFO ] [sig       ] [3537/3624] Completed WMG in 0.3s | 2.92 sym/s | Total: 20.2m | ETA: 29.7s
[2025-12-08T20:35:13.983280] [INFO ] [sig       ] [3538/3624] Forecasting WMK...
[2025-12-08T20:35:13.983310] [INFO ] [sig       ] Generating forecast for: WMK
[2025-12-08T20:35:13.983339] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WMK' from 'https://tdm.silogroup.org/data/derivative_storage/WMK.csv'.
[2025-12-08T20:35:13.998011] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WMK'.
[2025-12-08T20:35:13.998461] [INFO ] [FORECASTER] Starting predict_future for WMK
[2025-12-08T20:35:13.999538] [DEBUG] [LOCAL     ] No optimal features file found for WMK: ./output/feature-sets/WMK.txt
[2025-12-08T20:35:13.999641] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:13.999685] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:13.999742] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:13.999831] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:14.061016] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:14.061898] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:14.061983] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:14.062015] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:14.180515] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:14.180681] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:14.180720] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:14.180779] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:14.183997] [DEBUG] [FORECASTER] WMK: Forecast T+1@11:T+2@11: DOWN (p=0.60%)
[2025-12-08T20:35:14.184258] [INFO ] [FORECASTER] Completed predict_future for WMK
[2025-12-08T20:35:14.184378] [INFO ] [sig       ] WMK: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:35:14.321363] [INFO ] [LOCAL     ] Saved forecast: WMK	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/WMK.txt
[2025-12-08T20:35:14.321490] [INFO ] [sig       ] [3538/3624] Completed WMK in 0.3s | 2.92 sym/s | Total: 20.2m | ETA: 29.4s
[2025-12-08T20:35:14.321527] [INFO ] [sig       ] [3539/3624] Forecasting WMS...
[2025-12-08T20:35:14.321556] [INFO ] [sig       ] Generating forecast for: WMS
[2025-12-08T20:35:14.321605] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WMS' from 'https://tdm.silogroup.org/data/derivative_storage/WMS.csv'.
[2025-12-08T20:35:14.332706] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WMS'.
[2025-12-08T20:35:14.333040] [INFO ] [FORECASTER] Starting predict_future for WMS
[2025-12-08T20:35:14.333834] [DEBUG] [LOCAL     ] No optimal features file found for WMS: ./output/feature-sets/WMS.txt
[2025-12-08T20:35:14.333883] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:14.333914] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:14.333940] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:14.333994] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:14.389469] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:14.390348] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:14.390426] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:14.390458] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:14.521026] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:14.521202] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:14.521259] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:14.521301] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:14.525028] [DEBUG] [FORECASTER] WMS: Forecast T+1@11:T+2@11: DOWN (p=19.08%)
[2025-12-08T20:35:14.525333] [INFO ] [FORECASTER] Completed predict_future for WMS
[2025-12-08T20:35:14.525470] [INFO ] [sig       ] WMS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:35:14.677826] [INFO ] [LOCAL     ] Saved forecast: WMS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/WMS.txt
[2025-12-08T20:35:14.677983] [INFO ] [sig       ] [3539/3624] Completed WMS in 0.4s | 2.92 sym/s | Total: 20.2m | ETA: 29.1s
[2025-12-08T20:35:14.678022] [INFO ] [sig       ] [3540/3624] Forecasting WNC...
[2025-12-08T20:35:14.678052] [INFO ] [sig       ] Generating forecast for: WNC
[2025-12-08T20:35:14.678083] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WNC' from 'https://tdm.silogroup.org/data/derivative_storage/WNC.csv'.
[2025-12-08T20:35:14.689170] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WNC'.
[2025-12-08T20:35:14.689492] [INFO ] [FORECASTER] Starting predict_future for WNC
[2025-12-08T20:35:14.690350] [DEBUG] [LOCAL     ] No optimal features file found for WNC: ./output/feature-sets/WNC.txt
[2025-12-08T20:35:14.690400] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:14.690430] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:14.690455] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:14.690519] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:14.745984] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:14.746753] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:14.746846] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:14.746879] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:14.869270] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:14.869418] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:14.869457] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:14.869486] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:14.872794] [DEBUG] [FORECASTER] WNC: Forecast T+1@11:T+2@11: UP (p=93.65%)
[2025-12-08T20:35:14.873055] [INFO ] [FORECASTER] Completed predict_future for WNC
[2025-12-08T20:35:14.873171] [INFO ] [sig       ] WNC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:35:15.012681] [INFO ] [LOCAL     ] Saved forecast: WNC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/WNC.txt
[2025-12-08T20:35:15.012830] [INFO ] [sig       ] [3540/3624] Completed WNC in 0.3s | 2.92 sym/s | Total: 20.2m | ETA: 28.7s
[2025-12-08T20:35:15.012869] [INFO ] [sig       ] [3541/3624] Forecasting WNEB...
[2025-12-08T20:35:15.012899] [INFO ] [sig       ] Generating forecast for: WNEB
[2025-12-08T20:35:15.012929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WNEB' from 'https://tdm.silogroup.org/data/derivative_storage/WNEB.csv'.
[2025-12-08T20:35:15.023491] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WNEB'.
[2025-12-08T20:35:15.023877] [INFO ] [FORECASTER] Starting predict_future for WNEB
[2025-12-08T20:35:15.024666] [DEBUG] [LOCAL     ] No optimal features file found for WNEB: ./output/feature-sets/WNEB.txt
[2025-12-08T20:35:15.024716] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:15.024746] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:15.024772] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:15.024826] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:15.081869] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:15.082753] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:15.082855] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:15.082896] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:15.204157] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:15.204310] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:15.204349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:15.204379] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:15.207787] [DEBUG] [FORECASTER] WNEB: Forecast T+1@11:T+2@11: DOWN (p=1.05%)
[2025-12-08T20:35:15.208074] [INFO ] [FORECASTER] Completed predict_future for WNEB
[2025-12-08T20:35:15.208206] [INFO ] [sig       ] WNEB: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:35:15.348439] [INFO ] [LOCAL     ] Saved forecast: WNEB	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/WNEB.txt
[2025-12-08T20:35:15.348613] [INFO ] [sig       ] [3541/3624] Completed WNEB in 0.3s | 2.92 sym/s | Total: 20.2m | ETA: 28.4s
[2025-12-08T20:35:15.348657] [INFO ] [sig       ] [3542/3624] Forecasting WOK...
[2025-12-08T20:35:15.348690] [INFO ] [sig       ] Generating forecast for: WOK
[2025-12-08T20:35:15.348729] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WOK' from 'https://tdm.silogroup.org/data/derivative_storage/WOK.csv'.
[2025-12-08T20:35:15.359399] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WOK'.
[2025-12-08T20:35:15.359777] [INFO ] [FORECASTER] Starting predict_future for WOK
[2025-12-08T20:35:15.360620] [DEBUG] [LOCAL     ] No optimal features file found for WOK: ./output/feature-sets/WOK.txt
[2025-12-08T20:35:15.360672] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:15.360704] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:15.360732] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:15.360787] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:15.417449] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:15.418344] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:15.418424] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:15.418458] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:15.530918] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:15.531074] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:15.531113] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:15.531142] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:15.534474] [DEBUG] [FORECASTER] WOK: Forecast T+1@11:T+2@11: DOWN (p=23.08%)
[2025-12-08T20:35:15.534758] [INFO ] [FORECASTER] Completed predict_future for WOK
[2025-12-08T20:35:15.534880] [INFO ] [sig       ] WOK: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:35:15.675443] [INFO ] [LOCAL     ] Saved forecast: WOK	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/WOK.txt
[2025-12-08T20:35:15.675606] [INFO ] [sig       ] [3542/3624] Completed WOK in 0.3s | 2.92 sym/s | Total: 20.2m | ETA: 28.0s
[2025-12-08T20:35:15.675648] [INFO ] [sig       ] [3543/3624] Forecasting WOOD...
[2025-12-08T20:35:15.675677] [INFO ] [sig       ] Generating forecast for: WOOD
[2025-12-08T20:35:15.675706] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WOOD' from 'https://tdm.silogroup.org/data/derivative_storage/WOOD.csv'.
[2025-12-08T20:35:15.686083] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WOOD'.
[2025-12-08T20:35:15.686436] [INFO ] [FORECASTER] Starting predict_future for WOOD
[2025-12-08T20:35:15.687224] [DEBUG] [LOCAL     ] No optimal features file found for WOOD: ./output/feature-sets/WOOD.txt
[2025-12-08T20:35:15.687274] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:15.687304] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:15.687330] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:15.687384] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:15.746391] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:15.747337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:15.747443] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:15.747479] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:15.850559] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:15.850726] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:15.850766] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:15.850795] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:15.854214] [DEBUG] [FORECASTER] WOOD: Forecast T+1@11:T+2@11: DOWN (p=18.96%)
[2025-12-08T20:35:15.854526] [INFO ] [FORECASTER] Completed predict_future for WOOD
[2025-12-08T20:35:15.854683] [INFO ] [sig       ] WOOD: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:35:15.996117] [INFO ] [LOCAL     ] Saved forecast: WOOD	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/WOOD.txt
[2025-12-08T20:35:15.996255] [INFO ] [sig       ] [3543/3624] Completed WOOD in 0.3s | 2.92 sym/s | Total: 20.2m | ETA: 27.7s
[2025-12-08T20:35:15.996294] [INFO ] [sig       ] [3544/3624] Forecasting WOOF...
[2025-12-08T20:35:15.996327] [INFO ] [sig       ] Generating forecast for: WOOF
[2025-12-08T20:35:15.996357] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WOOF' from 'https://tdm.silogroup.org/data/derivative_storage/WOOF.csv'.
[2025-12-08T20:35:16.007311] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WOOF'.
[2025-12-08T20:35:16.007671] [INFO ] [FORECASTER] Starting predict_future for WOOF
[2025-12-08T20:35:16.008430] [DEBUG] [LOCAL     ] No optimal features file found for WOOF: ./output/feature-sets/WOOF.txt
[2025-12-08T20:35:16.008479] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:16.008509] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:16.008534] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:16.008612] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:16.063960] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:16.064542] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:16.064631] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:16.064663] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:16.180657] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:16.180806] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:16.180843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:16.180870] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:16.184122] [DEBUG] [FORECASTER] WOOF: Forecast T+1@11:T+2@11: DOWN (p=2.79%)
[2025-12-08T20:35:16.184385] [INFO ] [FORECASTER] Completed predict_future for WOOF
[2025-12-08T20:35:16.184501] [INFO ] [sig       ] WOOF: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:35:16.320352] [INFO ] [LOCAL     ] Saved forecast: WOOF	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/WOOF.txt
[2025-12-08T20:35:16.320472] [INFO ] [sig       ] [3544/3624] Completed WOOF in 0.3s | 2.92 sym/s | Total: 20.2m | ETA: 27.4s
[2025-12-08T20:35:16.320510] [INFO ] [sig       ] [3545/3624] Forecasting WPC...
[2025-12-08T20:35:16.320539] [INFO ] [sig       ] Generating forecast for: WPC
[2025-12-08T20:35:16.320568] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WPC' from 'https://tdm.silogroup.org/data/derivative_storage/WPC.csv'.
[2025-12-08T20:35:16.331374] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WPC'.
[2025-12-08T20:35:16.331720] [INFO ] [FORECASTER] Starting predict_future for WPC
[2025-12-08T20:35:16.332474] [DEBUG] [LOCAL     ] No optimal features file found for WPC: ./output/feature-sets/WPC.txt
[2025-12-08T20:35:16.332522] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:16.332552] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:16.332603] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:16.332659] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:16.389031] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:16.389890] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:16.390002] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:16.390035] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:16.517220] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:16.517367] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:16.517405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:16.517449] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:16.520730] [DEBUG] [FORECASTER] WPC: Forecast T+1@11:T+2@11: UP (p=81.25%)
[2025-12-08T20:35:16.520992] [INFO ] [FORECASTER] Completed predict_future for WPC
[2025-12-08T20:35:16.521109] [INFO ] [sig       ] WPC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:35:16.669250] [INFO ] [LOCAL     ] Saved forecast: WPC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/WPC.txt
[2025-12-08T20:35:16.669384] [INFO ] [sig       ] [3545/3624] Completed WPC in 0.3s | 2.92 sym/s | Total: 20.2m | ETA: 27.0s
[2025-12-08T20:35:16.669422] [INFO ] [sig       ] [3546/3624] Forecasting WPP...
[2025-12-08T20:35:16.669452] [INFO ] [sig       ] Generating forecast for: WPP
[2025-12-08T20:35:16.669480] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WPP' from 'https://tdm.silogroup.org/data/derivative_storage/WPP.csv'.
[2025-12-08T20:35:16.680552] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WPP'.
[2025-12-08T20:35:16.680961] [INFO ] [FORECASTER] Starting predict_future for WPP
[2025-12-08T20:35:16.681942] [DEBUG] [LOCAL     ] No optimal features file found for WPP: ./output/feature-sets/WPP.txt
[2025-12-08T20:35:16.682001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:16.682042] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:16.682074] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:16.682151] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:16.742302] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:16.743169] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:16.743249] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:16.743282] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:16.866326] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:16.866473] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:16.866512] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:16.866540] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:16.869812] [DEBUG] [FORECASTER] WPP: Forecast T+1@11:T+2@11: DOWN (p=7.72%)
[2025-12-08T20:35:16.870070] [INFO ] [FORECASTER] Completed predict_future for WPP
[2025-12-08T20:35:16.870188] [INFO ] [sig       ] WPP: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:35:17.016495] [INFO ] [LOCAL     ] Saved forecast: WPP	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/WPP.txt
[2025-12-08T20:35:17.016663] [INFO ] [sig       ] [3546/3624] Completed WPP in 0.3s | 2.92 sym/s | Total: 20.2m | ETA: 26.7s
[2025-12-08T20:35:17.016706] [INFO ] [sig       ] [3547/3624] Forecasting WRAP...
[2025-12-08T20:35:17.016737] [INFO ] [sig       ] Generating forecast for: WRAP
[2025-12-08T20:35:17.016768] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WRAP' from 'https://tdm.silogroup.org/data/derivative_storage/WRAP.csv'.
[2025-12-08T20:35:17.028367] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WRAP'.
[2025-12-08T20:35:17.028773] [INFO ] [FORECASTER] Starting predict_future for WRAP
[2025-12-08T20:35:17.029556] [DEBUG] [LOCAL     ] No optimal features file found for WRAP: ./output/feature-sets/WRAP.txt
[2025-12-08T20:35:17.029622] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:17.029654] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:17.029679] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:17.029733] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:17.085082] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:17.085952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:17.086034] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:17.086065] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:17.201560] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:17.201751] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:17.201789] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:17.201817] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:17.205210] [DEBUG] [FORECASTER] WRAP: Forecast T+1@11:T+2@11: UP (p=69.48%)
[2025-12-08T20:35:17.205519] [INFO ] [FORECASTER] Completed predict_future for WRAP
[2025-12-08T20:35:17.205669] [INFO ] [sig       ] WRAP: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:35:17.348730] [INFO ] [LOCAL     ] Saved forecast: WRAP	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/WRAP.txt
[2025-12-08T20:35:17.348888] [INFO ] [sig       ] [3547/3624] Completed WRAP in 0.3s | 2.92 sym/s | Total: 20.2m | ETA: 26.3s
[2025-12-08T20:35:17.348929] [INFO ] [sig       ] [3548/3624] Forecasting WRB...
[2025-12-08T20:35:17.348961] [INFO ] [sig       ] Generating forecast for: WRB
[2025-12-08T20:35:17.348999] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WRB' from 'https://tdm.silogroup.org/data/derivative_storage/WRB.csv'.
[2025-12-08T20:35:17.361487] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WRB'.
[2025-12-08T20:35:17.361892] [INFO ] [FORECASTER] Starting predict_future for WRB
[2025-12-08T20:35:17.362824] [DEBUG] [LOCAL     ] No optimal features file found for WRB: ./output/feature-sets/WRB.txt
[2025-12-08T20:35:17.362885] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:17.362928] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:17.362962] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:17.363040] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:17.436734] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:17.437673] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:17.437761] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:17.437793] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:17.559223] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:17.559371] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:17.559410] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:17.559439] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:17.562790] [DEBUG] [FORECASTER] WRB: Forecast T+1@11:T+2@11: UP (p=56.11%)
[2025-12-08T20:35:17.563110] [INFO ] [FORECASTER] Completed predict_future for WRB
[2025-12-08T20:35:17.563258] [INFO ] [sig       ] WRB: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:35:17.707163] [INFO ] [LOCAL     ] Saved forecast: WRB	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/WRB.txt
[2025-12-08T20:35:17.707323] [INFO ] [sig       ] [3548/3624] Completed WRB in 0.4s | 2.92 sym/s | Total: 20.2m | ETA: 26.0s
[2025-12-08T20:35:17.707363] [INFO ] [sig       ] [3549/3624] Forecasting WRBY...
[2025-12-08T20:35:17.707391] [INFO ] [sig       ] Generating forecast for: WRBY
[2025-12-08T20:35:17.707439] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WRBY' from 'https://tdm.silogroup.org/data/derivative_storage/WRBY.csv'.
[2025-12-08T20:35:17.719475] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WRBY'.
[2025-12-08T20:35:17.719911] [INFO ] [FORECASTER] Starting predict_future for WRBY
[2025-12-08T20:35:17.720785] [DEBUG] [LOCAL     ] No optimal features file found for WRBY: ./output/feature-sets/WRBY.txt
[2025-12-08T20:35:17.720835] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:17.720867] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:17.720892] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:17.720946] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:17.783589] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:17.784464] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:17.784550] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:17.784607] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:17.911954] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:17.912107] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:17.912146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:17.912174] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:17.915476] [DEBUG] [FORECASTER] WRBY: Forecast T+1@11:T+2@11: DOWN (p=8.31%)
[2025-12-08T20:35:17.915766] [INFO ] [FORECASTER] Completed predict_future for WRBY
[2025-12-08T20:35:17.915889] [INFO ] [sig       ] WRBY: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:35:18.054863] [INFO ] [LOCAL     ] Saved forecast: WRBY	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/WRBY.txt
[2025-12-08T20:35:18.055014] [INFO ] [sig       ] [3549/3624] Completed WRBY in 0.3s | 2.92 sym/s | Total: 20.2m | ETA: 25.6s
[2025-12-08T20:35:18.055053] [INFO ] [sig       ] [3550/3624] Forecasting WRLD...
[2025-12-08T20:35:18.055082] [INFO ] [sig       ] Generating forecast for: WRLD
[2025-12-08T20:35:18.055112] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WRLD' from 'https://tdm.silogroup.org/data/derivative_storage/WRLD.csv'.
[2025-12-08T20:35:18.066475] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WRLD'.
[2025-12-08T20:35:18.066835] [INFO ] [FORECASTER] Starting predict_future for WRLD
[2025-12-08T20:35:18.067673] [DEBUG] [LOCAL     ] No optimal features file found for WRLD: ./output/feature-sets/WRLD.txt
[2025-12-08T20:35:18.067722] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:18.067753] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:18.067780] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:18.067834] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:18.124649] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:18.125356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:18.125434] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:18.125467] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:18.237721] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:18.237869] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:18.237912] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:18.237941] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:18.241714] [DEBUG] [FORECASTER] WRLD: Forecast T+1@11:T+2@11: DOWN (p=27.91%)
[2025-12-08T20:35:18.241980] [INFO ] [FORECASTER] Completed predict_future for WRLD
[2025-12-08T20:35:18.242100] [INFO ] [sig       ] WRLD: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:35:18.385781] [INFO ] [LOCAL     ] Saved forecast: WRLD	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/WRLD.txt
[2025-12-08T20:35:18.385930] [INFO ] [sig       ] [3550/3624] Completed WRLD in 0.3s | 2.92 sym/s | Total: 20.2m | ETA: 25.3s
[2025-12-08T20:35:18.385976] [INFO ] [sig       ] [3551/3624] Forecasting WSBC...
[2025-12-08T20:35:18.386008] [INFO ] [sig       ] Generating forecast for: WSBC
[2025-12-08T20:35:18.386036] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSBC' from 'https://tdm.silogroup.org/data/derivative_storage/WSBC.csv'.
[2025-12-08T20:35:18.398464] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSBC'.
[2025-12-08T20:35:18.398937] [INFO ] [FORECASTER] Starting predict_future for WSBC
[2025-12-08T20:35:18.399952] [DEBUG] [LOCAL     ] No optimal features file found for WSBC: ./output/feature-sets/WSBC.txt
[2025-12-08T20:35:18.400022] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:18.400058] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:18.400084] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:18.400141] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:18.458690] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:18.459606] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:18.459686] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:18.459719] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:18.585254] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:18.585408] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:18.585447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:18.585477] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:18.588973] [DEBUG] [FORECASTER] WSBC: Forecast T+1@11:T+2@11: DOWN (p=1.95%)
[2025-12-08T20:35:18.589248] [INFO ] [FORECASTER] Completed predict_future for WSBC
[2025-12-08T20:35:18.589371] [INFO ] [sig       ] WSBC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:35:18.731763] [INFO ] [LOCAL     ] Saved forecast: WSBC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/WSBC.txt
[2025-12-08T20:35:18.731902] [INFO ] [sig       ] [3551/3624] Completed WSBC in 0.3s | 2.92 sym/s | Total: 20.2m | ETA: 25.0s
[2025-12-08T20:35:18.731941] [INFO ] [sig       ] [3552/3624] Forecasting WSBF...
[2025-12-08T20:35:18.731973] [INFO ] [sig       ] Generating forecast for: WSBF
[2025-12-08T20:35:18.732003] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSBF' from 'https://tdm.silogroup.org/data/derivative_storage/WSBF.csv'.
[2025-12-08T20:35:18.744027] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSBF'.
[2025-12-08T20:35:18.744363] [INFO ] [FORECASTER] Starting predict_future for WSBF
[2025-12-08T20:35:18.745153] [DEBUG] [LOCAL     ] No optimal features file found for WSBF: ./output/feature-sets/WSBF.txt
[2025-12-08T20:35:18.745203] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:18.745258] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:18.745286] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:18.745340] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:18.803014] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:18.803673] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:18.803751] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:18.803783] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:18.922965] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:18.923119] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:18.923158] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:18.923187] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:18.926520] [DEBUG] [FORECASTER] WSBF: Forecast T+1@11:T+2@11: DOWN (p=32.46%)
[2025-12-08T20:35:18.926801] [INFO ] [FORECASTER] Completed predict_future for WSBF
[2025-12-08T20:35:18.926921] [INFO ] [sig       ] WSBF: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:35:19.070922] [INFO ] [LOCAL     ] Saved forecast: WSBF	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/WSBF.txt
[2025-12-08T20:35:19.071100] [INFO ] [sig       ] [3552/3624] Completed WSBF in 0.3s | 2.92 sym/s | Total: 20.2m | ETA: 24.6s
[2025-12-08T20:35:19.071156] [INFO ] [sig       ] [3553/3624] Forecasting WSC...
[2025-12-08T20:35:19.071193] [INFO ] [sig       ] Generating forecast for: WSC
[2025-12-08T20:35:19.071228] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSC' from 'https://tdm.silogroup.org/data/derivative_storage/WSC.csv'.
[2025-12-08T20:35:19.084557] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSC'.
[2025-12-08T20:35:19.084959] [INFO ] [FORECASTER] Starting predict_future for WSC
[2025-12-08T20:35:19.085772] [DEBUG] [LOCAL     ] No optimal features file found for WSC: ./output/feature-sets/WSC.txt
[2025-12-08T20:35:19.085822] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:19.085854] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:19.085881] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:19.085939] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:19.142850] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:19.143451] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:19.143526] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:19.143558] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:19.271451] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:19.271634] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:19.271684] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:19.271714] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:19.275074] [DEBUG] [FORECASTER] WSC: Forecast T+1@11:T+2@11: DOWN (p=4.86%)
[2025-12-08T20:35:19.275331] [INFO ] [FORECASTER] Completed predict_future for WSC
[2025-12-08T20:35:19.275447] [INFO ] [sig       ] WSC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:35:19.414788] [INFO ] [LOCAL     ] Saved forecast: WSC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/WSC.txt
[2025-12-08T20:35:19.414910] [INFO ] [sig       ] [3553/3624] Completed WSC in 0.3s | 2.92 sym/s | Total: 20.2m | ETA: 24.3s
[2025-12-08T20:35:19.414952] [INFO ] [sig       ] [3554/3624] Forecasting WSFS...
[2025-12-08T20:35:19.414981] [INFO ] [sig       ] Generating forecast for: WSFS
[2025-12-08T20:35:19.415009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSFS' from 'https://tdm.silogroup.org/data/derivative_storage/WSFS.csv'.
[2025-12-08T20:35:19.427017] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSFS'.
[2025-12-08T20:35:19.427447] [INFO ] [FORECASTER] Starting predict_future for WSFS
[2025-12-08T20:35:19.428274] [DEBUG] [LOCAL     ] No optimal features file found for WSFS: ./output/feature-sets/WSFS.txt
[2025-12-08T20:35:19.428323] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:19.428355] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:19.428382] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:19.428437] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:19.486284] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:19.487202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:19.487292] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:19.487326] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:19.605212] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:19.605363] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:19.605400] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:19.605428] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:19.608842] [DEBUG] [FORECASTER] WSFS: Forecast T+1@11:T+2@11: DOWN (p=15.98%)
[2025-12-08T20:35:19.609109] [INFO ] [FORECASTER] Completed predict_future for WSFS
[2025-12-08T20:35:19.609225] [INFO ] [sig       ] WSFS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:35:19.748548] [INFO ] [LOCAL     ] Saved forecast: WSFS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/WSFS.txt
[2025-12-08T20:35:19.748699] [INFO ] [sig       ] [3554/3624] Completed WSFS in 0.3s | 2.92 sym/s | Total: 20.3m | ETA: 23.9s
[2025-12-08T20:35:19.748760] [INFO ] [sig       ] [3555/3624] Forecasting WSM...
[2025-12-08T20:35:19.748791] [INFO ] [sig       ] Generating forecast for: WSM
[2025-12-08T20:35:19.748821] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSM' from 'https://tdm.silogroup.org/data/derivative_storage/WSM.csv'.
[2025-12-08T20:35:19.760295] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSM'.
[2025-12-08T20:35:19.760657] [INFO ] [FORECASTER] Starting predict_future for WSM
[2025-12-08T20:35:19.761434] [DEBUG] [LOCAL     ] No optimal features file found for WSM: ./output/feature-sets/WSM.txt
[2025-12-08T20:35:19.761483] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:19.761515] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:19.761541] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:19.761615] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:19.820187] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:19.821000] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:19.821080] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:19.821113] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:19.941211] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:19.941360] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:19.941398] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:19.941454] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:19.944748] [DEBUG] [FORECASTER] WSM: Forecast T+1@11:T+2@11: UP (p=99.95%)
[2025-12-08T20:35:19.945010] [INFO ] [FORECASTER] Completed predict_future for WSM
[2025-12-08T20:35:19.945126] [INFO ] [sig       ] WSM: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:35:20.091799] [INFO ] [LOCAL     ] Saved forecast: WSM	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/WSM.txt
[2025-12-08T20:35:20.091949] [INFO ] [sig       ] [3555/3624] Completed WSM in 0.3s | 2.92 sym/s | Total: 20.3m | ETA: 23.6s
[2025-12-08T20:35:20.091988] [INFO ] [sig       ] [3556/3624] Forecasting WSO...
[2025-12-08T20:35:20.092019] [INFO ] [sig       ] Generating forecast for: WSO
[2025-12-08T20:35:20.092048] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSO' from 'https://tdm.silogroup.org/data/derivative_storage/WSO.csv'.
[2025-12-08T20:35:20.103738] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSO'.
[2025-12-08T20:35:20.104114] [INFO ] [FORECASTER] Starting predict_future for WSO
[2025-12-08T20:35:20.105073] [DEBUG] [LOCAL     ] No optimal features file found for WSO: ./output/feature-sets/WSO.txt
[2025-12-08T20:35:20.105137] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:20.105181] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:20.105221] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:20.105296] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:20.166138] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:20.166967] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:20.167045] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:20.167078] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:20.289897] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:20.290042] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:20.290081] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:20.290110] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:20.293453] [DEBUG] [FORECASTER] WSO: Forecast T+1@11:T+2@11: DOWN (p=5.73%)
[2025-12-08T20:35:20.293738] [INFO ] [FORECASTER] Completed predict_future for WSO
[2025-12-08T20:35:20.293881] [INFO ] [sig       ] WSO: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:35:20.440627] [INFO ] [LOCAL     ] Saved forecast: WSO	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/WSO.txt
[2025-12-08T20:35:20.440759] [INFO ] [sig       ] [3556/3624] Completed WSO in 0.3s | 2.92 sym/s | Total: 20.3m | ETA: 23.3s
[2025-12-08T20:35:20.440798] [INFO ] [sig       ] [3557/3624] Forecasting WTBA...
[2025-12-08T20:35:20.440827] [INFO ] [sig       ] Generating forecast for: WTBA
[2025-12-08T20:35:20.440856] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTBA' from 'https://tdm.silogroup.org/data/derivative_storage/WTBA.csv'.
[2025-12-08T20:35:20.451890] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTBA'.
[2025-12-08T20:35:20.452223] [INFO ] [FORECASTER] Starting predict_future for WTBA
[2025-12-08T20:35:20.453029] [DEBUG] [LOCAL     ] No optimal features file found for WTBA: ./output/feature-sets/WTBA.txt
[2025-12-08T20:35:20.453080] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:20.453112] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:20.453138] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:20.453195] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:20.518187] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:20.519247] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:20.519340] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:20.519391] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:20.638801] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:20.638951] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:20.638991] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:20.639021] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:20.642374] [DEBUG] [FORECASTER] WTBA: Forecast T+1@11:T+2@11: DOWN (p=8.67%)
[2025-12-08T20:35:20.642660] [INFO ] [FORECASTER] Completed predict_future for WTBA
[2025-12-08T20:35:20.642783] [INFO ] [sig       ] WTBA: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:35:20.783591] [INFO ] [LOCAL     ] Saved forecast: WTBA	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/WTBA.txt
[2025-12-08T20:35:20.783718] [INFO ] [sig       ] [3557/3624] Completed WTBA in 0.3s | 2.92 sym/s | Total: 20.3m | ETA: 22.9s
[2025-12-08T20:35:20.783754] [INFO ] [sig       ] [3558/3624] Forecasting WTFC...
[2025-12-08T20:35:20.783783] [INFO ] [sig       ] Generating forecast for: WTFC
[2025-12-08T20:35:20.783812] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTFC' from 'https://tdm.silogroup.org/data/derivative_storage/WTFC.csv'.
[2025-12-08T20:35:20.796004] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTFC'.
[2025-12-08T20:35:20.796339] [INFO ] [FORECASTER] Starting predict_future for WTFC
[2025-12-08T20:35:20.797144] [DEBUG] [LOCAL     ] No optimal features file found for WTFC: ./output/feature-sets/WTFC.txt
[2025-12-08T20:35:20.797193] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:20.797224] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:20.797250] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:20.797305] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:20.853762] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:20.854429] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:20.854504] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:20.854535] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:20.977655] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:20.977805] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:20.977861] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:20.977890] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:20.981210] [DEBUG] [FORECASTER] WTFC: Forecast T+1@11:T+2@11: UP (p=50.58%)
[2025-12-08T20:35:20.981470] [INFO ] [FORECASTER] Completed predict_future for WTFC
[2025-12-08T20:35:20.981603] [INFO ] [sig       ] WTFC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:35:21.120288] [INFO ] [LOCAL     ] Saved forecast: WTFC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/WTFC.txt
[2025-12-08T20:35:21.120417] [INFO ] [sig       ] [3558/3624] Completed WTFC in 0.3s | 2.92 sym/s | Total: 20.3m | ETA: 22.6s
[2025-12-08T20:35:21.120455] [INFO ] [sig       ] [3559/3624] Forecasting WTI...
[2025-12-08T20:35:21.120483] [INFO ] [sig       ] Generating forecast for: WTI
[2025-12-08T20:35:21.120512] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTI' from 'https://tdm.silogroup.org/data/derivative_storage/WTI.csv'.
[2025-12-08T20:35:21.132273] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTI'.
[2025-12-08T20:35:21.132657] [INFO ] [FORECASTER] Starting predict_future for WTI
[2025-12-08T20:35:21.133475] [DEBUG] [LOCAL     ] No optimal features file found for WTI: ./output/feature-sets/WTI.txt
[2025-12-08T20:35:21.133527] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:21.133560] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:21.133618] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:21.133680] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:21.193090] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:21.193772] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:21.193849] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:21.193882] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:21.313990] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:21.314149] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:21.314194] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:21.314223] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:21.317599] [DEBUG] [FORECASTER] WTI: Forecast T+1@11:T+2@11: DOWN (p=21.89%)
[2025-12-08T20:35:21.317876] [INFO ] [FORECASTER] Completed predict_future for WTI
[2025-12-08T20:35:21.318002] [INFO ] [sig       ] WTI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:35:21.458353] [INFO ] [LOCAL     ] Saved forecast: WTI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/WTI.txt
[2025-12-08T20:35:21.458500] [INFO ] [sig       ] [3559/3624] Completed WTI in 0.3s | 2.92 sym/s | Total: 20.3m | ETA: 22.2s
[2025-12-08T20:35:21.458541] [INFO ] [sig       ] [3560/3624] Forecasting WTO...
[2025-12-08T20:35:21.458587] [INFO ] [sig       ] Generating forecast for: WTO
[2025-12-08T20:35:21.458619] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTO' from 'https://tdm.silogroup.org/data/derivative_storage/WTO.csv'.
[2025-12-08T20:35:21.470199] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTO'.
[2025-12-08T20:35:21.470594] [INFO ] [FORECASTER] Starting predict_future for WTO
[2025-12-08T20:35:21.471439] [DEBUG] [LOCAL     ] No optimal features file found for WTO: ./output/feature-sets/WTO.txt
[2025-12-08T20:35:21.471490] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:21.471521] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:21.471549] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:21.471626] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:21.530783] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:21.531559] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:21.531663] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:21.531696] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:21.629169] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:21.629311] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:21.629349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:21.629378] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:21.632742] [DEBUG] [FORECASTER] WTO: Forecast T+1@11:T+2@11: UP (p=97.93%)
[2025-12-08T20:35:21.633037] [INFO ] [FORECASTER] Completed predict_future for WTO
[2025-12-08T20:35:21.633164] [INFO ] [sig       ] WTO: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:35:21.779065] [INFO ] [LOCAL     ] Saved forecast: WTO	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/WTO.txt
[2025-12-08T20:35:21.779207] [INFO ] [sig       ] [3560/3624] Completed WTO in 0.3s | 2.92 sym/s | Total: 20.3m | ETA: 21.9s
[2025-12-08T20:35:21.779245] [INFO ] [sig       ] [3561/3624] Forecasting WTRG...
[2025-12-08T20:35:21.779275] [INFO ] [sig       ] Generating forecast for: WTRG
[2025-12-08T20:35:21.779304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTRG' from 'https://tdm.silogroup.org/data/derivative_storage/WTRG.csv'.
[2025-12-08T20:35:21.790680] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTRG'.
[2025-12-08T20:35:21.791012] [INFO ] [FORECASTER] Starting predict_future for WTRG
[2025-12-08T20:35:21.791817] [DEBUG] [LOCAL     ] No optimal features file found for WTRG: ./output/feature-sets/WTRG.txt
[2025-12-08T20:35:21.791867] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:21.791900] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:21.791927] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:21.792007] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:21.847934] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:21.848597] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:21.848671] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:21.848702] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:21.970828] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:21.970966] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:21.971003] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:21.971030] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:21.974311] [DEBUG] [FORECASTER] WTRG: Forecast T+1@11:T+2@11: DOWN (p=17.40%)
[2025-12-08T20:35:21.974570] [INFO ] [FORECASTER] Completed predict_future for WTRG
[2025-12-08T20:35:21.974706] [INFO ] [sig       ] WTRG: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:35:22.118924] [INFO ] [LOCAL     ] Saved forecast: WTRG	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/WTRG.txt
[2025-12-08T20:35:22.119065] [INFO ] [sig       ] [3561/3624] Completed WTRG in 0.3s | 2.92 sym/s | Total: 20.3m | ETA: 21.5s
[2025-12-08T20:35:22.119104] [INFO ] [sig       ] [3562/3624] Forecasting WTS...
[2025-12-08T20:35:22.119133] [INFO ] [sig       ] Generating forecast for: WTS
[2025-12-08T20:35:22.119162] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTS' from 'https://tdm.silogroup.org/data/derivative_storage/WTS.csv'.
[2025-12-08T20:35:22.130035] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTS'.
[2025-12-08T20:35:22.130362] [INFO ] [FORECASTER] Starting predict_future for WTS
[2025-12-08T20:35:22.131214] [DEBUG] [LOCAL     ] No optimal features file found for WTS: ./output/feature-sets/WTS.txt
[2025-12-08T20:35:22.131265] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:22.131308] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:22.131337] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:22.131393] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:22.189069] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:22.189757] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:22.189879] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:22.189928] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:22.311824] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:22.311965] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:22.312003] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:22.312031] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:22.315415] [DEBUG] [FORECASTER] WTS: Forecast T+1@11:T+2@11: UP (p=82.42%)
[2025-12-08T20:35:22.315706] [INFO ] [FORECASTER] Completed predict_future for WTS
[2025-12-08T20:35:22.315829] [INFO ] [sig       ] WTS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:35:22.460277] [INFO ] [LOCAL     ] Saved forecast: WTS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/WTS.txt
[2025-12-08T20:35:22.460404] [INFO ] [sig       ] [3562/3624] Completed WTS in 0.3s | 2.92 sym/s | Total: 20.3m | ETA: 21.2s
[2025-12-08T20:35:22.460444] [INFO ] [sig       ] [3563/3624] Forecasting WULF...
[2025-12-08T20:35:22.460472] [INFO ] [sig       ] Generating forecast for: WULF
[2025-12-08T20:35:22.460501] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WULF' from 'https://tdm.silogroup.org/data/derivative_storage/WULF.csv'.
[2025-12-08T20:35:22.471565] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WULF'.
[2025-12-08T20:35:22.471936] [INFO ] [FORECASTER] Starting predict_future for WULF
[2025-12-08T20:35:22.472758] [DEBUG] [LOCAL     ] No optimal features file found for WULF: ./output/feature-sets/WULF.txt
[2025-12-08T20:35:22.472809] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:22.472840] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:22.472867] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:22.472924] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:22.531697] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:22.532499] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:22.532613] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:22.532658] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:22.655011] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:22.655159] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:22.655200] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:22.655229] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:22.658610] [DEBUG] [FORECASTER] WULF: Forecast T+1@11:T+2@11: DOWN (p=3.31%)
[2025-12-08T20:35:22.658899] [INFO ] [FORECASTER] Completed predict_future for WULF
[2025-12-08T20:35:22.659025] [INFO ] [sig       ] WULF: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:35:22.803619] [INFO ] [LOCAL     ] Saved forecast: WULF	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/WULF.txt
[2025-12-08T20:35:22.803759] [INFO ] [sig       ] [3563/3624] Completed WULF in 0.3s | 2.92 sym/s | Total: 20.3m | ETA: 20.9s
[2025-12-08T20:35:22.803798] [INFO ] [sig       ] [3564/3624] Forecasting WVE...
[2025-12-08T20:35:22.803827] [INFO ] [sig       ] Generating forecast for: WVE
[2025-12-08T20:35:22.803855] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WVE' from 'https://tdm.silogroup.org/data/derivative_storage/WVE.csv'.
[2025-12-08T20:35:22.817243] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WVE'.
[2025-12-08T20:35:22.817654] [INFO ] [FORECASTER] Starting predict_future for WVE
[2025-12-08T20:35:22.818433] [DEBUG] [LOCAL     ] No optimal features file found for WVE: ./output/feature-sets/WVE.txt
[2025-12-08T20:35:22.818483] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:22.818514] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:22.818541] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:22.818622] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:22.875725] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:22.876625] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:22.876710] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:22.876752] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:23.000724] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:23.000875] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:23.000912] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:23.000940] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:23.004231] [DEBUG] [FORECASTER] WVE: Forecast T+1@11:T+2@11: DOWN (p=9.48%)
[2025-12-08T20:35:23.004488] [INFO ] [FORECASTER] Completed predict_future for WVE
[2025-12-08T20:35:23.004621] [INFO ] [sig       ] WVE: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:35:23.150307] [INFO ] [LOCAL     ] Saved forecast: WVE	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/WVE.txt
[2025-12-08T20:35:23.150476] [INFO ] [sig       ] [3564/3624] Completed WVE in 0.3s | 2.92 sym/s | Total: 20.3m | ETA: 20.5s
[2025-12-08T20:35:23.150518] [INFO ] [sig       ] [3565/3624] Forecasting WWD...
[2025-12-08T20:35:23.150550] [INFO ] [sig       ] Generating forecast for: WWD
[2025-12-08T20:35:23.150599] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WWD' from 'https://tdm.silogroup.org/data/derivative_storage/WWD.csv'.
[2025-12-08T20:35:23.161450] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WWD'.
[2025-12-08T20:35:23.161805] [INFO ] [FORECASTER] Starting predict_future for WWD
[2025-12-08T20:35:23.162617] [DEBUG] [LOCAL     ] No optimal features file found for WWD: ./output/feature-sets/WWD.txt
[2025-12-08T20:35:23.162674] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:23.162712] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:23.162741] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:23.162810] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:23.220543] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:23.221382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:23.221460] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:23.221493] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:23.343679] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:23.343822] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:23.343858] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:23.343886] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:23.347100] [DEBUG] [FORECASTER] WWD: Forecast T+1@11:T+2@11: DOWN (p=6.72%)
[2025-12-08T20:35:23.347358] [INFO ] [FORECASTER] Completed predict_future for WWD
[2025-12-08T20:35:23.347493] [INFO ] [sig       ] WWD: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:35:23.495261] [INFO ] [LOCAL     ] Saved forecast: WWD	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/WWD.txt
[2025-12-08T20:35:23.495413] [INFO ] [sig       ] [3565/3624] Completed WWD in 0.3s | 2.92 sym/s | Total: 20.3m | ETA: 20.2s
[2025-12-08T20:35:23.495452] [INFO ] [sig       ] [3566/3624] Forecasting WY...
[2025-12-08T20:35:23.495487] [INFO ] [sig       ] Generating forecast for: WY
[2025-12-08T20:35:23.495517] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WY' from 'https://tdm.silogroup.org/data/derivative_storage/WY.csv'.
[2025-12-08T20:35:23.507900] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WY'.
[2025-12-08T20:35:23.508263] [INFO ] [FORECASTER] Starting predict_future for WY
[2025-12-08T20:35:23.509071] [DEBUG] [LOCAL     ] No optimal features file found for WY: ./output/feature-sets/WY.txt
[2025-12-08T20:35:23.509121] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:23.509153] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:23.509180] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:23.509235] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:23.568051] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:23.568802] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:23.568880] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:23.568912] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:23.687845] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:23.688007] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:23.688046] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:23.688074] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:23.691559] [DEBUG] [FORECASTER] WY: Forecast T+1@11:T+2@11: DOWN (p=8.62%)
[2025-12-08T20:35:23.691870] [INFO ] [FORECASTER] Completed predict_future for WY
[2025-12-08T20:35:23.692004] [INFO ] [sig       ] WY: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:35:23.839663] [INFO ] [LOCAL     ] Saved forecast: WY	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/WY.txt
[2025-12-08T20:35:23.839789] [INFO ] [sig       ] [3566/3624] Completed WY in 0.3s | 2.92 sym/s | Total: 20.3m | ETA: 19.8s
[2025-12-08T20:35:23.839827] [INFO ] [sig       ] [3567/3624] Forecasting WYNN...
[2025-12-08T20:35:23.839856] [INFO ] [sig       ] Generating forecast for: WYNN
[2025-12-08T20:35:23.839884] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WYNN' from 'https://tdm.silogroup.org/data/derivative_storage/WYNN.csv'.
[2025-12-08T20:35:23.854520] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WYNN'.
[2025-12-08T20:35:23.854968] [INFO ] [FORECASTER] Starting predict_future for WYNN
[2025-12-08T20:35:23.855987] [DEBUG] [LOCAL     ] No optimal features file found for WYNN: ./output/feature-sets/WYNN.txt
[2025-12-08T20:35:23.856047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:23.856087] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:23.856123] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:23.856201] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:23.915253] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:23.916047] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:23.916129] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:23.916161] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:24.041424] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:24.041615] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:24.041662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:24.041693] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:24.045466] [DEBUG] [FORECASTER] WYNN: Forecast T+1@11:T+2@11: DOWN (p=33.21%)
[2025-12-08T20:35:24.045779] [INFO ] [FORECASTER] Completed predict_future for WYNN
[2025-12-08T20:35:24.045908] [INFO ] [sig       ] WYNN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:35:24.203381] [INFO ] [LOCAL     ] Saved forecast: WYNN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/WYNN.txt
[2025-12-08T20:35:24.203534] [INFO ] [sig       ] [3567/3624] Completed WYNN in 0.4s | 2.92 sym/s | Total: 20.3m | ETA: 19.5s
[2025-12-08T20:35:24.203593] [INFO ] [sig       ] [3568/3624] Forecasting XBIL...
[2025-12-08T20:35:24.203626] [INFO ] [sig       ] Generating forecast for: XBIL
[2025-12-08T20:35:24.203654] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XBIL' from 'https://tdm.silogroup.org/data/derivative_storage/XBIL.csv'.
[2025-12-08T20:35:24.214839] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XBIL'.
[2025-12-08T20:35:24.215240] [INFO ] [FORECASTER] Starting predict_future for XBIL
[2025-12-08T20:35:24.216067] [DEBUG] [LOCAL     ] No optimal features file found for XBIL: ./output/feature-sets/XBIL.txt
[2025-12-08T20:35:24.216116] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:24.216147] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:24.216173] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:24.216226] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:24.273765] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:24.274620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:24.274696] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:24.274729] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:24.371013] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:24.371169] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:24.371206] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:24.371234] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:24.374503] [DEBUG] [FORECASTER] XBIL: Forecast T+1@11:T+2@11: UP (p=90.39%)
[2025-12-08T20:35:24.374779] [INFO ] [FORECASTER] Completed predict_future for XBIL
[2025-12-08T20:35:24.374895] [INFO ] [sig       ] XBIL: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:35:24.530437] [INFO ] [LOCAL     ] Saved forecast: XBIL	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/XBIL.txt
[2025-12-08T20:35:24.530606] [INFO ] [sig       ] [3568/3624] Completed XBIL in 0.3s | 2.92 sym/s | Total: 20.3m | ETA: 19.1s
[2025-12-08T20:35:24.530651] [INFO ] [sig       ] [3569/3624] Forecasting XEL...
[2025-12-08T20:35:24.530691] [INFO ] [sig       ] Generating forecast for: XEL
[2025-12-08T20:35:24.530726] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XEL' from 'https://tdm.silogroup.org/data/derivative_storage/XEL.csv'.
[2025-12-08T20:35:24.542623] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XEL'.
[2025-12-08T20:35:24.543072] [INFO ] [FORECASTER] Starting predict_future for XEL
[2025-12-08T20:35:24.544317] [DEBUG] [LOCAL     ] No optimal features file found for XEL: ./output/feature-sets/XEL.txt
[2025-12-08T20:35:24.544371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:24.544429] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:24.544461] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:24.544541] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:24.614996] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:24.615814] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:24.615892] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:24.615924] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:24.735755] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:24.735909] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:24.735948] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:24.735994] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:24.739274] [DEBUG] [FORECASTER] XEL: Forecast T+1@11:T+2@11: DOWN (p=29.68%)
[2025-12-08T20:35:24.739535] [INFO ] [FORECASTER] Completed predict_future for XEL
[2025-12-08T20:35:24.739669] [INFO ] [sig       ] XEL: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:35:24.877755] [INFO ] [LOCAL     ] Saved forecast: XEL	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/XEL.txt
[2025-12-08T20:35:24.877909] [INFO ] [sig       ] [3569/3624] Completed XEL in 0.3s | 2.92 sym/s | Total: 20.3m | ETA: 18.8s
[2025-12-08T20:35:24.877951] [INFO ] [sig       ] [3570/3624] Forecasting XENE...
[2025-12-08T20:35:24.877980] [INFO ] [sig       ] Generating forecast for: XENE
[2025-12-08T20:35:24.878011] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XENE' from 'https://tdm.silogroup.org/data/derivative_storage/XENE.csv'.
[2025-12-08T20:35:24.888962] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XENE'.
[2025-12-08T20:35:24.889271] [INFO ] [FORECASTER] Starting predict_future for XENE
[2025-12-08T20:35:24.890081] [DEBUG] [LOCAL     ] No optimal features file found for XENE: ./output/feature-sets/XENE.txt
[2025-12-08T20:35:24.890140] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:24.890170] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:24.890196] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:24.890250] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:24.945786] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:24.946636] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:24.946715] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:24.946747] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:25.066176] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:25.066341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:25.066380] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:25.066406] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:25.069945] [DEBUG] [FORECASTER] XENE: Forecast T+1@11:T+2@11: DOWN (p=13.18%)
[2025-12-08T20:35:25.070304] [INFO ] [FORECASTER] Completed predict_future for XENE
[2025-12-08T20:35:25.070441] [INFO ] [sig       ] XENE: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:35:25.212678] [INFO ] [LOCAL     ] Saved forecast: XENE	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/XENE.txt
[2025-12-08T20:35:25.212817] [INFO ] [sig       ] [3570/3624] Completed XENE in 0.3s | 2.92 sym/s | Total: 20.3m | ETA: 18.5s
[2025-12-08T20:35:25.212868] [INFO ] [sig       ] [3571/3624] Forecasting XERS...
[2025-12-08T20:35:25.212902] [INFO ] [sig       ] Generating forecast for: XERS
[2025-12-08T20:35:25.212936] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XERS' from 'https://tdm.silogroup.org/data/derivative_storage/XERS.csv'.
[2025-12-08T20:35:25.224709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XERS'.
[2025-12-08T20:35:25.225082] [INFO ] [FORECASTER] Starting predict_future for XERS
[2025-12-08T20:35:25.225884] [DEBUG] [LOCAL     ] No optimal features file found for XERS: ./output/feature-sets/XERS.txt
[2025-12-08T20:35:25.225933] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:25.225964] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:25.225990] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:25.226045] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:25.297100] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:25.298014] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:25.298095] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:25.298145] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:25.418129] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:25.418284] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:25.418325] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:25.418353] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:25.421832] [DEBUG] [FORECASTER] XERS: Forecast T+1@11:T+2@11: DOWN (p=12.23%)
[2025-12-08T20:35:25.422161] [INFO ] [FORECASTER] Completed predict_future for XERS
[2025-12-08T20:35:25.422297] [INFO ] [sig       ] XERS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:35:25.568702] [INFO ] [LOCAL     ] Saved forecast: XERS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/XERS.txt
[2025-12-08T20:35:25.568845] [INFO ] [sig       ] [3571/3624] Completed XERS in 0.4s | 2.92 sym/s | Total: 20.4m | ETA: 18.1s
[2025-12-08T20:35:25.568886] [INFO ] [sig       ] [3572/3624] Forecasting XGN...
[2025-12-08T20:35:25.568916] [INFO ] [sig       ] Generating forecast for: XGN
[2025-12-08T20:35:25.568946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XGN' from 'https://tdm.silogroup.org/data/derivative_storage/XGN.csv'.
[2025-12-08T20:35:25.580259] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XGN'.
[2025-12-08T20:35:25.580652] [INFO ] [FORECASTER] Starting predict_future for XGN
[2025-12-08T20:35:25.581431] [DEBUG] [LOCAL     ] No optimal features file found for XGN: ./output/feature-sets/XGN.txt
[2025-12-08T20:35:25.581481] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:25.581512] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:25.581538] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:25.581611] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:25.637722] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:25.638552] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:25.638649] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:25.638681] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:25.758234] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:25.758384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:25.758422] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:25.758482] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:25.761850] [DEBUG] [FORECASTER] XGN: Forecast T+1@11:T+2@11: DOWN (p=35.38%)
[2025-12-08T20:35:25.762115] [INFO ] [FORECASTER] Completed predict_future for XGN
[2025-12-08T20:35:25.762232] [INFO ] [sig       ] XGN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:35:25.901614] [INFO ] [LOCAL     ] Saved forecast: XGN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/XGN.txt
[2025-12-08T20:35:25.901753] [INFO ] [sig       ] [3572/3624] Completed XGN in 0.3s | 2.92 sym/s | Total: 20.4m | ETA: 17.8s
[2025-12-08T20:35:25.901791] [INFO ] [sig       ] [3573/3624] Forecasting XOM...
[2025-12-08T20:35:25.901821] [INFO ] [sig       ] Generating forecast for: XOM
[2025-12-08T20:35:25.901850] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XOM' from 'https://tdm.silogroup.org/data/derivative_storage/XOM.csv'.
[2025-12-08T20:35:25.912881] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XOM'.
[2025-12-08T20:35:25.913213] [INFO ] [FORECASTER] Starting predict_future for XOM
[2025-12-08T20:35:25.913986] [DEBUG] [LOCAL     ] No optimal features file found for XOM: ./output/feature-sets/XOM.txt
[2025-12-08T20:35:25.914035] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:25.914065] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:25.914091] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:25.914156] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:25.969675] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:25.970484] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:25.970564] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:25.970616] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:26.093798] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:26.093949] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:26.093986] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:26.094014] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:26.097491] [DEBUG] [FORECASTER] XOM: Forecast T+1@11:T+2@11: DOWN (p=32.64%)
[2025-12-08T20:35:26.097814] [INFO ] [FORECASTER] Completed predict_future for XOM
[2025-12-08T20:35:26.097944] [INFO ] [sig       ] XOM: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:35:26.242490] [INFO ] [LOCAL     ] Saved forecast: XOM	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/XOM.txt
[2025-12-08T20:35:26.242635] [INFO ] [sig       ] [3573/3624] Completed XOM in 0.3s | 2.92 sym/s | Total: 20.4m | ETA: 17.4s
[2025-12-08T20:35:26.242676] [INFO ] [sig       ] [3574/3624] Forecasting XOMA...
[2025-12-08T20:35:26.242705] [INFO ] [sig       ] Generating forecast for: XOMA
[2025-12-08T20:35:26.242733] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XOMA' from 'https://tdm.silogroup.org/data/derivative_storage/XOMA.csv'.
[2025-12-08T20:35:26.253166] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XOMA'.
[2025-12-08T20:35:26.253462] [INFO ] [FORECASTER] Starting predict_future for XOMA
[2025-12-08T20:35:26.254254] [DEBUG] [LOCAL     ] No optimal features file found for XOMA: ./output/feature-sets/XOMA.txt
[2025-12-08T20:35:26.254304] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:26.254334] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:26.254360] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:26.254416] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:26.311863] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:26.312502] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:26.312595] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:26.312630] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:26.430504] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:26.430668] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:26.430706] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:26.430734] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:26.434001] [DEBUG] [FORECASTER] XOMA: Forecast T+1@11:T+2@11: DOWN (p=39.52%)
[2025-12-08T20:35:26.434258] [INFO ] [FORECASTER] Completed predict_future for XOMA
[2025-12-08T20:35:26.434373] [INFO ] [sig       ] XOMA: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:35:26.573746] [INFO ] [LOCAL     ] Saved forecast: XOMA	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/XOMA.txt
[2025-12-08T20:35:26.573870] [INFO ] [sig       ] [3574/3624] Completed XOMA in 0.3s | 2.92 sym/s | Total: 20.4m | ETA: 17.1s
[2025-12-08T20:35:26.573909] [INFO ] [sig       ] [3575/3624] Forecasting XOS...
[2025-12-08T20:35:26.573937] [INFO ] [sig       ] Generating forecast for: XOS
[2025-12-08T20:35:26.573967] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XOS' from 'https://tdm.silogroup.org/data/derivative_storage/XOS.csv'.
[2025-12-08T20:35:26.585187] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XOS'.
[2025-12-08T20:35:26.585547] [INFO ] [FORECASTER] Starting predict_future for XOS
[2025-12-08T20:35:26.586373] [DEBUG] [LOCAL     ] No optimal features file found for XOS: ./output/feature-sets/XOS.txt
[2025-12-08T20:35:26.586422] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:26.586454] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:26.586479] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:26.586533] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:26.641922] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:26.642618] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:26.642695] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:26.642725] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:26.766314] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:26.766467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:26.766507] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:26.766536] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:26.770160] [DEBUG] [FORECASTER] XOS: Forecast T+1@11:T+2@11: DOWN (p=32.91%)
[2025-12-08T20:35:26.770438] [INFO ] [FORECASTER] Completed predict_future for XOS
[2025-12-08T20:35:26.770561] [INFO ] [sig       ] XOS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:35:26.913004] [INFO ] [LOCAL     ] Saved forecast: XOS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/XOS.txt
[2025-12-08T20:35:26.913159] [INFO ] [sig       ] [3575/3624] Completed XOS in 0.3s | 2.92 sym/s | Total: 20.4m | ETA: 16.8s
[2025-12-08T20:35:26.913198] [INFO ] [sig       ] [3576/3624] Forecasting XP...
[2025-12-08T20:35:26.913230] [INFO ] [sig       ] Generating forecast for: XP
[2025-12-08T20:35:26.913259] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XP' from 'https://tdm.silogroup.org/data/derivative_storage/XP.csv'.
[2025-12-08T20:35:26.924713] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XP'.
[2025-12-08T20:35:26.925086] [INFO ] [FORECASTER] Starting predict_future for XP
[2025-12-08T20:35:26.925878] [DEBUG] [LOCAL     ] No optimal features file found for XP: ./output/feature-sets/XP.txt
[2025-12-08T20:35:26.925930] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:26.925962] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:26.925990] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:26.926045] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:26.985082] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:26.985927] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:26.986011] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:26.986042] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:27.120889] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:27.121042] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:27.121083] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:27.121110] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:27.124369] [DEBUG] [FORECASTER] XP: Forecast T+1@11:T+2@11: DOWN (p=17.82%)
[2025-12-08T20:35:27.124652] [INFO ] [FORECASTER] Completed predict_future for XP
[2025-12-08T20:35:27.124771] [INFO ] [sig       ] XP: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:35:27.264518] [INFO ] [LOCAL     ] Saved forecast: XP	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/XP.txt
[2025-12-08T20:35:27.264655] [INFO ] [sig       ] [3576/3624] Completed XP in 0.4s | 2.92 sym/s | Total: 20.4m | ETA: 16.4s
[2025-12-08T20:35:27.264694] [INFO ] [sig       ] [3577/3624] Forecasting XPEL...
[2025-12-08T20:35:27.264723] [INFO ] [sig       ] Generating forecast for: XPEL
[2025-12-08T20:35:27.264752] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPEL' from 'https://tdm.silogroup.org/data/derivative_storage/XPEL.csv'.
[2025-12-08T20:35:27.275801] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XPEL'.
[2025-12-08T20:35:27.276106] [INFO ] [FORECASTER] Starting predict_future for XPEL
[2025-12-08T20:35:27.276911] [DEBUG] [LOCAL     ] No optimal features file found for XPEL: ./output/feature-sets/XPEL.txt
[2025-12-08T20:35:27.276960] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:27.276991] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:27.277018] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:27.277073] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:27.333856] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:27.334689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:27.334764] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:27.334796] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:27.454179] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:27.454326] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:27.454363] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:27.454391] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:27.457659] [DEBUG] [FORECASTER] XPEL: Forecast T+1@11:T+2@11: DOWN (p=18.68%)
[2025-12-08T20:35:27.457924] [INFO ] [FORECASTER] Completed predict_future for XPEL
[2025-12-08T20:35:27.458045] [INFO ] [sig       ] XPEL: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:35:27.602596] [INFO ] [LOCAL     ] Saved forecast: XPEL	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/XPEL.txt
[2025-12-08T20:35:27.602745] [INFO ] [sig       ] [3577/3624] Completed XPEL in 0.3s | 2.92 sym/s | Total: 20.4m | ETA: 16.1s
[2025-12-08T20:35:27.602784] [INFO ] [sig       ] [3578/3624] Forecasting XPO...
[2025-12-08T20:35:27.602813] [INFO ] [sig       ] Generating forecast for: XPO
[2025-12-08T20:35:27.602842] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPO' from 'https://tdm.silogroup.org/data/derivative_storage/XPO.csv'.
[2025-12-08T20:35:27.614709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XPO'.
[2025-12-08T20:35:27.615037] [INFO ] [FORECASTER] Starting predict_future for XPO
[2025-12-08T20:35:27.615857] [DEBUG] [LOCAL     ] No optimal features file found for XPO: ./output/feature-sets/XPO.txt
[2025-12-08T20:35:27.615907] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:27.615940] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:27.615967] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:27.616026] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:27.672320] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:27.673132] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:27.673209] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:27.673241] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:27.790058] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:27.790217] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:27.790254] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:27.790282] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:27.793757] [DEBUG] [FORECASTER] XPO: Forecast T+1@11:T+2@11: DOWN (p=13.81%)
[2025-12-08T20:35:27.794028] [INFO ] [FORECASTER] Completed predict_future for XPO
[2025-12-08T20:35:27.794156] [INFO ] [sig       ] XPO: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:35:27.940952] [INFO ] [LOCAL     ] Saved forecast: XPO	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/XPO.txt
[2025-12-08T20:35:27.941103] [INFO ] [sig       ] [3578/3624] Completed XPO in 0.3s | 2.92 sym/s | Total: 20.4m | ETA: 15.7s
[2025-12-08T20:35:27.941143] [INFO ] [sig       ] [3579/3624] Forecasting XPOF...
[2025-12-08T20:35:27.941171] [INFO ] [sig       ] Generating forecast for: XPOF
[2025-12-08T20:35:27.941200] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPOF' from 'https://tdm.silogroup.org/data/derivative_storage/XPOF.csv'.
[2025-12-08T20:35:27.952222] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XPOF'.
[2025-12-08T20:35:27.952590] [INFO ] [FORECASTER] Starting predict_future for XPOF
[2025-12-08T20:35:27.953379] [DEBUG] [LOCAL     ] No optimal features file found for XPOF: ./output/feature-sets/XPOF.txt
[2025-12-08T20:35:27.953427] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:27.953458] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:27.953485] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:27.953539] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:28.009396] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:28.010067] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:28.010170] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:28.010202] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:28.132694] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:28.132842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:28.132879] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:28.132907] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:28.136181] [DEBUG] [FORECASTER] XPOF: Forecast T+1@11:T+2@11: DOWN (p=20.94%)
[2025-12-08T20:35:28.136441] [INFO ] [FORECASTER] Completed predict_future for XPOF
[2025-12-08T20:35:28.136561] [INFO ] [sig       ] XPOF: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:35:28.275445] [INFO ] [LOCAL     ] Saved forecast: XPOF	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/XPOF.txt
[2025-12-08T20:35:28.275586] [INFO ] [sig       ] [3579/3624] Completed XPOF in 0.3s | 2.92 sym/s | Total: 20.4m | ETA: 15.4s
[2025-12-08T20:35:28.275627] [INFO ] [sig       ] [3580/3624] Forecasting XPON...
[2025-12-08T20:35:28.275657] [INFO ] [sig       ] Generating forecast for: XPON
[2025-12-08T20:35:28.275686] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPON' from 'https://tdm.silogroup.org/data/derivative_storage/XPON.csv'.
[2025-12-08T20:35:28.286220] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XPON'.
[2025-12-08T20:35:28.286529] [INFO ] [FORECASTER] Starting predict_future for XPON
[2025-12-08T20:35:28.287300] [DEBUG] [LOCAL     ] No optimal features file found for XPON: ./output/feature-sets/XPON.txt
[2025-12-08T20:35:28.287349] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:28.287379] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:28.287405] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:28.287501] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:28.343127] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:28.343761] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:28.343836] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:28.343867] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:28.457594] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:28.457750] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:28.457788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:28.457816] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:28.461101] [DEBUG] [FORECASTER] XPON: Forecast T+1@11:T+2@11: UP (p=96.06%)
[2025-12-08T20:35:28.461383] [INFO ] [FORECASTER] Completed predict_future for XPON
[2025-12-08T20:35:28.461505] [INFO ] [sig       ] XPON: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:35:28.599532] [INFO ] [LOCAL     ] Saved forecast: XPON	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/XPON.txt
[2025-12-08T20:35:28.599677] [INFO ] [sig       ] [3580/3624] Completed XPON in 0.3s | 2.92 sym/s | Total: 20.4m | ETA: 15.0s
[2025-12-08T20:35:28.599716] [INFO ] [sig       ] [3581/3624] Forecasting XPRO...
[2025-12-08T20:35:28.599745] [INFO ] [sig       ] Generating forecast for: XPRO
[2025-12-08T20:35:28.599774] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPRO' from 'https://tdm.silogroup.org/data/derivative_storage/XPRO.csv'.
[2025-12-08T20:35:28.610566] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XPRO'.
[2025-12-08T20:35:28.610894] [INFO ] [FORECASTER] Starting predict_future for XPRO
[2025-12-08T20:35:28.611684] [DEBUG] [LOCAL     ] No optimal features file found for XPRO: ./output/feature-sets/XPRO.txt
[2025-12-08T20:35:28.611732] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:28.611763] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:28.611789] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:28.611844] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:28.667646] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:28.668255] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:28.668331] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:28.668362] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:28.785981] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:28.786123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:28.786162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:28.786189] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:28.789442] [DEBUG] [FORECASTER] XPRO: Forecast T+1@11:T+2@11: DOWN (p=22.46%)
[2025-12-08T20:35:28.789721] [INFO ] [FORECASTER] Completed predict_future for XPRO
[2025-12-08T20:35:28.789848] [INFO ] [sig       ] XPRO: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:35:28.928386] [INFO ] [LOCAL     ] Saved forecast: XPRO	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/XPRO.txt
[2025-12-08T20:35:28.928498] [INFO ] [sig       ] [3581/3624] Completed XPRO in 0.3s | 2.92 sym/s | Total: 20.4m | ETA: 14.7s
[2025-12-08T20:35:28.928536] [INFO ] [sig       ] [3582/3624] Forecasting XRAY...
[2025-12-08T20:35:28.928564] [INFO ] [sig       ] Generating forecast for: XRAY
[2025-12-08T20:35:28.928611] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XRAY' from 'https://tdm.silogroup.org/data/derivative_storage/XRAY.csv'.
[2025-12-08T20:35:28.939505] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XRAY'.
[2025-12-08T20:35:28.939830] [INFO ] [FORECASTER] Starting predict_future for XRAY
[2025-12-08T20:35:28.940590] [DEBUG] [LOCAL     ] No optimal features file found for XRAY: ./output/feature-sets/XRAY.txt
[2025-12-08T20:35:28.940643] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:28.940674] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:28.940700] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:28.940754] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:28.996763] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:28.997342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:28.997436] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:28.997469] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:29.115076] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:29.115243] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:29.115280] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:29.115309] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:29.118600] [DEBUG] [FORECASTER] XRAY: Forecast T+1@11:T+2@11: UP (p=91.38%)
[2025-12-08T20:35:29.118859] [INFO ] [FORECASTER] Completed predict_future for XRAY
[2025-12-08T20:35:29.118974] [INFO ] [sig       ] XRAY: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:35:29.256869] [INFO ] [LOCAL     ] Saved forecast: XRAY	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/XRAY.txt
[2025-12-08T20:35:29.257002] [INFO ] [sig       ] [3582/3624] Completed XRAY in 0.3s | 2.92 sym/s | Total: 20.4m | ETA: 14.4s
[2025-12-08T20:35:29.257041] [INFO ] [sig       ] [3583/3624] Forecasting XRX...
[2025-12-08T20:35:29.257069] [INFO ] [sig       ] Generating forecast for: XRX
[2025-12-08T20:35:29.257098] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XRX' from 'https://tdm.silogroup.org/data/derivative_storage/XRX.csv'.
[2025-12-08T20:35:29.268001] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XRX'.
[2025-12-08T20:35:29.268314] [INFO ] [FORECASTER] Starting predict_future for XRX
[2025-12-08T20:35:29.269162] [DEBUG] [LOCAL     ] No optimal features file found for XRX: ./output/feature-sets/XRX.txt
[2025-12-08T20:35:29.269214] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:29.269250] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:29.269277] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:29.269332] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:29.325507] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:29.326110] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:29.326184] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:29.326215] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:29.442980] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:29.443125] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:29.443164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:29.443191] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:29.446408] [DEBUG] [FORECASTER] XRX: Forecast T+1@11:T+2@11: UP (p=98.98%)
[2025-12-08T20:35:29.446683] [INFO ] [FORECASTER] Completed predict_future for XRX
[2025-12-08T20:35:29.446800] [INFO ] [sig       ] XRX: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:35:29.587016] [INFO ] [LOCAL     ] Saved forecast: XRX	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/XRX.txt
[2025-12-08T20:35:29.587162] [INFO ] [sig       ] [3583/3624] Completed XRX in 0.3s | 2.92 sym/s | Total: 20.4m | ETA: 14.0s
[2025-12-08T20:35:29.587202] [INFO ] [sig       ] [3584/3624] Forecasting XTIA...
[2025-12-08T20:35:29.587230] [INFO ] [sig       ] Generating forecast for: XTIA
[2025-12-08T20:35:29.587259] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XTIA' from 'https://tdm.silogroup.org/data/derivative_storage/XTIA.csv'.
[2025-12-08T20:35:29.598273] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XTIA'.
[2025-12-08T20:35:29.598609] [INFO ] [FORECASTER] Starting predict_future for XTIA
[2025-12-08T20:35:29.599375] [DEBUG] [LOCAL     ] No optimal features file found for XTIA: ./output/feature-sets/XTIA.txt
[2025-12-08T20:35:29.599425] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:29.599456] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:29.599484] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:29.599540] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:29.655367] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:29.656007] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:29.656097] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:29.656130] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:29.780800] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:29.780958] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:29.781000] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:29.781027] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:29.784420] [DEBUG] [FORECASTER] XTIA: Forecast T+1@11:T+2@11: UP (p=90.87%)
[2025-12-08T20:35:29.784711] [INFO ] [FORECASTER] Completed predict_future for XTIA
[2025-12-08T20:35:29.784828] [INFO ] [sig       ] XTIA: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:35:29.927358] [INFO ] [LOCAL     ] Saved forecast: XTIA	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/XTIA.txt
[2025-12-08T20:35:29.927517] [INFO ] [sig       ] [3584/3624] Completed XTIA in 0.3s | 2.92 sym/s | Total: 20.4m | ETA: 13.7s
[2025-12-08T20:35:29.927560] [INFO ] [sig       ] [3585/3624] Forecasting XTKG...
[2025-12-08T20:35:29.927608] [INFO ] [sig       ] Generating forecast for: XTKG
[2025-12-08T20:35:29.927640] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XTKG' from 'https://tdm.silogroup.org/data/derivative_storage/XTKG.csv'.
[2025-12-08T20:35:29.938772] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XTKG'.
[2025-12-08T20:35:29.939105] [INFO ] [FORECASTER] Starting predict_future for XTKG
[2025-12-08T20:35:29.939967] [DEBUG] [LOCAL     ] No optimal features file found for XTKG: ./output/feature-sets/XTKG.txt
[2025-12-08T20:35:29.940018] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:29.940051] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:29.940078] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:29.940134] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:29.997111] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:29.998047] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:29.998127] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:29.998159] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:30.117318] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:30.117481] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:30.117522] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:30.117552] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:30.120947] [DEBUG] [FORECASTER] XTKG: Forecast T+1@11:T+2@11: UP (p=80.27%)
[2025-12-08T20:35:30.121242] [INFO ] [FORECASTER] Completed predict_future for XTKG
[2025-12-08T20:35:30.121365] [INFO ] [sig       ] XTKG: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:35:30.262381] [INFO ] [LOCAL     ] Saved forecast: XTKG	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/XTKG.txt
[2025-12-08T20:35:30.262512] [INFO ] [sig       ] [3585/3624] Completed XTKG in 0.3s | 2.92 sym/s | Total: 20.4m | ETA: 13.3s
[2025-12-08T20:35:30.262550] [INFO ] [sig       ] [3586/3624] Forecasting XYF...
[2025-12-08T20:35:30.262599] [INFO ] [sig       ] Generating forecast for: XYF
[2025-12-08T20:35:30.262631] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XYF' from 'https://tdm.silogroup.org/data/derivative_storage/XYF.csv'.
[2025-12-08T20:35:30.273849] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XYF'.
[2025-12-08T20:35:30.274193] [INFO ] [FORECASTER] Starting predict_future for XYF
[2025-12-08T20:35:30.274998] [DEBUG] [LOCAL     ] No optimal features file found for XYF: ./output/feature-sets/XYF.txt
[2025-12-08T20:35:30.275061] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:30.275117] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:30.275151] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:30.275228] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:30.334095] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:30.334806] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:30.334881] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:30.334913] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:30.452537] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:30.452701] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:30.452738] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:30.452765] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:30.456042] [DEBUG] [FORECASTER] XYF: Forecast T+1@11:T+2@11: UP (p=97.30%)
[2025-12-08T20:35:30.456335] [INFO ] [FORECASTER] Completed predict_future for XYF
[2025-12-08T20:35:30.456455] [INFO ] [sig       ] XYF: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:35:30.596294] [INFO ] [LOCAL     ] Saved forecast: XYF	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/XYF.txt
[2025-12-08T20:35:30.596448] [INFO ] [sig       ] [3586/3624] Completed XYF in 0.3s | 2.92 sym/s | Total: 20.4m | ETA: 13.0s
[2025-12-08T20:35:30.596489] [INFO ] [sig       ] [3587/3624] Forecasting XYL...
[2025-12-08T20:35:30.596517] [INFO ] [sig       ] Generating forecast for: XYL
[2025-12-08T20:35:30.596548] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XYL' from 'https://tdm.silogroup.org/data/derivative_storage/XYL.csv'.
[2025-12-08T20:35:30.607814] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XYL'.
[2025-12-08T20:35:30.608191] [INFO ] [FORECASTER] Starting predict_future for XYL
[2025-12-08T20:35:30.609062] [DEBUG] [LOCAL     ] No optimal features file found for XYL: ./output/feature-sets/XYL.txt
[2025-12-08T20:35:30.609113] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:30.609147] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:30.609176] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:30.609232] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:30.665485] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:30.666345] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:30.666421] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:30.666452] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:30.786030] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:30.786184] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:30.786231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:30.786272] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:30.789705] [DEBUG] [FORECASTER] XYL: Forecast T+1@11:T+2@11: UP (p=61.93%)
[2025-12-08T20:35:30.789973] [INFO ] [FORECASTER] Completed predict_future for XYL
[2025-12-08T20:35:30.790093] [INFO ] [sig       ] XYL: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:35:30.932498] [INFO ] [LOCAL     ] Saved forecast: XYL	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/XYL.txt
[2025-12-08T20:35:30.932659] [INFO ] [sig       ] [3587/3624] Completed XYL in 0.3s | 2.92 sym/s | Total: 20.4m | ETA: 12.7s
[2025-12-08T20:35:30.932717] [INFO ] [sig       ] [3588/3624] Forecasting YALA...
[2025-12-08T20:35:30.932751] [INFO ] [sig       ] Generating forecast for: YALA
[2025-12-08T20:35:30.932781] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YALA' from 'https://tdm.silogroup.org/data/derivative_storage/YALA.csv'.
[2025-12-08T20:35:30.943014] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YALA'.
[2025-12-08T20:35:30.943290] [INFO ] [FORECASTER] Starting predict_future for YALA
[2025-12-08T20:35:30.944084] [DEBUG] [LOCAL     ] No optimal features file found for YALA: ./output/feature-sets/YALA.txt
[2025-12-08T20:35:30.944133] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:30.944165] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:30.944191] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:30.944245] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:30.999986] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:31.000933] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:31.001013] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:31.001046] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:31.119329] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:31.119474] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:31.119512] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:31.119539] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:31.122886] [DEBUG] [FORECASTER] YALA: Forecast T+1@11:T+2@11: UP (p=99.15%)
[2025-12-08T20:35:31.123146] [INFO ] [FORECASTER] Completed predict_future for YALA
[2025-12-08T20:35:31.123263] [INFO ] [sig       ] YALA: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:35:31.264796] [INFO ] [LOCAL     ] Saved forecast: YALA	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/YALA.txt
[2025-12-08T20:35:31.264924] [INFO ] [sig       ] [3588/3624] Completed YALA in 0.3s | 2.92 sym/s | Total: 20.4m | ETA: 12.3s
[2025-12-08T20:35:31.264963] [INFO ] [sig       ] [3589/3624] Forecasting YELP...
[2025-12-08T20:35:31.264991] [INFO ] [sig       ] Generating forecast for: YELP
[2025-12-08T20:35:31.265020] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YELP' from 'https://tdm.silogroup.org/data/derivative_storage/YELP.csv'.
[2025-12-08T20:35:31.275561] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YELP'.
[2025-12-08T20:35:31.275917] [INFO ] [FORECASTER] Starting predict_future for YELP
[2025-12-08T20:35:31.276690] [DEBUG] [LOCAL     ] No optimal features file found for YELP: ./output/feature-sets/YELP.txt
[2025-12-08T20:35:31.276738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:31.276769] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:31.276795] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:31.276851] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:31.332455] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:31.333154] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:31.333233] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:31.333266] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:31.454011] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:31.454153] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:31.454191] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:31.454259] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:31.457745] [DEBUG] [FORECASTER] YELP: Forecast T+1@11:T+2@11: DOWN (p=6.90%)
[2025-12-08T20:35:31.458016] [INFO ] [FORECASTER] Completed predict_future for YELP
[2025-12-08T20:35:31.458137] [INFO ] [sig       ] YELP: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:35:31.598194] [INFO ] [LOCAL     ] Saved forecast: YELP	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/YELP.txt
[2025-12-08T20:35:31.598322] [INFO ] [sig       ] [3589/3624] Completed YELP in 0.3s | 2.92 sym/s | Total: 20.5m | ETA: 12.0s
[2025-12-08T20:35:31.598366] [INFO ] [sig       ] [3590/3624] Forecasting YETI...
[2025-12-08T20:35:31.598397] [INFO ] [sig       ] Generating forecast for: YETI
[2025-12-08T20:35:31.598426] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YETI' from 'https://tdm.silogroup.org/data/derivative_storage/YETI.csv'.
[2025-12-08T20:35:31.608954] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YETI'.
[2025-12-08T20:35:31.609273] [INFO ] [FORECASTER] Starting predict_future for YETI
[2025-12-08T20:35:31.610047] [DEBUG] [LOCAL     ] No optimal features file found for YETI: ./output/feature-sets/YETI.txt
[2025-12-08T20:35:31.610096] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:31.610128] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:31.610153] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:31.610208] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:31.664822] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:31.665458] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:31.665532] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:31.665562] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:31.783436] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:31.783601] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:31.783639] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:31.783667] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:31.786890] [DEBUG] [FORECASTER] YETI: Forecast T+1@11:T+2@11: UP (p=77.80%)
[2025-12-08T20:35:31.787161] [INFO ] [FORECASTER] Completed predict_future for YETI
[2025-12-08T20:35:31.787280] [INFO ] [sig       ] YETI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:35:31.923185] [INFO ] [LOCAL     ] Saved forecast: YETI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/YETI.txt
[2025-12-08T20:35:31.923315] [INFO ] [sig       ] [3590/3624] Completed YETI in 0.3s | 2.92 sym/s | Total: 20.5m | ETA: 11.6s
[2025-12-08T20:35:31.923355] [INFO ] [sig       ] [3591/3624] Forecasting YMM...
[2025-12-08T20:35:31.923383] [INFO ] [sig       ] Generating forecast for: YMM
[2025-12-08T20:35:31.923412] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YMM' from 'https://tdm.silogroup.org/data/derivative_storage/YMM.csv'.
[2025-12-08T20:35:31.934231] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YMM'.
[2025-12-08T20:35:31.934560] [INFO ] [FORECASTER] Starting predict_future for YMM
[2025-12-08T20:35:31.935357] [DEBUG] [LOCAL     ] No optimal features file found for YMM: ./output/feature-sets/YMM.txt
[2025-12-08T20:35:31.935407] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:31.935439] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:31.935467] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:31.935523] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:31.995945] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:31.996692] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:31.996768] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:31.996801] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:32.121551] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:32.121713] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:32.121752] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:32.121782] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:32.125370] [DEBUG] [FORECASTER] YMM: Forecast T+1@11:T+2@11: DOWN (p=46.08%)
[2025-12-08T20:35:32.125664] [INFO ] [FORECASTER] Completed predict_future for YMM
[2025-12-08T20:35:32.125803] [INFO ] [sig       ] YMM: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:35:32.267617] [INFO ] [LOCAL     ] Saved forecast: YMM	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/YMM.txt
[2025-12-08T20:35:32.267756] [INFO ] [sig       ] [3591/3624] Completed YMM in 0.3s | 2.92 sym/s | Total: 20.5m | ETA: 11.3s
[2025-12-08T20:35:32.267796] [INFO ] [sig       ] [3592/3624] Forecasting YPF...
[2025-12-08T20:35:32.267827] [INFO ] [sig       ] Generating forecast for: YPF
[2025-12-08T20:35:32.267857] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YPF' from 'https://tdm.silogroup.org/data/derivative_storage/YPF.csv'.
[2025-12-08T20:35:32.278930] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YPF'.
[2025-12-08T20:35:32.279313] [INFO ] [FORECASTER] Starting predict_future for YPF
[2025-12-08T20:35:32.280121] [DEBUG] [LOCAL     ] No optimal features file found for YPF: ./output/feature-sets/YPF.txt
[2025-12-08T20:35:32.280174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:32.280208] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:32.280235] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:32.280296] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:32.336132] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:32.336980] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:32.337061] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:32.337094] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:32.458236] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:32.458382] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:32.458419] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:32.458445] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:32.461763] [DEBUG] [FORECASTER] YPF: Forecast T+1@11:T+2@11: UP (p=94.35%)
[2025-12-08T20:35:32.462024] [INFO ] [FORECASTER] Completed predict_future for YPF
[2025-12-08T20:35:32.462141] [INFO ] [sig       ] YPF: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:35:32.612086] [INFO ] [LOCAL     ] Saved forecast: YPF	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/YPF.txt
[2025-12-08T20:35:32.612244] [INFO ] [sig       ] [3592/3624] Completed YPF in 0.3s | 2.92 sym/s | Total: 20.5m | ETA: 10.9s
[2025-12-08T20:35:32.612285] [INFO ] [sig       ] [3593/3624] Forecasting YQQQ...
[2025-12-08T20:35:32.612315] [INFO ] [sig       ] Generating forecast for: YQQQ
[2025-12-08T20:35:32.612345] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YQQQ' from 'https://tdm.silogroup.org/data/derivative_storage/YQQQ.csv'.
[2025-12-08T20:35:32.624335] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YQQQ'.
[2025-12-08T20:35:32.624756] [INFO ] [FORECASTER] Starting predict_future for YQQQ
[2025-12-08T20:35:32.625690] [DEBUG] [LOCAL     ] No optimal features file found for YQQQ: ./output/feature-sets/YQQQ.txt
[2025-12-08T20:35:32.625742] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:32.625776] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:32.625803] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:32.625864] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:32.685439] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:32.686405] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:32.686490] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:32.686525] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:32.808254] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:32.808407] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:32.808465] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:32.808496] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:32.811850] [DEBUG] [FORECASTER] YQQQ: Forecast T+1@11:T+2@11: UP (p=63.59%)
[2025-12-08T20:35:32.812119] [INFO ] [FORECASTER] Completed predict_future for YQQQ
[2025-12-08T20:35:32.812239] [INFO ] [sig       ] YQQQ: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:35:32.951687] [INFO ] [LOCAL     ] Saved forecast: YQQQ	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/YQQQ.txt
[2025-12-08T20:35:32.951824] [INFO ] [sig       ] [3593/3624] Completed YQQQ in 0.3s | 2.92 sym/s | Total: 20.5m | ETA: 10.6s
[2025-12-08T20:35:32.951864] [INFO ] [sig       ] [3594/3624] Forecasting YRD...
[2025-12-08T20:35:32.951895] [INFO ] [sig       ] Generating forecast for: YRD
[2025-12-08T20:35:32.951926] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YRD' from 'https://tdm.silogroup.org/data/derivative_storage/YRD.csv'.
[2025-12-08T20:35:32.962810] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YRD'.
[2025-12-08T20:35:32.963149] [INFO ] [FORECASTER] Starting predict_future for YRD
[2025-12-08T20:35:32.963942] [DEBUG] [LOCAL     ] No optimal features file found for YRD: ./output/feature-sets/YRD.txt
[2025-12-08T20:35:32.963991] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:32.964022] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:32.964048] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:32.964102] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:33.021238] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:33.022085] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:33.022168] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:33.022202] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:33.142430] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:33.142606] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:33.142648] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:33.142676] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:33.145921] [DEBUG] [FORECASTER] YRD: Forecast T+1@11:T+2@11: UP (p=93.41%)
[2025-12-08T20:35:33.146185] [INFO ] [FORECASTER] Completed predict_future for YRD
[2025-12-08T20:35:33.146306] [INFO ] [sig       ] YRD: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:35:33.283045] [INFO ] [LOCAL     ] Saved forecast: YRD	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/YRD.txt
[2025-12-08T20:35:33.283181] [INFO ] [sig       ] [3594/3624] Completed YRD in 0.3s | 2.92 sym/s | Total: 20.5m | ETA: 10.3s
[2025-12-08T20:35:33.283223] [INFO ] [sig       ] [3595/3624] Forecasting YSG...
[2025-12-08T20:35:33.283252] [INFO ] [sig       ] Generating forecast for: YSG
[2025-12-08T20:35:33.283281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YSG' from 'https://tdm.silogroup.org/data/derivative_storage/YSG.csv'.
[2025-12-08T20:35:33.294375] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YSG'.
[2025-12-08T20:35:33.294740] [INFO ] [FORECASTER] Starting predict_future for YSG
[2025-12-08T20:35:33.295516] [DEBUG] [LOCAL     ] No optimal features file found for YSG: ./output/feature-sets/YSG.txt
[2025-12-08T20:35:33.295566] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:33.295631] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:33.295660] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:33.295716] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:33.352384] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:33.353240] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:33.353340] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:33.353374] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:33.473755] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:33.473903] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:33.473941] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:33.473970] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:33.477328] [DEBUG] [FORECASTER] YSG: Forecast T+1@11:T+2@11: DOWN (p=30.22%)
[2025-12-08T20:35:33.477661] [INFO ] [FORECASTER] Completed predict_future for YSG
[2025-12-08T20:35:33.477789] [INFO ] [sig       ] YSG: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:35:33.617840] [INFO ] [LOCAL     ] Saved forecast: YSG	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/YSG.txt
[2025-12-08T20:35:33.617981] [INFO ] [sig       ] [3595/3624] Completed YSG in 0.3s | 2.92 sym/s | Total: 20.5m | ETA: 9.9s
[2025-12-08T20:35:33.618019] [INFO ] [sig       ] [3596/3624] Forecasting YTRA...
[2025-12-08T20:35:33.618048] [INFO ] [sig       ] Generating forecast for: YTRA
[2025-12-08T20:35:33.618076] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YTRA' from 'https://tdm.silogroup.org/data/derivative_storage/YTRA.csv'.
[2025-12-08T20:35:33.629144] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YTRA'.
[2025-12-08T20:35:33.629484] [INFO ] [FORECASTER] Starting predict_future for YTRA
[2025-12-08T20:35:33.630297] [DEBUG] [LOCAL     ] No optimal features file found for YTRA: ./output/feature-sets/YTRA.txt
[2025-12-08T20:35:33.630348] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:33.630378] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:33.630406] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:33.630462] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:33.687002] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:33.687816] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:33.687920] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:33.687955] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:33.801241] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:33.801391] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:33.801430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:33.801459] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:33.804878] [DEBUG] [FORECASTER] YTRA: Forecast T+1@11:T+2@11: DOWN (p=3.86%)
[2025-12-08T20:35:33.805160] [INFO ] [FORECASTER] Completed predict_future for YTRA
[2025-12-08T20:35:33.805284] [INFO ] [sig       ] YTRA: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:35:33.951416] [INFO ] [LOCAL     ] Saved forecast: YTRA	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/YTRA.txt
[2025-12-08T20:35:33.951605] [INFO ] [sig       ] [3596/3624] Completed YTRA in 0.3s | 2.92 sym/s | Total: 20.5m | ETA: 9.6s
[2025-12-08T20:35:33.951648] [INFO ] [sig       ] [3597/3624] Forecasting YUM...
[2025-12-08T20:35:33.951679] [INFO ] [sig       ] Generating forecast for: YUM
[2025-12-08T20:35:33.951711] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YUM' from 'https://tdm.silogroup.org/data/derivative_storage/YUM.csv'.
[2025-12-08T20:35:33.963014] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YUM'.
[2025-12-08T20:35:33.963415] [INFO ] [FORECASTER] Starting predict_future for YUM
[2025-12-08T20:35:33.964377] [DEBUG] [LOCAL     ] No optimal features file found for YUM: ./output/feature-sets/YUM.txt
[2025-12-08T20:35:33.964428] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:33.964472] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:33.964512] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:33.964592] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:34.024241] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:34.025077] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:34.025162] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:34.025200] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:34.147049] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:34.147205] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:34.147251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:34.147286] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:34.150906] [DEBUG] [FORECASTER] YUM: Forecast T+1@11:T+2@11: UP (p=78.78%)
[2025-12-08T20:35:34.151184] [INFO ] [FORECASTER] Completed predict_future for YUM
[2025-12-08T20:35:34.151318] [INFO ] [sig       ] YUM: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:35:34.300918] [INFO ] [LOCAL     ] Saved forecast: YUM	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/YUM.txt
[2025-12-08T20:35:34.301062] [INFO ] [sig       ] [3597/3624] Completed YUM in 0.3s | 2.92 sym/s | Total: 20.5m | ETA: 9.2s
[2025-12-08T20:35:34.301100] [INFO ] [sig       ] [3598/3624] Forecasting YUMC...
[2025-12-08T20:35:34.301134] [INFO ] [sig       ] Generating forecast for: YUMC
[2025-12-08T20:35:34.301176] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YUMC' from 'https://tdm.silogroup.org/data/derivative_storage/YUMC.csv'.
[2025-12-08T20:35:34.316136] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YUMC'.
[2025-12-08T20:35:34.316605] [INFO ] [FORECASTER] Starting predict_future for YUMC
[2025-12-08T20:35:34.317668] [DEBUG] [LOCAL     ] No optimal features file found for YUMC: ./output/feature-sets/YUMC.txt
[2025-12-08T20:35:34.317729] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:34.317770] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:34.317804] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:34.317883] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:34.380587] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:34.381448] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:34.381529] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:34.381562] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:34.499251] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:34.499403] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:34.499442] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:34.499469] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:34.502749] [DEBUG] [FORECASTER] YUMC: Forecast T+1@11:T+2@11: UP (p=99.88%)
[2025-12-08T20:35:34.503010] [INFO ] [FORECASTER] Completed predict_future for YUMC
[2025-12-08T20:35:34.503127] [INFO ] [sig       ] YUMC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:35:34.639763] [INFO ] [LOCAL     ] Saved forecast: YUMC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/YUMC.txt
[2025-12-08T20:35:34.639871] [INFO ] [sig       ] [3598/3624] Completed YUMC in 0.3s | 2.92 sym/s | Total: 20.5m | ETA: 8.9s
[2025-12-08T20:35:34.639909] [INFO ] [sig       ] [3599/3624] Forecasting Z...
[2025-12-08T20:35:34.639936] [INFO ] [sig       ] Generating forecast for: Z
[2025-12-08T20:35:34.639964] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'Z' from 'https://tdm.silogroup.org/data/derivative_storage/Z.csv'.
[2025-12-08T20:35:34.650773] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'Z'.
[2025-12-08T20:35:34.651083] [INFO ] [FORECASTER] Starting predict_future for Z
[2025-12-08T20:35:34.651857] [DEBUG] [LOCAL     ] No optimal features file found for Z: ./output/feature-sets/Z.txt
[2025-12-08T20:35:34.651906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:34.651936] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:34.651962] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:34.652016] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:34.708072] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:34.708673] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:34.708747] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:34.708777] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:34.830518] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:34.830683] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:34.830721] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:34.830749] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:34.834044] [DEBUG] [FORECASTER] Z: Forecast T+1@11:T+2@11: UP (p=99.57%)
[2025-12-08T20:35:34.834307] [INFO ] [FORECASTER] Completed predict_future for Z
[2025-12-08T20:35:34.834422] [INFO ] [sig       ] Z: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:35:34.972472] [INFO ] [LOCAL     ] Saved forecast: Z	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/Z.txt
[2025-12-08T20:35:34.972621] [INFO ] [sig       ] [3599/3624] Completed Z in 0.3s | 2.92 sym/s | Total: 20.5m | ETA: 8.5s
[2025-12-08T20:35:34.972661] [INFO ] [sig       ] [3600/3624] Forecasting ZBH...
[2025-12-08T20:35:34.972691] [INFO ] [sig       ] Generating forecast for: ZBH
[2025-12-08T20:35:34.972719] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZBH' from 'https://tdm.silogroup.org/data/derivative_storage/ZBH.csv'.
[2025-12-08T20:35:34.983544] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZBH'.
[2025-12-08T20:35:34.983873] [INFO ] [FORECASTER] Starting predict_future for ZBH
[2025-12-08T20:35:34.984644] [DEBUG] [LOCAL     ] No optimal features file found for ZBH: ./output/feature-sets/ZBH.txt
[2025-12-08T20:35:34.984692] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:34.984723] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:34.984749] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:34.984803] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:35.040904] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:35.041745] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:35.041825] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:35.041856] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:35.161093] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:35.161246] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:35.161282] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:35.161310] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:35.164559] [DEBUG] [FORECASTER] ZBH: Forecast T+1@11:T+2@11: DOWN (p=49.50%)
[2025-12-08T20:35:35.164860] [INFO ] [FORECASTER] Completed predict_future for ZBH
[2025-12-08T20:35:35.164979] [INFO ] [sig       ] ZBH: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:35:35.305968] [INFO ] [LOCAL     ] Saved forecast: ZBH	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ZBH.txt
[2025-12-08T20:35:35.306112] [INFO ] [sig       ] [3600/3624] Completed ZBH in 0.3s | 2.92 sym/s | Total: 20.5m | ETA: 8.2s
[2025-12-08T20:35:35.306150] [INFO ] [sig       ] [3601/3624] Forecasting ZBIO...
[2025-12-08T20:35:35.306179] [INFO ] [sig       ] Generating forecast for: ZBIO
[2025-12-08T20:35:35.306216] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZBIO' from 'https://tdm.silogroup.org/data/derivative_storage/ZBIO.csv'.
[2025-12-08T20:35:35.317018] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZBIO'.
[2025-12-08T20:35:35.317352] [INFO ] [FORECASTER] Starting predict_future for ZBIO
[2025-12-08T20:35:35.318205] [DEBUG] [LOCAL     ] No optimal features file found for ZBIO: ./output/feature-sets/ZBIO.txt
[2025-12-08T20:35:35.318255] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:35.318287] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:35.318315] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:35.318371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:35.374046] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:35.374790] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:35.374869] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:35.374902] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:35.496085] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:35.496245] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:35.496285] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:35.496314] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:35.499706] [DEBUG] [FORECASTER] ZBIO: Forecast T+1@11:T+2@11: UP (p=78.23%)
[2025-12-08T20:35:35.499976] [INFO ] [FORECASTER] Completed predict_future for ZBIO
[2025-12-08T20:35:35.500096] [INFO ] [sig       ] ZBIO: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:35:35.641222] [INFO ] [LOCAL     ] Saved forecast: ZBIO	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ZBIO.txt
[2025-12-08T20:35:35.641342] [INFO ] [sig       ] [3601/3624] Completed ZBIO in 0.3s | 2.92 sym/s | Total: 20.5m | ETA: 7.9s
[2025-12-08T20:35:35.641379] [INFO ] [sig       ] [3602/3624] Forecasting ZBRA...
[2025-12-08T20:35:35.641406] [INFO ] [sig       ] Generating forecast for: ZBRA
[2025-12-08T20:35:35.641434] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZBRA' from 'https://tdm.silogroup.org/data/derivative_storage/ZBRA.csv'.
[2025-12-08T20:35:35.652826] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZBRA'.
[2025-12-08T20:35:35.653156] [INFO ] [FORECASTER] Starting predict_future for ZBRA
[2025-12-08T20:35:35.653971] [DEBUG] [LOCAL     ] No optimal features file found for ZBRA: ./output/feature-sets/ZBRA.txt
[2025-12-08T20:35:35.654020] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:35.654051] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:35.654076] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:35.654130] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:35.710009] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:35.710730] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:35.710806] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:35.710837] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:35.826278] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:35.826427] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:35.826464] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:35.826492] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:35.829821] [DEBUG] [FORECASTER] ZBRA: Forecast T+1@11:T+2@11: DOWN (p=28.94%)
[2025-12-08T20:35:35.830084] [INFO ] [FORECASTER] Completed predict_future for ZBRA
[2025-12-08T20:35:35.830201] [INFO ] [sig       ] ZBRA: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:35:35.968252] [INFO ] [LOCAL     ] Saved forecast: ZBRA	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ZBRA.txt
[2025-12-08T20:35:35.968387] [INFO ] [sig       ] [3602/3624] Completed ZBRA in 0.3s | 2.92 sym/s | Total: 20.5m | ETA: 7.5s
[2025-12-08T20:35:35.968427] [INFO ] [sig       ] [3603/3624] Forecasting ZD...
[2025-12-08T20:35:35.968454] [INFO ] [sig       ] Generating forecast for: ZD
[2025-12-08T20:35:35.968482] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZD' from 'https://tdm.silogroup.org/data/derivative_storage/ZD.csv'.
[2025-12-08T20:35:35.979385] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZD'.
[2025-12-08T20:35:35.979708] [INFO ] [FORECASTER] Starting predict_future for ZD
[2025-12-08T20:35:35.980473] [DEBUG] [LOCAL     ] No optimal features file found for ZD: ./output/feature-sets/ZD.txt
[2025-12-08T20:35:35.980521] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:35.980601] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:35.980632] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:35.980691] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:36.036642] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:36.037319] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:36.037391] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:36.037441] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:36.156493] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:36.156667] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:36.156704] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:36.156732] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:36.160014] [DEBUG] [FORECASTER] ZD: Forecast T+1@11:T+2@11: DOWN (p=31.93%)
[2025-12-08T20:35:36.160281] [INFO ] [FORECASTER] Completed predict_future for ZD
[2025-12-08T20:35:36.160403] [INFO ] [sig       ] ZD: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:35:36.299622] [INFO ] [LOCAL     ] Saved forecast: ZD	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ZD.txt
[2025-12-08T20:35:36.299767] [INFO ] [sig       ] [3603/3624] Completed ZD in 0.3s | 2.92 sym/s | Total: 20.5m | ETA: 7.2s
[2025-12-08T20:35:36.299805] [INFO ] [sig       ] [3604/3624] Forecasting ZEPP...
[2025-12-08T20:35:36.299835] [INFO ] [sig       ] Generating forecast for: ZEPP
[2025-12-08T20:35:36.299863] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZEPP' from 'https://tdm.silogroup.org/data/derivative_storage/ZEPP.csv'.
[2025-12-08T20:35:36.313039] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZEPP'.
[2025-12-08T20:35:36.313614] [INFO ] [FORECASTER] Starting predict_future for ZEPP
[2025-12-08T20:35:36.314653] [DEBUG] [LOCAL     ] No optimal features file found for ZEPP: ./output/feature-sets/ZEPP.txt
[2025-12-08T20:35:36.314706] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:36.314739] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:36.314765] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:36.314821] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:36.374936] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:36.376274] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:36.376394] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:36.376446] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:36.490184] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:36.490437] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:36.490482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:36.490510] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:36.494561] [DEBUG] [FORECASTER] ZEPP: Forecast T+1@11:T+2@11: DOWN (p=9.01%)
[2025-12-08T20:35:36.494984] [INFO ] [FORECASTER] Completed predict_future for ZEPP
[2025-12-08T20:35:36.495139] [INFO ] [sig       ] ZEPP: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:35:36.644258] [INFO ] [LOCAL     ] Saved forecast: ZEPP	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ZEPP.txt
[2025-12-08T20:35:36.644721] [INFO ] [sig       ] [3604/3624] Completed ZEPP in 0.3s | 2.92 sym/s | Total: 20.5m | ETA: 6.8s
[2025-12-08T20:35:36.644766] [INFO ] [sig       ] [3605/3624] Forecasting ZETA...
[2025-12-08T20:35:36.644796] [INFO ] [sig       ] Generating forecast for: ZETA
[2025-12-08T20:35:36.644826] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZETA' from 'https://tdm.silogroup.org/data/derivative_storage/ZETA.csv'.
[2025-12-08T20:35:36.656525] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZETA'.
[2025-12-08T20:35:36.656860] [INFO ] [FORECASTER] Starting predict_future for ZETA
[2025-12-08T20:35:36.657699] [DEBUG] [LOCAL     ] No optimal features file found for ZETA: ./output/feature-sets/ZETA.txt
[2025-12-08T20:35:36.657749] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:36.657783] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:36.657808] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:36.657862] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:36.712452] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:36.713044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:36.713119] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:36.713148] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:36.832065] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:36.832191] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:36.832227] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:36.832253] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:36.835387] [DEBUG] [FORECASTER] ZETA: Forecast T+1@11:T+2@11: DOWN (p=15.31%)
[2025-12-08T20:35:36.835665] [INFO ] [FORECASTER] Completed predict_future for ZETA
[2025-12-08T20:35:36.835785] [INFO ] [sig       ] ZETA: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:35:36.978420] [INFO ] [LOCAL     ] Saved forecast: ZETA	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ZETA.txt
[2025-12-08T20:35:36.978565] [INFO ] [sig       ] [3605/3624] Completed ZETA in 0.3s | 2.92 sym/s | Total: 20.5m | ETA: 6.5s
[2025-12-08T20:35:36.978627] [INFO ] [sig       ] [3606/3624] Forecasting ZEUS...
[2025-12-08T20:35:36.978659] [INFO ] [sig       ] Generating forecast for: ZEUS
[2025-12-08T20:35:36.978689] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZEUS' from 'https://tdm.silogroup.org/data/derivative_storage/ZEUS.csv'.
[2025-12-08T20:35:36.990155] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZEUS'.
[2025-12-08T20:35:36.990533] [INFO ] [FORECASTER] Starting predict_future for ZEUS
[2025-12-08T20:35:36.991425] [DEBUG] [LOCAL     ] No optimal features file found for ZEUS: ./output/feature-sets/ZEUS.txt
[2025-12-08T20:35:36.991477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:36.991509] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:36.991535] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:36.991612] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:37.051621] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:37.052300] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:37.052378] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:37.052409] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:37.173355] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:37.173505] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:37.173542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:37.173620] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:37.176913] [DEBUG] [FORECASTER] ZEUS: Forecast T+1@11:T+2@11: DOWN (p=6.11%)
[2025-12-08T20:35:37.177175] [INFO ] [FORECASTER] Completed predict_future for ZEUS
[2025-12-08T20:35:37.177304] [INFO ] [sig       ] ZEUS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:35:37.318045] [INFO ] [LOCAL     ] Saved forecast: ZEUS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ZEUS.txt
[2025-12-08T20:35:37.318200] [INFO ] [sig       ] [3606/3624] Completed ZEUS in 0.3s | 2.92 sym/s | Total: 20.5m | ETA: 6.2s
[2025-12-08T20:35:37.318240] [INFO ] [sig       ] [3607/3624] Forecasting ZG...
[2025-12-08T20:35:37.318269] [INFO ] [sig       ] Generating forecast for: ZG
[2025-12-08T20:35:37.318301] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZG' from 'https://tdm.silogroup.org/data/derivative_storage/ZG.csv'.
[2025-12-08T20:35:37.329946] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZG'.
[2025-12-08T20:35:37.330286] [INFO ] [FORECASTER] Starting predict_future for ZG
[2025-12-08T20:35:37.331109] [DEBUG] [LOCAL     ] No optimal features file found for ZG: ./output/feature-sets/ZG.txt
[2025-12-08T20:35:37.331160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:37.331193] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:37.331221] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:37.331278] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:37.388324] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:37.389097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:37.389175] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:37.389206] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:37.507624] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:37.507786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:37.507823] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:37.507849] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:37.511205] [DEBUG] [FORECASTER] ZG: Forecast T+1@11:T+2@11: UP (p=99.48%)
[2025-12-08T20:35:37.511469] [INFO ] [FORECASTER] Completed predict_future for ZG
[2025-12-08T20:35:37.511604] [INFO ] [sig       ] ZG: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:35:37.651052] [INFO ] [LOCAL     ] Saved forecast: ZG	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ZG.txt
[2025-12-08T20:35:37.651190] [INFO ] [sig       ] [3607/3624] Completed ZG in 0.3s | 2.93 sym/s | Total: 20.6m | ETA: 5.8s
[2025-12-08T20:35:37.651229] [INFO ] [sig       ] [3608/3624] Forecasting ZGN...
[2025-12-08T20:35:37.651259] [INFO ] [sig       ] Generating forecast for: ZGN
[2025-12-08T20:35:37.651294] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZGN' from 'https://tdm.silogroup.org/data/derivative_storage/ZGN.csv'.
[2025-12-08T20:35:37.662618] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZGN'.
[2025-12-08T20:35:37.662965] [INFO ] [FORECASTER] Starting predict_future for ZGN
[2025-12-08T20:35:37.663838] [DEBUG] [LOCAL     ] No optimal features file found for ZGN: ./output/feature-sets/ZGN.txt
[2025-12-08T20:35:37.663889] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:37.663921] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:37.663949] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:37.664007] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:37.720782] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:37.721596] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:37.721677] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:37.721710] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:37.844731] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:37.844885] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:37.844923] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:37.844952] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:37.848286] [DEBUG] [FORECASTER] ZGN: Forecast T+1@11:T+2@11: UP (p=59.86%)
[2025-12-08T20:35:37.848554] [INFO ] [FORECASTER] Completed predict_future for ZGN
[2025-12-08T20:35:37.848696] [INFO ] [sig       ] ZGN: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:35:37.988786] [INFO ] [LOCAL     ] Saved forecast: ZGN	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ZGN.txt
[2025-12-08T20:35:37.988939] [INFO ] [sig       ] [3608/3624] Completed ZGN in 0.3s | 2.93 sym/s | Total: 20.6m | ETA: 5.5s
[2025-12-08T20:35:37.988978] [INFO ] [sig       ] [3609/3624] Forecasting ZH...
[2025-12-08T20:35:37.989007] [INFO ] [sig       ] Generating forecast for: ZH
[2025-12-08T20:35:37.989038] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZH' from 'https://tdm.silogroup.org/data/derivative_storage/ZH.csv'.
[2025-12-08T20:35:38.000376] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZH'.
[2025-12-08T20:35:38.000724] [INFO ] [FORECASTER] Starting predict_future for ZH
[2025-12-08T20:35:38.001481] [DEBUG] [LOCAL     ] No optimal features file found for ZH: ./output/feature-sets/ZH.txt
[2025-12-08T20:35:38.001530] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:38.001561] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:38.001605] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:38.001661] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:38.057273] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:38.057914] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:38.057986] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:38.058017] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:38.176113] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:38.176268] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:38.176306] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:38.176335] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:38.179628] [DEBUG] [FORECASTER] ZH: Forecast T+1@11:T+2@11: DOWN (p=1.13%)
[2025-12-08T20:35:38.179888] [INFO ] [FORECASTER] Completed predict_future for ZH
[2025-12-08T20:35:38.180004] [INFO ] [sig       ] ZH: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:35:38.316567] [INFO ] [LOCAL     ] Saved forecast: ZH	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ZH.txt
[2025-12-08T20:35:38.316699] [INFO ] [sig       ] [3609/3624] Completed ZH in 0.3s | 2.93 sym/s | Total: 20.6m | ETA: 5.1s
[2025-12-08T20:35:38.316736] [INFO ] [sig       ] [3610/3624] Forecasting ZIM...
[2025-12-08T20:35:38.316762] [INFO ] [sig       ] Generating forecast for: ZIM
[2025-12-08T20:35:38.316789] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZIM' from 'https://tdm.silogroup.org/data/derivative_storage/ZIM.csv'.
[2025-12-08T20:35:38.328008] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZIM'.
[2025-12-08T20:35:38.328392] [INFO ] [FORECASTER] Starting predict_future for ZIM
[2025-12-08T20:35:38.329179] [DEBUG] [LOCAL     ] No optimal features file found for ZIM: ./output/feature-sets/ZIM.txt
[2025-12-08T20:35:38.329240] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:38.329271] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:38.329296] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:38.329355] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:38.385124] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:38.385975] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:38.386057] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:38.386088] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:38.505326] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:38.505483] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:38.505521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:38.505549] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:38.508903] [DEBUG] [FORECASTER] ZIM: Forecast T+1@11:T+2@11: DOWN (p=9.81%)
[2025-12-08T20:35:38.509165] [INFO ] [FORECASTER] Completed predict_future for ZIM
[2025-12-08T20:35:38.509286] [INFO ] [sig       ] ZIM: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:35:38.647368] [INFO ] [LOCAL     ] Saved forecast: ZIM	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ZIM.txt
[2025-12-08T20:35:38.647503] [INFO ] [sig       ] [3610/3624] Completed ZIM in 0.3s | 2.93 sym/s | Total: 20.6m | ETA: 4.8s
[2025-12-08T20:35:38.647541] [INFO ] [sig       ] [3611/3624] Forecasting ZION...
[2025-12-08T20:35:38.647585] [INFO ] [sig       ] Generating forecast for: ZION
[2025-12-08T20:35:38.647617] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZION' from 'https://tdm.silogroup.org/data/derivative_storage/ZION.csv'.
[2025-12-08T20:35:38.658228] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZION'.
[2025-12-08T20:35:38.658524] [INFO ] [FORECASTER] Starting predict_future for ZION
[2025-12-08T20:35:38.659308] [DEBUG] [LOCAL     ] No optimal features file found for ZION: ./output/feature-sets/ZION.txt
[2025-12-08T20:35:38.659362] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:38.659393] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:38.659418] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:38.659472] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:38.714228] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:38.714827] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:38.714899] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:38.714929] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:38.840408] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:38.840558] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:38.840611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:38.840640] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:38.844022] [DEBUG] [FORECASTER] ZION: Forecast T+1@11:T+2@11: DOWN (p=34.60%)
[2025-12-08T20:35:38.844278] [INFO ] [FORECASTER] Completed predict_future for ZION
[2025-12-08T20:35:38.844396] [INFO ] [sig       ] ZION: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:35:38.987285] [INFO ] [LOCAL     ] Saved forecast: ZION	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ZION.txt
[2025-12-08T20:35:38.987456] [INFO ] [sig       ] [3611/3624] Completed ZION in 0.3s | 2.93 sym/s | Total: 20.6m | ETA: 4.4s
[2025-12-08T20:35:38.987501] [INFO ] [sig       ] [3612/3624] Forecasting ZIP...
[2025-12-08T20:35:38.987531] [INFO ] [sig       ] Generating forecast for: ZIP
[2025-12-08T20:35:38.987560] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZIP' from 'https://tdm.silogroup.org/data/derivative_storage/ZIP.csv'.
[2025-12-08T20:35:38.998262] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZIP'.
[2025-12-08T20:35:38.998634] [INFO ] [FORECASTER] Starting predict_future for ZIP
[2025-12-08T20:35:38.999406] [DEBUG] [LOCAL     ] No optimal features file found for ZIP: ./output/feature-sets/ZIP.txt
[2025-12-08T20:35:38.999455] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:38.999485] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:38.999511] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:38.999565] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:39.062803] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:39.063828] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:39.063911] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:39.063944] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:39.190012] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:39.190169] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:39.190208] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:39.190235] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:39.193509] [DEBUG] [FORECASTER] ZIP: Forecast T+1@11:T+2@11: DOWN (p=7.91%)
[2025-12-08T20:35:39.193794] [INFO ] [FORECASTER] Completed predict_future for ZIP
[2025-12-08T20:35:39.193912] [INFO ] [sig       ] ZIP: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:35:39.340760] [INFO ] [LOCAL     ] Saved forecast: ZIP	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ZIP.txt
[2025-12-08T20:35:39.340927] [INFO ] [sig       ] [3612/3624] Completed ZIP in 0.4s | 2.93 sym/s | Total: 20.6m | ETA: 4.1s
[2025-12-08T20:35:39.340966] [INFO ] [sig       ] [3613/3624] Forecasting ZLAB...
[2025-12-08T20:35:39.340997] [INFO ] [sig       ] Generating forecast for: ZLAB
[2025-12-08T20:35:39.341025] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZLAB' from 'https://tdm.silogroup.org/data/derivative_storage/ZLAB.csv'.
[2025-12-08T20:35:39.352280] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZLAB'.
[2025-12-08T20:35:39.352646] [INFO ] [FORECASTER] Starting predict_future for ZLAB
[2025-12-08T20:35:39.353468] [DEBUG] [LOCAL     ] No optimal features file found for ZLAB: ./output/feature-sets/ZLAB.txt
[2025-12-08T20:35:39.353517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:39.353547] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:39.353599] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:39.353663] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:39.411538] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:39.412207] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:39.412313] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:39.412348] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:39.532408] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:39.532584] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:39.532634] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:39.532662] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:39.535947] [DEBUG] [FORECASTER] ZLAB: Forecast T+1@11:T+2@11: UP (p=87.54%)
[2025-12-08T20:35:39.536208] [INFO ] [FORECASTER] Completed predict_future for ZLAB
[2025-12-08T20:35:39.536331] [INFO ] [sig       ] ZLAB: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:35:39.680450] [INFO ] [LOCAL     ] Saved forecast: ZLAB	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ZLAB.txt
[2025-12-08T20:35:39.680587] [INFO ] [sig       ] [3613/3624] Completed ZLAB in 0.3s | 2.93 sym/s | Total: 20.6m | ETA: 3.8s
[2025-12-08T20:35:39.680633] [INFO ] [sig       ] [3614/3624] Forecasting ZM...
[2025-12-08T20:35:39.680663] [INFO ] [sig       ] Generating forecast for: ZM
[2025-12-08T20:35:39.680692] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZM' from 'https://tdm.silogroup.org/data/derivative_storage/ZM.csv'.
[2025-12-08T20:35:39.691887] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZM'.
[2025-12-08T20:35:39.692205] [INFO ] [FORECASTER] Starting predict_future for ZM
[2025-12-08T20:35:39.692993] [DEBUG] [LOCAL     ] No optimal features file found for ZM: ./output/feature-sets/ZM.txt
[2025-12-08T20:35:39.693042] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:39.693072] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:39.693098] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:39.693152] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:39.749963] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:39.750616] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:39.750693] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:39.750725] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:39.872325] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:39.872486] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:39.872526] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:39.872555] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:39.875920] [DEBUG] [FORECASTER] ZM: Forecast T+1@11:T+2@11: DOWN (p=19.40%)
[2025-12-08T20:35:39.876187] [INFO ] [FORECASTER] Completed predict_future for ZM
[2025-12-08T20:35:39.876306] [INFO ] [sig       ] ZM: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:35:40.018164] [INFO ] [LOCAL     ] Saved forecast: ZM	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ZM.txt
[2025-12-08T20:35:40.018309] [INFO ] [sig       ] [3614/3624] Completed ZM in 0.3s | 2.93 sym/s | Total: 20.6m | ETA: 3.4s
[2025-12-08T20:35:40.018349] [INFO ] [sig       ] [3615/3624] Forecasting ZNTL...
[2025-12-08T20:35:40.018378] [INFO ] [sig       ] Generating forecast for: ZNTL
[2025-12-08T20:35:40.018408] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZNTL' from 'https://tdm.silogroup.org/data/derivative_storage/ZNTL.csv'.
[2025-12-08T20:35:40.028788] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZNTL'.
[2025-12-08T20:35:40.029095] [INFO ] [FORECASTER] Starting predict_future for ZNTL
[2025-12-08T20:35:40.029897] [DEBUG] [LOCAL     ] No optimal features file found for ZNTL: ./output/feature-sets/ZNTL.txt
[2025-12-08T20:35:40.029947] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:40.029979] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:40.030005] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:40.030061] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:40.086648] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:40.087466] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:40.087547] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:40.087598] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:40.211669] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:40.211792] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:40.211830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:40.211859] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:40.215184] [DEBUG] [FORECASTER] ZNTL: Forecast T+1@11:T+2@11: DOWN (p=15.52%)
[2025-12-08T20:35:40.215452] [INFO ] [FORECASTER] Completed predict_future for ZNTL
[2025-12-08T20:35:40.215603] [INFO ] [sig       ] ZNTL: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:35:40.360150] [INFO ] [LOCAL     ] Saved forecast: ZNTL	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ZNTL.txt
[2025-12-08T20:35:40.360277] [INFO ] [sig       ] [3615/3624] Completed ZNTL in 0.3s | 2.93 sym/s | Total: 20.6m | ETA: 3.1s
[2025-12-08T20:35:40.360315] [INFO ] [sig       ] [3616/3624] Forecasting ZS...
[2025-12-08T20:35:40.360345] [INFO ] [sig       ] Generating forecast for: ZS
[2025-12-08T20:35:40.360376] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZS' from 'https://tdm.silogroup.org/data/derivative_storage/ZS.csv'.
[2025-12-08T20:35:40.371184] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZS'.
[2025-12-08T20:35:40.371511] [INFO ] [FORECASTER] Starting predict_future for ZS
[2025-12-08T20:35:40.372287] [DEBUG] [LOCAL     ] No optimal features file found for ZS: ./output/feature-sets/ZS.txt
[2025-12-08T20:35:40.372340] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:40.372378] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:40.372410] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:40.372476] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:40.430034] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:40.430656] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:40.430731] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:40.430764] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:40.554613] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:40.554763] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:40.554802] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:40.554834] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:40.558194] [DEBUG] [FORECASTER] ZS: Forecast T+1@11:T+2@11: UP (p=87.44%)
[2025-12-08T20:35:40.558464] [INFO ] [FORECASTER] Completed predict_future for ZS
[2025-12-08T20:35:40.558599] [INFO ] [sig       ] ZS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:35:40.703057] [INFO ] [LOCAL     ] Saved forecast: ZS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ZS.txt
[2025-12-08T20:35:40.703214] [INFO ] [sig       ] [3616/3624] Completed ZS in 0.3s | 2.93 sym/s | Total: 20.6m | ETA: 2.7s
[2025-12-08T20:35:40.703256] [INFO ] [sig       ] [3617/3624] Forecasting ZTO...
[2025-12-08T20:35:40.703287] [INFO ] [sig       ] Generating forecast for: ZTO
[2025-12-08T20:35:40.703317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZTO' from 'https://tdm.silogroup.org/data/derivative_storage/ZTO.csv'.
[2025-12-08T20:35:40.714719] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZTO'.
[2025-12-08T20:35:40.715045] [INFO ] [FORECASTER] Starting predict_future for ZTO
[2025-12-08T20:35:40.715858] [DEBUG] [LOCAL     ] No optimal features file found for ZTO: ./output/feature-sets/ZTO.txt
[2025-12-08T20:35:40.715908] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:40.715939] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:40.715965] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:40.716020] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:40.772529] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:40.773201] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:40.773274] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:40.773305] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:40.891877] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:40.892030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:40.892068] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:40.892113] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:40.895475] [DEBUG] [FORECASTER] ZTO: Forecast T+1@11:T+2@11: DOWN (p=7.26%)
[2025-12-08T20:35:40.895790] [INFO ] [FORECASTER] Completed predict_future for ZTO
[2025-12-08T20:35:40.895915] [INFO ] [sig       ] ZTO: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:35:41.034414] [INFO ] [LOCAL     ] Saved forecast: ZTO	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ZTO.txt
[2025-12-08T20:35:41.034543] [INFO ] [sig       ] [3617/3624] Completed ZTO in 0.3s | 2.93 sym/s | Total: 20.6m | ETA: 2.4s
[2025-12-08T20:35:41.034599] [INFO ] [sig       ] [3618/3624] Forecasting ZTS...
[2025-12-08T20:35:41.034630] [INFO ] [sig       ] Generating forecast for: ZTS
[2025-12-08T20:35:41.034659] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZTS' from 'https://tdm.silogroup.org/data/derivative_storage/ZTS.csv'.
[2025-12-08T20:35:41.045918] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZTS'.
[2025-12-08T20:35:41.046242] [INFO ] [FORECASTER] Starting predict_future for ZTS
[2025-12-08T20:35:41.047054] [DEBUG] [LOCAL     ] No optimal features file found for ZTS: ./output/feature-sets/ZTS.txt
[2025-12-08T20:35:41.047104] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:41.047136] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:41.047162] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:41.047218] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:41.102786] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:41.103382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:41.103454] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:41.103485] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:41.226261] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:41.226417] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:41.226456] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:41.226483] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:41.229806] [DEBUG] [FORECASTER] ZTS: Forecast T+1@11:T+2@11: UP (p=70.98%)
[2025-12-08T20:35:41.230067] [INFO ] [FORECASTER] Completed predict_future for ZTS
[2025-12-08T20:35:41.230185] [INFO ] [sig       ] ZTS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:35:41.367008] [INFO ] [LOCAL     ] Saved forecast: ZTS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ZTS.txt
[2025-12-08T20:35:41.367128] [INFO ] [sig       ] [3618/3624] Completed ZTS in 0.3s | 2.93 sym/s | Total: 20.6m | ETA: 2.1s
[2025-12-08T20:35:41.367166] [INFO ] [sig       ] [3619/3624] Forecasting ZUMZ...
[2025-12-08T20:35:41.367195] [INFO ] [sig       ] Generating forecast for: ZUMZ
[2025-12-08T20:35:41.367223] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZUMZ' from 'https://tdm.silogroup.org/data/derivative_storage/ZUMZ.csv'.
[2025-12-08T20:35:41.378091] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZUMZ'.
[2025-12-08T20:35:41.378419] [INFO ] [FORECASTER] Starting predict_future for ZUMZ
[2025-12-08T20:35:41.379272] [DEBUG] [LOCAL     ] No optimal features file found for ZUMZ: ./output/feature-sets/ZUMZ.txt
[2025-12-08T20:35:41.379323] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:41.379356] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:41.379382] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:41.379439] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:41.435698] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:41.436357] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:41.436447] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:41.436479] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:41.559182] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:41.559342] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:41.559389] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:41.559424] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:41.562823] [DEBUG] [FORECASTER] ZUMZ: Forecast T+1@11:T+2@11: UP (p=51.24%)
[2025-12-08T20:35:41.563094] [INFO ] [FORECASTER] Completed predict_future for ZUMZ
[2025-12-08T20:35:41.563219] [INFO ] [sig       ] ZUMZ: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:35:41.702309] [INFO ] [LOCAL     ] Saved forecast: ZUMZ	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ZUMZ.txt
[2025-12-08T20:35:41.702463] [INFO ] [sig       ] [3619/3624] Completed ZUMZ in 0.3s | 2.93 sym/s | Total: 20.6m | ETA: 1.7s
[2025-12-08T20:35:41.702501] [INFO ] [sig       ] [3620/3624] Forecasting ZURA...
[2025-12-08T20:35:41.702532] [INFO ] [sig       ] Generating forecast for: ZURA
[2025-12-08T20:35:41.702560] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZURA' from 'https://tdm.silogroup.org/data/derivative_storage/ZURA.csv'.
[2025-12-08T20:35:41.713779] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZURA'.
[2025-12-08T20:35:41.714139] [INFO ] [FORECASTER] Starting predict_future for ZURA
[2025-12-08T20:35:41.714921] [DEBUG] [LOCAL     ] No optimal features file found for ZURA: ./output/feature-sets/ZURA.txt
[2025-12-08T20:35:41.714970] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:41.715025] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:41.715052] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:41.715108] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:41.772698] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:41.773486] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:41.773561] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:41.773611] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:41.897626] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:41.897788] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:41.897829] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:41.897856] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:41.901378] [DEBUG] [FORECASTER] ZURA: Forecast T+1@11:T+2@11: DOWN (p=37.72%)
[2025-12-08T20:35:41.901704] [INFO ] [FORECASTER] Completed predict_future for ZURA
[2025-12-08T20:35:41.901841] [INFO ] [sig       ] ZURA: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:35:42.040324] [INFO ] [LOCAL     ] Saved forecast: ZURA	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ZURA.txt
[2025-12-08T20:35:42.040468] [INFO ] [sig       ] [3620/3624] Completed ZURA in 0.3s | 2.93 sym/s | Total: 20.6m | ETA: 1.4s
[2025-12-08T20:35:42.040510] [INFO ] [sig       ] [3621/3624] Forecasting ZVIA...
[2025-12-08T20:35:42.040540] [INFO ] [sig       ] Generating forecast for: ZVIA
[2025-12-08T20:35:42.040585] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZVIA' from 'https://tdm.silogroup.org/data/derivative_storage/ZVIA.csv'.
[2025-12-08T20:35:42.051603] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZVIA'.
[2025-12-08T20:35:42.051947] [INFO ] [FORECASTER] Starting predict_future for ZVIA
[2025-12-08T20:35:42.052733] [DEBUG] [LOCAL     ] No optimal features file found for ZVIA: ./output/feature-sets/ZVIA.txt
[2025-12-08T20:35:42.052782] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:42.052813] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:42.052851] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:42.052908] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:42.108483] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:42.109206] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:42.109283] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:42.109316] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:42.229654] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:42.229811] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:42.229850] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:42.229877] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:42.233135] [DEBUG] [FORECASTER] ZVIA: Forecast T+1@11:T+2@11: UP (p=99.44%)
[2025-12-08T20:35:42.233403] [INFO ] [FORECASTER] Completed predict_future for ZVIA
[2025-12-08T20:35:42.233521] [INFO ] [sig       ] ZVIA: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:35:42.372562] [INFO ] [LOCAL     ] Saved forecast: ZVIA	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ZVIA.txt
[2025-12-08T20:35:42.372712] [INFO ] [sig       ] [3621/3624] Completed ZVIA in 0.3s | 2.93 sym/s | Total: 20.6m | ETA: 1.0s
[2025-12-08T20:35:42.372751] [INFO ] [sig       ] [3622/3624] Forecasting ZVRA...
[2025-12-08T20:35:42.372780] [INFO ] [sig       ] Generating forecast for: ZVRA
[2025-12-08T20:35:42.372809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZVRA' from 'https://tdm.silogroup.org/data/derivative_storage/ZVRA.csv'.
[2025-12-08T20:35:42.383851] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZVRA'.
[2025-12-08T20:35:42.384192] [INFO ] [FORECASTER] Starting predict_future for ZVRA
[2025-12-08T20:35:42.384967] [DEBUG] [LOCAL     ] No optimal features file found for ZVRA: ./output/feature-sets/ZVRA.txt
[2025-12-08T20:35:42.385015] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:42.385047] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:42.385073] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:42.385129] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:42.441992] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:42.442851] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:42.442931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:42.442965] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:42.559946] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:42.560102] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:42.560140] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:42.560168] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:42.563433] [DEBUG] [FORECASTER] ZVRA: Forecast T+1@11:T+2@11: UP (p=77.72%)
[2025-12-08T20:35:42.563713] [INFO ] [FORECASTER] Completed predict_future for ZVRA
[2025-12-08T20:35:42.563830] [INFO ] [sig       ] ZVRA: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-08T20:35:42.703199] [INFO ] [LOCAL     ] Saved forecast: ZVRA	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ZVRA.txt
[2025-12-08T20:35:42.703336] [INFO ] [sig       ] [3622/3624] Completed ZVRA in 0.3s | 2.93 sym/s | Total: 20.6m | ETA: 0.7s
[2025-12-08T20:35:42.703374] [INFO ] [sig       ] [3623/3624] Forecasting ZWS...
[2025-12-08T20:35:42.703402] [INFO ] [sig       ] Generating forecast for: ZWS
[2025-12-08T20:35:42.703432] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZWS' from 'https://tdm.silogroup.org/data/derivative_storage/ZWS.csv'.
[2025-12-08T20:35:42.715065] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZWS'.
[2025-12-08T20:35:42.715412] [INFO ] [FORECASTER] Starting predict_future for ZWS
[2025-12-08T20:35:42.716202] [DEBUG] [LOCAL     ] No optimal features file found for ZWS: ./output/feature-sets/ZWS.txt
[2025-12-08T20:35:42.716251] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:42.716282] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:42.716308] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:42.716364] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:42.772511] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:42.773260] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:42.773340] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:42.773373] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:42.893166] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:42.893322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:42.893359] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:42.893421] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:42.896756] [DEBUG] [FORECASTER] ZWS: Forecast T+1@11:T+2@11: DOWN (p=7.74%)
[2025-12-08T20:35:42.897025] [INFO ] [FORECASTER] Completed predict_future for ZWS
[2025-12-08T20:35:42.897145] [INFO ] [sig       ] ZWS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:35:43.045766] [INFO ] [LOCAL     ] Saved forecast: ZWS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ZWS.txt
[2025-12-08T20:35:43.045933] [INFO ] [sig       ] [3623/3624] Completed ZWS in 0.3s | 2.93 sym/s | Total: 20.6m | ETA: 0.3s
[2025-12-08T20:35:43.045974] [INFO ] [sig       ] [3624/3624] Forecasting ZYME...
[2025-12-08T20:35:43.046004] [INFO ] [sig       ] Generating forecast for: ZYME
[2025-12-08T20:35:43.046034] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZYME' from 'https://tdm.silogroup.org/data/derivative_storage/ZYME.csv'.
[2025-12-08T20:35:43.058295] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZYME'.
[2025-12-08T20:35:43.058663] [INFO ] [FORECASTER] Starting predict_future for ZYME
[2025-12-08T20:35:43.059461] [DEBUG] [LOCAL     ] No optimal features file found for ZYME: ./output/feature-sets/ZYME.txt
[2025-12-08T20:35:43.059512] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-08T20:35:43.059545] [DEBUG] [FORECASTER] Starting train method
[2025-12-08T20:35:43.059600] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-08T20:35:43.059682] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-08T20:35:43.120476] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-08T20:35:43.121429] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-08T20:35:43.121514] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-08T20:35:43.121548] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-08T20:35:43.245225] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-08T20:35:43.245385] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-08T20:35:43.245425] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-08T20:35:43.245451] [INFO ] [FORECASTER] Training complete
[2025-12-08T20:35:43.249054] [DEBUG] [FORECASTER] ZYME: Forecast T+1@11:T+2@11: DOWN (p=1.00%)
[2025-12-08T20:35:43.249347] [INFO ] [FORECASTER] Completed predict_future for ZYME
[2025-12-08T20:35:43.249481] [INFO ] [sig       ] ZYME: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-08T20:35:43.398225] [INFO ] [LOCAL     ] Saved forecast: ZYME	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ZYME.txt
[2025-12-08T20:35:43.398372] [INFO ] [sig       ] [3624/3624] Completed ZYME in 0.4s | 2.93 sym/s | Total: 20.6m | ETA: 0.0s
[2025-12-08T20:35:43.398413] [INFO ] [sig       ] ==================================================
[2025-12-08T20:35:43.398449] [INFO ] [sig       ] Forecasts complete: 3624/3624 symbols succeeded
[2025-12-08T20:35:43.398482] [INFO ] [sig       ] Automatically generating consolidated reports...
[2025-12-08T20:35:43.398512] [INFO ] [sig       ] Generating consolidated forecast reports
[2025-12-08T20:35:43.400555] [INFO ] [sig       ] Found 40 forecast dates to process
[2025-12-08T20:35:43.400629] [INFO ] [sig       ] [1/40] Processing report for 2025-10-10...
[2025-12-08T20:35:43.400668] [INFO ] [sig       ] [1/40] Report for 2025-10-10 already exists, skipping...
[2025-12-08T20:35:43.400698] [INFO ] [sig       ] [2/40] Processing report for 2025-10-13...
[2025-12-08T20:35:43.400733] [INFO ] [sig       ] [2/40] Report for 2025-10-13 already exists, skipping...
[2025-12-08T20:35:43.400761] [INFO ] [sig       ] [3/40] Processing report for 2025-10-14...
[2025-12-08T20:35:43.400793] [INFO ] [sig       ] [3/40] Report for 2025-10-14 already exists, skipping...
[2025-12-08T20:35:43.400818] [INFO ] [sig       ] [4/40] Processing report for 2025-10-15...
[2025-12-08T20:35:43.400848] [INFO ] [sig       ] [4/40] Report for 2025-10-15 already exists, skipping...
[2025-12-08T20:35:43.400874] [INFO ] [sig       ] [5/40] Processing report for 2025-10-16...
[2025-12-08T20:35:43.400903] [INFO ] [sig       ] [5/40] Report for 2025-10-16 already exists, skipping...
[2025-12-08T20:35:43.400927] [INFO ] [sig       ] [6/40] Processing report for 2025-10-17...
[2025-12-08T20:35:43.400956] [INFO ] [sig       ] [6/40] Report for 2025-10-17 already exists, skipping...
[2025-12-08T20:35:43.400983] [INFO ] [sig       ] [7/40] Processing report for 2025-10-20...
[2025-12-08T20:35:43.401012] [INFO ] [sig       ] [7/40] Report for 2025-10-20 already exists, skipping...
[2025-12-08T20:35:43.401037] [INFO ] [sig       ] [8/40] Processing report for 2025-10-21...
[2025-12-08T20:35:43.401074] [INFO ] [sig       ] [8/40] Report for 2025-10-21 already exists, skipping...
[2025-12-08T20:35:43.401109] [INFO ] [sig       ] [9/40] Processing report for 2025-10-22...
[2025-12-08T20:35:43.401150] [INFO ] [sig       ] [9/40] Report for 2025-10-22 already exists, skipping...
[2025-12-08T20:35:43.401182] [INFO ] [sig       ] [10/40] Processing report for 2025-10-23...
[2025-12-08T20:35:43.401214] [INFO ] [sig       ] [10/40] Report for 2025-10-23 already exists, skipping...
[2025-12-08T20:35:43.401240] [INFO ] [sig       ] [11/40] Processing report for 2025-10-24...
[2025-12-08T20:35:43.401270] [INFO ] [sig       ] [11/40] Report for 2025-10-24 already exists, skipping...
[2025-12-08T20:35:43.401295] [INFO ] [sig       ] [12/40] Processing report for 2025-10-27...
[2025-12-08T20:35:43.401323] [INFO ] [sig       ] [12/40] Report for 2025-10-27 already exists, skipping...
[2025-12-08T20:35:43.401349] [INFO ] [sig       ] [13/40] Processing report for 2025-10-28...
[2025-12-08T20:35:43.401378] [INFO ] [sig       ] [13/40] Report for 2025-10-28 already exists, skipping...
[2025-12-08T20:35:43.401402] [INFO ] [sig       ] [14/40] Processing report for 2025-10-30...
[2025-12-08T20:35:43.401431] [INFO ] [sig       ] [14/40] Report for 2025-10-30 already exists, skipping...
[2025-12-08T20:35:43.401455] [INFO ] [sig       ] [15/40] Processing report for 2025-10-31...
[2025-12-08T20:35:43.401485] [INFO ] [sig       ] [15/40] Report for 2025-10-31 already exists, skipping...
[2025-12-08T20:35:43.401511] [INFO ] [sig       ] [16/40] Processing report for 2025-11-03...
[2025-12-08T20:35:43.401541] [INFO ] [sig       ] [16/40] Report for 2025-11-03 already exists, skipping...
[2025-12-08T20:35:43.401567] [INFO ] [sig       ] [17/40] Processing report for 2025-11-04...
[2025-12-08T20:35:43.401619] [INFO ] [sig       ] [17/40] Report for 2025-11-04 already exists, skipping...
[2025-12-08T20:35:43.401655] [INFO ] [sig       ] [18/40] Processing report for 2025-11-05...
[2025-12-08T20:35:43.401691] [INFO ] [sig       ] [18/40] Report for 2025-11-05 already exists, skipping...
[2025-12-08T20:35:43.401717] [INFO ] [sig       ] [19/40] Processing report for 2025-11-06...
[2025-12-08T20:35:43.401755] [INFO ] [sig       ] [19/40] Report for 2025-11-06 already exists, skipping...
[2025-12-08T20:35:43.401792] [INFO ] [sig       ] [20/40] Processing report for 2025-11-07...
[2025-12-08T20:35:43.401841] [INFO ] [sig       ] [20/40] Report for 2025-11-07 already exists, skipping...
[2025-12-08T20:35:43.401881] [INFO ] [sig       ] [21/40] Processing report for 2025-11-10...
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[2025-12-08T20:35:43.401965] [INFO ] [sig       ] [22/40] Processing report for 2025-11-11...
[2025-12-08T20:35:43.402008] [INFO ] [sig       ] [22/40] Report for 2025-11-11 already exists, skipping...
[2025-12-08T20:35:43.402051] [INFO ] [sig       ] [23/40] Processing report for 2025-11-12...
[2025-12-08T20:35:43.402092] [INFO ] [sig       ] [23/40] Report for 2025-11-12 already exists, skipping...
[2025-12-08T20:35:43.402119] [INFO ] [sig       ] [24/40] Processing report for 2025-11-13...
[2025-12-08T20:35:43.402150] [INFO ] [sig       ] [24/40] Report for 2025-11-13 already exists, skipping...
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[2025-12-08T20:35:43.469835] [DEBUG] [LOCAL     ] Loaded configuration for GATX: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.470316] [DEBUG] [LOCAL     ] Loaded configuration for NVAX: 1 features, 60.0% accuracy
[2025-12-08T20:35:43.470686] [DEBUG] [LOCAL     ] Loaded configuration for NTRS: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.471049] [DEBUG] [LOCAL     ] Loaded configuration for RMD: 3 features, 60.0% accuracy
[2025-12-08T20:35:43.471123] [DEBUG] [LOCAL     ] Loaded configuration for LTRN: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.471470] [DEBUG] [LOCAL     ] Loaded configuration for PFL: 1 features, 100.0% accuracy
[2025-12-08T20:35:43.471793] [DEBUG] [LOCAL     ] Loaded configuration for OBIL: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.472113] [DEBUG] [LOCAL     ] Loaded configuration for PWP: 4 features, 90.0% accuracy
[2025-12-08T20:35:43.472463] [DEBUG] [LOCAL     ] Loaded configuration for TILE: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.472778] [DEBUG] [LOCAL     ] Loaded configuration for FHI: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.473139] [DEBUG] [LOCAL     ] Loaded configuration for MP: 1 features, 60.0% accuracy
[2025-12-08T20:35:43.473493] [DEBUG] [LOCAL     ] Loaded configuration for WK: 3 features, 60.0% accuracy
[2025-12-08T20:35:43.473797] [DEBUG] [LOCAL     ] Loaded configuration for FIX: 4 features, 80.0% accuracy
[2025-12-08T20:35:43.474125] [DEBUG] [LOCAL     ] Loaded configuration for COEP: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.474447] [DEBUG] [LOCAL     ] Loaded configuration for SLXN: 4 features, 80.0% accuracy
[2025-12-08T20:35:43.474787] [DEBUG] [LOCAL     ] Loaded configuration for RGLD: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.475049] [DEBUG] [LOCAL     ] Loaded configuration for WSC: 2 features, 60.0% accuracy
[2025-12-08T20:35:43.475302] [DEBUG] [LOCAL     ] Loaded configuration for FNF: 3 features, 60.0% accuracy
[2025-12-08T20:35:43.475587] [DEBUG] [LOCAL     ] Loaded configuration for BXC: 0 features, 60.0% accuracy
[2025-12-08T20:35:43.475894] [DEBUG] [LOCAL     ] Loaded configuration for SEDG: 2 features, 100.0% accuracy
[2025-12-08T20:35:43.476218] [DEBUG] [LOCAL     ] Loaded configuration for NGNE: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.476459] [DEBUG] [LOCAL     ] Loaded configuration for NMCO: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.476755] [DEBUG] [LOCAL     ] Loaded configuration for LOMA: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.477041] [DEBUG] [LOCAL     ] Loaded configuration for CCBG: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.477331] [DEBUG] [LOCAL     ] Loaded configuration for TRS: 0 features, 60.0% accuracy
[2025-12-08T20:35:43.477408] [DEBUG] [LOCAL     ] Loaded configuration for GOSS: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.477738] [DEBUG] [LOCAL     ] Loaded configuration for TCBI: 3 features, 60.0% accuracy
[2025-12-08T20:35:43.477990] [DEBUG] [LOCAL     ] Loaded configuration for INSP: 0 features, 70.0% accuracy
[2025-12-08T20:35:43.478259] [DEBUG] [LOCAL     ] Loaded configuration for IBEX: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.478561] [DEBUG] [LOCAL     ] Loaded configuration for HUBG: 1 features, 60.0% accuracy
[2025-12-08T20:35:43.478873] [DEBUG] [LOCAL     ] Loaded configuration for ADTX: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.479107] [DEBUG] [LOCAL     ] Loaded configuration for BPYPO: 2 features, 90.0% accuracy
[2025-12-08T20:35:43.479365] [DEBUG] [LOCAL     ] Loaded configuration for IX: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.479607] [DEBUG] [LOCAL     ] Loaded configuration for AVAL: 6 features, 90.0% accuracy
[2025-12-08T20:35:43.479899] [DEBUG] [LOCAL     ] Loaded configuration for SKYY: 3 features, 60.0% accuracy
[2025-12-08T20:35:43.480155] [DEBUG] [LOCAL     ] Loaded configuration for TNGX: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.480467] [DEBUG] [LOCAL     ] Loaded configuration for LEG: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.480736] [DEBUG] [LOCAL     ] Loaded configuration for INTZ: 3 features, 90.0% accuracy
[2025-12-08T20:35:43.480970] [DEBUG] [LOCAL     ] Loaded configuration for NMAI: 1 features, 90.0% accuracy
[2025-12-08T20:35:43.481257] [DEBUG] [LOCAL     ] Loaded configuration for J: 1 features, 60.0% accuracy
[2025-12-08T20:35:43.481508] [DEBUG] [LOCAL     ] Loaded configuration for GFS: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.481762] [DEBUG] [LOCAL     ] Loaded configuration for FJP: 4 features, 60.0% accuracy
[2025-12-08T20:35:43.481837] [DEBUG] [LOCAL     ] Loaded configuration for CMCO: 0 features, 80.0% accuracy
[2025-12-08T20:35:43.481897] [DEBUG] [LOCAL     ] Loaded configuration for MGIC: 1 features, 60.0% accuracy
[2025-12-08T20:35:43.481955] [DEBUG] [LOCAL     ] Loaded configuration for ABUS: 2 features, 90.0% accuracy
[2025-12-08T20:35:43.482200] [DEBUG] [LOCAL     ] Loaded configuration for FFIN: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.482433] [DEBUG] [LOCAL     ] Loaded configuration for CTLP: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.482719] [DEBUG] [LOCAL     ] Loaded configuration for MTCH: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.483010] [DEBUG] [LOCAL     ] Loaded configuration for LEO: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.483083] [DEBUG] [LOCAL     ] Loaded configuration for BILI: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.483359] [DEBUG] [LOCAL     ] Loaded configuration for MBX: 2 features, 90.0% accuracy
[2025-12-08T20:35:43.483643] [DEBUG] [LOCAL     ] Loaded configuration for AAXJ: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.483909] [DEBUG] [LOCAL     ] Loaded configuration for NWSA: 4 features, 90.0% accuracy
[2025-12-08T20:35:43.484197] [DEBUG] [LOCAL     ] Loaded configuration for PEP: 2 features, 60.0% accuracy
[2025-12-08T20:35:43.484484] [DEBUG] [LOCAL     ] Loaded configuration for KKRS: 2 features, 90.0% accuracy
[2025-12-08T20:35:43.484769] [DEBUG] [LOCAL     ] Loaded configuration for SCHL: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.485052] [DEBUG] [LOCAL     ] Loaded configuration for KROS: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.485306] [DEBUG] [LOCAL     ] Loaded configuration for UPC: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.485544] [DEBUG] [LOCAL     ] Loaded configuration for NXG: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.485842] [DEBUG] [LOCAL     ] Loaded configuration for FLS: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.486095] [DEBUG] [LOCAL     ] Loaded configuration for XBIL: 1 features, 60.0% accuracy
[2025-12-08T20:35:43.486326] [DEBUG] [LOCAL     ] Loaded configuration for ASND: 0 features, 90.0% accuracy
[2025-12-08T20:35:43.486612] [DEBUG] [LOCAL     ] Loaded configuration for FTGC: 2 features, 60.0% accuracy
[2025-12-08T20:35:43.486897] [DEBUG] [LOCAL     ] Loaded configuration for HCI: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.486966] [DEBUG] [LOCAL     ] Loaded configuration for ALGM: 4 features, 90.0% accuracy
[2025-12-08T20:35:43.487204] [DEBUG] [LOCAL     ] Loaded configuration for RY: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.487490] [DEBUG] [LOCAL     ] Loaded configuration for CMRE: 1 features, 90.0% accuracy
[2025-12-08T20:35:43.487799] [DEBUG] [LOCAL     ] Loaded configuration for TSHA: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.488107] [DEBUG] [LOCAL     ] Loaded configuration for LPL: 3 features, 50.0% accuracy
[2025-12-08T20:35:43.488411] [DEBUG] [LOCAL     ] Loaded configuration for BABA: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.488718] [DEBUG] [LOCAL     ] Loaded configuration for BYRN: 3 features, 90.0% accuracy
[2025-12-08T20:35:43.489018] [DEBUG] [LOCAL     ] Loaded configuration for ACP: 1 features, 60.0% accuracy
[2025-12-08T20:35:43.489323] [DEBUG] [LOCAL     ] Loaded configuration for ERII: 2 features, 60.0% accuracy
[2025-12-08T20:35:43.489607] [DEBUG] [LOCAL     ] Loaded configuration for SCL: 3 features, 90.0% accuracy
[2025-12-08T20:35:43.489863] [DEBUG] [LOCAL     ] Loaded configuration for NGVC: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.490103] [DEBUG] [LOCAL     ] Loaded configuration for PVH: 5 features, 90.0% accuracy
[2025-12-08T20:35:43.490338] [DEBUG] [LOCAL     ] Loaded configuration for FARM: 3 features, 60.0% accuracy
[2025-12-08T20:35:43.490627] [DEBUG] [LOCAL     ] Loaded configuration for VRRM: 4 features, 80.0% accuracy
[2025-12-08T20:35:43.490880] [DEBUG] [LOCAL     ] Loaded configuration for ACRE: 2 features, 60.0% accuracy
[2025-12-08T20:35:43.491185] [DEBUG] [LOCAL     ] Loaded configuration for CLX: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.491488] [DEBUG] [LOCAL     ] Loaded configuration for SKWD: 3 features, 60.0% accuracy
[2025-12-08T20:35:43.491788] [DEBUG] [LOCAL     ] Loaded configuration for GL: 2 features, 90.0% accuracy
[2025-12-08T20:35:43.492090] [DEBUG] [LOCAL     ] Loaded configuration for NQP: 2 features, 60.0% accuracy
[2025-12-08T20:35:43.492354] [DEBUG] [LOCAL     ] Loaded configuration for AAOI: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.492627] [DEBUG] [LOCAL     ] Loaded configuration for KURA: 2 features, 90.0% accuracy
[2025-12-08T20:35:43.492910] [DEBUG] [LOCAL     ] Loaded configuration for SVCO: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.493199] [DEBUG] [LOCAL     ] Loaded configuration for TIMB: 1 features, 60.0% accuracy
[2025-12-08T20:35:43.493470] [DEBUG] [LOCAL     ] Loaded configuration for NRK: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.493771] [DEBUG] [LOCAL     ] Loaded configuration for EPSN: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.493840] [DEBUG] [LOCAL     ] Loaded configuration for IDN: 0 features, 70.0% accuracy
[2025-12-08T20:35:43.494099] [DEBUG] [LOCAL     ] Loaded configuration for PRG: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.494400] [DEBUG] [LOCAL     ] Loaded configuration for CMS: 6 features, 80.0% accuracy
[2025-12-08T20:35:43.494638] [DEBUG] [LOCAL     ] Loaded configuration for BGY: 2 features, 90.0% accuracy
[2025-12-08T20:35:43.494900] [DEBUG] [LOCAL     ] Loaded configuration for CCEC: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.495137] [DEBUG] [LOCAL     ] Loaded configuration for GMED: 4 features, 60.0% accuracy
[2025-12-08T20:35:43.495423] [DEBUG] [LOCAL     ] Loaded configuration for SKYX: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.495665] [DEBUG] [LOCAL     ] Loaded configuration for CCRN: 2 features, 60.0% accuracy
[2025-12-08T20:35:43.495948] [DEBUG] [LOCAL     ] Loaded configuration for IGA: 3 features, 60.0% accuracy
[2025-12-08T20:35:43.496181] [DEBUG] [LOCAL     ] Loaded configuration for ARE: 4 features, 70.0% accuracy
[2025-12-08T20:35:43.496468] [DEBUG] [LOCAL     ] Loaded configuration for BRX: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.496756] [DEBUG] [LOCAL     ] Loaded configuration for RXO: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.497005] [DEBUG] [LOCAL     ] Loaded configuration for LZ: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.497266] [DEBUG] [LOCAL     ] Loaded configuration for ELTX: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.497591] [DEBUG] [LOCAL     ] Loaded configuration for ADP: 3 features, 90.0% accuracy
[2025-12-08T20:35:43.497903] [DEBUG] [LOCAL     ] Loaded configuration for APRE: 3 features, 90.0% accuracy
[2025-12-08T20:35:43.498158] [DEBUG] [LOCAL     ] Loaded configuration for FOLD: 2 features, 90.0% accuracy
[2025-12-08T20:35:43.498393] [DEBUG] [LOCAL     ] Loaded configuration for AZO: 2 features, 90.0% accuracy
[2025-12-08T20:35:43.498479] [DEBUG] [LOCAL     ] Loaded configuration for CTMX: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.498728] [DEBUG] [LOCAL     ] Loaded configuration for PDP: 1 features, 90.0% accuracy
[2025-12-08T20:35:43.498966] [DEBUG] [LOCAL     ] Loaded configuration for AMX: 0 features, 80.0% accuracy
[2025-12-08T20:35:43.499256] [DEBUG] [LOCAL     ] Loaded configuration for PAC: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.499339] [DEBUG] [LOCAL     ] Loaded configuration for AIMD: 1 features, 50.0% accuracy
[2025-12-08T20:35:43.499588] [DEBUG] [LOCAL     ] Loaded configuration for NLY: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.499898] [DEBUG] [LOCAL     ] Loaded configuration for LINE: 5 features, 90.0% accuracy
[2025-12-08T20:35:43.500230] [DEBUG] [LOCAL     ] Loaded configuration for KDP: 1 features, 90.0% accuracy
[2025-12-08T20:35:43.500535] [DEBUG] [LOCAL     ] Loaded configuration for OGI: 2 features, 90.0% accuracy
[2025-12-08T20:35:43.500640] [DEBUG] [LOCAL     ] Loaded configuration for GLAD: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.500895] [DEBUG] [LOCAL     ] Loaded configuration for CMA: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.501186] [DEBUG] [LOCAL     ] Loaded configuration for CARS: 2 features, 90.0% accuracy
[2025-12-08T20:35:43.501259] [DEBUG] [LOCAL     ] Loaded configuration for CCSI: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.501538] [DEBUG] [LOCAL     ] Loaded configuration for TDSC: 2 features, 90.0% accuracy
[2025-12-08T20:35:43.501845] [DEBUG] [LOCAL     ] Loaded configuration for AQNB: 0 features, 80.0% accuracy
[2025-12-08T20:35:43.502099] [DEBUG] [LOCAL     ] Loaded configuration for AAPD: 0 features, 80.0% accuracy
[2025-12-08T20:35:43.502399] [DEBUG] [LOCAL     ] Loaded configuration for EPC: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.502479] [DEBUG] [LOCAL     ] Loaded configuration for APOG: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.502713] [DEBUG] [LOCAL     ] Loaded configuration for FIP: 4 features, 80.0% accuracy
[2025-12-08T20:35:43.502997] [DEBUG] [LOCAL     ] Loaded configuration for CATO: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.503248] [DEBUG] [LOCAL     ] Loaded configuration for DGRE: 6 features, 100.0% accuracy
[2025-12-08T20:35:43.503318] [DEBUG] [LOCAL     ] Loaded configuration for GNMA: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.503379] [DEBUG] [LOCAL     ] Loaded configuration for PBM: 2 features, 90.0% accuracy
[2025-12-08T20:35:43.503608] [DEBUG] [LOCAL     ] Loaded configuration for CWH: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.503898] [DEBUG] [LOCAL     ] Loaded configuration for SOUN: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.504151] [DEBUG] [LOCAL     ] Loaded configuration for PCN: 3 features, 100.0% accuracy
[2025-12-08T20:35:43.504438] [DEBUG] [LOCAL     ] Loaded configuration for AGZD: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.504676] [DEBUG] [LOCAL     ] Loaded configuration for SSP: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.504958] [DEBUG] [LOCAL     ] Loaded configuration for FCFS: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.505258] [DEBUG] [LOCAL     ] Loaded configuration for OTLY: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.505553] [DEBUG] [LOCAL     ] Loaded configuration for DWAS: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.505864] [DEBUG] [LOCAL     ] Loaded configuration for NPFD: 5 features, 80.0% accuracy
[2025-12-08T20:35:43.506150] [DEBUG] [LOCAL     ] Loaded configuration for NVEC: 1 features, 40.0% accuracy
[2025-12-08T20:35:43.506422] [DEBUG] [LOCAL     ] Loaded configuration for SXC: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.506694] [DEBUG] [LOCAL     ] Loaded configuration for SIBN: 1 features, 60.0% accuracy
[2025-12-08T20:35:43.506763] [DEBUG] [LOCAL     ] Loaded configuration for GPIX: 4 features, 90.0% accuracy
[2025-12-08T20:35:43.507090] [DEBUG] [LOCAL     ] Loaded configuration for MA: 2 features, 90.0% accuracy
[2025-12-08T20:35:43.507349] [DEBUG] [LOCAL     ] Loaded configuration for KNF: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.507694] [DEBUG] [LOCAL     ] Loaded configuration for WING: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.507950] [DEBUG] [LOCAL     ] Loaded configuration for YMM: 0 features, 60.0% accuracy
[2025-12-08T20:35:43.508262] [DEBUG] [LOCAL     ] Loaded configuration for FRPH: 2 features, 90.0% accuracy
[2025-12-08T20:35:43.508608] [DEBUG] [LOCAL     ] Loaded configuration for RLX: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.508878] [DEBUG] [LOCAL     ] Loaded configuration for JMSB: 4 features, 80.0% accuracy
[2025-12-08T20:35:43.508947] [DEBUG] [LOCAL     ] Loaded configuration for FRME: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.509198] [DEBUG] [LOCAL     ] Loaded configuration for OBK: 1 features, 90.0% accuracy
[2025-12-08T20:35:43.509477] [DEBUG] [LOCAL     ] Loaded configuration for LASE: 1 features, 90.0% accuracy
[2025-12-08T20:35:43.509744] [DEBUG] [LOCAL     ] Loaded configuration for OABI: 3 features, 100.0% accuracy
[2025-12-08T20:35:43.510055] [DEBUG] [LOCAL     ] Loaded configuration for CTRA: 3 features, 90.0% accuracy
[2025-12-08T20:35:43.510307] [DEBUG] [LOCAL     ] Loaded configuration for PHK: 4 features, 90.0% accuracy
[2025-12-08T20:35:43.510564] [DEBUG] [LOCAL     ] Loaded configuration for BHC: 4 features, 90.0% accuracy
[2025-12-08T20:35:43.510940] [DEBUG] [LOCAL     ] Loaded configuration for SLDP: 4 features, 80.0% accuracy
[2025-12-08T20:35:43.511219] [DEBUG] [LOCAL     ] Loaded configuration for WHD: 2 features, 90.0% accuracy
[2025-12-08T20:35:43.511489] [DEBUG] [LOCAL     ] Loaded configuration for BKN: 0 features, 70.0% accuracy
[2025-12-08T20:35:43.511758] [DEBUG] [LOCAL     ] Loaded configuration for ELF: 1 features, 50.0% accuracy
[2025-12-08T20:35:43.512009] [DEBUG] [LOCAL     ] Loaded configuration for STEL: 4 features, 60.0% accuracy
[2025-12-08T20:35:43.512311] [DEBUG] [LOCAL     ] Loaded configuration for ESGD: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.512556] [DEBUG] [LOCAL     ] Loaded configuration for TOL: 2 features, 60.0% accuracy
[2025-12-08T20:35:43.512881] [DEBUG] [LOCAL     ] Loaded configuration for LQDA: 2 features, 90.0% accuracy
[2025-12-08T20:35:43.513184] [DEBUG] [LOCAL     ] Loaded configuration for ACNB: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.513485] [DEBUG] [LOCAL     ] Loaded configuration for RERE: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.513774] [DEBUG] [LOCAL     ] Loaded configuration for BITF: 4 features, 80.0% accuracy
[2025-12-08T20:35:43.514029] [DEBUG] [LOCAL     ] Loaded configuration for KIM: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.514314] [DEBUG] [LOCAL     ] Loaded configuration for CLRB: 2 features, 50.0% accuracy
[2025-12-08T20:35:43.514605] [DEBUG] [LOCAL     ] Loaded configuration for TSN: 2 features, 60.0% accuracy
[2025-12-08T20:35:43.514896] [DEBUG] [LOCAL     ] Loaded configuration for ZUMZ: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.514964] [DEBUG] [LOCAL     ] Loaded configuration for ISSC: 4 features, 90.0% accuracy
[2025-12-08T20:35:43.515243] [DEBUG] [LOCAL     ] Loaded configuration for PRGS: 2 features, 90.0% accuracy
[2025-12-08T20:35:43.515319] [DEBUG] [LOCAL     ] Loaded configuration for ANGI: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.515561] [DEBUG] [LOCAL     ] Loaded configuration for AXTI: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.515879] [DEBUG] [LOCAL     ] Loaded configuration for MYGN: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.516167] [DEBUG] [LOCAL     ] Loaded configuration for NEO: 5 features, 80.0% accuracy
[2025-12-08T20:35:43.516489] [DEBUG] [LOCAL     ] Loaded configuration for FUND: 2 features, 90.0% accuracy
[2025-12-08T20:35:43.516786] [DEBUG] [LOCAL     ] Loaded configuration for GPRE: 1 features, 100.0% accuracy
[2025-12-08T20:35:43.517033] [DEBUG] [LOCAL     ] Loaded configuration for TGLS: 2 features, 90.0% accuracy
[2025-12-08T20:35:43.517323] [DEBUG] [LOCAL     ] Loaded configuration for VSCO: 0 features, 70.0% accuracy
[2025-12-08T20:35:43.517634] [DEBUG] [LOCAL     ] Loaded configuration for ZD: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.517896] [DEBUG] [LOCAL     ] Loaded configuration for EIC: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.518155] [DEBUG] [LOCAL     ] Loaded configuration for CB: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.518420] [DEBUG] [LOCAL     ] Loaded configuration for SMPL: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.518700] [DEBUG] [LOCAL     ] Loaded configuration for IEX: 0 features, 70.0% accuracy
[2025-12-08T20:35:43.518956] [DEBUG] [LOCAL     ] Loaded configuration for CTRM: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.519214] [DEBUG] [LOCAL     ] Loaded configuration for AXL: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.519504] [DEBUG] [LOCAL     ] Loaded configuration for UBS: 2 features, 60.0% accuracy
[2025-12-08T20:35:43.519765] [DEBUG] [LOCAL     ] Loaded configuration for RLJ: 2 features, 60.0% accuracy
[2025-12-08T20:35:43.520004] [DEBUG] [LOCAL     ] Loaded configuration for DRVN: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.520252] [DEBUG] [LOCAL     ] Loaded configuration for HRL: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.520524] [DEBUG] [LOCAL     ] Loaded configuration for FFBC: 0 features, 60.0% accuracy
[2025-12-08T20:35:43.520863] [DEBUG] [LOCAL     ] Loaded configuration for BSX: 2 features, 90.0% accuracy
[2025-12-08T20:35:43.520935] [DEBUG] [LOCAL     ] Loaded configuration for MFIN: 4 features, 80.0% accuracy
[2025-12-08T20:35:43.521187] [DEBUG] [LOCAL     ] Loaded configuration for CCK: 4 features, 100.0% accuracy
[2025-12-08T20:35:43.521477] [DEBUG] [LOCAL     ] Loaded configuration for LIN: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.521769] [DEBUG] [LOCAL     ] Loaded configuration for PFF: 2 features, 90.0% accuracy
[2025-12-08T20:35:43.522059] [DEBUG] [LOCAL     ] Loaded configuration for OFIX: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.522127] [DEBUG] [LOCAL     ] Loaded configuration for JEPQ: 6 features, 80.0% accuracy
[2025-12-08T20:35:43.522369] [DEBUG] [LOCAL     ] Loaded configuration for BTZ: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.522640] [DEBUG] [LOCAL     ] Loaded configuration for ALTS: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.522725] [DEBUG] [LOCAL     ] Loaded configuration for ALAB: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.523040] [DEBUG] [LOCAL     ] Loaded configuration for IDCC: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.523308] [DEBUG] [LOCAL     ] Loaded configuration for DOUG: 1 features, 90.0% accuracy
[2025-12-08T20:35:43.523618] [DEBUG] [LOCAL     ] Loaded configuration for ACON: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.523716] [DEBUG] [LOCAL     ] Loaded configuration for LMBS: 2 features, 90.0% accuracy
[2025-12-08T20:35:43.523797] [DEBUG] [LOCAL     ] Loaded configuration for BTMD: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.523876] [DEBUG] [LOCAL     ] Loaded configuration for COFS: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.524145] [DEBUG] [LOCAL     ] Loaded configuration for NXE: 3 features, 90.0% accuracy
[2025-12-08T20:35:43.524441] [DEBUG] [LOCAL     ] Loaded configuration for NTNX: 4 features, 70.0% accuracy
[2025-12-08T20:35:43.524775] [DEBUG] [LOCAL     ] Loaded configuration for AIRJ: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.524855] [DEBUG] [LOCAL     ] Loaded configuration for AFRM: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.525143] [DEBUG] [LOCAL     ] Loaded configuration for REGN: 1 features, 60.0% accuracy
[2025-12-08T20:35:43.525415] [DEBUG] [LOCAL     ] Loaded configuration for CACC: 1 features, 60.0% accuracy
[2025-12-08T20:35:43.525717] [DEBUG] [LOCAL     ] Loaded configuration for TMCI: 2 features, 90.0% accuracy
[2025-12-08T20:35:43.526036] [DEBUG] [LOCAL     ] Loaded configuration for DX: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.526311] [DEBUG] [LOCAL     ] Loaded configuration for CION: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.526602] [DEBUG] [LOCAL     ] Loaded configuration for IHG: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.526895] [DEBUG] [LOCAL     ] Loaded configuration for TNK: 2 features, 60.0% accuracy
[2025-12-08T20:35:43.527147] [DEBUG] [LOCAL     ] Loaded configuration for PRCH: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.527454] [DEBUG] [LOCAL     ] Loaded configuration for BNJ: 2 features, 60.0% accuracy
[2025-12-08T20:35:43.527754] [DEBUG] [LOCAL     ] Loaded configuration for WCC: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.528050] [DEBUG] [LOCAL     ] Loaded configuration for DVAX: 5 features, 90.0% accuracy
[2025-12-08T20:35:43.528290] [DEBUG] [LOCAL     ] Loaded configuration for CECO: 2 features, 90.0% accuracy
[2025-12-08T20:35:43.528599] [DEBUG] [LOCAL     ] Loaded configuration for LYG: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.528896] [DEBUG] [LOCAL     ] Loaded configuration for CADL: 1 features, 90.0% accuracy
[2025-12-08T20:35:43.529202] [DEBUG] [LOCAL     ] Loaded configuration for DG: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.529496] [DEBUG] [LOCAL     ] Loaded configuration for OSIS: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.529737] [DEBUG] [LOCAL     ] Loaded configuration for DKNG: 2 features, 90.0% accuracy
[2025-12-08T20:35:43.530026] [DEBUG] [LOCAL     ] Loaded configuration for NWE: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.530094] [DEBUG] [LOCAL     ] Loaded configuration for CODA: 0 features, 90.0% accuracy
[2025-12-08T20:35:43.530376] [DEBUG] [LOCAL     ] Loaded configuration for TTEC: 2 features, 90.0% accuracy
[2025-12-08T20:35:43.530646] [DEBUG] [LOCAL     ] Loaded configuration for KOS: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.530895] [DEBUG] [LOCAL     ] Loaded configuration for NATL: 2 features, 90.0% accuracy
[2025-12-08T20:35:43.531141] [DEBUG] [LOCAL     ] Loaded configuration for VTEX: 2 features, 90.0% accuracy
[2025-12-08T20:35:43.531430] [DEBUG] [LOCAL     ] Loaded configuration for ORGO: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.531497] [DEBUG] [LOCAL     ] Loaded configuration for LGIH: 1 features, 90.0% accuracy
[2025-12-08T20:35:43.531729] [DEBUG] [LOCAL     ] Loaded configuration for LZB: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.532030] [DEBUG] [LOCAL     ] Loaded configuration for MPB: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.532327] [DEBUG] [LOCAL     ] Loaded configuration for RICK: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.532587] [DEBUG] [LOCAL     ] Loaded configuration for IDE: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.532887] [DEBUG] [LOCAL     ] Loaded configuration for CTNM: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.533187] [DEBUG] [LOCAL     ] Loaded configuration for GOOG: 1 features, 60.0% accuracy
[2025-12-08T20:35:43.533494] [DEBUG] [LOCAL     ] Loaded configuration for JBL: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.533861] [DEBUG] [LOCAL     ] Loaded configuration for IRDM: 4 features, 80.0% accuracy
[2025-12-08T20:35:43.533937] [DEBUG] [LOCAL     ] Loaded configuration for AIP: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.534219] [DEBUG] [LOCAL     ] Loaded configuration for EDAP: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.534307] [DEBUG] [LOCAL     ] Loaded configuration for FUN: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.534599] [DEBUG] [LOCAL     ] Loaded configuration for CTO: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.534671] [DEBUG] [LOCAL     ] Loaded configuration for CPSS: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.534942] [DEBUG] [LOCAL     ] Loaded configuration for HIFS: 1 features, 90.0% accuracy
[2025-12-08T20:35:43.535249] [DEBUG] [LOCAL     ] Loaded configuration for ASPS: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.535519] [DEBUG] [LOCAL     ] Loaded configuration for ALXO: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.535894] [DEBUG] [LOCAL     ] Loaded configuration for ECC: 1 features, 50.0% accuracy
[2025-12-08T20:35:43.536229] [DEBUG] [LOCAL     ] Loaded configuration for HUMA: 4 features, 60.0% accuracy
[2025-12-08T20:35:43.536547] [DEBUG] [LOCAL     ] Loaded configuration for BG: 4 features, 70.0% accuracy
[2025-12-08T20:35:43.536886] [DEBUG] [LOCAL     ] Loaded configuration for CMPX: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.536977] [DEBUG] [LOCAL     ] Loaded configuration for ORMP: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.537263] [DEBUG] [LOCAL     ] Loaded configuration for ORKA: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.537559] [DEBUG] [LOCAL     ] Loaded configuration for THFF: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.537822] [DEBUG] [LOCAL     ] Loaded configuration for KTF: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.538108] [DEBUG] [LOCAL     ] Loaded configuration for TBLD: 0 features, 80.0% accuracy
[2025-12-08T20:35:43.538187] [DEBUG] [LOCAL     ] Loaded configuration for ACAD: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.538433] [DEBUG] [LOCAL     ] Loaded configuration for INMB: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.538727] [DEBUG] [LOCAL     ] Loaded configuration for TSQ: 3 features, 100.0% accuracy
[2025-12-08T20:35:43.538978] [DEBUG] [LOCAL     ] Loaded configuration for CNC: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.539214] [DEBUG] [LOCAL     ] Loaded configuration for LZM: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.539500] [DEBUG] [LOCAL     ] Loaded configuration for ATGE: 3 features, 60.0% accuracy
[2025-12-08T20:35:43.539754] [DEBUG] [LOCAL     ] Loaded configuration for BXMX: 4 features, 70.0% accuracy
[2025-12-08T20:35:43.539987] [DEBUG] [LOCAL     ] Loaded configuration for AQN: 2 features, 60.0% accuracy
[2025-12-08T20:35:43.540247] [DEBUG] [LOCAL     ] Loaded configuration for SPAI: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.540554] [DEBUG] [LOCAL     ] Loaded configuration for KLIC: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.540830] [DEBUG] [LOCAL     ] Loaded configuration for MBB: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.541082] [DEBUG] [LOCAL     ] Loaded configuration for RYI: 4 features, 70.0% accuracy
[2025-12-08T20:35:43.541338] [DEBUG] [LOCAL     ] Loaded configuration for HPE: 0 features, 90.0% accuracy
[2025-12-08T20:35:43.541619] [DEBUG] [LOCAL     ] Loaded configuration for MSGS: 2 features, 90.0% accuracy
[2025-12-08T20:35:43.541897] [DEBUG] [LOCAL     ] Loaded configuration for LYEL: 4 features, 70.0% accuracy
[2025-12-08T20:35:43.542162] [DEBUG] [LOCAL     ] Loaded configuration for FBIZ: 6 features, 70.0% accuracy
[2025-12-08T20:35:43.542433] [DEBUG] [LOCAL     ] Loaded configuration for VTLE: 2 features, 60.0% accuracy
[2025-12-08T20:35:43.542757] [DEBUG] [LOCAL     ] Loaded configuration for CRH: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.543069] [DEBUG] [LOCAL     ] Loaded configuration for TELO: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.543375] [DEBUG] [LOCAL     ] Loaded configuration for GHM: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.543455] [DEBUG] [LOCAL     ] Loaded configuration for FTLF: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.543754] [DEBUG] [LOCAL     ] Loaded configuration for OXLC: 4 features, 60.0% accuracy
[2025-12-08T20:35:43.543837] [DEBUG] [LOCAL     ] Loaded configuration for HSII: 1 features, 90.0% accuracy
[2025-12-08T20:35:43.544173] [DEBUG] [LOCAL     ] Loaded configuration for AFL: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.544458] [DEBUG] [LOCAL     ] Loaded configuration for FEMS: 1 features, 50.0% accuracy
[2025-12-08T20:35:43.544749] [DEBUG] [LOCAL     ] Loaded configuration for LMND: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.545002] [DEBUG] [LOCAL     ] Loaded configuration for BIPH: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.545238] [DEBUG] [LOCAL     ] Loaded configuration for BJ: 4 features, 90.0% accuracy
[2025-12-08T20:35:43.545529] [DEBUG] [LOCAL     ] Loaded configuration for ODP: 2 features, 60.0% accuracy
[2025-12-08T20:35:43.545818] [DEBUG] [LOCAL     ] Loaded configuration for BLBD: 2 features, 90.0% accuracy
[2025-12-08T20:35:43.546099] [DEBUG] [LOCAL     ] Loaded configuration for PMAX: 2 features, 100.0% accuracy
[2025-12-08T20:35:43.546384] [DEBUG] [LOCAL     ] Loaded configuration for SQNS: 5 features, 90.0% accuracy
[2025-12-08T20:35:43.546627] [DEBUG] [LOCAL     ] Loaded configuration for CNK: 4 features, 100.0% accuracy
[2025-12-08T20:35:43.546695] [DEBUG] [LOCAL     ] Loaded configuration for TSLQ: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.546918] [DEBUG] [LOCAL     ] Loaded configuration for STEM: 3 features, 100.0% accuracy
[2025-12-08T20:35:43.547179] [DEBUG] [LOCAL     ] Loaded configuration for ACHC: 1 features, 50.0% accuracy
[2025-12-08T20:35:43.547486] [DEBUG] [LOCAL     ] Loaded configuration for HLF: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.547790] [DEBUG] [LOCAL     ] Loaded configuration for PAA: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.548116] [DEBUG] [LOCAL     ] Loaded configuration for BDN: 2 features, 90.0% accuracy
[2025-12-08T20:35:43.548392] [DEBUG] [LOCAL     ] Loaded configuration for CTBI: 4 features, 60.0% accuracy
[2025-12-08T20:35:43.548722] [DEBUG] [LOCAL     ] Loaded configuration for RRGB: 2 features, 100.0% accuracy
[2025-12-08T20:35:43.549042] [DEBUG] [LOCAL     ] Loaded configuration for VOC: 2 features, 90.0% accuracy
[2025-12-08T20:35:43.549329] [DEBUG] [LOCAL     ] Loaded configuration for HWH: 3 features, 90.0% accuracy
[2025-12-08T20:35:43.549617] [DEBUG] [LOCAL     ] Loaded configuration for IMMP: 3 features, 50.0% accuracy
[2025-12-08T20:35:43.549888] [DEBUG] [LOCAL     ] Loaded configuration for HLIO: 2 features, 60.0% accuracy
[2025-12-08T20:35:43.550207] [DEBUG] [LOCAL     ] Loaded configuration for SGBX: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.550529] [DEBUG] [LOCAL     ] Loaded configuration for KBWY: 1 features, 90.0% accuracy
[2025-12-08T20:35:43.550840] [DEBUG] [LOCAL     ] Loaded configuration for JKHY: 2 features, 100.0% accuracy
[2025-12-08T20:35:43.551113] [DEBUG] [LOCAL     ] Loaded configuration for AXON: 2 features, 90.0% accuracy
[2025-12-08T20:35:43.551449] [DEBUG] [LOCAL     ] Loaded configuration for MOB: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.551742] [DEBUG] [LOCAL     ] Loaded configuration for RDVY: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.552026] [DEBUG] [LOCAL     ] Loaded configuration for PAYS: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.552312] [DEBUG] [LOCAL     ] Loaded configuration for RIME: 6 features, 80.0% accuracy
[2025-12-08T20:35:43.552603] [DEBUG] [LOCAL     ] Loaded configuration for NTRA: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.552920] [DEBUG] [LOCAL     ] Loaded configuration for OLMA: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.553187] [DEBUG] [LOCAL     ] Loaded configuration for XOM: 0 features, 70.0% accuracy
[2025-12-08T20:35:43.553544] [DEBUG] [LOCAL     ] Loaded configuration for BUG: 4 features, 60.0% accuracy
[2025-12-08T20:35:43.553888] [DEBUG] [LOCAL     ] Loaded configuration for UAA: 4 features, 80.0% accuracy
[2025-12-08T20:35:43.554203] [DEBUG] [LOCAL     ] Loaded configuration for DCO: 2 features, 60.0% accuracy
[2025-12-08T20:35:43.554469] [DEBUG] [LOCAL     ] Loaded configuration for BGS: 4 features, 80.0% accuracy
[2025-12-08T20:35:43.554762] [DEBUG] [LOCAL     ] Loaded configuration for SNY: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.555029] [DEBUG] [LOCAL     ] Loaded configuration for GWRS: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.555320] [DEBUG] [LOCAL     ] Loaded configuration for PSTG: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.555644] [DEBUG] [LOCAL     ] Loaded configuration for HUN: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.555977] [DEBUG] [LOCAL     ] Loaded configuration for ALEX: 4 features, 80.0% accuracy
[2025-12-08T20:35:43.556298] [DEBUG] [LOCAL     ] Loaded configuration for BE: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.556618] [DEBUG] [LOCAL     ] Loaded configuration for ULY: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.556936] [DEBUG] [LOCAL     ] Loaded configuration for PATH: 0 features, 60.0% accuracy
[2025-12-08T20:35:43.557222] [DEBUG] [LOCAL     ] Loaded configuration for VEL: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.557514] [DEBUG] [LOCAL     ] Loaded configuration for PFM: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.557858] [DEBUG] [LOCAL     ] Loaded configuration for AGNCL: 6 features, 90.0% accuracy
[2025-12-08T20:35:43.558146] [DEBUG] [LOCAL     ] Loaded configuration for CTRN: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.558432] [DEBUG] [LOCAL     ] Loaded configuration for ACWX: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.558723] [DEBUG] [LOCAL     ] Loaded configuration for VERX: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.558802] [DEBUG] [LOCAL     ] Loaded configuration for NB: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.559057] [DEBUG] [LOCAL     ] Loaded configuration for GUG: 1 features, 60.0% accuracy
[2025-12-08T20:35:43.559327] [DEBUG] [LOCAL     ] Loaded configuration for TX: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.559606] [DEBUG] [LOCAL     ] Loaded configuration for KN: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.559931] [DEBUG] [LOCAL     ] Loaded configuration for EVC: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.560218] [DEBUG] [LOCAL     ] Loaded configuration for RSKD: 4 features, 80.0% accuracy
[2025-12-08T20:35:43.560535] [DEBUG] [LOCAL     ] Loaded configuration for ARES: 2 features, 90.0% accuracy
[2025-12-08T20:35:43.560824] [DEBUG] [LOCAL     ] Loaded configuration for BMY: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.561109] [DEBUG] [LOCAL     ] Loaded configuration for GGLS: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.561427] [DEBUG] [LOCAL     ] Loaded configuration for BBD: 1 features, 60.0% accuracy
[2025-12-08T20:35:43.561718] [DEBUG] [LOCAL     ] Loaded configuration for GLBE: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.562006] [DEBUG] [LOCAL     ] Loaded configuration for ESTA: 4 features, 90.0% accuracy
[2025-12-08T20:35:43.562275] [DEBUG] [LOCAL     ] Loaded configuration for TOI: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.562609] [DEBUG] [LOCAL     ] Loaded configuration for NUVL: 5 features, 90.0% accuracy
[2025-12-08T20:35:43.562688] [DEBUG] [LOCAL     ] Loaded configuration for JAMF: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.562943] [DEBUG] [LOCAL     ] Loaded configuration for EDN: 5 features, 80.0% accuracy
[2025-12-08T20:35:43.563210] [DEBUG] [LOCAL     ] Loaded configuration for SPCE: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.563551] [DEBUG] [LOCAL     ] Loaded configuration for ATRO: 3 features, 90.0% accuracy
[2025-12-08T20:35:43.563652] [DEBUG] [LOCAL     ] Loaded configuration for CRON: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.563906] [DEBUG] [LOCAL     ] Loaded configuration for GLRE: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.564197] [DEBUG] [LOCAL     ] Loaded configuration for TS: 2 features, 100.0% accuracy
[2025-12-08T20:35:43.564487] [DEBUG] [LOCAL     ] Loaded configuration for VSTM: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.564777] [DEBUG] [LOCAL     ] Loaded configuration for KIDS: 0 features, 90.0% accuracy
[2025-12-08T20:35:43.565073] [DEBUG] [LOCAL     ] Loaded configuration for GTES: 7 features, 90.0% accuracy
[2025-12-08T20:35:43.565339] [DEBUG] [LOCAL     ] Loaded configuration for GRFS: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.565629] [DEBUG] [LOCAL     ] Loaded configuration for RELL: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.565890] [DEBUG] [LOCAL     ] Loaded configuration for WDH: 4 features, 80.0% accuracy
[2025-12-08T20:35:43.566185] [DEBUG] [LOCAL     ] Loaded configuration for LILA: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.566432] [DEBUG] [LOCAL     ] Loaded configuration for HIG: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.566719] [DEBUG] [LOCAL     ] Loaded configuration for NOTE: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.566955] [DEBUG] [LOCAL     ] Loaded configuration for TPZ: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.567192] [DEBUG] [LOCAL     ] Loaded configuration for APLD: 1 features, 90.0% accuracy
[2025-12-08T20:35:43.567512] [DEBUG] [LOCAL     ] Loaded configuration for FWRG: 2 features, 50.0% accuracy
[2025-12-08T20:35:43.567794] [DEBUG] [LOCAL     ] Loaded configuration for UPXI: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.568084] [DEBUG] [LOCAL     ] Loaded configuration for ALE: 4 features, 80.0% accuracy
[2025-12-08T20:35:43.568375] [DEBUG] [LOCAL     ] Loaded configuration for USXF: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.568669] [DEBUG] [LOCAL     ] Loaded configuration for ANF: 4 features, 100.0% accuracy
[2025-12-08T20:35:43.568923] [DEBUG] [LOCAL     ] Loaded configuration for ICE: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.569213] [DEBUG] [LOCAL     ] Loaded configuration for ESGE: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.569502] [DEBUG] [LOCAL     ] Loaded configuration for TBIL: 0 features, 90.0% accuracy
[2025-12-08T20:35:43.569597] [DEBUG] [LOCAL     ] Loaded configuration for FITBO: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.569831] [DEBUG] [LOCAL     ] Loaded configuration for IHS: 1 features, 90.0% accuracy
[2025-12-08T20:35:43.570075] [DEBUG] [LOCAL     ] Loaded configuration for RYAAY: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.570364] [DEBUG] [LOCAL     ] Loaded configuration for AUID: 4 features, 90.0% accuracy
[2025-12-08T20:35:43.570656] [DEBUG] [LOCAL     ] Loaded configuration for ZETA: 1 features, 90.0% accuracy
[2025-12-08T20:35:43.570944] [DEBUG] [LOCAL     ] Loaded configuration for VPLS: 2 features, 60.0% accuracy
[2025-12-08T20:35:43.571229] [DEBUG] [LOCAL     ] Loaded configuration for MEDP: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.571302] [DEBUG] [LOCAL     ] Loaded configuration for BWB: 1 features, 60.0% accuracy
[2025-12-08T20:35:43.571599] [DEBUG] [LOCAL     ] Loaded configuration for DMAC: 5 features, 70.0% accuracy
[2025-12-08T20:35:43.571855] [DEBUG] [LOCAL     ] Loaded configuration for PACB: 0 features, 70.0% accuracy
[2025-12-08T20:35:43.572090] [DEBUG] [LOCAL     ] Loaded configuration for ABG: 2 features, 90.0% accuracy
[2025-12-08T20:35:43.572349] [DEBUG] [LOCAL     ] Loaded configuration for WASH: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.572637] [DEBUG] [LOCAL     ] Loaded configuration for NFLX: 3 features, 90.0% accuracy
[2025-12-08T20:35:43.572943] [DEBUG] [LOCAL     ] Loaded configuration for DRD: 0 features, 60.0% accuracy
[2025-12-08T20:35:43.573181] [DEBUG] [LOCAL     ] Loaded configuration for FIGS: 5 features, 90.0% accuracy
[2025-12-08T20:35:43.573470] [DEBUG] [LOCAL     ] Loaded configuration for KPRX: 3 features, 90.0% accuracy
[2025-12-08T20:35:43.573761] [DEBUG] [LOCAL     ] Loaded configuration for FNB: 4 features, 80.0% accuracy
[2025-12-08T20:35:43.574045] [DEBUG] [LOCAL     ] Loaded configuration for AMCX: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.574118] [DEBUG] [LOCAL     ] Loaded configuration for CCD: 3 features, 60.0% accuracy
[2025-12-08T20:35:43.574376] [DEBUG] [LOCAL     ] Loaded configuration for TVC: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.574675] [DEBUG] [LOCAL     ] Loaded configuration for SKYE: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.574912] [DEBUG] [LOCAL     ] Loaded configuration for SPRC: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.575202] [DEBUG] [LOCAL     ] Loaded configuration for LRCX: 3 features, 66.66666666666666% accuracy
[2025-12-08T20:35:43.575490] [DEBUG] [LOCAL     ] Loaded configuration for RPTX: 0 features, 80.0% accuracy
[2025-12-08T20:35:43.575778] [DEBUG] [LOCAL     ] Loaded configuration for ETG: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.576018] [DEBUG] [LOCAL     ] Loaded configuration for DSP: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.576253] [DEBUG] [LOCAL     ] Loaded configuration for LII: 2 features, 90.0% accuracy
[2025-12-08T20:35:43.576495] [DEBUG] [LOCAL     ] Loaded configuration for SYY: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.576748] [DEBUG] [LOCAL     ] Loaded configuration for ZBIO: 2 features, 60.0% accuracy
[2025-12-08T20:35:43.576988] [DEBUG] [LOCAL     ] Loaded configuration for CGO: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.577240] [DEBUG] [LOCAL     ] Loaded configuration for FGEN: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.577496] [DEBUG] [LOCAL     ] Loaded configuration for AKRO: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.577793] [DEBUG] [LOCAL     ] Loaded configuration for HESM: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.578038] [DEBUG] [LOCAL     ] Loaded configuration for PCF: 1 features, 60.0% accuracy
[2025-12-08T20:35:43.578282] [DEBUG] [LOCAL     ] Loaded configuration for F: 0 features, 70.0% accuracy
[2025-12-08T20:35:43.578355] [DEBUG] [LOCAL     ] Loaded configuration for FEX: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.578607] [DEBUG] [LOCAL     ] Loaded configuration for ASBA: 0 features, 70.0% accuracy
[2025-12-08T20:35:43.578896] [DEBUG] [LOCAL     ] Loaded configuration for CTRE: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.578969] [DEBUG] [LOCAL     ] Loaded configuration for THG: 2 features, 60.0% accuracy
[2025-12-08T20:35:43.579216] [DEBUG] [LOCAL     ] Loaded configuration for LCID: 4 features, 70.0% accuracy
[2025-12-08T20:35:43.579461] [DEBUG] [LOCAL     ] Loaded configuration for ORC: 0 features, 80.0% accuracy
[2025-12-08T20:35:43.579758] [DEBUG] [LOCAL     ] Loaded configuration for PH: 4 features, 70.0% accuracy
[2025-12-08T20:35:43.580043] [DEBUG] [LOCAL     ] Loaded configuration for BTI: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.580116] [DEBUG] [LOCAL     ] Loaded configuration for DTM: 1 features, 60.0% accuracy
[2025-12-08T20:35:43.580395] [DEBUG] [LOCAL     ] Loaded configuration for BBVA: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.580641] [DEBUG] [LOCAL     ] Loaded configuration for DHIL: 5 features, 90.0% accuracy
[2025-12-08T20:35:43.580883] [DEBUG] [LOCAL     ] Loaded configuration for AFYA: 4 features, 90.0% accuracy
[2025-12-08T20:35:43.581178] [DEBUG] [LOCAL     ] Loaded configuration for QVAL: 4 features, 90.0% accuracy
[2025-12-08T20:35:43.581414] [DEBUG] [LOCAL     ] Loaded configuration for SCS: 1 features, 60.0% accuracy
[2025-12-08T20:35:43.581493] [DEBUG] [LOCAL     ] Loaded configuration for SNGX: 1 features, 90.0% accuracy
[2025-12-08T20:35:43.581743] [DEBUG] [LOCAL     ] Loaded configuration for SMX: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.581985] [DEBUG] [LOCAL     ] Loaded configuration for IIM: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.582281] [DEBUG] [LOCAL     ] Loaded configuration for CETY: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.582591] [DEBUG] [LOCAL     ] Loaded configuration for WKSP: 1 features, 90.0% accuracy
[2025-12-08T20:35:43.582836] [DEBUG] [LOCAL     ] Loaded configuration for BCML: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.583074] [DEBUG] [LOCAL     ] Loaded configuration for BJDX: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.583364] [DEBUG] [LOCAL     ] Loaded configuration for FTQI: 0 features, 80.0% accuracy
[2025-12-08T20:35:43.583663] [DEBUG] [LOCAL     ] Loaded configuration for CBNK: 2 features, 100.0% accuracy
[2025-12-08T20:35:43.583737] [DEBUG] [LOCAL     ] Loaded configuration for PROK: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.584016] [DEBUG] [LOCAL     ] Loaded configuration for ABVX: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.584307] [DEBUG] [LOCAL     ] Loaded configuration for KSPI: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.584604] [DEBUG] [LOCAL     ] Loaded configuration for FRSX: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.584851] [DEBUG] [LOCAL     ] Loaded configuration for AEFC: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.585139] [DEBUG] [LOCAL     ] Loaded configuration for AMDL: 5 features, 70.0% accuracy
[2025-12-08T20:35:43.585394] [DEBUG] [LOCAL     ] Loaded configuration for BRSP: 0 features, 70.0% accuracy
[2025-12-08T20:35:43.585638] [DEBUG] [LOCAL     ] Loaded configuration for SEM: 4 features, 100.0% accuracy
[2025-12-08T20:35:43.585895] [DEBUG] [LOCAL     ] Loaded configuration for SOJC: 3 features, 100.0% accuracy
[2025-12-08T20:35:43.586150] [DEBUG] [LOCAL     ] Loaded configuration for GBIO: 2 features, 60.0% accuracy
[2025-12-08T20:35:43.586436] [DEBUG] [LOCAL     ] Loaded configuration for ARDC: 0 features, 60.0% accuracy
[2025-12-08T20:35:43.586728] [DEBUG] [LOCAL     ] Loaded configuration for SVRA: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.586965] [DEBUG] [LOCAL     ] Loaded configuration for VSH: 4 features, 80.0% accuracy
[2025-12-08T20:35:43.587252] [DEBUG] [LOCAL     ] Loaded configuration for BCSF: 1 features, 60.0% accuracy
[2025-12-08T20:35:43.587323] [DEBUG] [LOCAL     ] Loaded configuration for SURG: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.587608] [DEBUG] [LOCAL     ] Loaded configuration for GAMB: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.587864] [DEBUG] [LOCAL     ] Loaded configuration for NVO: 3 features, 100.0% accuracy
[2025-12-08T20:35:43.588101] [DEBUG] [LOCAL     ] Loaded configuration for AES: 1 features, 90.0% accuracy
[2025-12-08T20:35:43.588388] [DEBUG] [LOCAL     ] Loaded configuration for SLNO: 0 features, 80.0% accuracy
[2025-12-08T20:35:43.588675] [DEBUG] [LOCAL     ] Loaded configuration for BEPH: 0 features, 80.0% accuracy
[2025-12-08T20:35:43.588974] [DEBUG] [LOCAL     ] Loaded configuration for LINC: 1 features, 90.0% accuracy
[2025-12-08T20:35:43.589047] [DEBUG] [LOCAL     ] Loaded configuration for IAE: 2 features, 50.0% accuracy
[2025-12-08T20:35:43.589324] [DEBUG] [LOCAL     ] Loaded configuration for NGG: 0 features, 80.0% accuracy
[2025-12-08T20:35:43.589609] [DEBUG] [LOCAL     ] Loaded configuration for QLYS: 1 features, 100.0% accuracy
[2025-12-08T20:35:43.589897] [DEBUG] [LOCAL     ] Loaded configuration for DFH: 2 features, 60.0% accuracy
[2025-12-08T20:35:43.590153] [DEBUG] [LOCAL     ] Loaded configuration for HCTI: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.590404] [DEBUG] [LOCAL     ] Loaded configuration for TPG: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.590692] [DEBUG] [LOCAL     ] Loaded configuration for VPG: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.590947] [DEBUG] [LOCAL     ] Loaded configuration for PHIO: 5 features, 80.0% accuracy
[2025-12-08T20:35:43.591232] [DEBUG] [LOCAL     ] Loaded configuration for CHMI: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.591518] [DEBUG] [LOCAL     ] Loaded configuration for UTI: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.591610] [DEBUG] [LOCAL     ] Loaded configuration for GPRO: 4 features, 80.0% accuracy
[2025-12-08T20:35:43.591908] [DEBUG] [LOCAL     ] Loaded configuration for STRA: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.592144] [DEBUG] [LOCAL     ] Loaded configuration for QS: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.592429] [DEBUG] [LOCAL     ] Loaded configuration for FOX: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.592671] [DEBUG] [LOCAL     ] Loaded configuration for VTOL: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.592924] [DEBUG] [LOCAL     ] Loaded configuration for PAHC: 4 features, 70.0% accuracy
[2025-12-08T20:35:43.593208] [DEBUG] [LOCAL     ] Loaded configuration for MPC: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.593462] [DEBUG] [LOCAL     ] Loaded configuration for FINX: 5 features, 80.0% accuracy
[2025-12-08T20:35:43.593755] [DEBUG] [LOCAL     ] Loaded configuration for GEF: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.593991] [DEBUG] [LOCAL     ] Loaded configuration for CHD: 4 features, 70.0% accuracy
[2025-12-08T20:35:43.594278] [DEBUG] [LOCAL     ] Loaded configuration for GDYN: 4 features, 70.0% accuracy
[2025-12-08T20:35:43.594513] [DEBUG] [LOCAL     ] Loaded configuration for PVL: 1 features, 100.0% accuracy
[2025-12-08T20:35:43.594786] [DEBUG] [LOCAL     ] Loaded configuration for TAOP: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.595022] [DEBUG] [LOCAL     ] Loaded configuration for PINE: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.595273] [DEBUG] [LOCAL     ] Loaded configuration for LTRX: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.595345] [DEBUG] [LOCAL     ] Loaded configuration for ACTG: 0 features, 90.0% accuracy
[2025-12-08T20:35:43.595622] [DEBUG] [LOCAL     ] Loaded configuration for AURA: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.595909] [DEBUG] [LOCAL     ] Loaded configuration for GBAB: 4 features, 90.0% accuracy
[2025-12-08T20:35:43.595981] [DEBUG] [LOCAL     ] Loaded configuration for DRUG: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.596208] [DEBUG] [LOCAL     ] Loaded configuration for CSGS: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.596444] [DEBUG] [LOCAL     ] Loaded configuration for FDS: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.596685] [DEBUG] [LOCAL     ] Loaded configuration for PINS: 2 features, 60.0% accuracy
[2025-12-08T20:35:43.596920] [DEBUG] [LOCAL     ] Loaded configuration for FUBO: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.597202] [DEBUG] [LOCAL     ] Loaded configuration for ZEUS: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.597273] [DEBUG] [LOCAL     ] Loaded configuration for BLMN: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.597333] [DEBUG] [LOCAL     ] Loaded configuration for CATY: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.597629] [DEBUG] [LOCAL     ] Loaded configuration for VRSK: 4 features, 80.0% accuracy
[2025-12-08T20:35:43.597890] [DEBUG] [LOCAL     ] Loaded configuration for IGI: 2 features, 60.0% accuracy
[2025-12-08T20:35:43.598141] [DEBUG] [LOCAL     ] Loaded configuration for MBIO: 4 features, 70.0% accuracy
[2025-12-08T20:35:43.598378] [DEBUG] [LOCAL     ] Loaded configuration for TAL: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.598664] [DEBUG] [LOCAL     ] Loaded configuration for TBRG: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.598951] [DEBUG] [LOCAL     ] Loaded configuration for CDNS: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.599232] [DEBUG] [LOCAL     ] Loaded configuration for SERA: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.599520] [DEBUG] [LOCAL     ] Loaded configuration for SIG: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.599614] [DEBUG] [LOCAL     ] Loaded configuration for FTXL: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.599844] [DEBUG] [LOCAL     ] Loaded configuration for AB: 4 features, 80.0% accuracy
[2025-12-08T20:35:43.600078] [DEBUG] [LOCAL     ] Loaded configuration for CBZ: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.600329] [DEBUG] [LOCAL     ] Loaded configuration for SN: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.600627] [DEBUG] [LOCAL     ] Loaded configuration for GECC: 4 features, 90.0% accuracy
[2025-12-08T20:35:43.600911] [DEBUG] [LOCAL     ] Loaded configuration for ABCL: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.601146] [DEBUG] [LOCAL     ] Loaded configuration for SPXX: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.601219] [DEBUG] [LOCAL     ] Loaded configuration for CELZ: 5 features, 90.0% accuracy
[2025-12-08T20:35:43.601468] [DEBUG] [LOCAL     ] Loaded configuration for SHOO: 1 features, 50.0% accuracy
[2025-12-08T20:35:43.601763] [DEBUG] [LOCAL     ] Loaded configuration for FND: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.602015] [DEBUG] [LOCAL     ] Loaded configuration for KTOS: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.602268] [DEBUG] [LOCAL     ] Loaded configuration for SMTI: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.602554] [DEBUG] [LOCAL     ] Loaded configuration for PACK: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.602657] [DEBUG] [LOCAL     ] Loaded configuration for TBPH: 5 features, 80.0% accuracy
[2025-12-08T20:35:43.602902] [DEBUG] [LOCAL     ] Loaded configuration for WCLD: 2 features, 90.0% accuracy
[2025-12-08T20:35:43.603185] [DEBUG] [LOCAL     ] Loaded configuration for OVID: 1 features, 100.0% accuracy
[2025-12-08T20:35:43.603437] [DEBUG] [LOCAL     ] Loaded configuration for SOPH: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.603687] [DEBUG] [LOCAL     ] Loaded configuration for PAX: 2 features, 100.0% accuracy
[2025-12-08T20:35:43.603921] [DEBUG] [LOCAL     ] Loaded configuration for GRX: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.603994] [DEBUG] [LOCAL     ] Loaded configuration for ACRS: 4 features, 90.0% accuracy
[2025-12-08T20:35:43.604240] [DEBUG] [LOCAL     ] Loaded configuration for EIG: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.604530] [DEBUG] [LOCAL     ] Loaded configuration for HCA: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.604837] [DEBUG] [LOCAL     ] Loaded configuration for ENVB: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.605120] [DEBUG] [LOCAL     ] Loaded configuration for STSS: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.605405] [DEBUG] [LOCAL     ] Loaded configuration for CMSD: 1 features, 50.0% accuracy
[2025-12-08T20:35:43.605693] [DEBUG] [LOCAL     ] Loaded configuration for PLUS: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.605764] [DEBUG] [LOCAL     ] Loaded configuration for FCBC: 3 features, 90.0% accuracy
[2025-12-08T20:35:43.606012] [DEBUG] [LOCAL     ] Loaded configuration for TEF: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.606083] [DEBUG] [LOCAL     ] Loaded configuration for GRAL: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.606359] [DEBUG] [LOCAL     ] Loaded configuration for CI: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.606645] [DEBUG] [LOCAL     ] Loaded configuration for CPRI: 1 features, 60.0% accuracy
[2025-12-08T20:35:43.606891] [DEBUG] [LOCAL     ] Loaded configuration for KIO: 4 features, 60.0% accuracy
[2025-12-08T20:35:43.607163] [DEBUG] [LOCAL     ] Loaded configuration for TVTX: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.607468] [DEBUG] [LOCAL     ] Loaded configuration for PNC: 3 features, 60.0% accuracy
[2025-12-08T20:35:43.607712] [DEBUG] [LOCAL     ] Loaded configuration for AEG: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.607996] [DEBUG] [LOCAL     ] Loaded configuration for TRNS: 2 features, 90.0% accuracy
[2025-12-08T20:35:43.608065] [DEBUG] [LOCAL     ] Loaded configuration for ALGN: 3 features, 90.0% accuracy
[2025-12-08T20:35:43.608291] [DEBUG] [LOCAL     ] Loaded configuration for CAAP: 2 features, 90.0% accuracy
[2025-12-08T20:35:43.608545] [DEBUG] [LOCAL     ] Loaded configuration for MLCO: 2 features, 60.0% accuracy
[2025-12-08T20:35:43.608821] [DEBUG] [LOCAL     ] Loaded configuration for JPC: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.609058] [DEBUG] [LOCAL     ] Loaded configuration for FSS: 2 features, 60.0% accuracy
[2025-12-08T20:35:43.609127] [DEBUG] [LOCAL     ] Loaded configuration for RGEN: 1 features, 60.0% accuracy
[2025-12-08T20:35:43.609368] [DEBUG] [LOCAL     ] Loaded configuration for SMBC: 0 features, 50.0% accuracy
[2025-12-08T20:35:43.609437] [DEBUG] [LOCAL     ] Loaded configuration for CONL: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.609688] [DEBUG] [LOCAL     ] Loaded configuration for PAL: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.609938] [DEBUG] [LOCAL     ] Loaded configuration for ELAB: 0 features, 50.0% accuracy
[2025-12-08T20:35:43.610221] [DEBUG] [LOCAL     ] Loaded configuration for UNCY: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.610454] [DEBUG] [LOCAL     ] Loaded configuration for SHO: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.610687] [DEBUG] [LOCAL     ] Loaded configuration for BELFA: 4 features, 80.0% accuracy
[2025-12-08T20:35:43.610922] [DEBUG] [LOCAL     ] Loaded configuration for HI: 4 features, 70.0% accuracy
[2025-12-08T20:35:43.610991] [DEBUG] [LOCAL     ] Loaded configuration for SRBK: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.611216] [DEBUG] [LOCAL     ] Loaded configuration for MXF: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.611500] [DEBUG] [LOCAL     ] Loaded configuration for ADUS: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.611753] [DEBUG] [LOCAL     ] Loaded configuration for VIPS: 2 features, 60.0% accuracy
[2025-12-08T20:35:43.612039] [DEBUG] [LOCAL     ] Loaded configuration for QFIN: 2 features, 60.0% accuracy
[2025-12-08T20:35:43.612326] [DEBUG] [LOCAL     ] Loaded configuration for DVY: 3 features, 100.0% accuracy
[2025-12-08T20:35:43.612596] [DEBUG] [LOCAL     ] Loaded configuration for FMX: 6 features, 80.0% accuracy
[2025-12-08T20:35:43.612888] [DEBUG] [LOCAL     ] Loaded configuration for CDXS: 5 features, 90.0% accuracy
[2025-12-08T20:35:43.613173] [DEBUG] [LOCAL     ] Loaded configuration for BFH: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.613411] [DEBUG] [LOCAL     ] Loaded configuration for OBDC: 3 features, 90.0% accuracy
[2025-12-08T20:35:43.613699] [DEBUG] [LOCAL     ] Loaded configuration for CSTL: 5 features, 90.0% accuracy
[2025-12-08T20:35:43.613984] [DEBUG] [LOCAL     ] Loaded configuration for ROE: 4 features, 90.0% accuracy
[2025-12-08T20:35:43.614229] [DEBUG] [LOCAL     ] Loaded configuration for SUZ: 5 features, 90.0% accuracy
[2025-12-08T20:35:43.614468] [DEBUG] [LOCAL     ] Loaded configuration for MKC: 2 features, 90.0% accuracy
[2025-12-08T20:35:43.614752] [DEBUG] [LOCAL     ] Loaded configuration for ARCB: 0 features, 80.0% accuracy
[2025-12-08T20:35:43.615037] [DEBUG] [LOCAL     ] Loaded configuration for TECH: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.615272] [DEBUG] [LOCAL     ] Loaded configuration for LYB: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.615513] [DEBUG] [LOCAL     ] Loaded configuration for AN: 4 features, 100.0% accuracy
[2025-12-08T20:35:43.615788] [DEBUG] [LOCAL     ] Loaded configuration for TFII: 2 features, 100.0% accuracy
[2025-12-08T20:35:43.615870] [DEBUG] [LOCAL     ] Loaded configuration for UITB: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.616113] [DEBUG] [LOCAL     ] Loaded configuration for APM: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.616350] [DEBUG] [LOCAL     ] Loaded configuration for OFG: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.616422] [DEBUG] [LOCAL     ] Loaded configuration for DGICA: 4 features, 90.0% accuracy
[2025-12-08T20:35:43.616666] [DEBUG] [LOCAL     ] Loaded configuration for NNE: 3 features, 60.0% accuracy
[2025-12-08T20:35:43.616917] [DEBUG] [LOCAL     ] Loaded configuration for NKSH: 4 features, 100.0% accuracy
[2025-12-08T20:35:43.617153] [DEBUG] [LOCAL     ] Loaded configuration for FMHI: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.617404] [DEBUG] [LOCAL     ] Loaded configuration for WDFC: 4 features, 80.0% accuracy
[2025-12-08T20:35:43.617723] [DEBUG] [LOCAL     ] Loaded configuration for QMOM: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.617957] [DEBUG] [LOCAL     ] Loaded configuration for CYH: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.618029] [DEBUG] [LOCAL     ] Loaded configuration for GGLL: 0 features, 80.0% accuracy
[2025-12-08T20:35:43.618306] [DEBUG] [LOCAL     ] Loaded configuration for MSEX: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.618604] [DEBUG] [LOCAL     ] Loaded configuration for ULH: 2 features, 60.0% accuracy
[2025-12-08T20:35:43.618891] [DEBUG] [LOCAL     ] Loaded configuration for AAP: 2 features, 90.0% accuracy
[2025-12-08T20:35:43.619142] [DEBUG] [LOCAL     ] Loaded configuration for TNYA: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.619396] [DEBUG] [LOCAL     ] Loaded configuration for CRVS: 6 features, 80.0% accuracy
[2025-12-08T20:35:43.619694] [DEBUG] [LOCAL     ] Loaded configuration for WNC: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.620003] [DEBUG] [LOCAL     ] Loaded configuration for BSSX: 5 features, 80.0% accuracy
[2025-12-08T20:35:43.620249] [DEBUG] [LOCAL     ] Loaded configuration for HNI: 1 features, 60.0% accuracy
[2025-12-08T20:35:43.620538] [DEBUG] [LOCAL     ] Loaded configuration for ENTX: 1 features, 90.0% accuracy
[2025-12-08T20:35:43.620846] [DEBUG] [LOCAL     ] Loaded configuration for IQQQ: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.621081] [DEBUG] [LOCAL     ] Loaded configuration for LHX: 4 features, 90.0% accuracy
[2025-12-08T20:35:43.621366] [DEBUG] [LOCAL     ] Loaded configuration for AM: 4 features, 90.0% accuracy
[2025-12-08T20:35:43.621660] [DEBUG] [LOCAL     ] Loaded configuration for RVMD: 0 features, 80.0% accuracy
[2025-12-08T20:35:43.621736] [DEBUG] [LOCAL     ] Loaded configuration for BABX: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.622016] [DEBUG] [LOCAL     ] Loaded configuration for QQQ: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.622316] [DEBUG] [LOCAL     ] Loaded configuration for STBA: 2 features, 90.0% accuracy
[2025-12-08T20:35:43.622563] [DEBUG] [LOCAL     ] Loaded configuration for ALTI: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.622867] [DEBUG] [LOCAL     ] Loaded configuration for PCVX: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.623107] [DEBUG] [LOCAL     ] Loaded configuration for SBSI: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.623362] [DEBUG] [LOCAL     ] Loaded configuration for IAS: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.623655] [DEBUG] [LOCAL     ] Loaded configuration for ENS: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.623892] [DEBUG] [LOCAL     ] Loaded configuration for YALA: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.624130] [DEBUG] [LOCAL     ] Loaded configuration for BSJS: 1 features, 90.0% accuracy
[2025-12-08T20:35:43.624399] [DEBUG] [LOCAL     ] Loaded configuration for VFF: 5 features, 80.0% accuracy
[2025-12-08T20:35:43.624654] [DEBUG] [LOCAL     ] Loaded configuration for WSM: 1 features, 60.0% accuracy
[2025-12-08T20:35:43.624726] [DEBUG] [LOCAL     ] Loaded configuration for SRAD: 4 features, 90.0% accuracy
[2025-12-08T20:35:43.625002] [DEBUG] [LOCAL     ] Loaded configuration for FELE: 1 features, 90.0% accuracy
[2025-12-08T20:35:43.625262] [DEBUG] [LOCAL     ] Loaded configuration for NOA: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.625503] [DEBUG] [LOCAL     ] Loaded configuration for CNXC: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.625812] [DEBUG] [LOCAL     ] Loaded configuration for YUMC: 5 features, 90.0% accuracy
[2025-12-08T20:35:43.626101] [DEBUG] [LOCAL     ] Loaded configuration for TBLA: 1 features, 60.0% accuracy
[2025-12-08T20:35:43.626343] [DEBUG] [LOCAL     ] Loaded configuration for COCO: 4 features, 70.0% accuracy
[2025-12-08T20:35:43.626596] [DEBUG] [LOCAL     ] Loaded configuration for CAAS: 0 features, 60.0% accuracy
[2025-12-08T20:35:43.626885] [DEBUG] [LOCAL     ] Loaded configuration for GES: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.627120] [DEBUG] [LOCAL     ] Loaded configuration for SANA: 0 features, 70.0% accuracy
[2025-12-08T20:35:43.627356] [DEBUG] [LOCAL     ] Loaded configuration for VTIP: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.627625] [DEBUG] [LOCAL     ] Loaded configuration for ALB: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.627700] [DEBUG] [LOCAL     ] Loaded configuration for HCSG: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.627976] [DEBUG] [LOCAL     ] Loaded configuration for REVG: 4 features, 90.0% accuracy
[2025-12-08T20:35:43.628228] [DEBUG] [LOCAL     ] Loaded configuration for TEX: 3 features, 90.0% accuracy
[2025-12-08T20:35:43.628514] [DEBUG] [LOCAL     ] Loaded configuration for NOAH: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.628819] [DEBUG] [LOCAL     ] Loaded configuration for FTAI: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.629102] [DEBUG] [LOCAL     ] Loaded configuration for FDBC: 0 features, 70.0% accuracy
[2025-12-08T20:35:43.629354] [DEBUG] [LOCAL     ] Loaded configuration for INVZ: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.629605] [DEBUG] [LOCAL     ] Loaded configuration for WULF: 3 features, 90.0% accuracy
[2025-12-08T20:35:43.629845] [DEBUG] [LOCAL     ] Loaded configuration for ASG: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.630084] [DEBUG] [LOCAL     ] Loaded configuration for CLDX: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.630377] [DEBUG] [LOCAL     ] Loaded configuration for APOS: 1 features, 60.0% accuracy
[2025-12-08T20:35:43.630617] [DEBUG] [LOCAL     ] Loaded configuration for BTF: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.630908] [DEBUG] [LOCAL     ] Loaded configuration for BIVI: 4 features, 90.0% accuracy
[2025-12-08T20:35:43.631225] [DEBUG] [LOCAL     ] Loaded configuration for BB: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.631298] [DEBUG] [LOCAL     ] Loaded configuration for IMPP: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.631543] [DEBUG] [LOCAL     ] Loaded configuration for IESC: 3 features, 90.0% accuracy
[2025-12-08T20:35:43.631811] [DEBUG] [LOCAL     ] Loaded configuration for ANGO: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.632065] [DEBUG] [LOCAL     ] Loaded configuration for RRC: 4 features, 70.0% accuracy
[2025-12-08T20:35:43.632349] [DEBUG] [LOCAL     ] Loaded configuration for RUSHB: 2 features, 100.0% accuracy
[2025-12-08T20:35:43.632603] [DEBUG] [LOCAL     ] Loaded configuration for DSX: 5 features, 100.0% accuracy
[2025-12-08T20:35:43.632894] [DEBUG] [LOCAL     ] Loaded configuration for BCS: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.633143] [DEBUG] [LOCAL     ] Loaded configuration for AGRO: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.633397] [DEBUG] [LOCAL     ] Loaded configuration for MTX: 3 features, 60.0% accuracy
[2025-12-08T20:35:43.633689] [DEBUG] [LOCAL     ] Loaded configuration for DPG: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.633952] [DEBUG] [LOCAL     ] Loaded configuration for IMNM: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.634190] [DEBUG] [LOCAL     ] Loaded configuration for BLFY: 3 features, 90.0% accuracy
[2025-12-08T20:35:43.634477] [DEBUG] [LOCAL     ] Loaded configuration for PLTK: 3 features, 90.0% accuracy
[2025-12-08T20:35:43.634711] [DEBUG] [LOCAL     ] Loaded configuration for CWK: 4 features, 70.0% accuracy
[2025-12-08T20:35:43.634950] [DEBUG] [LOCAL     ] Loaded configuration for FSK: 0 features, 70.0% accuracy
[2025-12-08T20:35:43.635185] [DEBUG] [LOCAL     ] Loaded configuration for AMZN: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.635469] [DEBUG] [LOCAL     ] Loaded configuration for IUSG: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.635759] [DEBUG] [LOCAL     ] Loaded configuration for SLVO: 0 features, 80.0% accuracy
[2025-12-08T20:35:43.635994] [DEBUG] [LOCAL     ] Loaded configuration for OCCI: 4 features, 60.0% accuracy
[2025-12-08T20:35:43.636246] [DEBUG] [LOCAL     ] Loaded configuration for XOS: 2 features, 60.0% accuracy
[2025-12-08T20:35:43.636513] [DEBUG] [LOCAL     ] Loaded configuration for GOOD: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.636771] [DEBUG] [LOCAL     ] Loaded configuration for VKTX: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.637026] [DEBUG] [LOCAL     ] Loaded configuration for INBK: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.637317] [DEBUG] [LOCAL     ] Loaded configuration for IRTC: 4 features, 90.0% accuracy
[2025-12-08T20:35:43.637389] [DEBUG] [LOCAL     ] Loaded configuration for HLAL: 4 features, 80.0% accuracy
[2025-12-08T20:35:43.637696] [DEBUG] [LOCAL     ] Loaded configuration for LI: 1 features, 60.0% accuracy
[2025-12-08T20:35:43.637988] [DEBUG] [LOCAL     ] Loaded configuration for PNI: 7 features, 80.0% accuracy
[2025-12-08T20:35:43.638285] [DEBUG] [LOCAL     ] Loaded configuration for RAMP: 4 features, 70.0% accuracy
[2025-12-08T20:35:43.638526] [DEBUG] [LOCAL     ] Loaded configuration for CHCI: 5 features, 90.0% accuracy
[2025-12-08T20:35:43.638790] [DEBUG] [LOCAL     ] Loaded configuration for FBK: 5 features, 80.0% accuracy
[2025-12-08T20:35:43.639048] [DEBUG] [LOCAL     ] Loaded configuration for EXC: 4 features, 60.0% accuracy
[2025-12-08T20:35:43.639285] [DEBUG] [LOCAL     ] Loaded configuration for CPZ: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.639589] [DEBUG] [LOCAL     ] Loaded configuration for MUFG: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.639879] [DEBUG] [LOCAL     ] Loaded configuration for PRTA: 3 features, 90.0% accuracy
[2025-12-08T20:35:43.640170] [DEBUG] [LOCAL     ] Loaded configuration for RBA: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.640405] [DEBUG] [LOCAL     ] Loaded configuration for RH: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.640642] [DEBUG] [LOCAL     ] Loaded configuration for JXN: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.640925] [DEBUG] [LOCAL     ] Loaded configuration for EVEX: 4 features, 80.0% accuracy
[2025-12-08T20:35:43.640998] [DEBUG] [LOCAL     ] Loaded configuration for LMB: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.641282] [DEBUG] [LOCAL     ] Loaded configuration for AAPL: 4 features, 90.0% accuracy
[2025-12-08T20:35:43.641567] [DEBUG] [LOCAL     ] Loaded configuration for MCRB: 3 features, 90.0% accuracy
[2025-12-08T20:35:43.641875] [DEBUG] [LOCAL     ] Loaded configuration for WLK: 5 features, 80.0% accuracy
[2025-12-08T20:35:43.642115] [DEBUG] [LOCAL     ] Loaded configuration for TNL: 1 features, 90.0% accuracy
[2025-12-08T20:35:43.642371] [DEBUG] [LOCAL     ] Loaded configuration for PBA: 4 features, 70.0% accuracy
[2025-12-08T20:35:43.642614] [DEBUG] [LOCAL     ] Loaded configuration for EVN: 1 features, 90.0% accuracy
[2025-12-08T20:35:43.642898] [DEBUG] [LOCAL     ] Loaded configuration for DDS: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.643140] [DEBUG] [LOCAL     ] Loaded configuration for KD: 6 features, 80.0% accuracy
[2025-12-08T20:35:43.643376] [DEBUG] [LOCAL     ] Loaded configuration for RHI: 2 features, 90.0% accuracy
[2025-12-08T20:35:43.643632] [DEBUG] [LOCAL     ] Loaded configuration for VALE: 3 features, 100.0% accuracy
[2025-12-08T20:35:43.643885] [DEBUG] [LOCAL     ] Loaded configuration for INVE: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.644135] [DEBUG] [LOCAL     ] Loaded configuration for EWZS: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.644389] [DEBUG] [LOCAL     ] Loaded configuration for NSSC: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.644649] [DEBUG] [LOCAL     ] Loaded configuration for KBH: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.644905] [DEBUG] [LOCAL     ] Loaded configuration for DCTH: 1 features, 90.0% accuracy
[2025-12-08T20:35:43.645142] [DEBUG] [LOCAL     ] Loaded configuration for BBSI: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.645401] [DEBUG] [LOCAL     ] Loaded configuration for CLBK: 2 features, 90.0% accuracy
[2025-12-08T20:35:43.645692] [DEBUG] [LOCAL     ] Loaded configuration for PFG: 2 features, 90.0% accuracy
[2025-12-08T20:35:43.645979] [DEBUG] [LOCAL     ] Loaded configuration for TTD: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.646278] [DEBUG] [LOCAL     ] Loaded configuration for LAD: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.647234] [DEBUG] [LOCAL     ] Loaded configuration for KMI: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.647497] [DEBUG] [LOCAL     ] Loaded configuration for PRM: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.647821] [DEBUG] [LOCAL     ] Loaded configuration for CRGO: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.647896] [DEBUG] [LOCAL     ] Loaded configuration for MUJ: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.648184] [DEBUG] [LOCAL     ] Loaded configuration for PLCE: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.648447] [DEBUG] [LOCAL     ] Loaded configuration for MAX: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.648710] [DEBUG] [LOCAL     ] Loaded configuration for LAKE: 3 features, 60.0% accuracy
[2025-12-08T20:35:43.648950] [DEBUG] [LOCAL     ] Loaded configuration for PSO: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.649187] [DEBUG] [LOCAL     ] Loaded configuration for AMBP: 3 features, 90.0% accuracy
[2025-12-08T20:35:43.649421] [DEBUG] [LOCAL     ] Loaded configuration for CDE: 3 features, 90.0% accuracy
[2025-12-08T20:35:43.649663] [DEBUG] [LOCAL     ] Loaded configuration for TRIN: 4 features, 90.0% accuracy
[2025-12-08T20:35:43.649735] [DEBUG] [LOCAL     ] Loaded configuration for FUNC: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.650017] [DEBUG] [LOCAL     ] Loaded configuration for NHTC: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.650306] [DEBUG] [LOCAL     ] Loaded configuration for MDB: 0 features, 50.0% accuracy
[2025-12-08T20:35:43.650548] [DEBUG] [LOCAL     ] Loaded configuration for MFA: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.650860] [DEBUG] [LOCAL     ] Loaded configuration for ATI: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.651146] [DEBUG] [LOCAL     ] Loaded configuration for STLD: 4 features, 90.0% accuracy
[2025-12-08T20:35:43.651431] [DEBUG] [LOCAL     ] Loaded configuration for CMP: 2 features, 90.0% accuracy
[2025-12-08T20:35:43.651723] [DEBUG] [LOCAL     ] Loaded configuration for ADBE: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.651794] [DEBUG] [LOCAL     ] Loaded configuration for HAIN: 1 features, 90.0% accuracy
[2025-12-08T20:35:43.652071] [DEBUG] [LOCAL     ] Loaded configuration for ONON: 4 features, 80.0% accuracy
[2025-12-08T20:35:43.652324] [DEBUG] [LOCAL     ] Loaded configuration for RBCAA: 3 features, 60.0% accuracy
[2025-12-08T20:35:43.652607] [DEBUG] [LOCAL     ] Loaded configuration for NDSN: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.652896] [DEBUG] [LOCAL     ] Loaded configuration for RRBI: 4 features, 60.0% accuracy
[2025-12-08T20:35:43.653177] [DEBUG] [LOCAL     ] Loaded configuration for FCNCP: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.653427] [DEBUG] [LOCAL     ] Loaded configuration for SHLS: 3 features, 90.0% accuracy
[2025-12-08T20:35:43.653681] [DEBUG] [LOCAL     ] Loaded configuration for ALZN: 3 features, 90.0% accuracy
[2025-12-08T20:35:43.653944] [DEBUG] [LOCAL     ] Loaded configuration for LYTS: 4 features, 80.0% accuracy
[2025-12-08T20:35:43.654235] [DEBUG] [LOCAL     ] Loaded configuration for GDRX: 2 features, 60.0% accuracy
[2025-12-08T20:35:43.654523] [DEBUG] [LOCAL     ] Loaded configuration for MDXG: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.654816] [DEBUG] [LOCAL     ] Loaded configuration for NEA: 3 features, 60.0% accuracy
[2025-12-08T20:35:43.655115] [DEBUG] [LOCAL     ] Loaded configuration for PNFP: 2 features, 90.0% accuracy
[2025-12-08T20:35:43.655190] [DEBUG] [LOCAL     ] Loaded configuration for AIPI: 3 features, 90.0% accuracy
[2025-12-08T20:35:43.655439] [DEBUG] [LOCAL     ] Loaded configuration for SNTI: 5 features, 90.0% accuracy
[2025-12-08T20:35:43.655728] [DEBUG] [LOCAL     ] Loaded configuration for MAN: 1 features, 60.0% accuracy
[2025-12-08T20:35:43.655987] [DEBUG] [LOCAL     ] Loaded configuration for COO: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.656224] [DEBUG] [LOCAL     ] Loaded configuration for TAC: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.656462] [DEBUG] [LOCAL     ] Loaded configuration for FBIO: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.656726] [DEBUG] [LOCAL     ] Loaded configuration for MATX: 1 features, 90.0% accuracy
[2025-12-08T20:35:43.656971] [DEBUG] [LOCAL     ] Loaded configuration for GO: 4 features, 50.0% accuracy
[2025-12-08T20:35:43.657210] [DEBUG] [LOCAL     ] Loaded configuration for SARK: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.657468] [DEBUG] [LOCAL     ] Loaded configuration for VSTS: 3 features, 90.0% accuracy
[2025-12-08T20:35:43.657734] [DEBUG] [LOCAL     ] Loaded configuration for CRVO: 4 features, 80.0% accuracy
[2025-12-08T20:35:43.658017] [DEBUG] [LOCAL     ] Loaded configuration for AGIO: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.658306] [DEBUG] [LOCAL     ] Loaded configuration for COLL: 5 features, 90.0% accuracy
[2025-12-08T20:35:43.658566] [DEBUG] [LOCAL     ] Loaded configuration for EFSC: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.658877] [DEBUG] [LOCAL     ] Loaded configuration for SLG: 4 features, 80.0% accuracy
[2025-12-08T20:35:43.658947] [DEBUG] [LOCAL     ] Loaded configuration for XTKG: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.659005] [DEBUG] [LOCAL     ] Loaded configuration for ICFI: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.659286] [DEBUG] [LOCAL     ] Loaded configuration for EQBK: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.659355] [DEBUG] [LOCAL     ] Loaded configuration for CZNC: 1 features, 60.0% accuracy
[2025-12-08T20:35:43.659413] [DEBUG] [LOCAL     ] Loaded configuration for HGTY: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.659655] [DEBUG] [LOCAL     ] Loaded configuration for PCH: 3 features, 50.0% accuracy
[2025-12-08T20:35:43.659943] [DEBUG] [LOCAL     ] Loaded configuration for OLN: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.660228] [DEBUG] [LOCAL     ] Loaded configuration for DAN: 1 features, 40.0% accuracy
[2025-12-08T20:35:43.660493] [DEBUG] [LOCAL     ] Loaded configuration for INDB: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.660788] [DEBUG] [LOCAL     ] Loaded configuration for USA: 5 features, 80.0% accuracy
[2025-12-08T20:35:43.661075] [DEBUG] [LOCAL     ] Loaded configuration for BBLG: 3 features, 100.0% accuracy
[2025-12-08T20:35:43.661143] [DEBUG] [LOCAL     ] Loaded configuration for PSCH: 4 features, 100.0% accuracy
[2025-12-08T20:35:43.661385] [DEBUG] [LOCAL     ] Loaded configuration for FMNB: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.661669] [DEBUG] [LOCAL     ] Loaded configuration for MDAI: 3 features, 60.0% accuracy
[2025-12-08T20:35:43.661903] [DEBUG] [LOCAL     ] Loaded configuration for HUBB: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.662193] [DEBUG] [LOCAL     ] Loaded configuration for BFK: 5 features, 100.0% accuracy
[2025-12-08T20:35:43.662451] [DEBUG] [LOCAL     ] Loaded configuration for GRC: 3 features, 60.0% accuracy
[2025-12-08T20:35:43.662689] [DEBUG] [LOCAL     ] Loaded configuration for GNRC: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.662972] [DEBUG] [LOCAL     ] Loaded configuration for BTA: 0 features, 80.0% accuracy
[2025-12-08T20:35:43.663257] [DEBUG] [LOCAL     ] Loaded configuration for IIIN: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.663542] [DEBUG] [LOCAL     ] Loaded configuration for MDGL: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.663800] [DEBUG] [LOCAL     ] Loaded configuration for RWAY: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.664060] [DEBUG] [LOCAL     ] Loaded configuration for TUGN: 4 features, 60.0% accuracy
[2025-12-08T20:35:43.664354] [DEBUG] [LOCAL     ] Loaded configuration for TSLA: 4 features, 80.0% accuracy
[2025-12-08T20:35:43.664425] [DEBUG] [LOCAL     ] Loaded configuration for ANIP: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.664705] [DEBUG] [LOCAL     ] Loaded configuration for AOS: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.664943] [DEBUG] [LOCAL     ] Loaded configuration for KODK: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.665015] [DEBUG] [LOCAL     ] Loaded configuration for FTCS: 0 features, 70.0% accuracy
[2025-12-08T20:35:43.665296] [DEBUG] [LOCAL     ] Loaded configuration for LITE: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.665540] [DEBUG] [LOCAL     ] Loaded configuration for DAPP: 3 features, 50.0% accuracy
[2025-12-08T20:35:43.665815] [DEBUG] [LOCAL     ] Loaded configuration for PBF: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.666102] [DEBUG] [LOCAL     ] Loaded configuration for BFC: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.666174] [DEBUG] [LOCAL     ] Loaded configuration for SLQD: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.666455] [DEBUG] [LOCAL     ] Loaded configuration for IIF: 1 features, 60.0% accuracy
[2025-12-08T20:35:43.666691] [DEBUG] [LOCAL     ] Loaded configuration for BME: 4 features, 70.0% accuracy
[2025-12-08T20:35:43.666927] [DEBUG] [LOCAL     ] Loaded configuration for OHI: 3 features, 90.0% accuracy
[2025-12-08T20:35:43.667164] [DEBUG] [LOCAL     ] Loaded configuration for VXUS: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.667663] [DEBUG] [LOCAL     ] Loaded configuration for HOTH: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.668127] [DEBUG] [LOCAL     ] Loaded configuration for BNS: 7 features, 90.0% accuracy
[2025-12-08T20:35:43.668369] [DEBUG] [LOCAL     ] Loaded configuration for AMPH: 4 features, 80.0% accuracy
[2025-12-08T20:35:43.668660] [DEBUG] [LOCAL     ] Loaded configuration for CLOA: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.668942] [DEBUG] [LOCAL     ] Loaded configuration for CDRO: 2 features, 60.0% accuracy
[2025-12-08T20:35:43.669175] [DEBUG] [LOCAL     ] Loaded configuration for OII: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.669459] [DEBUG] [LOCAL     ] Loaded configuration for REYN: 2 features, 90.0% accuracy
[2025-12-08T20:35:43.669691] [DEBUG] [LOCAL     ] Loaded configuration for TPB: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.669989] [DEBUG] [LOCAL     ] Loaded configuration for FFWM: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.670240] [DEBUG] [LOCAL     ] Loaded configuration for OCSL: 5 features, 90.0% accuracy
[2025-12-08T20:35:43.670522] [DEBUG] [LOCAL     ] Loaded configuration for OXM: 1 features, 90.0% accuracy
[2025-12-08T20:35:43.670826] [DEBUG] [LOCAL     ] Loaded configuration for LIVN: 6 features, 80.0% accuracy
[2025-12-08T20:35:43.671062] [DEBUG] [LOCAL     ] Loaded configuration for MBC: 5 features, 90.0% accuracy
[2025-12-08T20:35:43.671313] [DEBUG] [LOCAL     ] Loaded configuration for MBS: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.671562] [DEBUG] [LOCAL     ] Loaded configuration for IMMX: 4 features, 90.0% accuracy
[2025-12-08T20:35:43.671652] [DEBUG] [LOCAL     ] Loaded configuration for BWMN: 4 features, 60.0% accuracy
[2025-12-08T20:35:43.671929] [DEBUG] [LOCAL     ] Loaded configuration for ARRY: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.671998] [DEBUG] [LOCAL     ] Loaded configuration for FITB: 4 features, 80.0% accuracy
[2025-12-08T20:35:43.672230] [DEBUG] [LOCAL     ] Loaded configuration for ALTG: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.672480] [DEBUG] [LOCAL     ] Loaded configuration for CING: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.672758] [DEBUG] [LOCAL     ] Loaded configuration for SE: 4 features, 80.0% accuracy
[2025-12-08T20:35:43.673004] [DEBUG] [LOCAL     ] Loaded configuration for PANL: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.673241] [DEBUG] [LOCAL     ] Loaded configuration for PD: 4 features, 90.0% accuracy
[2025-12-08T20:35:43.673482] [DEBUG] [LOCAL     ] Loaded configuration for HIMS: 4 features, 70.0% accuracy
[2025-12-08T20:35:43.673768] [DEBUG] [LOCAL     ] Loaded configuration for KRMD: 3 features, 50.0% accuracy
[2025-12-08T20:35:43.674048] [DEBUG] [LOCAL     ] Loaded configuration for LPG: 1 features, 50.0% accuracy
[2025-12-08T20:35:43.674115] [DEBUG] [LOCAL     ] Loaded configuration for BIIB: 3 features, 50.0% accuracy
[2025-12-08T20:35:43.674337] [DEBUG] [LOCAL     ] Loaded configuration for PDI: 5 features, 90.0% accuracy
[2025-12-08T20:35:43.674567] [DEBUG] [LOCAL     ] Loaded configuration for APGE: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.674819] [DEBUG] [LOCAL     ] Loaded configuration for XPOF: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.675066] [DEBUG] [LOCAL     ] Loaded configuration for JHX: 2 features, 90.0% accuracy
[2025-12-08T20:35:43.675314] [DEBUG] [LOCAL     ] Loaded configuration for CYTK: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.675596] [DEBUG] [LOCAL     ] Loaded configuration for HFRO: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.675877] [DEBUG] [LOCAL     ] Loaded configuration for PNQI: 2 features, 90.0% accuracy
[2025-12-08T20:35:43.676108] [DEBUG] [LOCAL     ] Loaded configuration for COP: 2 features, 90.0% accuracy
[2025-12-08T20:35:43.676340] [DEBUG] [LOCAL     ] Loaded configuration for COLD: 0 features, 80.0% accuracy
[2025-12-08T20:35:43.676408] [DEBUG] [LOCAL     ] Loaded configuration for ATXS: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.676635] [DEBUG] [LOCAL     ] Loaded configuration for BCAL: 1 features, 90.0% accuracy
[2025-12-08T20:35:43.676922] [DEBUG] [LOCAL     ] Loaded configuration for HTLD: 2 features, 60.0% accuracy
[2025-12-08T20:35:43.677168] [DEBUG] [LOCAL     ] Loaded configuration for PBYI: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.677466] [DEBUG] [LOCAL     ] Loaded configuration for ZLAB: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.677718] [DEBUG] [LOCAL     ] Loaded configuration for UNFI: 2 features, 60.0% accuracy
[2025-12-08T20:35:43.677971] [DEBUG] [LOCAL     ] Loaded configuration for KVYO: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.678217] [DEBUG] [LOCAL     ] Loaded configuration for PAYX: 3 features, 60.0% accuracy
[2025-12-08T20:35:43.678283] [DEBUG] [LOCAL     ] Loaded configuration for BATRA: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.678520] [DEBUG] [LOCAL     ] Loaded configuration for LUNG: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.678823] [DEBUG] [LOCAL     ] Loaded configuration for PAY: 5 features, 70.0% accuracy
[2025-12-08T20:35:43.679102] [DEBUG] [LOCAL     ] Loaded configuration for VMO: 1 features, 60.0% accuracy
[2025-12-08T20:35:43.679333] [DEBUG] [LOCAL     ] Loaded configuration for BEPI: 4 features, 90.0% accuracy
[2025-12-08T20:35:43.679598] [DEBUG] [LOCAL     ] Loaded configuration for BALL: 1 features, 50.0% accuracy
[2025-12-08T20:35:43.679832] [DEBUG] [LOCAL     ] Loaded configuration for RYTM: 5 features, 80.0% accuracy
[2025-12-08T20:35:43.680112] [DEBUG] [LOCAL     ] Loaded configuration for TRP: 1 features, 60.0% accuracy
[2025-12-08T20:35:43.680341] [DEBUG] [LOCAL     ] Loaded configuration for JBND: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.680602] [DEBUG] [LOCAL     ] Loaded configuration for NCNO: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.680883] [DEBUG] [LOCAL     ] Loaded configuration for KLXE: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.681170] [DEBUG] [LOCAL     ] Loaded configuration for SF: 5 features, 90.0% accuracy
[2025-12-08T20:35:43.681419] [DEBUG] [LOCAL     ] Loaded configuration for GOVI: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.681651] [DEBUG] [LOCAL     ] Loaded configuration for GPK: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.681931] [DEBUG] [LOCAL     ] Loaded configuration for CTAS: 3 features, 90.0% accuracy
[2025-12-08T20:35:43.682217] [DEBUG] [LOCAL     ] Loaded configuration for ATRA: 0 features, 70.0% accuracy
[2025-12-08T20:35:43.682451] [DEBUG] [LOCAL     ] Loaded configuration for VOTE: 5 features, 80.0% accuracy
[2025-12-08T20:35:43.682745] [DEBUG] [LOCAL     ] Loaded configuration for RSSS: 2 features, 50.0% accuracy
[2025-12-08T20:35:43.683035] [DEBUG] [LOCAL     ] Loaded configuration for DGX: 4 features, 50.0% accuracy
[2025-12-08T20:35:43.683267] [DEBUG] [LOCAL     ] Loaded configuration for PM: 4 features, 60.0% accuracy
[2025-12-08T20:35:43.683515] [DEBUG] [LOCAL     ] Loaded configuration for MANH: 1 features, 90.0% accuracy
[2025-12-08T20:35:43.683791] [DEBUG] [LOCAL     ] Loaded configuration for GLPG: 3 features, 90.0% accuracy
[2025-12-08T20:35:43.684077] [DEBUG] [LOCAL     ] Loaded configuration for ODD: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.684327] [DEBUG] [LOCAL     ] Loaded configuration for JSM: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.684607] [DEBUG] [LOCAL     ] Loaded configuration for LLYVA: 4 features, 80.0% accuracy
[2025-12-08T20:35:43.684838] [DEBUG] [LOCAL     ] Loaded configuration for VGI: 4 features, 80.0% accuracy
[2025-12-08T20:35:43.685118] [DEBUG] [LOCAL     ] Loaded configuration for JKS: 2 features, 90.0% accuracy
[2025-12-08T20:35:43.685399] [DEBUG] [LOCAL     ] Loaded configuration for TBBK: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.685631] [DEBUG] [LOCAL     ] Loaded configuration for RXRX: 4 features, 70.0% accuracy
[2025-12-08T20:35:43.685911] [DEBUG] [LOCAL     ] Loaded configuration for CNTA: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.686233] [DEBUG] [LOCAL     ] Loaded configuration for HNRG: 2 features, 90.0% accuracy
[2025-12-08T20:35:43.686595] [DEBUG] [LOCAL     ] Loaded configuration for ACB: 2 features, 60.0% accuracy
[2025-12-08T20:35:43.687341] [DEBUG] [LOCAL     ] Loaded configuration for VMD: 1 features, 90.0% accuracy
[2025-12-08T20:35:43.687443] [DEBUG] [LOCAL     ] Loaded configuration for GOCO: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.687714] [DEBUG] [LOCAL     ] Loaded configuration for NRXP: 4 features, 80.0% accuracy
[2025-12-08T20:35:43.687964] [DEBUG] [LOCAL     ] Loaded configuration for AFCG: 2 features, 90.0% accuracy
[2025-12-08T20:35:43.688262] [DEBUG] [LOCAL     ] Loaded configuration for PAAS: 1 features, 60.0% accuracy
[2025-12-08T20:35:43.688333] [DEBUG] [LOCAL     ] Loaded configuration for CPS: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.688596] [DEBUG] [LOCAL     ] Loaded configuration for CVS: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.688918] [DEBUG] [LOCAL     ] Loaded configuration for BGC: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.689211] [DEBUG] [LOCAL     ] Loaded configuration for CROX: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.689498] [DEBUG] [LOCAL     ] Loaded configuration for HTOO: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.689801] [DEBUG] [LOCAL     ] Loaded configuration for NEON: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.689870] [DEBUG] [LOCAL     ] Loaded configuration for JACK: 3 features, 90.0% accuracy
[2025-12-08T20:35:43.690138] [DEBUG] [LOCAL     ] Loaded configuration for BRAG: 3 features, 60.0% accuracy
[2025-12-08T20:35:43.690394] [DEBUG] [LOCAL     ] Loaded configuration for CUBI: 2 features, 50.0% accuracy
[2025-12-08T20:35:43.690631] [DEBUG] [LOCAL     ] Loaded configuration for ASB: 0 features, 70.0% accuracy
[2025-12-08T20:35:43.690866] [DEBUG] [LOCAL     ] Loaded configuration for BCO: 2 features, 60.0% accuracy
[2025-12-08T20:35:43.690934] [DEBUG] [LOCAL     ] Loaded configuration for ENTG: 0 features, 70.0% accuracy
[2025-12-08T20:35:43.691187] [DEBUG] [LOCAL     ] Loaded configuration for SYM: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.691473] [DEBUG] [LOCAL     ] Loaded configuration for HP: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.691713] [DEBUG] [LOCAL     ] Loaded configuration for CGTX: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.691997] [DEBUG] [LOCAL     ] Loaded configuration for IQ: 4 features, 80.0% accuracy
[2025-12-08T20:35:43.692067] [DEBUG] [LOCAL     ] Loaded configuration for UDMY: 0 features, 90.0% accuracy
[2025-12-08T20:35:43.692329] [DEBUG] [LOCAL     ] Loaded configuration for BBWI: 3 features, 90.0% accuracy
[2025-12-08T20:35:43.692595] [DEBUG] [LOCAL     ] Loaded configuration for FLUX: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.692667] [DEBUG] [LOCAL     ] Loaded configuration for IOVA: 4 features, 80.0% accuracy
[2025-12-08T20:35:43.692944] [DEBUG] [LOCAL     ] Loaded configuration for MCY: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.693229] [DEBUG] [LOCAL     ] Loaded configuration for MREO: 0 features, 70.0% accuracy
[2025-12-08T20:35:43.693517] [DEBUG] [LOCAL     ] Loaded configuration for JCE: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.693773] [DEBUG] [LOCAL     ] Loaded configuration for MYE: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.694010] [DEBUG] [LOCAL     ] Loaded configuration for BSCY: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.694264] [DEBUG] [LOCAL     ] Loaded configuration for USIO: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.694500] [DEBUG] [LOCAL     ] Loaded configuration for BLCO: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.694797] [DEBUG] [LOCAL     ] Loaded configuration for PFIS: 1 features, 100.0% accuracy
[2025-12-08T20:35:43.695030] [DEBUG] [LOCAL     ] Loaded configuration for BZUN: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.695275] [DEBUG] [LOCAL     ] Loaded configuration for META: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.695521] [DEBUG] [LOCAL     ] Loaded configuration for CRVL: 1 features, 90.0% accuracy
[2025-12-08T20:35:43.695804] [DEBUG] [LOCAL     ] Loaded configuration for FRGE: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.696106] [DEBUG] [LOCAL     ] Loaded configuration for KLAC: 1 features, 60.0% accuracy
[2025-12-08T20:35:43.696357] [DEBUG] [LOCAL     ] Loaded configuration for NBN: 4 features, 80.0% accuracy
[2025-12-08T20:35:43.696642] [DEBUG] [LOCAL     ] Loaded configuration for SEIC: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.696923] [DEBUG] [LOCAL     ] Loaded configuration for ETO: 4 features, 90.0% accuracy
[2025-12-08T20:35:43.697206] [DEBUG] [LOCAL     ] Loaded configuration for MTRX: 2 features, 90.0% accuracy
[2025-12-08T20:35:43.697494] [DEBUG] [LOCAL     ] Loaded configuration for MDLZ: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.697565] [DEBUG] [LOCAL     ] Loaded configuration for CBSH: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.697833] [DEBUG] [LOCAL     ] Loaded configuration for AXP: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.698082] [DEBUG] [LOCAL     ] Loaded configuration for MIGI: 2 features, 90.0% accuracy
[2025-12-08T20:35:43.698369] [DEBUG] [LOCAL     ] Loaded configuration for RMI: 3 features, 90.0% accuracy
[2025-12-08T20:35:43.698652] [DEBUG] [LOCAL     ] Loaded configuration for JBI: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.698883] [DEBUG] [LOCAL     ] Loaded configuration for NAD: 4 features, 80.0% accuracy
[2025-12-08T20:35:43.699130] [DEBUG] [LOCAL     ] Loaded configuration for FMB: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.699409] [DEBUG] [LOCAL     ] Loaded configuration for ULBI: 3 features, 60.0% accuracy
[2025-12-08T20:35:43.699691] [DEBUG] [LOCAL     ] Loaded configuration for IBN: 4 features, 80.0% accuracy
[2025-12-08T20:35:43.699974] [DEBUG] [LOCAL     ] Loaded configuration for BCX: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.700204] [DEBUG] [LOCAL     ] Loaded configuration for IBTH: 2 features, 60.0% accuracy
[2025-12-08T20:35:43.700452] [DEBUG] [LOCAL     ] Loaded configuration for PTH: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.700685] [DEBUG] [LOCAL     ] Loaded configuration for BPRN: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.700916] [DEBUG] [LOCAL     ] Loaded configuration for XYL: 3 features, 100.0% accuracy
[2025-12-08T20:35:43.701167] [DEBUG] [LOCAL     ] Loaded configuration for GGG: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.701413] [DEBUG] [LOCAL     ] Loaded configuration for AMN: 2 features, 90.0% accuracy
[2025-12-08T20:35:43.701714] [DEBUG] [LOCAL     ] Loaded configuration for SSRM: 2 features, 90.0% accuracy
[2025-12-08T20:35:43.701942] [DEBUG] [LOCAL     ] Loaded configuration for TORO: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.702015] [DEBUG] [LOCAL     ] Loaded configuration for IBRX: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.702236] [DEBUG] [LOCAL     ] Loaded configuration for ETD: 1 features, 60.0% accuracy
[2025-12-08T20:35:43.702518] [DEBUG] [LOCAL     ] Loaded configuration for BGSF: 1 features, 60.0% accuracy
[2025-12-08T20:35:43.702783] [DEBUG] [LOCAL     ] Loaded configuration for TEI: 2 features, 60.0% accuracy
[2025-12-08T20:35:43.703016] [DEBUG] [LOCAL     ] Loaded configuration for GRVY: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.703292] [DEBUG] [LOCAL     ] Loaded configuration for VRA: 2 features, 90.0% accuracy
[2025-12-08T20:35:43.703588] [DEBUG] [LOCAL     ] Loaded configuration for LDI: 2 features, 60.0% accuracy
[2025-12-08T20:35:43.703870] [DEBUG] [LOCAL     ] Loaded configuration for FTEK: 0 features, 70.0% accuracy
[2025-12-08T20:35:43.704099] [DEBUG] [LOCAL     ] Loaded configuration for RLTY: 1 features, 60.0% accuracy
[2025-12-08T20:35:43.704330] [DEBUG] [LOCAL     ] Loaded configuration for AGI: 4 features, 70.0% accuracy
[2025-12-08T20:35:43.704595] [DEBUG] [LOCAL     ] Loaded configuration for WEC: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.704842] [DEBUG] [LOCAL     ] Loaded configuration for PBI: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.705120] [DEBUG] [LOCAL     ] Loaded configuration for HCC: 4 features, 80.0% accuracy
[2025-12-08T20:35:43.705399] [DEBUG] [LOCAL     ] Loaded configuration for USTB: 0 features, 80.0% accuracy
[2025-12-08T20:35:43.705679] [DEBUG] [LOCAL     ] Loaded configuration for CIB: 3 features, 90.0% accuracy
[2025-12-08T20:35:43.705960] [DEBUG] [LOCAL     ] Loaded configuration for USAC: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.706193] [DEBUG] [LOCAL     ] Loaded configuration for FBNC: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.706439] [DEBUG] [LOCAL     ] Loaded configuration for VEON: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.706694] [DEBUG] [LOCAL     ] Loaded configuration for WDI: 2 features, 60.0% accuracy
[2025-12-08T20:35:43.706994] [DEBUG] [LOCAL     ] Loaded configuration for AGD: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.707242] [DEBUG] [LOCAL     ] Loaded configuration for LFVN: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.707492] [DEBUG] [LOCAL     ] Loaded configuration for KYN: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.707748] [DEBUG] [LOCAL     ] Loaded configuration for RLMD: 4 features, 80.0% accuracy
[2025-12-08T20:35:43.708031] [DEBUG] [LOCAL     ] Loaded configuration for BLDP: 2 features, 60.0% accuracy
[2025-12-08T20:35:43.708263] [DEBUG] [LOCAL     ] Loaded configuration for CHRD: 1 features, 40.0% accuracy
[2025-12-08T20:35:43.708548] [DEBUG] [LOCAL     ] Loaded configuration for CSTM: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.708802] [DEBUG] [LOCAL     ] Loaded configuration for BIPI: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.709035] [DEBUG] [LOCAL     ] Loaded configuration for VONE: 2 features, 90.0% accuracy
[2025-12-08T20:35:43.709315] [DEBUG] [LOCAL     ] Loaded configuration for RDY: 4 features, 90.0% accuracy
[2025-12-08T20:35:43.709596] [DEBUG] [LOCAL     ] Loaded configuration for SHCO: 0 features, 70.0% accuracy
[2025-12-08T20:35:43.709830] [DEBUG] [LOCAL     ] Loaded configuration for BILL: 4 features, 80.0% accuracy
[2025-12-08T20:35:43.710110] [DEBUG] [LOCAL     ] Loaded configuration for THC: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.710356] [DEBUG] [LOCAL     ] Loaded configuration for SUI: 2 features, 60.0% accuracy
[2025-12-08T20:35:43.710639] [DEBUG] [LOCAL     ] Loaded configuration for PAXS: 2 features, 60.0% accuracy
[2025-12-08T20:35:43.710888] [DEBUG] [LOCAL     ] Loaded configuration for HFWA: 2 features, 60.0% accuracy
[2025-12-08T20:35:43.711120] [DEBUG] [LOCAL     ] Loaded configuration for UHS: 0 features, 70.0% accuracy
[2025-12-08T20:35:43.711353] [DEBUG] [LOCAL     ] Loaded configuration for DRS: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.711597] [DEBUG] [LOCAL     ] Loaded configuration for MEGI: 2 features, 60.0% accuracy
[2025-12-08T20:35:43.711885] [DEBUG] [LOCAL     ] Loaded configuration for BIRK: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.712114] [DEBUG] [LOCAL     ] Loaded configuration for BHK: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.712395] [DEBUG] [LOCAL     ] Loaded configuration for AREC: 0 features, 60.0% accuracy
[2025-12-08T20:35:43.712665] [DEBUG] [LOCAL     ] Loaded configuration for NDAQ: 1 features, 90.0% accuracy
[2025-12-08T20:35:43.712928] [DEBUG] [LOCAL     ] Loaded configuration for INVH: 2 features, 90.0% accuracy
[2025-12-08T20:35:43.713211] [DEBUG] [LOCAL     ] Loaded configuration for FICO: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.713497] [DEBUG] [LOCAL     ] Loaded configuration for PENN: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.713754] [DEBUG] [LOCAL     ] Loaded configuration for GPI: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.714008] [DEBUG] [LOCAL     ] Loaded configuration for GGB: 1 features, 90.0% accuracy
[2025-12-08T20:35:43.714283] [DEBUG] [LOCAL     ] Loaded configuration for CFFN: 3 features, 90.0% accuracy
[2025-12-08T20:35:43.714532] [DEBUG] [LOCAL     ] Loaded configuration for WD: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.714826] [DEBUG] [LOCAL     ] Loaded configuration for SOXX: 4 features, 90.0% accuracy
[2025-12-08T20:35:43.715168] [DEBUG] [LOCAL     ] Loaded configuration for PSX: 1 features, 90.0% accuracy
[2025-12-08T20:35:43.715472] [DEBUG] [LOCAL     ] Loaded configuration for IBM: 1 features, 100.0% accuracy
[2025-12-08T20:35:43.715545] [DEBUG] [LOCAL     ] Loaded configuration for CERS: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.715862] [DEBUG] [LOCAL     ] Loaded configuration for RAIL: 7 features, 100.0% accuracy
[2025-12-08T20:35:43.716131] [DEBUG] [LOCAL     ] Loaded configuration for NIO: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.716430] [DEBUG] [LOCAL     ] Loaded configuration for TSLX: 5 features, 90.0% accuracy
[2025-12-08T20:35:43.716696] [DEBUG] [LOCAL     ] Loaded configuration for PNRG: 4 features, 60.0% accuracy
[2025-12-08T20:35:43.716932] [DEBUG] [LOCAL     ] Loaded configuration for VLO: 4 features, 100.0% accuracy
[2025-12-08T20:35:43.717166] [DEBUG] [LOCAL     ] Loaded configuration for ALGS: 1 features, 50.0% accuracy
[2025-12-08T20:35:43.717440] [DEBUG] [LOCAL     ] Loaded configuration for MSA: 4 features, 100.0% accuracy
[2025-12-08T20:35:43.717689] [DEBUG] [LOCAL     ] Loaded configuration for PFE: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.717924] [DEBUG] [LOCAL     ] Loaded configuration for QTWO: 2 features, 60.0% accuracy
[2025-12-08T20:35:43.717990] [DEBUG] [LOCAL     ] Loaded configuration for IEF: 3 features, 100.0% accuracy
[2025-12-08T20:35:43.718047] [DEBUG] [LOCAL     ] Loaded configuration for TXO: 5 features, 80.0% accuracy
[2025-12-08T20:35:43.718332] [DEBUG] [LOCAL     ] Loaded configuration for KSCP: 1 features, 60.0% accuracy
[2025-12-08T20:35:43.718622] [DEBUG] [LOCAL     ] Loaded configuration for QQQX: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.718856] [DEBUG] [LOCAL     ] Loaded configuration for AKBA: 1 features, 60.0% accuracy
[2025-12-08T20:35:43.719139] [DEBUG] [LOCAL     ] Loaded configuration for HOLX: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.719423] [DEBUG] [LOCAL     ] Loaded configuration for MUE: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.719674] [DEBUG] [LOCAL     ] Loaded configuration for PODD: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.719920] [DEBUG] [LOCAL     ] Loaded configuration for BSCQ: 2 features, 90.0% accuracy
[2025-12-08T20:35:43.720201] [DEBUG] [LOCAL     ] Loaded configuration for EHAB: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.720451] [DEBUG] [LOCAL     ] Loaded configuration for SIMO: 5 features, 80.0% accuracy
[2025-12-08T20:35:43.720521] [DEBUG] [LOCAL     ] Loaded configuration for PDFS: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.720769] [DEBUG] [LOCAL     ] Loaded configuration for CGBD: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.722595] [DEBUG] [LOCAL     ] Loaded configuration for TEM: 4 features, 90.0% accuracy
[2025-12-08T20:35:43.722675] [DEBUG] [LOCAL     ] Loaded configuration for EA: 3 features, 60.0% accuracy
[2025-12-08T20:35:43.722912] [DEBUG] [LOCAL     ] Loaded configuration for EMD: 5 features, 70.0% accuracy
[2025-12-08T20:35:43.723157] [DEBUG] [LOCAL     ] Loaded configuration for NX: 3 features, 60.0% accuracy
[2025-12-08T20:35:43.723399] [DEBUG] [LOCAL     ] Loaded configuration for ARTNA: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.723667] [DEBUG] [LOCAL     ] Loaded configuration for NTES: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.723937] [DEBUG] [LOCAL     ] Loaded configuration for CIGI: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.724230] [DEBUG] [LOCAL     ] Loaded configuration for HMC: 3 features, 90.0% accuracy
[2025-12-08T20:35:43.724516] [DEBUG] [LOCAL     ] Loaded configuration for CHSCL: 2 features, 90.0% accuracy
[2025-12-08T20:35:43.724783] [DEBUG] [LOCAL     ] Loaded configuration for NMIH: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.725034] [DEBUG] [LOCAL     ] Loaded configuration for MIND: 6 features, 80.0% accuracy
[2025-12-08T20:35:43.726033] [DEBUG] [LOCAL     ] Loaded configuration for POWI: 3 features, 90.0% accuracy
[2025-12-08T20:35:43.726339] [DEBUG] [LOCAL     ] Loaded configuration for EC: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.726598] [DEBUG] [LOCAL     ] Loaded configuration for ATLC: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.727076] [DEBUG] [LOCAL     ] Loaded configuration for RING: 4 features, 80.0% accuracy
[2025-12-08T20:35:43.727314] [DEBUG] [LOCAL     ] Loaded configuration for NPO: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.727632] [DEBUG] [LOCAL     ] Loaded configuration for ISRG: 1 features, 60.0% accuracy
[2025-12-08T20:35:43.727898] [DEBUG] [LOCAL     ] Loaded configuration for BPYPM: 4 features, 100.0% accuracy
[2025-12-08T20:35:43.728198] [DEBUG] [LOCAL     ] Loaded configuration for TCPC: 4 features, 90.0% accuracy
[2025-12-08T20:35:43.728506] [DEBUG] [LOCAL     ] Loaded configuration for QQQJ: 5 features, 90.0% accuracy
[2025-12-08T20:35:43.728629] [DEBUG] [LOCAL     ] Loaded configuration for FOSL: 3 features, 90.0% accuracy
[2025-12-08T20:35:43.728940] [DEBUG] [LOCAL     ] Loaded configuration for ACVA: 2 features, 60.0% accuracy
[2025-12-08T20:35:43.729012] [DEBUG] [LOCAL     ] Loaded configuration for GLDD: 3 features, 60.0% accuracy
[2025-12-08T20:35:43.729298] [DEBUG] [LOCAL     ] Loaded configuration for BWAY: 6 features, 80.0% accuracy
[2025-12-08T20:35:43.729600] [DEBUG] [LOCAL     ] Loaded configuration for USOY: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.729839] [DEBUG] [LOCAL     ] Loaded configuration for PTA: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.730127] [DEBUG] [LOCAL     ] Loaded configuration for SCZ: 0 features, 60.0% accuracy
[2025-12-08T20:35:43.730413] [DEBUG] [LOCAL     ] Loaded configuration for TCOM: 1 features, 60.0% accuracy
[2025-12-08T20:35:43.730485] [DEBUG] [LOCAL     ] Loaded configuration for LPSN: 2 features, 100.0% accuracy
[2025-12-08T20:35:43.730717] [DEBUG] [LOCAL     ] Loaded configuration for FLEX: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.731000] [DEBUG] [LOCAL     ] Loaded configuration for RPAY: 5 features, 80.0% accuracy
[2025-12-08T20:35:43.731258] [DEBUG] [LOCAL     ] Loaded configuration for IGF: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.731543] [DEBUG] [LOCAL     ] Loaded configuration for PSC: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.731854] [DEBUG] [LOCAL     ] Loaded configuration for SQM: 1 features, 60.0% accuracy
[2025-12-08T20:35:43.732141] [DEBUG] [LOCAL     ] Loaded configuration for AME: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.732393] [DEBUG] [LOCAL     ] Loaded configuration for PRIM: 0 features, 70.0% accuracy
[2025-12-08T20:35:43.732682] [DEBUG] [LOCAL     ] Loaded configuration for FSCO: 5 features, 80.0% accuracy
[2025-12-08T20:35:43.739352] [DEBUG] [LOCAL     ] Loaded configuration for BTSG: 4 features, 70.0% accuracy
[2025-12-08T20:35:43.739622] [DEBUG] [LOCAL     ] Loaded configuration for DD: 1 features, 60.0% accuracy
[2025-12-08T20:35:43.739920] [DEBUG] [LOCAL     ] Loaded configuration for SHFS: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.740176] [DEBUG] [LOCAL     ] Loaded configuration for VVOS: 4 features, 60.0% accuracy
[2025-12-08T20:35:43.740422] [DEBUG] [LOCAL     ] Loaded configuration for GNTX: 6 features, 80.0% accuracy
[2025-12-08T20:35:43.740493] [DEBUG] [LOCAL     ] Loaded configuration for FPXI: 4 features, 80.0% accuracy
[2025-12-08T20:35:43.740770] [DEBUG] [LOCAL     ] Loaded configuration for FISI: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.741071] [DEBUG] [LOCAL     ] Loaded configuration for AAL: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.741326] [DEBUG] [LOCAL     ] Loaded configuration for TTEK: 3 features, 60.0% accuracy
[2025-12-08T20:35:43.741392] [DEBUG] [LOCAL     ] Loaded configuration for MILN: 1 features, 90.0% accuracy
[2025-12-08T20:35:43.741456] [DEBUG] [LOCAL     ] Loaded configuration for BANF: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.741687] [DEBUG] [LOCAL     ] Loaded configuration for RZC: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.741917] [DEBUG] [LOCAL     ] Loaded configuration for SA: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.742168] [DEBUG] [LOCAL     ] Loaded configuration for EXPD: 1 features, 90.0% accuracy
[2025-12-08T20:35:43.742418] [DEBUG] [LOCAL     ] Loaded configuration for LGCL: 1 features, 50.0% accuracy
[2025-12-08T20:35:43.742666] [DEBUG] [LOCAL     ] Loaded configuration for DDOG: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.742897] [DEBUG] [LOCAL     ] Loaded configuration for STM: 4 features, 70.0% accuracy
[2025-12-08T20:35:43.743177] [DEBUG] [LOCAL     ] Loaded configuration for CDL: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.743408] [DEBUG] [LOCAL     ] Loaded configuration for CORZZ: 0 features, 70.0% accuracy
[2025-12-08T20:35:43.743705] [DEBUG] [LOCAL     ] Loaded configuration for HASI: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.744017] [DEBUG] [LOCAL     ] Loaded configuration for ORLY: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.744301] [DEBUG] [LOCAL     ] Loaded configuration for TERN: 1 features, 90.0% accuracy
[2025-12-08T20:35:43.744366] [DEBUG] [LOCAL     ] Loaded configuration for ITIC: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.744639] [DEBUG] [LOCAL     ] Loaded configuration for MEC: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.744920] [DEBUG] [LOCAL     ] Loaded configuration for KOD: 4 features, 90.0% accuracy
[2025-12-08T20:35:43.745205] [DEBUG] [LOCAL     ] Loaded configuration for TLK: 1 features, 60.0% accuracy
[2025-12-08T20:35:43.745462] [DEBUG] [LOCAL     ] Loaded configuration for KRP: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.745747] [DEBUG] [LOCAL     ] Loaded configuration for APP: 0 features, 80.0% accuracy
[2025-12-08T20:35:43.746028] [DEBUG] [LOCAL     ] Loaded configuration for IRWD: 1 features, 60.0% accuracy
[2025-12-08T20:35:43.746268] [DEBUG] [LOCAL     ] Loaded configuration for ECL: 2 features, 60.0% accuracy
[2025-12-08T20:35:43.746546] [DEBUG] [LOCAL     ] Loaded configuration for LOCO: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.746633] [DEBUG] [LOCAL     ] Loaded configuration for BCTX: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.746886] [DEBUG] [LOCAL     ] Loaded configuration for FEPI: 3 features, 100.0% accuracy
[2025-12-08T20:35:43.747133] [DEBUG] [LOCAL     ] Loaded configuration for KRO: 1 features, 50.0% accuracy
[2025-12-08T20:35:43.747411] [DEBUG] [LOCAL     ] Loaded configuration for FDUS: 2 features, 90.0% accuracy
[2025-12-08T20:35:43.747686] [DEBUG] [LOCAL     ] Loaded configuration for MLP: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.747945] [DEBUG] [LOCAL     ] Loaded configuration for WSBF: 4 features, 70.0% accuracy
[2025-12-08T20:35:43.748197] [DEBUG] [LOCAL     ] Loaded configuration for SWIM: 3 features, 90.0% accuracy
[2025-12-08T20:35:43.748454] [DEBUG] [LOCAL     ] Loaded configuration for NTAP: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.748742] [DEBUG] [LOCAL     ] Loaded configuration for OLLI: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.749026] [DEBUG] [LOCAL     ] Loaded configuration for PRZO: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.749324] [DEBUG] [LOCAL     ] Loaded configuration for AMD: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.749565] [DEBUG] [LOCAL     ] Loaded configuration for WHG: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.749819] [DEBUG] [LOCAL     ] Loaded configuration for BOOM: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.749887] [DEBUG] [LOCAL     ] Loaded configuration for MD: 1 features, 60.0% accuracy
[2025-12-08T20:35:43.750160] [DEBUG] [LOCAL     ] Loaded configuration for BFAM: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.750443] [DEBUG] [LOCAL     ] Loaded configuration for CMTL: 0 features, 90.0% accuracy
[2025-12-08T20:35:43.750696] [DEBUG] [LOCAL     ] Loaded configuration for ASGI: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.750944] [DEBUG] [LOCAL     ] Loaded configuration for NBBK: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.751194] [DEBUG] [LOCAL     ] Loaded configuration for ASH: 1 features, 90.0% accuracy
[2025-12-08T20:35:43.751443] [DEBUG] [LOCAL     ] Loaded configuration for LEA: 3 features, 90.0% accuracy
[2025-12-08T20:35:43.751725] [DEBUG] [LOCAL     ] Loaded configuration for NWBI: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.751975] [DEBUG] [LOCAL     ] Loaded configuration for TARK: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.752055] [DEBUG] [LOCAL     ] Loaded configuration for OPBK: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.752328] [DEBUG] [LOCAL     ] Loaded configuration for AUTL: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.752394] [DEBUG] [LOCAL     ] Loaded configuration for AEI: 1 features, 90.0% accuracy
[2025-12-08T20:35:43.752669] [DEBUG] [LOCAL     ] Loaded configuration for HQY: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.752952] [DEBUG] [LOCAL     ] Loaded configuration for EXP: 5 features, 90.0% accuracy
[2025-12-08T20:35:43.753235] [DEBUG] [LOCAL     ] Loaded configuration for ONL: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.753519] [DEBUG] [LOCAL     ] Loaded configuration for UFO: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.753896] [DEBUG] [LOCAL     ] Loaded configuration for POAI: 2 features, 90.0% accuracy
[2025-12-08T20:35:43.754361] [DEBUG] [LOCAL     ] Loaded configuration for MLYS: 1 features, 50.0% accuracy
[2025-12-08T20:35:43.754635] [DEBUG] [LOCAL     ] Loaded configuration for LBRDA: 1 features, 60.0% accuracy
[2025-12-08T20:35:43.754886] [DEBUG] [LOCAL     ] Loaded configuration for SHEL: 2 features, 90.0% accuracy
[2025-12-08T20:35:43.755152] [DEBUG] [LOCAL     ] Loaded configuration for MGNI: 2 features, 90.0% accuracy
[2025-12-08T20:35:43.755419] [DEBUG] [LOCAL     ] Loaded configuration for FTSM: 1 features, 90.0% accuracy
[2025-12-08T20:35:43.755674] [DEBUG] [LOCAL     ] Loaded configuration for TXG: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.755926] [DEBUG] [LOCAL     ] Loaded configuration for STXE: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.756160] [DEBUG] [LOCAL     ] Loaded configuration for CM: 4 features, 90.0% accuracy
[2025-12-08T20:35:43.756454] [DEBUG] [LOCAL     ] Loaded configuration for MS: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.756711] [DEBUG] [LOCAL     ] Loaded configuration for COKE: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.756964] [DEBUG] [LOCAL     ] Loaded configuration for HIMX: 4 features, 80.0% accuracy
[2025-12-08T20:35:43.757200] [DEBUG] [LOCAL     ] Loaded configuration for AVGO: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.757495] [DEBUG] [LOCAL     ] Loaded configuration for NNY: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.757739] [DEBUG] [LOCAL     ] Loaded configuration for EE: 0 features, 70.0% accuracy
[2025-12-08T20:35:43.757978] [DEBUG] [LOCAL     ] Loaded configuration for AGCO: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.758268] [DEBUG] [LOCAL     ] Loaded configuration for OPFI: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.758591] [DEBUG] [LOCAL     ] Loaded configuration for ADSK: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.758838] [DEBUG] [LOCAL     ] Loaded configuration for FF: 1 features, 60.0% accuracy
[2025-12-08T20:35:43.759133] [DEBUG] [LOCAL     ] Loaded configuration for FDX: 1 features, 60.0% accuracy
[2025-12-08T20:35:43.759201] [DEBUG] [LOCAL     ] Loaded configuration for ARKO: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.759477] [DEBUG] [LOCAL     ] Loaded configuration for SWBI: 3 features, 60.0% accuracy
[2025-12-08T20:35:43.759757] [DEBUG] [LOCAL     ] Loaded configuration for PERI: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.760039] [DEBUG] [LOCAL     ] Loaded configuration for WLDS: 0 features, 90.0% accuracy
[2025-12-08T20:35:43.760273] [DEBUG] [LOCAL     ] Loaded configuration for NSP: 4 features, 80.0% accuracy
[2025-12-08T20:35:43.760525] [DEBUG] [LOCAL     ] Loaded configuration for WES: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.760798] [DEBUG] [LOCAL     ] Loaded configuration for CHY: 5 features, 80.0% accuracy
[2025-12-08T20:35:43.761084] [DEBUG] [LOCAL     ] Loaded configuration for HIPO: 4 features, 70.0% accuracy
[2025-12-08T20:35:43.761318] [DEBUG] [LOCAL     ] Loaded configuration for FHN: 4 features, 80.0% accuracy
[2025-12-08T20:35:43.761385] [DEBUG] [LOCAL     ] Loaded configuration for PAGP: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.761631] [DEBUG] [LOCAL     ] Loaded configuration for INSG: 3 features, 90.0% accuracy
[2025-12-08T20:35:43.761867] [DEBUG] [LOCAL     ] Loaded configuration for LH: 3 features, 90.0% accuracy
[2025-12-08T20:35:43.762151] [DEBUG] [LOCAL     ] Loaded configuration for AIRG: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.762438] [DEBUG] [LOCAL     ] Loaded configuration for CETX: 0 features, 90.0% accuracy
[2025-12-08T20:35:43.762724] [DEBUG] [LOCAL     ] Loaded configuration for LITM: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.762963] [DEBUG] [LOCAL     ] Loaded configuration for API: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.763251] [DEBUG] [LOCAL     ] Loaded configuration for UEIC: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.763537] [DEBUG] [LOCAL     ] Loaded configuration for MSFL: 5 features, 70.0% accuracy
[2025-12-08T20:35:43.763626] [DEBUG] [LOCAL     ] Loaded configuration for BIRD: 3 features, 60.0% accuracy
[2025-12-08T20:35:43.763904] [DEBUG] [LOCAL     ] Loaded configuration for EVF: 0 features, 90.0% accuracy
[2025-12-08T20:35:43.764187] [DEBUG] [LOCAL     ] Loaded configuration for RMAX: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.764254] [DEBUG] [LOCAL     ] Loaded configuration for JDZG: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.764500] [DEBUG] [LOCAL     ] Loaded configuration for KEP: 2 features, 90.0% accuracy
[2025-12-08T20:35:43.764787] [DEBUG] [LOCAL     ] Loaded configuration for PCTY: 5 features, 60.0% accuracy
[2025-12-08T20:35:43.765051] [DEBUG] [LOCAL     ] Loaded configuration for OPXS: 5 features, 80.0% accuracy
[2025-12-08T20:35:43.765337] [DEBUG] [LOCAL     ] Loaded configuration for NVDA: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.765604] [DEBUG] [LOCAL     ] Loaded configuration for RAVE: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.765842] [DEBUG] [LOCAL     ] Loaded configuration for CIF: 1 features, 90.0% accuracy
[2025-12-08T20:35:43.766076] [DEBUG] [LOCAL     ] Loaded configuration for ENVA: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.766363] [DEBUG] [LOCAL     ] Loaded configuration for MCHI: 2 features, 90.0% accuracy
[2025-12-08T20:35:43.766646] [DEBUG] [LOCAL     ] Loaded configuration for VREX: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.766881] [DEBUG] [LOCAL     ] Loaded configuration for SHAK: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.767135] [DEBUG] [LOCAL     ] Loaded configuration for VC: 4 features, 90.0% accuracy
[2025-12-08T20:35:43.767435] [DEBUG] [LOCAL     ] Loaded configuration for H: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.767786] [DEBUG] [LOCAL     ] Loaded configuration for BLD: 2 features, 50.0% accuracy
[2025-12-08T20:35:43.768207] [DEBUG] [LOCAL     ] Loaded configuration for TSM: 6 features, 70.0% accuracy
[2025-12-08T20:35:43.768614] [DEBUG] [LOCAL     ] Loaded configuration for CMPO: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.768969] [DEBUG] [LOCAL     ] Loaded configuration for TRVG: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.769281] [DEBUG] [LOCAL     ] Loaded configuration for PLAB: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.769350] [DEBUG] [LOCAL     ] Loaded configuration for DGII: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.769653] [DEBUG] [LOCAL     ] Loaded configuration for INCY: 6 features, 80.0% accuracy
[2025-12-08T20:35:43.769924] [DEBUG] [LOCAL     ] Loaded configuration for CGABL: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.770185] [DEBUG] [LOCAL     ] Loaded configuration for SO: 3 features, 100.0% accuracy
[2025-12-08T20:35:43.770430] [DEBUG] [LOCAL     ] Loaded configuration for JOF: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.770500] [DEBUG] [LOCAL     ] Loaded configuration for EBON: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.770778] [DEBUG] [LOCAL     ] Loaded configuration for AWF: 1 features, 60.0% accuracy
[2025-12-08T20:35:43.771029] [DEBUG] [LOCAL     ] Loaded configuration for M: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.771262] [DEBUG] [LOCAL     ] Loaded configuration for TREE: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.771511] [DEBUG] [LOCAL     ] Loaded configuration for PRGO: 5 features, 90.0% accuracy
[2025-12-08T20:35:43.771760] [DEBUG] [LOCAL     ] Loaded configuration for DSM: 2 features, 60.0% accuracy
[2025-12-08T20:35:43.772049] [DEBUG] [LOCAL     ] Loaded configuration for FMN: 4 features, 90.0% accuracy
[2025-12-08T20:35:43.772304] [DEBUG] [LOCAL     ] Loaded configuration for MTB: 4 features, 60.0% accuracy
[2025-12-08T20:35:43.772554] [DEBUG] [LOCAL     ] Loaded configuration for DNP: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.772798] [DEBUG] [LOCAL     ] Loaded configuration for EAF: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.773079] [DEBUG] [LOCAL     ] Loaded configuration for JNJ: 5 features, 80.0% accuracy
[2025-12-08T20:35:43.773312] [DEBUG] [LOCAL     ] Loaded configuration for CELC: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.773584] [DEBUG] [LOCAL     ] Loaded configuration for MFI: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.773843] [DEBUG] [LOCAL     ] Loaded configuration for INM: 0 features, 70.0% accuracy
[2025-12-08T20:35:43.774077] [DEBUG] [LOCAL     ] Loaded configuration for BEEM: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.774356] [DEBUG] [LOCAL     ] Loaded configuration for PLUG: 3 features, 90.0% accuracy
[2025-12-08T20:35:43.774637] [DEBUG] [LOCAL     ] Loaded configuration for CHSCN: 3 features, 90.0% accuracy
[2025-12-08T20:35:43.774901] [DEBUG] [LOCAL     ] Loaded configuration for PGJ: 1 features, 90.0% accuracy
[2025-12-08T20:35:43.775192] [DEBUG] [LOCAL     ] Loaded configuration for RGS: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.775481] [DEBUG] [LOCAL     ] Loaded configuration for GDS: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.775764] [DEBUG] [LOCAL     ] Loaded configuration for HE: 3 features, 60.0% accuracy
[2025-12-08T20:35:43.775832] [DEBUG] [LOCAL     ] Loaded configuration for CHI: 4 features, 60.0% accuracy
[2025-12-08T20:35:43.776106] [DEBUG] [LOCAL     ] Loaded configuration for BAH: 5 features, 70.0% accuracy
[2025-12-08T20:35:43.776389] [DEBUG] [LOCAL     ] Loaded configuration for FEIM: 0 features, 50.0% accuracy
[2025-12-08T20:35:43.776662] [DEBUG] [LOCAL     ] Loaded configuration for OPEN: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.776911] [DEBUG] [LOCAL     ] Loaded configuration for LYRA: 5 features, 90.0% accuracy
[2025-12-08T20:35:43.777158] [DEBUG] [LOCAL     ] Loaded configuration for SNCY: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.777460] [DEBUG] [LOCAL     ] Loaded configuration for ARGX: 4 features, 60.0% accuracy
[2025-12-08T20:35:43.777746] [DEBUG] [LOCAL     ] Loaded configuration for CDNA: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.777994] [DEBUG] [LOCAL     ] Loaded configuration for URNJ: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.778239] [DEBUG] [LOCAL     ] Loaded configuration for MARA: 3 features, 60.0% accuracy
[2025-12-08T20:35:43.778501] [DEBUG] [LOCAL     ] Loaded configuration for MTD: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.778771] [DEBUG] [LOCAL     ] Loaded configuration for OBIO: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.779005] [DEBUG] [LOCAL     ] Loaded configuration for CRDF: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.779092] [DEBUG] [LOCAL     ] Loaded configuration for WAY: 5 features, 70.0% accuracy
[2025-12-08T20:35:43.779322] [DEBUG] [LOCAL     ] Loaded configuration for COWG: 4 features, 80.0% accuracy
[2025-12-08T20:35:43.779552] [DEBUG] [LOCAL     ] Loaded configuration for CRDO: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.779819] [DEBUG] [LOCAL     ] Loaded configuration for SMWB: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.780103] [DEBUG] [LOCAL     ] Loaded configuration for AGYS: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.780335] [DEBUG] [LOCAL     ] Loaded configuration for BMO: 2 features, 60.0% accuracy
[2025-12-08T20:35:43.780597] [DEBUG] [LOCAL     ] Loaded configuration for ARQQ: 3 features, 60.0% accuracy
[2025-12-08T20:35:43.780667] [DEBUG] [LOCAL     ] Loaded configuration for BNDX: 6 features, 70.0% accuracy
[2025-12-08T20:35:43.780911] [DEBUG] [LOCAL     ] Loaded configuration for CMTG: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.781142] [DEBUG] [LOCAL     ] Loaded configuration for CAC: 3 features, 60.0% accuracy
[2025-12-08T20:35:43.781425] [DEBUG] [LOCAL     ] Loaded configuration for ABVE: 3 features, 50.0% accuracy
[2025-12-08T20:35:43.781679] [DEBUG] [LOCAL     ] Loaded configuration for GPIQ: 3 features, 90.0% accuracy
[2025-12-08T20:35:43.781958] [DEBUG] [LOCAL     ] Loaded configuration for AMTX: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.782237] [DEBUG] [LOCAL     ] Loaded configuration for CEVA: 4 features, 80.0% accuracy
[2025-12-08T20:35:43.782468] [DEBUG] [LOCAL     ] Loaded configuration for CPK: 1 features, 90.0% accuracy
[2025-12-08T20:35:43.782718] [DEBUG] [LOCAL     ] Loaded configuration for IBCP: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.782950] [DEBUG] [LOCAL     ] Loaded configuration for PFS: 1 features, 60.0% accuracy
[2025-12-08T20:35:43.783197] [DEBUG] [LOCAL     ] Loaded configuration for ROCK: 3 features, 60.0% accuracy
[2025-12-08T20:35:43.783264] [DEBUG] [LOCAL     ] Loaded configuration for IMRX: 4 features, 80.0% accuracy
[2025-12-08T20:35:43.783506] [DEBUG] [LOCAL     ] Loaded configuration for NRC: 5 features, 90.0% accuracy
[2025-12-08T20:35:43.783775] [DEBUG] [LOCAL     ] Loaded configuration for WDS: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.784009] [DEBUG] [LOCAL     ] Loaded configuration for NIC: 5 features, 100.0% accuracy
[2025-12-08T20:35:43.784296] [DEBUG] [LOCAL     ] Loaded configuration for WPC: 0 features, 60.0% accuracy
[2025-12-08T20:35:43.784551] [DEBUG] [LOCAL     ] Loaded configuration for UAL: 2 features, 90.0% accuracy
[2025-12-08T20:35:43.784800] [DEBUG] [LOCAL     ] Loaded configuration for NOMD: 1 features, 90.0% accuracy
[2025-12-08T20:35:43.785082] [DEBUG] [LOCAL     ] Loaded configuration for CAPL: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.785331] [DEBUG] [LOCAL     ] Loaded configuration for INGN: 4 features, 90.0% accuracy
[2025-12-08T20:35:43.785561] [DEBUG] [LOCAL     ] Loaded configuration for BOC: 2 features, 90.0% accuracy
[2025-12-08T20:35:43.785822] [DEBUG] [LOCAL     ] Loaded configuration for PKG: 0 features, 80.0% accuracy
[2025-12-08T20:35:43.786087] [DEBUG] [LOCAL     ] Loaded configuration for CE: 4 features, 90.0% accuracy
[2025-12-08T20:35:43.786358] [DEBUG] [LOCAL     ] Loaded configuration for TWFG: 2 features, 90.0% accuracy
[2025-12-08T20:35:43.786616] [DEBUG] [LOCAL     ] Loaded configuration for MGTX: 2 features, 90.0% accuracy
[2025-12-08T20:35:43.786853] [DEBUG] [LOCAL     ] Loaded configuration for BBN: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.787101] [DEBUG] [LOCAL     ] Loaded configuration for RILYZ: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.787381] [DEBUG] [LOCAL     ] Loaded configuration for FTHM: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.787702] [DEBUG] [LOCAL     ] Loaded configuration for VSDA: 4 features, 80.0% accuracy
[2025-12-08T20:35:43.787941] [DEBUG] [LOCAL     ] Loaded configuration for DSGN: 5 features, 80.0% accuracy
[2025-12-08T20:35:43.788175] [DEBUG] [LOCAL     ] Loaded configuration for VONG: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.788428] [DEBUG] [LOCAL     ] Loaded configuration for NRP: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.788736] [DEBUG] [LOCAL     ] Loaded configuration for KFY: 2 features, 90.0% accuracy
[2025-12-08T20:35:43.788971] [DEBUG] [LOCAL     ] Loaded configuration for GPJA: 2 features, 60.0% accuracy
[2025-12-08T20:35:43.789251] [DEBUG] [LOCAL     ] Loaded configuration for EARN: 3 features, 60.0% accuracy
[2025-12-08T20:35:43.789519] [DEBUG] [LOCAL     ] Loaded configuration for PRO: 4 features, 80.0% accuracy
[2025-12-08T20:35:43.789819] [DEBUG] [LOCAL     ] Loaded configuration for OTIS: 2 features, 60.0% accuracy
[2025-12-08T20:35:43.790092] [DEBUG] [LOCAL     ] Loaded configuration for RYN: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.790332] [DEBUG] [LOCAL     ] Loaded configuration for CRML: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.790619] [DEBUG] [LOCAL     ] Loaded configuration for UGI: 2 features, 90.0% accuracy
[2025-12-08T20:35:43.790868] [DEBUG] [LOCAL     ] Loaded configuration for XEL: 4 features, 80.0% accuracy
[2025-12-08T20:35:43.791148] [DEBUG] [LOCAL     ] Loaded configuration for MCK: 3 features, 90.0% accuracy
[2025-12-08T20:35:43.791427] [DEBUG] [LOCAL     ] Loaded configuration for MG: 2 features, 60.0% accuracy
[2025-12-08T20:35:43.791712] [DEBUG] [LOCAL     ] Loaded configuration for RGCO: 3 features, 90.0% accuracy
[2025-12-08T20:35:43.791968] [DEBUG] [LOCAL     ] Loaded configuration for PTY: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.792215] [DEBUG] [LOCAL     ] Loaded configuration for ASLE: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.792510] [DEBUG] [LOCAL     ] Loaded configuration for TECX: 5 features, 80.0% accuracy
[2025-12-08T20:35:43.792601] [DEBUG] [LOCAL     ] Loaded configuration for ECPG: 1 features, 100.0% accuracy
[2025-12-08T20:35:43.792855] [DEBUG] [LOCAL     ] Loaded configuration for SONO: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.793176] [DEBUG] [LOCAL     ] Loaded configuration for SKM: 0 features, 80.0% accuracy
[2025-12-08T20:35:43.793423] [DEBUG] [LOCAL     ] Loaded configuration for AEO: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.793491] [DEBUG] [LOCAL     ] Loaded configuration for FSLY: 2 features, 90.0% accuracy
[2025-12-08T20:35:43.793776] [DEBUG] [LOCAL     ] Loaded configuration for PETS: 4 features, 80.0% accuracy
[2025-12-08T20:35:43.793850] [DEBUG] [LOCAL     ] Loaded configuration for CVRX: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.794162] [DEBUG] [LOCAL     ] Loaded configuration for RACE: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.794399] [DEBUG] [LOCAL     ] Loaded configuration for ASPN: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.794696] [DEBUG] [LOCAL     ] Loaded configuration for BHVN: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.794982] [DEBUG] [LOCAL     ] Loaded configuration for AVD: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.795236] [DEBUG] [LOCAL     ] Loaded configuration for LVO: 1 features, 50.0% accuracy
[2025-12-08T20:35:43.795519] [DEBUG] [LOCAL     ] Loaded configuration for FDIF: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.795822] [DEBUG] [LOCAL     ] Loaded configuration for ODFL: 2 features, 90.0% accuracy
[2025-12-08T20:35:43.795891] [DEBUG] [LOCAL     ] Loaded configuration for DGLY: 0 features, 70.0% accuracy
[2025-12-08T20:35:43.796118] [DEBUG] [LOCAL     ] Loaded configuration for BMBL: 4 features, 60.0% accuracy
[2025-12-08T20:35:43.796401] [DEBUG] [LOCAL     ] Loaded configuration for CTBB: 4 features, 90.0% accuracy
[2025-12-08T20:35:43.796693] [DEBUG] [LOCAL     ] Loaded configuration for MIY: 1 features, 60.0% accuracy
[2025-12-08T20:35:43.796925] [DEBUG] [LOCAL     ] Loaded configuration for EVTC: 5 features, 90.0% accuracy
[2025-12-08T20:35:43.797218] [DEBUG] [LOCAL     ] Loaded configuration for HXL: 2 features, 60.0% accuracy
[2025-12-08T20:35:43.797472] [DEBUG] [LOCAL     ] Loaded configuration for PEO: 5 features, 80.0% accuracy
[2025-12-08T20:35:43.797713] [DEBUG] [LOCAL     ] Loaded configuration for ATRC: 3 features, 90.0% accuracy
[2025-12-08T20:35:43.798005] [DEBUG] [LOCAL     ] Loaded configuration for WIA: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.798322] [DEBUG] [LOCAL     ] Loaded configuration for BDTX: 3 features, 90.0% accuracy
[2025-12-08T20:35:43.798607] [DEBUG] [LOCAL     ] Loaded configuration for BLCN: 4 features, 90.0% accuracy
[2025-12-08T20:35:43.798836] [DEBUG] [LOCAL     ] Loaded configuration for HIO: 4 features, 60.0% accuracy
[2025-12-08T20:35:43.798903] [DEBUG] [LOCAL     ] Loaded configuration for GASS: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.799125] [DEBUG] [LOCAL     ] Loaded configuration for GSBD: 1 features, 50.0% accuracy
[2025-12-08T20:35:43.799402] [DEBUG] [LOCAL     ] Loaded configuration for MSBI: 6 features, 90.0% accuracy
[2025-12-08T20:35:43.799672] [DEBUG] [LOCAL     ] Loaded configuration for BHFAO: 2 features, 90.0% accuracy
[2025-12-08T20:35:43.799948] [DEBUG] [LOCAL     ] Loaded configuration for RNA: 4 features, 50.0% accuracy
[2025-12-08T20:35:43.800200] [DEBUG] [LOCAL     ] Loaded configuration for PTLO: 5 features, 70.0% accuracy
[2025-12-08T20:35:43.800483] [DEBUG] [LOCAL     ] Loaded configuration for ALC: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.800770] [DEBUG] [LOCAL     ] Loaded configuration for TSL: 3 features, 90.0% accuracy
[2025-12-08T20:35:43.801061] [DEBUG] [LOCAL     ] Loaded configuration for BZH: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.801306] [DEBUG] [LOCAL     ] Loaded configuration for SOJE: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.801558] [DEBUG] [LOCAL     ] Loaded configuration for BAM: 5 features, 100.0% accuracy
[2025-12-08T20:35:43.801831] [DEBUG] [LOCAL     ] Loaded configuration for TMUS: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.802068] [DEBUG] [LOCAL     ] Loaded configuration for CCI: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.802319] [DEBUG] [LOCAL     ] Loaded configuration for NMG: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.802562] [DEBUG] [LOCAL     ] Loaded configuration for YETI: 0 features, 60.0% accuracy
[2025-12-08T20:35:43.802817] [DEBUG] [LOCAL     ] Loaded configuration for PHI: 4 features, 80.0% accuracy
[2025-12-08T20:35:43.803100] [DEBUG] [LOCAL     ] Loaded configuration for UHG: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.803169] [DEBUG] [LOCAL     ] Loaded configuration for SNA: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.803412] [DEBUG] [LOCAL     ] Loaded configuration for WWD: 0 features, 70.0% accuracy
[2025-12-08T20:35:43.803698] [DEBUG] [LOCAL     ] Loaded configuration for GTN: 2 features, 50.0% accuracy
[2025-12-08T20:35:43.803979] [DEBUG] [LOCAL     ] Loaded configuration for HEI: 2 features, 90.0% accuracy
[2025-12-08T20:35:43.804228] [DEBUG] [LOCAL     ] Loaded configuration for XTIA: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.804511] [DEBUG] [LOCAL     ] Loaded configuration for RMM: 1 features, 90.0% accuracy
[2025-12-08T20:35:43.804760] [DEBUG] [LOCAL     ] Loaded configuration for DIOD: 2 features, 90.0% accuracy
[2025-12-08T20:35:43.805013] [DEBUG] [LOCAL     ] Loaded configuration for WEN: 0 features, 80.0% accuracy
[2025-12-08T20:35:43.805298] [DEBUG] [LOCAL     ] Loaded configuration for QQQY: 4 features, 70.0% accuracy
[2025-12-08T20:35:43.805597] [DEBUG] [LOCAL     ] Loaded configuration for DBI: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.805853] [DEBUG] [LOCAL     ] Loaded configuration for OPK: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.806135] [DEBUG] [LOCAL     ] Loaded configuration for MCRI: 3 features, 90.0% accuracy
[2025-12-08T20:35:43.806375] [DEBUG] [LOCAL     ] Loaded configuration for LAC: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.806607] [DEBUG] [LOCAL     ] Loaded configuration for FBP: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.806687] [DEBUG] [LOCAL     ] Loaded configuration for TTE: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.806988] [DEBUG] [LOCAL     ] Loaded configuration for TALO: 1 features, 60.0% accuracy
[2025-12-08T20:35:43.807332] [DEBUG] [LOCAL     ] Loaded configuration for LUCD: 3 features, 50.0% accuracy
[2025-12-08T20:35:43.807721] [DEBUG] [LOCAL     ] Loaded configuration for EVGN: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.808041] [DEBUG] [LOCAL     ] Loaded configuration for CG: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.808333] [DEBUG] [LOCAL     ] Loaded configuration for AXGN: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.808683] [DEBUG] [LOCAL     ] Loaded configuration for DHF: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.808794] [DEBUG] [LOCAL     ] Loaded configuration for BC: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.809139] [DEBUG] [LOCAL     ] Loaded configuration for ESAB: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.809486] [DEBUG] [LOCAL     ] Loaded configuration for IDAI: 2 features, 60.0% accuracy
[2025-12-08T20:35:43.809822] [DEBUG] [LOCAL     ] Loaded configuration for MGM: 5 features, 80.0% accuracy
[2025-12-08T20:35:43.810079] [DEBUG] [LOCAL     ] Loaded configuration for DOGZ: 2 features, 50.0% accuracy
[2025-12-08T20:35:43.810367] [DEBUG] [LOCAL     ] Loaded configuration for SVC: 3 features, 90.0% accuracy
[2025-12-08T20:35:43.810438] [DEBUG] [LOCAL     ] Loaded configuration for OPTX: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.810693] [DEBUG] [LOCAL     ] Loaded configuration for NBHC: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.810978] [DEBUG] [LOCAL     ] Loaded configuration for KBWB: 4 features, 100.0% accuracy
[2025-12-08T20:35:43.811213] [DEBUG] [LOCAL     ] Loaded configuration for CPF: 5 features, 70.0% accuracy
[2025-12-08T20:35:43.811463] [DEBUG] [LOCAL     ] Loaded configuration for NIE: 1 features, 60.0% accuracy
[2025-12-08T20:35:43.811755] [DEBUG] [LOCAL     ] Loaded configuration for STN: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.812036] [DEBUG] [LOCAL     ] Loaded configuration for FCNCO: 1 features, 60.0% accuracy
[2025-12-08T20:35:43.812322] [DEBUG] [LOCAL     ] Loaded configuration for BLE: 1 features, 90.0% accuracy
[2025-12-08T20:35:43.812666] [DEBUG] [LOCAL     ] Loaded configuration for MCS: 4 features, 70.0% accuracy
[2025-12-08T20:35:43.812927] [DEBUG] [LOCAL     ] Loaded configuration for PGNY: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.813170] [DEBUG] [LOCAL     ] Loaded configuration for TTI: 2 features, 60.0% accuracy
[2025-12-08T20:35:43.813423] [DEBUG] [LOCAL     ] Loaded configuration for ETHA: 4 features, 70.0% accuracy
[2025-12-08T20:35:43.813714] [DEBUG] [LOCAL     ] Loaded configuration for MNRO: 3 features, 100.0% accuracy
[2025-12-08T20:35:43.814017] [DEBUG] [LOCAL     ] Loaded configuration for ZGN: 4 features, 60.0% accuracy
[2025-12-08T20:35:43.814310] [DEBUG] [LOCAL     ] Loaded configuration for AESI: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.814607] [DEBUG] [LOCAL     ] Loaded configuration for IQI: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.814851] [DEBUG] [LOCAL     ] Loaded configuration for DNLI: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.815100] [DEBUG] [LOCAL     ] Loaded configuration for SOPA: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.815423] [DEBUG] [LOCAL     ] Loaded configuration for BHFAL: 2 features, 90.0% accuracy
[2025-12-08T20:35:43.815687] [DEBUG] [LOCAL     ] Loaded configuration for SPRY: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.815929] [DEBUG] [LOCAL     ] Loaded configuration for ADM: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.816253] [DEBUG] [LOCAL     ] Loaded configuration for TRUP: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.816509] [DEBUG] [LOCAL     ] Loaded configuration for MHK: 0 features, 90.0% accuracy
[2025-12-08T20:35:43.816866] [DEBUG] [LOCAL     ] Loaded configuration for AJG: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.817107] [DEBUG] [LOCAL     ] Loaded configuration for MTZ: 4 features, 70.0% accuracy
[2025-12-08T20:35:43.817400] [DEBUG] [LOCAL     ] Loaded configuration for CTVA: 2 features, 50.0% accuracy
[2025-12-08T20:35:43.817667] [DEBUG] [LOCAL     ] Loaded configuration for NC: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.817952] [DEBUG] [LOCAL     ] Loaded configuration for USOI: 0 features, 60.0% accuracy
[2025-12-08T20:35:43.818021] [DEBUG] [LOCAL     ] Loaded configuration for ALKS: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.818247] [DEBUG] [LOCAL     ] Loaded configuration for TREX: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.818481] [DEBUG] [LOCAL     ] Loaded configuration for TPYP: 1 features, 60.0% accuracy
[2025-12-08T20:35:43.818715] [DEBUG] [LOCAL     ] Loaded configuration for AOD: 4 features, 90.0% accuracy
[2025-12-08T20:35:43.818965] [DEBUG] [LOCAL     ] Loaded configuration for SNES: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.819247] [DEBUG] [LOCAL     ] Loaded configuration for ALCO: 5 features, 80.0% accuracy
[2025-12-08T20:35:43.819496] [DEBUG] [LOCAL     ] Loaded configuration for IMOS: 0 features, 70.0% accuracy
[2025-12-08T20:35:43.820352] [DEBUG] [LOCAL     ] Loaded configuration for CYD: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.820759] [DEBUG] [LOCAL     ] Loaded configuration for MRK: 2 features, 90.0% accuracy
[2025-12-08T20:35:43.821081] [DEBUG] [LOCAL     ] Loaded configuration for DGCB: 0 features, 70.0% accuracy
[2025-12-08T20:35:43.821388] [DEBUG] [LOCAL     ] Loaded configuration for MUA: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.821700] [DEBUG] [LOCAL     ] Loaded configuration for GNL: 0 features, 70.0% accuracy
[2025-12-08T20:35:43.822021] [DEBUG] [LOCAL     ] Loaded configuration for JOE: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.822092] [DEBUG] [LOCAL     ] Loaded configuration for LBTYK: 5 features, 100.0% accuracy
[2025-12-08T20:35:43.822394] [DEBUG] [LOCAL     ] Loaded configuration for BFIN: 5 features, 100.0% accuracy
[2025-12-08T20:35:43.822692] [DEBUG] [LOCAL     ] Loaded configuration for ACCO: 3 features, 90.0% accuracy
[2025-12-08T20:35:43.822981] [DEBUG] [LOCAL     ] Loaded configuration for TME: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.823278] [DEBUG] [LOCAL     ] Loaded configuration for BVS: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.823538] [DEBUG] [LOCAL     ] Loaded configuration for MAMA: 4 features, 70.0% accuracy
[2025-12-08T20:35:43.823853] [DEBUG] [LOCAL     ] Loaded configuration for FCCO: 4 features, 70.0% accuracy
[2025-12-08T20:35:43.824141] [DEBUG] [LOCAL     ] Loaded configuration for PLYM: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.824435] [DEBUG] [LOCAL     ] Loaded configuration for ESCA: 4 features, 80.0% accuracy
[2025-12-08T20:35:43.824727] [DEBUG] [LOCAL     ] Loaded configuration for TROX: 2 features, 90.0% accuracy
[2025-12-08T20:35:43.824796] [DEBUG] [LOCAL     ] Loaded configuration for WFC: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.825042] [DEBUG] [LOCAL     ] Loaded configuration for MTH: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.825280] [DEBUG] [LOCAL     ] Loaded configuration for SWK: 0 features, 70.0% accuracy
[2025-12-08T20:35:43.825517] [DEBUG] [LOCAL     ] Loaded configuration for HL: 6 features, 90.0% accuracy
[2025-12-08T20:35:43.825610] [DEBUG] [LOCAL     ] Loaded configuration for IRON: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.825861] [DEBUG] [LOCAL     ] Loaded configuration for BL: 3 features, 50.0% accuracy
[2025-12-08T20:35:43.825930] [DEBUG] [LOCAL     ] Loaded configuration for INO: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.826173] [DEBUG] [LOCAL     ] Loaded configuration for INDP: 0 features, 70.0% accuracy
[2025-12-08T20:35:43.826407] [DEBUG] [LOCAL     ] Loaded configuration for PDM: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.826694] [DEBUG] [LOCAL     ] Loaded configuration for STEP: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.826932] [DEBUG] [LOCAL     ] Loaded configuration for PLD: 1 features, 90.0% accuracy
[2025-12-08T20:35:43.827219] [DEBUG] [LOCAL     ] Loaded configuration for EPD: 4 features, 100.0% accuracy
[2025-12-08T20:35:43.827534] [DEBUG] [LOCAL     ] Loaded configuration for URBN: 3 features, 90.0% accuracy
[2025-12-08T20:35:43.827630] [DEBUG] [LOCAL     ] Loaded configuration for AEVA: 3 features, 90.0% accuracy
[2025-12-08T20:35:43.827931] [DEBUG] [LOCAL     ] Loaded configuration for DQ: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.828238] [DEBUG] [LOCAL     ] Loaded configuration for ERNA: 2 features, 90.0% accuracy
[2025-12-08T20:35:43.828552] [DEBUG] [LOCAL     ] Loaded configuration for COPP: 4 features, 70.0% accuracy
[2025-12-08T20:35:43.828875] [DEBUG] [LOCAL     ] Loaded configuration for OFLX: 4 features, 70.0% accuracy
[2025-12-08T20:35:43.828945] [DEBUG] [LOCAL     ] Loaded configuration for AUPH: 5 features, 70.0% accuracy
[2025-12-08T20:35:43.829187] [DEBUG] [LOCAL     ] Loaded configuration for VTYX: 0 features, 90.0% accuracy
[2025-12-08T20:35:43.829452] [DEBUG] [LOCAL     ] Loaded configuration for GREE: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.829748] [DEBUG] [LOCAL     ] Loaded configuration for AEMD: 2 features, 100.0% accuracy
[2025-12-08T20:35:43.830018] [DEBUG] [LOCAL     ] Loaded configuration for RSI: 3 features, 90.0% accuracy
[2025-12-08T20:35:43.830268] [DEBUG] [LOCAL     ] Loaded configuration for HBM: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.830551] [DEBUG] [LOCAL     ] Loaded configuration for SREA: 5 features, 90.0% accuracy
[2025-12-08T20:35:43.830808] [DEBUG] [LOCAL     ] Loaded configuration for YELP: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.831106] [DEBUG] [LOCAL     ] Loaded configuration for NHI: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.831405] [DEBUG] [LOCAL     ] Loaded configuration for CABO: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.831686] [DEBUG] [LOCAL     ] Loaded configuration for BPOP: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.831772] [DEBUG] [LOCAL     ] Loaded configuration for EBC: 1 features, 90.0% accuracy
[2025-12-08T20:35:43.832025] [DEBUG] [LOCAL     ] Loaded configuration for BNED: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.832353] [DEBUG] [LOCAL     ] Loaded configuration for BSM: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.832670] [DEBUG] [LOCAL     ] Loaded configuration for SMBK: 1 features, 60.0% accuracy
[2025-12-08T20:35:43.832964] [DEBUG] [LOCAL     ] Loaded configuration for PMTS: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.833211] [DEBUG] [LOCAL     ] Loaded configuration for STC: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.833443] [DEBUG] [LOCAL     ] Loaded configuration for GRBK: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.833693] [DEBUG] [LOCAL     ] Loaded configuration for UPS: 2 features, 60.0% accuracy
[2025-12-08T20:35:43.833938] [DEBUG] [LOCAL     ] Loaded configuration for CMCSA: 0 features, 90.0% accuracy
[2025-12-08T20:35:43.834220] [DEBUG] [LOCAL     ] Loaded configuration for SDRL: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.834463] [DEBUG] [LOCAL     ] Loaded configuration for HBAN: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.834750] [DEBUG] [LOCAL     ] Loaded configuration for WKEY: 0 features, 80.0% accuracy
[2025-12-08T20:35:43.835001] [DEBUG] [LOCAL     ] Loaded configuration for TYGO: 2 features, 60.0% accuracy
[2025-12-08T20:35:43.835286] [DEBUG] [LOCAL     ] Loaded configuration for BSMS: 3 features, 100.0% accuracy
[2025-12-08T20:35:43.835520] [DEBUG] [LOCAL     ] Loaded configuration for CNX: 4 features, 80.0% accuracy
[2025-12-08T20:35:43.835775] [DEBUG] [LOCAL     ] Loaded configuration for SD: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.836029] [DEBUG] [LOCAL     ] Loaded configuration for TEVA: 1 features, 60.0% accuracy
[2025-12-08T20:35:43.836280] [DEBUG] [LOCAL     ] Loaded configuration for RILYN: 4 features, 80.0% accuracy
[2025-12-08T20:35:43.836561] [DEBUG] [LOCAL     ] Loaded configuration for MVO: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.836862] [DEBUG] [LOCAL     ] Loaded configuration for AGNCO: 3 features, 100.0% accuracy
[2025-12-08T20:35:43.837114] [DEBUG] [LOCAL     ] Loaded configuration for WAB: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.837437] [DEBUG] [LOCAL     ] Loaded configuration for PPG: 4 features, 60.0% accuracy
[2025-12-08T20:35:43.837688] [DEBUG] [LOCAL     ] Loaded configuration for PHG: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.837941] [DEBUG] [LOCAL     ] Loaded configuration for OPAL: 4 features, 90.0% accuracy
[2025-12-08T20:35:43.838009] [DEBUG] [LOCAL     ] Loaded configuration for AVTX: 0 features, 50.0% accuracy
[2025-12-08T20:35:43.838287] [DEBUG] [LOCAL     ] Loaded configuration for FTRI: 1 features, 60.0% accuracy
[2025-12-08T20:35:43.838371] [DEBUG] [LOCAL     ] Loaded configuration for AZ: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.838602] [DEBUG] [LOCAL     ] Loaded configuration for DXC: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.838672] [DEBUG] [LOCAL     ] Loaded configuration for CSQ: 4 features, 90.0% accuracy
[2025-12-08T20:35:43.838916] [DEBUG] [LOCAL     ] Loaded configuration for TG: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.839198] [DEBUG] [LOCAL     ] Loaded configuration for KGS: 4 features, 80.0% accuracy
[2025-12-08T20:35:43.839487] [DEBUG] [LOCAL     ] Loaded configuration for EQIX: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.839557] [DEBUG] [LOCAL     ] Loaded configuration for HYMC: 5 features, 90.0% accuracy
[2025-12-08T20:35:43.839831] [DEBUG] [LOCAL     ] Loaded configuration for URGN: 3 features, 60.0% accuracy
[2025-12-08T20:35:43.840087] [DEBUG] [LOCAL     ] Loaded configuration for DAIO: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.840363] [DEBUG] [LOCAL     ] Loaded configuration for TALK: 4 features, 70.0% accuracy
[2025-12-08T20:35:43.840614] [DEBUG] [LOCAL     ] Loaded configuration for MOS: 3 features, 60.0% accuracy
[2025-12-08T20:35:43.840683] [DEBUG] [LOCAL     ] Loaded configuration for FWRD: 2 features, 100.0% accuracy
[2025-12-08T20:35:43.840922] [DEBUG] [LOCAL     ] Loaded configuration for BIP: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.841197] [DEBUG] [LOCAL     ] Loaded configuration for EGBN: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.841458] [DEBUG] [LOCAL     ] Loaded configuration for PEN: 1 features, 90.0% accuracy
[2025-12-08T20:35:43.841714] [DEBUG] [LOCAL     ] Loaded configuration for BFS: 4 features, 90.0% accuracy
[2025-12-08T20:35:43.841950] [DEBUG] [LOCAL     ] Loaded configuration for HLN: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.842246] [DEBUG] [LOCAL     ] Loaded configuration for ARCC: 2 features, 90.0% accuracy
[2025-12-08T20:35:43.842511] [DEBUG] [LOCAL     ] Loaded configuration for LICN: 4 features, 70.0% accuracy
[2025-12-08T20:35:43.842821] [DEBUG] [LOCAL     ] Loaded configuration for BEP: 0 features, 90.0% accuracy
[2025-12-08T20:35:43.843073] [DEBUG] [LOCAL     ] Loaded configuration for PTGX: 4 features, 90.0% accuracy
[2025-12-08T20:35:43.843369] [DEBUG] [LOCAL     ] Loaded configuration for EMXC: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.843437] [DEBUG] [LOCAL     ] Loaded configuration for HAS: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.843717] [DEBUG] [LOCAL     ] Loaded configuration for NEM: 4 features, 90.0% accuracy
[2025-12-08T20:35:43.844001] [DEBUG] [LOCAL     ] Loaded configuration for JBSS: 1 features, 60.0% accuracy
[2025-12-08T20:35:43.844262] [DEBUG] [LOCAL     ] Loaded configuration for SYNA: 2 features, 90.0% accuracy
[2025-12-08T20:35:43.844542] [DEBUG] [LOCAL     ] Loaded configuration for TAP: 1 features, 90.0% accuracy
[2025-12-08T20:35:43.844845] [DEBUG] [LOCAL     ] Loaded configuration for OMI: 4 features, 60.0% accuracy
[2025-12-08T20:35:43.845129] [DEBUG] [LOCAL     ] Loaded configuration for PKE: 2 features, 60.0% accuracy
[2025-12-08T20:35:43.845196] [DEBUG] [LOCAL     ] Loaded configuration for MYRG: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.845423] [DEBUG] [LOCAL     ] Loaded configuration for PHM: 2 features, 60.0% accuracy
[2025-12-08T20:35:43.845675] [DEBUG] [LOCAL     ] Loaded configuration for HOUS: 1 features, 60.0% accuracy
[2025-12-08T20:35:43.845958] [DEBUG] [LOCAL     ] Loaded configuration for PEB: 3 features, 90.0% accuracy
[2025-12-08T20:35:43.846248] [DEBUG] [LOCAL     ] Loaded configuration for JAZZ: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.846319] [DEBUG] [LOCAL     ] Loaded configuration for IGIB: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.846668] [DEBUG] [LOCAL     ] Loaded configuration for BBAI: 1 features, 60.0% accuracy
[2025-12-08T20:35:43.847195] [DEBUG] [LOCAL     ] Loaded configuration for VRTX: 2 features, 90.0% accuracy
[2025-12-08T20:35:43.849656] [DEBUG] [LOCAL     ] Loaded configuration for FMS: 1 features, 60.0% accuracy
[2025-12-08T20:35:43.849740] [DEBUG] [LOCAL     ] Loaded configuration for AOSL: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.849799] [DEBUG] [LOCAL     ] Loaded configuration for AMSF: 0 features, 80.0% accuracy
[2025-12-08T20:35:43.849859] [DEBUG] [LOCAL     ] Loaded configuration for AEHL: 2 features, 90.0% accuracy
[2025-12-08T20:35:43.850115] [DEBUG] [LOCAL     ] Loaded configuration for GHY: 4 features, 70.0% accuracy
[2025-12-08T20:35:43.850613] [DEBUG] [LOCAL     ] Loaded configuration for IPI: 2 features, 60.0% accuracy
[2025-12-08T20:35:43.851783] [DEBUG] [LOCAL     ] Loaded configuration for RKLB: 0 features, 60.0% accuracy
[2025-12-08T20:35:43.852320] [DEBUG] [LOCAL     ] Loaded configuration for PSFE: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.852811] [DEBUG] [LOCAL     ] Loaded configuration for LEVI: 4 features, 90.0% accuracy
[2025-12-08T20:35:43.853142] [DEBUG] [LOCAL     ] Loaded configuration for ALX: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.853420] [DEBUG] [LOCAL     ] Loaded configuration for ASC: 3 features, 60.0% accuracy
[2025-12-08T20:35:43.853684] [DEBUG] [LOCAL     ] Loaded configuration for SM: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.853988] [DEBUG] [LOCAL     ] Loaded configuration for QQQI: 4 features, 90.0% accuracy
[2025-12-08T20:35:43.854297] [DEBUG] [LOCAL     ] Loaded configuration for BP: 4 features, 70.0% accuracy
[2025-12-08T20:35:43.854534] [DEBUG] [LOCAL     ] Loaded configuration for RL: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.854850] [DEBUG] [LOCAL     ] Loaded configuration for BLK: 3 features, 90.0% accuracy
[2025-12-08T20:35:43.854921] [DEBUG] [LOCAL     ] Loaded configuration for CAVA: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.855202] [DEBUG] [LOCAL     ] Loaded configuration for SG: 1 features, 60.0% accuracy
[2025-12-08T20:35:43.855437] [DEBUG] [LOCAL     ] Loaded configuration for COYA: 0 features, 90.0% accuracy
[2025-12-08T20:35:43.855506] [DEBUG] [LOCAL     ] Loaded configuration for ACIC: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.855776] [DEBUG] [LOCAL     ] Loaded configuration for WALD: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.855846] [DEBUG] [LOCAL     ] Loaded configuration for FTXO: 4 features, 60.0% accuracy
[2025-12-08T20:35:43.855906] [DEBUG] [LOCAL     ] Loaded configuration for CRMD: 4 features, 90.0% accuracy
[2025-12-08T20:35:43.856144] [DEBUG] [LOCAL     ] Loaded configuration for INN: 6 features, 80.0% accuracy
[2025-12-08T20:35:43.856387] [DEBUG] [LOCAL     ] Loaded configuration for GNSS: 4 features, 80.0% accuracy
[2025-12-08T20:35:43.856676] [DEBUG] [LOCAL     ] Loaded configuration for CBRL: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.856962] [DEBUG] [LOCAL     ] Loaded configuration for QQMG: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.857031] [DEBUG] [LOCAL     ] Loaded configuration for DHC: 4 features, 70.0% accuracy
[2025-12-08T20:35:43.857091] [DEBUG] [LOCAL     ] Loaded configuration for BLTE: 0 features, 90.0% accuracy
[2025-12-08T20:35:43.857337] [DEBUG] [LOCAL     ] Loaded configuration for TNON: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.857645] [DEBUG] [LOCAL     ] Loaded configuration for NNN: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.857902] [DEBUG] [LOCAL     ] Loaded configuration for WTBA: 1 features, 90.0% accuracy
[2025-12-08T20:35:43.857973] [DEBUG] [LOCAL     ] Loaded configuration for CTSH: 2 features, 60.0% accuracy
[2025-12-08T20:35:43.858206] [DEBUG] [LOCAL     ] Loaded configuration for KVUE: 2 features, 60.0% accuracy
[2025-12-08T20:35:43.858472] [DEBUG] [LOCAL     ] Loaded configuration for WRB: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.858727] [DEBUG] [LOCAL     ] Loaded configuration for CCCC: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.859012] [DEBUG] [LOCAL     ] Loaded configuration for IVAL: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.859297] [DEBUG] [LOCAL     ] Loaded configuration for WINA: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.859549] [DEBUG] [LOCAL     ] Loaded configuration for PTON: 2 features, 100.0% accuracy
[2025-12-08T20:35:43.859827] [DEBUG] [LOCAL     ] Loaded configuration for MBIN: 4 features, 90.0% accuracy
[2025-12-08T20:35:43.860118] [DEBUG] [LOCAL     ] Loaded configuration for SSTI: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.860186] [DEBUG] [LOCAL     ] Loaded configuration for LPRO: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.860414] [DEBUG] [LOCAL     ] Loaded configuration for SKIL: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.860487] [DEBUG] [LOCAL     ] Loaded configuration for ACGLO: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.860716] [DEBUG] [LOCAL     ] Loaded configuration for IBTF: 4 features, 70.0% accuracy
[2025-12-08T20:35:43.860786] [DEBUG] [LOCAL     ] Loaded configuration for NXGL: 2 features, 90.0% accuracy
[2025-12-08T20:35:43.861014] [DEBUG] [LOCAL     ] Loaded configuration for BDC: 4 features, 70.0% accuracy
[2025-12-08T20:35:43.861373] [DEBUG] [LOCAL     ] Loaded configuration for IUSB: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.861648] [DEBUG] [LOCAL     ] Loaded configuration for AMZZ: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.861931] [DEBUG] [LOCAL     ] Loaded configuration for PTF: 4 features, 90.0% accuracy
[2025-12-08T20:35:43.862197] [DEBUG] [LOCAL     ] Loaded configuration for DPRO: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.862479] [DEBUG] [LOCAL     ] Loaded configuration for PCRX: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.862761] [DEBUG] [LOCAL     ] Loaded configuration for MIRA: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.863075] [DEBUG] [LOCAL     ] Loaded configuration for AZN: 3 features, 100.0% accuracy
[2025-12-08T20:35:43.863336] [DEBUG] [LOCAL     ] Loaded configuration for SYK: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.863599] [DEBUG] [LOCAL     ] Loaded configuration for ORA: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.863895] [DEBUG] [LOCAL     ] Loaded configuration for CLRO: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.863977] [DEBUG] [LOCAL     ] Loaded configuration for CVE: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.864215] [DEBUG] [LOCAL     ] Loaded configuration for ELC: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.864517] [DEBUG] [LOCAL     ] Loaded configuration for CAH: 2 features, 100.0% accuracy
[2025-12-08T20:35:43.864784] [DEBUG] [LOCAL     ] Loaded configuration for TTC: 3 features, 60.0% accuracy
[2025-12-08T20:35:43.864872] [DEBUG] [LOCAL     ] Loaded configuration for FCTE: 4 features, 100.0% accuracy
[2025-12-08T20:35:43.865162] [DEBUG] [LOCAL     ] Loaded configuration for EGY: 2 features, 90.0% accuracy
[2025-12-08T20:35:43.865230] [DEBUG] [LOCAL     ] Loaded configuration for EBAY: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.865480] [DEBUG] [LOCAL     ] Loaded configuration for SITM: 1 features, 90.0% accuracy
[2025-12-08T20:35:43.865737] [DEBUG] [LOCAL     ] Loaded configuration for INTA: 3 features, 60.0% accuracy
[2025-12-08T20:35:43.865972] [DEBUG] [LOCAL     ] Loaded configuration for ARCO: 2 features, 90.0% accuracy
[2025-12-08T20:35:43.866321] [DEBUG] [LOCAL     ] Loaded configuration for ONTO: 3 features, 100.0% accuracy
[2025-12-08T20:35:43.866736] [DEBUG] [LOCAL     ] Loaded configuration for TCBK: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.867032] [DEBUG] [LOCAL     ] Loaded configuration for DVA: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.867296] [DEBUG] [LOCAL     ] Loaded configuration for ONDS: 4 features, 90.0% accuracy
[2025-12-08T20:35:43.867603] [DEBUG] [LOCAL     ] Loaded configuration for PSEC: 3 features, 60.0% accuracy
[2025-12-08T20:35:43.867867] [DEBUG] [LOCAL     ] Loaded configuration for CPA: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.867949] [DEBUG] [LOCAL     ] Loaded configuration for AMPG: 5 features, 90.0% accuracy
[2025-12-08T20:35:43.868207] [DEBUG] [LOCAL     ] Loaded configuration for ESQ: 0 features, 60.0% accuracy
[2025-12-08T20:35:43.868511] [DEBUG] [LOCAL     ] Loaded configuration for DXPE: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.868779] [DEBUG] [LOCAL     ] Loaded configuration for DMXF: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.869063] [DEBUG] [LOCAL     ] Loaded configuration for HSTM: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.869321] [DEBUG] [LOCAL     ] Loaded configuration for FLGC: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.869404] [DEBUG] [LOCAL     ] Loaded configuration for K: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.869661] [DEBUG] [LOCAL     ] Loaded configuration for IGSB: 3 features, 90.0% accuracy
[2025-12-08T20:35:43.869731] [DEBUG] [LOCAL     ] Loaded configuration for ABOS: 0 features, 90.0% accuracy
[2025-12-08T20:35:43.870012] [DEBUG] [LOCAL     ] Loaded configuration for LNTH: 4 features, 80.0% accuracy
[2025-12-08T20:35:43.870297] [DEBUG] [LOCAL     ] Loaded configuration for MCBS: 3 features, 90.0% accuracy
[2025-12-08T20:35:43.870533] [DEBUG] [LOCAL     ] Loaded configuration for BVN: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.870845] [DEBUG] [LOCAL     ] Loaded configuration for BBIO: 1 features, 60.0% accuracy
[2025-12-08T20:35:43.871132] [DEBUG] [LOCAL     ] Loaded configuration for THS: 4 features, 80.0% accuracy
[2025-12-08T20:35:43.871386] [DEBUG] [LOCAL     ] Loaded configuration for ABL: 3 features, 90.0% accuracy
[2025-12-08T20:35:43.871623] [DEBUG] [LOCAL     ] Loaded configuration for BGB: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.871692] [DEBUG] [LOCAL     ] Loaded configuration for WRAP: 1 features, 60.0% accuracy
[2025-12-08T20:35:43.871953] [DEBUG] [LOCAL     ] Loaded configuration for HYZD: 4 features, 70.0% accuracy
[2025-12-08T20:35:43.872035] [DEBUG] [LOCAL     ] Loaded configuration for FNY: 4 features, 80.0% accuracy
[2025-12-08T20:35:43.872314] [DEBUG] [LOCAL     ] Loaded configuration for ALRM: 5 features, 70.0% accuracy
[2025-12-08T20:35:43.872385] [DEBUG] [LOCAL     ] Loaded configuration for NFTY: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.872638] [DEBUG] [LOCAL     ] Loaded configuration for AGO: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.872882] [DEBUG] [LOCAL     ] Loaded configuration for OGE: 5 features, 70.0% accuracy
[2025-12-08T20:35:43.873157] [DEBUG] [LOCAL     ] Loaded configuration for ASTE: 1 features, 50.0% accuracy
[2025-12-08T20:35:43.873421] [DEBUG] [LOCAL     ] Loaded configuration for NRDS: 5 features, 100.0% accuracy
[2025-12-08T20:35:43.873496] [DEBUG] [LOCAL     ] Loaded configuration for FSBC: 2 features, 60.0% accuracy
[2025-12-08T20:35:43.873744] [DEBUG] [LOCAL     ] Loaded configuration for TECK: 2 features, 60.0% accuracy
[2025-12-08T20:35:43.873996] [DEBUG] [LOCAL     ] Loaded configuration for LGND: 1 features, 60.0% accuracy
[2025-12-08T20:35:43.874230] [DEBUG] [LOCAL     ] Loaded configuration for COTY: 4 features, 90.0% accuracy
[2025-12-08T20:35:43.874486] [DEBUG] [LOCAL     ] Loaded configuration for CZFS: 4 features, 70.0% accuracy
[2025-12-08T20:35:43.874731] [DEBUG] [LOCAL     ] Loaded configuration for CF: 4 features, 90.0% accuracy
[2025-12-08T20:35:43.875021] [DEBUG] [LOCAL     ] Loaded configuration for QTTB: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.875091] [DEBUG] [LOCAL     ] Loaded configuration for FVCB: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.875369] [DEBUG] [LOCAL     ] Loaded configuration for UTL: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.875627] [DEBUG] [LOCAL     ] Loaded configuration for PID: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.875862] [DEBUG] [LOCAL     ] Loaded configuration for LLY: 0 features, 60.0% accuracy
[2025-12-08T20:35:43.876111] [DEBUG] [LOCAL     ] Loaded configuration for PKBK: 1 features, 60.0% accuracy
[2025-12-08T20:35:43.876397] [DEBUG] [LOCAL     ] Loaded configuration for GERN: 4 features, 80.0% accuracy
[2025-12-08T20:35:43.876697] [DEBUG] [LOCAL     ] Loaded configuration for PRTH: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.876765] [DEBUG] [LOCAL     ] Loaded configuration for LKFN: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.876989] [DEBUG] [LOCAL     ] Loaded configuration for CME: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.877223] [DEBUG] [LOCAL     ] Loaded configuration for HTD: 4 features, 90.0% accuracy
[2025-12-08T20:35:43.877494] [DEBUG] [LOCAL     ] Loaded configuration for BMRC: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.877758] [DEBUG] [LOCAL     ] Loaded configuration for BZ: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.878012] [DEBUG] [LOCAL     ] Loaded configuration for IONS: 4 features, 100.0% accuracy
[2025-12-08T20:35:43.878297] [DEBUG] [LOCAL     ] Loaded configuration for NFG: 4 features, 70.0% accuracy
[2025-12-08T20:35:43.878561] [DEBUG] [LOCAL     ] Loaded configuration for GLPI: 4 features, 80.0% accuracy
[2025-12-08T20:35:43.878886] [DEBUG] [LOCAL     ] Loaded configuration for RGA: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.879159] [DEBUG] [LOCAL     ] Loaded configuration for OZK: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.879469] [DEBUG] [LOCAL     ] Loaded configuration for KE: 4 features, 70.0% accuracy
[2025-12-08T20:35:43.879711] [DEBUG] [LOCAL     ] Loaded configuration for CGEN: 3 features, 90.0% accuracy
[2025-12-08T20:35:43.879974] [DEBUG] [LOCAL     ] Loaded configuration for MGEE: 5 features, 70.0% accuracy
[2025-12-08T20:35:43.880212] [DEBUG] [LOCAL     ] Loaded configuration for PHIN: 4 features, 90.0% accuracy
[2025-12-08T20:35:43.880465] [DEBUG] [LOCAL     ] Loaded configuration for INDY: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.880754] [DEBUG] [LOCAL     ] Loaded configuration for ZVIA: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.880834] [DEBUG] [LOCAL     ] Loaded configuration for CII: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.881127] [DEBUG] [LOCAL     ] Loaded configuration for APYX: 2 features, 50.0% accuracy
[2025-12-08T20:35:43.881389] [DEBUG] [LOCAL     ] Loaded configuration for ESOA: 0 features, 60.0% accuracy
[2025-12-08T20:35:43.881686] [DEBUG] [LOCAL     ] Loaded configuration for ICLN: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.881971] [DEBUG] [LOCAL     ] Loaded configuration for SEVN: 4 features, 60.0% accuracy
[2025-12-08T20:35:43.882231] [DEBUG] [LOCAL     ] Loaded configuration for JHG: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.882479] [DEBUG] [LOCAL     ] Loaded configuration for CNP: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.882733] [DEBUG] [LOCAL     ] Loaded configuration for DKS: 1 features, 90.0% accuracy
[2025-12-08T20:35:43.882971] [DEBUG] [LOCAL     ] Loaded configuration for RIO: 2 features, 60.0% accuracy
[2025-12-08T20:35:43.883224] [DEBUG] [LOCAL     ] Loaded configuration for DIS: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.883512] [DEBUG] [LOCAL     ] Loaded configuration for PLXS: 4 features, 60.0% accuracy
[2025-12-08T20:35:43.883776] [DEBUG] [LOCAL     ] Loaded configuration for BLRX: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.884014] [DEBUG] [LOCAL     ] Loaded configuration for GS: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.884274] [DEBUG] [LOCAL     ] Loaded configuration for NRIX: 1 features, 50.0% accuracy
[2025-12-08T20:35:43.884533] [DEBUG] [LOCAL     ] Loaded configuration for KEN: 0 features, 70.0% accuracy
[2025-12-08T20:35:43.884845] [DEBUG] [LOCAL     ] Loaded configuration for TSEM: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.885095] [DEBUG] [LOCAL     ] Loaded configuration for PGRE: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.885381] [DEBUG] [LOCAL     ] Loaded configuration for APPS: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.885670] [DEBUG] [LOCAL     ] Loaded configuration for KC: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.885924] [DEBUG] [LOCAL     ] Loaded configuration for MBI: 1 features, 60.0% accuracy
[2025-12-08T20:35:43.886178] [DEBUG] [LOCAL     ] Loaded configuration for NUVB: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.886447] [DEBUG] [LOCAL     ] Loaded configuration for AGEN: 4 features, 80.0% accuracy
[2025-12-08T20:35:43.886709] [DEBUG] [LOCAL     ] Loaded configuration for CNMD: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.887000] [DEBUG] [LOCAL     ] Loaded configuration for QURE: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.887288] [DEBUG] [LOCAL     ] Loaded configuration for AP: 4 features, 80.0% accuracy
[2025-12-08T20:35:43.887605] [DEBUG] [LOCAL     ] Loaded configuration for KRYS: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.887681] [DEBUG] [LOCAL     ] Loaded configuration for EML: 0 features, 70.0% accuracy
[2025-12-08T20:35:43.887976] [DEBUG] [LOCAL     ] Loaded configuration for RILY: 2 features, 90.0% accuracy
[2025-12-08T20:35:43.888273] [DEBUG] [LOCAL     ] Loaded configuration for CHE: 2 features, 60.0% accuracy
[2025-12-08T20:35:43.888539] [DEBUG] [LOCAL     ] Loaded configuration for KSS: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.888801] [DEBUG] [LOCAL     ] Loaded configuration for DAVE: 2 features, 60.0% accuracy
[2025-12-08T20:35:43.889058] [DEBUG] [LOCAL     ] Loaded configuration for HLI: 3 features, 100.0% accuracy
[2025-12-08T20:35:43.889343] [DEBUG] [LOCAL     ] Loaded configuration for MPX: 4 features, 80.0% accuracy
[2025-12-08T20:35:43.889630] [DEBUG] [LOCAL     ] Loaded configuration for TCBIO: 2 features, 50.0% accuracy
[2025-12-08T20:35:43.889877] [DEBUG] [LOCAL     ] Loaded configuration for CNO: 5 features, 90.0% accuracy
[2025-12-08T20:35:43.890114] [DEBUG] [LOCAL     ] Loaded configuration for VTMX: 2 features, 100.0% accuracy
[2025-12-08T20:35:43.890398] [DEBUG] [LOCAL     ] Loaded configuration for BNH: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.890689] [DEBUG] [LOCAL     ] Loaded configuration for HD: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.890947] [DEBUG] [LOCAL     ] Loaded configuration for CGNX: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.891183] [DEBUG] [LOCAL     ] Loaded configuration for VTWG: 4 features, 70.0% accuracy
[2025-12-08T20:35:43.891458] [DEBUG] [LOCAL     ] Loaded configuration for DFGX: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.891722] [DEBUG] [LOCAL     ] Loaded configuration for OPCH: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.891966] [DEBUG] [LOCAL     ] Loaded configuration for HTH: 5 features, 80.0% accuracy
[2025-12-08T20:35:43.892220] [DEBUG] [LOCAL     ] Loaded configuration for REZI: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.892522] [DEBUG] [LOCAL     ] Loaded configuration for NVX: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.892846] [DEBUG] [LOCAL     ] Loaded configuration for NEOG: 1 features, 90.0% accuracy
[2025-12-08T20:35:43.893151] [DEBUG] [LOCAL     ] Loaded configuration for ALDX: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.893435] [DEBUG] [LOCAL     ] Loaded configuration for NVDS: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.893724] [DEBUG] [LOCAL     ] Loaded configuration for RUSHA: 2 features, 90.0% accuracy
[2025-12-08T20:35:43.893959] [DEBUG] [LOCAL     ] Loaded configuration for GYRE: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.894248] [DEBUG] [LOCAL     ] Loaded configuration for JANX: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.894503] [DEBUG] [LOCAL     ] Loaded configuration for HWC: 5 features, 80.0% accuracy
[2025-12-08T20:35:43.894809] [DEBUG] [LOCAL     ] Loaded configuration for AUDC: 4 features, 90.0% accuracy
[2025-12-08T20:35:43.895063] [DEBUG] [LOCAL     ] Loaded configuration for WEA: 2 features, 60.0% accuracy
[2025-12-08T20:35:43.895319] [DEBUG] [LOCAL     ] Loaded configuration for MLGO: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.895611] [DEBUG] [LOCAL     ] Loaded configuration for KEYS: 4 features, 90.0% accuracy
[2025-12-08T20:35:43.895846] [DEBUG] [LOCAL     ] Loaded configuration for FOA: 3 features, 90.0% accuracy
[2025-12-08T20:35:43.896130] [DEBUG] [LOCAL     ] Loaded configuration for KPTI: 4 features, 90.0% accuracy
[2025-12-08T20:35:43.896370] [DEBUG] [LOCAL     ] Loaded configuration for CEG: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.896665] [DEBUG] [LOCAL     ] Loaded configuration for RUM: 1 features, 60.0% accuracy
[2025-12-08T20:35:43.896900] [DEBUG] [LOCAL     ] Loaded configuration for BHE: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.896970] [DEBUG] [LOCAL     ] Loaded configuration for NUKK: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.897250] [DEBUG] [LOCAL     ] Loaded configuration for SRFM: 1 features, 90.0% accuracy
[2025-12-08T20:35:43.897591] [DEBUG] [LOCAL     ] Loaded configuration for INVA: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.897873] [DEBUG] [LOCAL     ] Loaded configuration for DLB: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.898163] [DEBUG] [LOCAL     ] Loaded configuration for QQQE: 4 features, 80.0% accuracy
[2025-12-08T20:35:43.898446] [DEBUG] [LOCAL     ] Loaded configuration for GHI: 4 features, 70.0% accuracy
[2025-12-08T20:35:43.898737] [DEBUG] [LOCAL     ] Loaded configuration for MRVL: 3 features, 90.0% accuracy
[2025-12-08T20:35:43.898976] [DEBUG] [LOCAL     ] Loaded configuration for VIRC: 7 features, 100.0% accuracy
[2025-12-08T20:35:43.899211] [DEBUG] [LOCAL     ] Loaded configuration for SSD: 0 features, 70.0% accuracy
[2025-12-08T20:35:43.899446] [DEBUG] [LOCAL     ] Loaded configuration for SID: 5 features, 70.0% accuracy
[2025-12-08T20:35:43.899705] [DEBUG] [LOCAL     ] Loaded configuration for MIDD: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.899988] [DEBUG] [LOCAL     ] Loaded configuration for TDY: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.900238] [DEBUG] [LOCAL     ] Loaded configuration for RCKY: 3 features, 90.0% accuracy
[2025-12-08T20:35:43.900475] [DEBUG] [LOCAL     ] Loaded configuration for NAC: 4 features, 100.0% accuracy
[2025-12-08T20:35:43.900757] [DEBUG] [LOCAL     ] Loaded configuration for MOGO: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.900986] [DEBUG] [LOCAL     ] Loaded configuration for DARE: 4 features, 80.0% accuracy
[2025-12-08T20:35:43.901217] [DEBUG] [LOCAL     ] Loaded configuration for FE: 4 features, 80.0% accuracy
[2025-12-08T20:35:43.901466] [DEBUG] [LOCAL     ] Loaded configuration for WSBC: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.901700] [DEBUG] [LOCAL     ] Loaded configuration for SBCF: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.901766] [DEBUG] [LOCAL     ] Loaded configuration for GANX: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.902040] [DEBUG] [LOCAL     ] Loaded configuration for HMY: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.902291] [DEBUG] [LOCAL     ] Loaded configuration for PDEX: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.902615] [DEBUG] [LOCAL     ] Loaded configuration for EOD: 3 features, 90.0% accuracy
[2025-12-08T20:35:43.902867] [DEBUG] [LOCAL     ] Loaded configuration for LSPD: 3 features, 90.0% accuracy
[2025-12-08T20:35:43.903099] [DEBUG] [LOCAL     ] Loaded configuration for AFB: 0 features, 60.0% accuracy
[2025-12-08T20:35:43.903378] [DEBUG] [LOCAL     ] Loaded configuration for ZIP: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.903620] [DEBUG] [LOCAL     ] Loaded configuration for CLB: 0 features, 80.0% accuracy
[2025-12-08T20:35:43.903714] [DEBUG] [LOCAL     ] Loaded configuration for JSML: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.903787] [DEBUG] [LOCAL     ] Loaded configuration for AXSM: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.904047] [DEBUG] [LOCAL     ] Loaded configuration for LXEO: 3 features, 100.0% accuracy
[2025-12-08T20:35:43.904292] [DEBUG] [LOCAL     ] Loaded configuration for HPP: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.904404] [DEBUG] [LOCAL     ] Loaded configuration for PNTG: 4 features, 80.0% accuracy
[2025-12-08T20:35:43.904694] [DEBUG] [LOCAL     ] Loaded configuration for IBTL: 2 features, 60.0% accuracy
[2025-12-08T20:35:43.904957] [DEBUG] [LOCAL     ] Loaded configuration for RRX: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.905213] [DEBUG] [LOCAL     ] Loaded configuration for ARLO: 0 features, 60.0% accuracy
[2025-12-08T20:35:43.905451] [DEBUG] [LOCAL     ] Loaded configuration for NXP: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.905749] [DEBUG] [LOCAL     ] Loaded configuration for GVA: 5 features, 70.0% accuracy
[2025-12-08T20:35:43.905985] [DEBUG] [LOCAL     ] Loaded configuration for VLGEA: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.906228] [DEBUG] [LOCAL     ] Loaded configuration for ARI: 2 features, 90.0% accuracy
[2025-12-08T20:35:43.906473] [DEBUG] [LOCAL     ] Loaded configuration for QBTS: 4 features, 100.0% accuracy
[2025-12-08T20:35:43.906759] [DEBUG] [LOCAL     ] Loaded configuration for AGMH: 0 features, 80.0% accuracy
[2025-12-08T20:35:43.907013] [DEBUG] [LOCAL     ] Loaded configuration for MEOH: 4 features, 80.0% accuracy
[2025-12-08T20:35:43.907261] [DEBUG] [LOCAL     ] Loaded configuration for TMC: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.907517] [DEBUG] [LOCAL     ] Loaded configuration for GLOB: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.907786] [DEBUG] [LOCAL     ] Loaded configuration for CDRE: 0 features, 70.0% accuracy
[2025-12-08T20:35:43.908037] [DEBUG] [LOCAL     ] Loaded configuration for VIGI: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.908314] [DEBUG] [LOCAL     ] Loaded configuration for SPNS: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.908400] [DEBUG] [LOCAL     ] Loaded configuration for DERM: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.908667] [DEBUG] [LOCAL     ] Loaded configuration for VWOB: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.908958] [DEBUG] [LOCAL     ] Loaded configuration for CCS: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.909066] [DEBUG] [LOCAL     ] Loaded configuration for PROF: 3 features, 60.0% accuracy
[2025-12-08T20:35:43.909323] [DEBUG] [LOCAL     ] Loaded configuration for SMTC: 6 features, 90.0% accuracy
[2025-12-08T20:35:43.909395] [DEBUG] [LOCAL     ] Loaded configuration for EVSD: 4 features, 90.0% accuracy
[2025-12-08T20:35:43.909676] [DEBUG] [LOCAL     ] Loaded configuration for THRY: 0 features, 70.0% accuracy
[2025-12-08T20:35:43.909747] [DEBUG] [LOCAL     ] Loaded configuration for MRCY: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.910039] [DEBUG] [LOCAL     ] Loaded configuration for SRE: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.910350] [DEBUG] [LOCAL     ] Loaded configuration for FFA: 2 features, 60.0% accuracy
[2025-12-08T20:35:43.910427] [DEBUG] [LOCAL     ] Loaded configuration for MOMO: 0 features, 70.0% accuracy
[2025-12-08T20:35:43.910720] [DEBUG] [LOCAL     ] Loaded configuration for QRVO: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.910957] [DEBUG] [LOCAL     ] Loaded configuration for STE: 3 features, 90.0% accuracy
[2025-12-08T20:35:43.911243] [DEBUG] [LOCAL     ] Loaded configuration for TH: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.911481] [DEBUG] [LOCAL     ] Loaded configuration for FANG: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.911769] [DEBUG] [LOCAL     ] Loaded configuration for PRFZ: 2 features, 90.0% accuracy
[2025-12-08T20:35:43.912011] [DEBUG] [LOCAL     ] Loaded configuration for ALG: 4 features, 90.0% accuracy
[2025-12-08T20:35:43.912298] [DEBUG] [LOCAL     ] Loaded configuration for ULTA: 3 features, 90.0% accuracy
[2025-12-08T20:35:43.912607] [DEBUG] [LOCAL     ] Loaded configuration for HTZ: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.912873] [DEBUG] [LOCAL     ] Loaded configuration for ETON: 4 features, 70.0% accuracy
[2025-12-08T20:35:43.912950] [DEBUG] [LOCAL     ] Loaded configuration for ANAB: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.913183] [DEBUG] [LOCAL     ] Loaded configuration for BCAX: 3 features, 60.0% accuracy
[2025-12-08T20:35:43.913426] [DEBUG] [LOCAL     ] Loaded configuration for PKX: 1 features, 90.0% accuracy
[2025-12-08T20:35:43.913738] [DEBUG] [LOCAL     ] Loaded configuration for ADI: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.914019] [DEBUG] [LOCAL     ] Loaded configuration for TWG: 4 features, 90.0% accuracy
[2025-12-08T20:35:43.914590] [DEBUG] [LOCAL     ] Loaded configuration for AMGN: 4 features, 90.0% accuracy
[2025-12-08T20:35:43.914850] [DEBUG] [LOCAL     ] Loaded configuration for CIG: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.915115] [DEBUG] [LOCAL     ] Loaded configuration for DRIO: 4 features, 90.0% accuracy
[2025-12-08T20:35:43.915386] [DEBUG] [LOCAL     ] Loaded configuration for UZE: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.915671] [DEBUG] [LOCAL     ] Loaded configuration for TPGXL: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.915947] [DEBUG] [LOCAL     ] Loaded configuration for SBI: 3 features, 90.0% accuracy
[2025-12-08T20:35:43.916210] [DEBUG] [LOCAL     ] Loaded configuration for GBX: 2 features, 90.0% accuracy
[2025-12-08T20:35:43.916519] [DEBUG] [LOCAL     ] Loaded configuration for AIZN: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.916833] [DEBUG] [LOCAL     ] Loaded configuration for VANI: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.917069] [DEBUG] [LOCAL     ] Loaded configuration for TPC: 5 features, 60.0% accuracy
[2025-12-08T20:35:43.917307] [DEBUG] [LOCAL     ] Loaded configuration for HALO: 1 features, 90.0% accuracy
[2025-12-08T20:35:43.917553] [DEBUG] [LOCAL     ] Loaded configuration for EHI: 2 features, 60.0% accuracy
[2025-12-08T20:35:43.917863] [DEBUG] [LOCAL     ] Loaded configuration for TYG: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.917937] [DEBUG] [LOCAL     ] Loaded configuration for NNOX: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.918188] [DEBUG] [LOCAL     ] Loaded configuration for VLRS: 2 features, 90.0% accuracy
[2025-12-08T20:35:43.918472] [DEBUG] [LOCAL     ] Loaded configuration for PZZA: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.918763] [DEBUG] [LOCAL     ] Loaded configuration for BIOX: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.919042] [DEBUG] [LOCAL     ] Loaded configuration for ESEA: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.919321] [DEBUG] [LOCAL     ] Loaded configuration for CPSH: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.919566] [DEBUG] [LOCAL     ] Loaded configuration for MGX: 0 features, 60.0% accuracy
[2025-12-08T20:35:43.919944] [DEBUG] [LOCAL     ] Loaded configuration for FEMB: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.920237] [DEBUG] [LOCAL     ] Loaded configuration for UTF: 4 features, 80.0% accuracy
[2025-12-08T20:35:43.920500] [DEBUG] [LOCAL     ] Loaded configuration for NCTY: 7 features, 80.0% accuracy
[2025-12-08T20:35:43.920778] [DEBUG] [LOCAL     ] Loaded configuration for WBS: 4 features, 70.0% accuracy
[2025-12-08T20:35:43.920850] [DEBUG] [LOCAL     ] Loaded configuration for CPRX: 0 features, 60.0% accuracy
[2025-12-08T20:35:43.921129] [DEBUG] [LOCAL     ] Loaded configuration for PLAY: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.921363] [DEBUG] [LOCAL     ] Loaded configuration for VTRS: 0 features, 80.0% accuracy
[2025-12-08T20:35:43.921598] [DEBUG] [LOCAL     ] Loaded configuration for HAL: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.921831] [DEBUG] [LOCAL     ] Loaded configuration for CSB: 3 features, 60.0% accuracy
[2025-12-08T20:35:43.922091] [DEBUG] [LOCAL     ] Loaded configuration for PKOH: 4 features, 80.0% accuracy
[2025-12-08T20:35:43.922370] [DEBUG] [LOCAL     ] Loaded configuration for AHH: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.922630] [DEBUG] [LOCAL     ] Loaded configuration for CRWD: 4 features, 80.0% accuracy
[2025-12-08T20:35:43.922881] [DEBUG] [LOCAL     ] Loaded configuration for WAFD: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.923147] [DEBUG] [LOCAL     ] Loaded configuration for MAXI: 1 features, 90.0% accuracy
[2025-12-08T20:35:43.923445] [DEBUG] [LOCAL     ] Loaded configuration for TDG: 0 features, 80.0% accuracy
[2025-12-08T20:35:43.923749] [DEBUG] [LOCAL     ] Loaded configuration for PDO: 0 features, 70.0% accuracy
[2025-12-08T20:35:43.923819] [DEBUG] [LOCAL     ] Loaded configuration for BBDO: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.924103] [DEBUG] [LOCAL     ] Loaded configuration for ZM: 2 features, 100.0% accuracy
[2025-12-08T20:35:43.924428] [DEBUG] [LOCAL     ] Loaded configuration for MSFD: 3 features, 60.0% accuracy
[2025-12-08T20:35:43.924712] [DEBUG] [LOCAL     ] Loaded configuration for PRAX: 0 features, 70.0% accuracy
[2025-12-08T20:35:43.924958] [DEBUG] [LOCAL     ] Loaded configuration for TOWN: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.925258] [DEBUG] [LOCAL     ] Loaded configuration for AVAH: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.925494] [DEBUG] [LOCAL     ] Loaded configuration for VMBS: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.925758] [DEBUG] [LOCAL     ] Loaded configuration for APLS: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.926044] [DEBUG] [LOCAL     ] Loaded configuration for OVLY: 4 features, 100.0% accuracy
[2025-12-08T20:35:43.926295] [DEBUG] [LOCAL     ] Loaded configuration for JIVE: 4 features, 80.0% accuracy
[2025-12-08T20:35:43.926597] [DEBUG] [LOCAL     ] Loaded configuration for SUSL: 4 features, 70.0% accuracy
[2025-12-08T20:35:43.926835] [DEBUG] [LOCAL     ] Loaded configuration for TRI: 1 features, 90.0% accuracy
[2025-12-08T20:35:43.926905] [DEBUG] [LOCAL     ] Loaded configuration for ANGL: 0 features, 70.0% accuracy
[2025-12-08T20:35:43.927132] [DEBUG] [LOCAL     ] Loaded configuration for RYAN: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.927436] [DEBUG] [LOCAL     ] Loaded configuration for UIS: 4 features, 60.0% accuracy
[2025-12-08T20:35:43.927705] [DEBUG] [LOCAL     ] Loaded configuration for EWTX: 3 features, 100.0% accuracy
[2025-12-08T20:35:43.927945] [DEBUG] [LOCAL     ] Loaded configuration for CWAN: 0 features, 70.0% accuracy
[2025-12-08T20:35:43.928207] [DEBUG] [LOCAL     ] Loaded configuration for PRAA: 1 features, 90.0% accuracy
[2025-12-08T20:35:43.928486] [DEBUG] [LOCAL     ] Loaded configuration for HBNC: 2 features, 90.0% accuracy
[2025-12-08T20:35:43.928748] [DEBUG] [LOCAL     ] Loaded configuration for DLNG: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.929038] [DEBUG] [LOCAL     ] Loaded configuration for CAE: 5 features, 80.0% accuracy
[2025-12-08T20:35:43.929275] [DEBUG] [LOCAL     ] Loaded configuration for LNC: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.929510] [DEBUG] [LOCAL     ] Loaded configuration for TKO: 6 features, 100.0% accuracy
[2025-12-08T20:35:43.929828] [DEBUG] [LOCAL     ] Loaded configuration for LKQ: 4 features, 90.0% accuracy
[2025-12-08T20:35:43.930061] [DEBUG] [LOCAL     ] Loaded configuration for SATL: 1 features, 60.0% accuracy
[2025-12-08T20:35:43.930342] [DEBUG] [LOCAL     ] Loaded configuration for STX: 5 features, 80.0% accuracy
[2025-12-08T20:35:43.930641] [DEBUG] [LOCAL     ] Loaded configuration for GTY: 1 features, 90.0% accuracy
[2025-12-08T20:35:43.930877] [DEBUG] [LOCAL     ] Loaded configuration for WEX: 1 features, 100.0% accuracy
[2025-12-08T20:35:43.931110] [DEBUG] [LOCAL     ] Loaded configuration for SCI: 0 features, 60.0% accuracy
[2025-12-08T20:35:43.931346] [DEBUG] [LOCAL     ] Loaded configuration for PEG: 4 features, 90.0% accuracy
[2025-12-08T20:35:43.931598] [DEBUG] [LOCAL     ] Loaded configuration for ABSI: 3 features, 90.0% accuracy
[2025-12-08T20:35:43.931843] [DEBUG] [LOCAL     ] Loaded configuration for BCH: 2 features, 50.0% accuracy
[2025-12-08T20:35:43.932126] [DEBUG] [LOCAL     ] Loaded configuration for LOAN: 2 features, 60.0% accuracy
[2025-12-08T20:35:43.932363] [DEBUG] [LOCAL     ] Loaded configuration for BSCX: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.932628] [DEBUG] [LOCAL     ] Loaded configuration for PPTA: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.932708] [DEBUG] [LOCAL     ] Loaded configuration for CDZI: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.932958] [DEBUG] [LOCAL     ] Loaded configuration for SPCB: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.933241] [DEBUG] [LOCAL     ] Loaded configuration for MGA: 1 features, 90.0% accuracy
[2025-12-08T20:35:43.933525] [DEBUG] [LOCAL     ] Loaded configuration for TENB: 0 features, 60.0% accuracy
[2025-12-08T20:35:43.933827] [DEBUG] [LOCAL     ] Loaded configuration for LOPE: 5 features, 80.0% accuracy
[2025-12-08T20:35:43.934110] [DEBUG] [LOCAL     ] Loaded configuration for ATNI: 4 features, 60.0% accuracy
[2025-12-08T20:35:43.934360] [DEBUG] [LOCAL     ] Loaded configuration for OMEX: 6 features, 90.0% accuracy
[2025-12-08T20:35:43.934601] [DEBUG] [LOCAL     ] Loaded configuration for VNQI: 1 features, 100.0% accuracy
[2025-12-08T20:35:43.934860] [DEBUG] [LOCAL     ] Loaded configuration for VCSH: 3 features, 90.0% accuracy
[2025-12-08T20:35:43.935112] [DEBUG] [LOCAL     ] Loaded configuration for FNKO: 3 features, 90.0% accuracy
[2025-12-08T20:35:43.935182] [DEBUG] [LOCAL     ] Loaded configuration for AEYE: 4 features, 80.0% accuracy
[2025-12-08T20:35:43.935408] [DEBUG] [LOCAL     ] Loaded configuration for SPRX: 2 features, 100.0% accuracy
[2025-12-08T20:35:43.935690] [DEBUG] [LOCAL     ] Loaded configuration for BIO: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.935923] [DEBUG] [LOCAL     ] Loaded configuration for HSY: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.936209] [DEBUG] [LOCAL     ] Loaded configuration for RGTI: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.936505] [DEBUG] [LOCAL     ] Loaded configuration for OMF: 1 features, 90.0% accuracy
[2025-12-08T20:35:43.936595] [DEBUG] [LOCAL     ] Loaded configuration for SEZL: 2 features, 90.0% accuracy
[2025-12-08T20:35:43.936834] [DEBUG] [LOCAL     ] Loaded configuration for BHFAN: 1 features, 60.0% accuracy
[2025-12-08T20:35:43.937119] [DEBUG] [LOCAL     ] Loaded configuration for KTCC: 3 features, 60.0% accuracy
[2025-12-08T20:35:43.937353] [DEBUG] [LOCAL     ] Loaded configuration for HRZN: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.937637] [DEBUG] [LOCAL     ] Loaded configuration for XP: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.937926] [DEBUG] [LOCAL     ] Loaded configuration for UXIN: 0 features, 90.0% accuracy
[2025-12-08T20:35:43.938165] [DEBUG] [LOCAL     ] Loaded configuration for DCI: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.938409] [DEBUG] [LOCAL     ] Loaded configuration for GMAB: 4 features, 100.0% accuracy
[2025-12-08T20:35:43.938657] [DEBUG] [LOCAL     ] Loaded configuration for SAIC: 5 features, 70.0% accuracy
[2025-12-08T20:35:43.938892] [DEBUG] [LOCAL     ] Loaded configuration for VTN: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.939126] [DEBUG] [LOCAL     ] Loaded configuration for BOLD: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.939196] [DEBUG] [LOCAL     ] Loaded configuration for NBIX: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.939423] [DEBUG] [LOCAL     ] Loaded configuration for OIA: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.939678] [DEBUG] [LOCAL     ] Loaded configuration for UBRL: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.939993] [DEBUG] [LOCAL     ] Loaded configuration for QDEL: 1 features, 100.0% accuracy
[2025-12-08T20:35:43.940232] [DEBUG] [LOCAL     ] Loaded configuration for MHD: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.940494] [DEBUG] [LOCAL     ] Loaded configuration for PUBM: 1 features, 90.0% accuracy
[2025-12-08T20:35:43.940789] [DEBUG] [LOCAL     ] Loaded configuration for AFRI: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.941026] [DEBUG] [LOCAL     ] Loaded configuration for EHC: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.941096] [DEBUG] [LOCAL     ] Loaded configuration for IEP: 1 features, 100.0% accuracy
[2025-12-08T20:35:43.941377] [DEBUG] [LOCAL     ] Loaded configuration for VTC: 0 features, 70.0% accuracy
[2025-12-08T20:35:43.941460] [DEBUG] [LOCAL     ] Loaded configuration for NFBK: 4 features, 90.0% accuracy
[2025-12-08T20:35:43.941737] [DEBUG] [LOCAL     ] Loaded configuration for KOSS: 5 features, 80.0% accuracy
[2025-12-08T20:35:43.942021] [DEBUG] [LOCAL     ] Loaded configuration for LTH: 4 features, 70.0% accuracy
[2025-12-08T20:35:43.942258] [DEBUG] [LOCAL     ] Loaded configuration for SAM: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.942543] [DEBUG] [LOCAL     ] Loaded configuration for MRAM: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.942824] [DEBUG] [LOCAL     ] Loaded configuration for PDD: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.943134] [DEBUG] [LOCAL     ] Loaded configuration for HWM: 4 features, 80.0% accuracy
[2025-12-08T20:35:43.943368] [DEBUG] [LOCAL     ] Loaded configuration for NXC: 2 features, 90.0% accuracy
[2025-12-08T20:35:43.943609] [DEBUG] [LOCAL     ] Loaded configuration for VVX: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.943840] [DEBUG] [LOCAL     ] Loaded configuration for CLS: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.944128] [DEBUG] [LOCAL     ] Loaded configuration for HOMB: 1 features, 90.0% accuracy
[2025-12-08T20:35:43.944387] [DEBUG] [LOCAL     ] Loaded configuration for LCII: 1 features, 90.0% accuracy
[2025-12-08T20:35:43.944653] [DEBUG] [LOCAL     ] Loaded configuration for BDX: 4 features, 80.0% accuracy
[2025-12-08T20:35:43.944901] [DEBUG] [LOCAL     ] Loaded configuration for HBB: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.945150] [DEBUG] [LOCAL     ] Loaded configuration for NAAS: 3 features, 90.0% accuracy
[2025-12-08T20:35:43.945432] [DEBUG] [LOCAL     ] Loaded configuration for TSBK: 2 features, 60.0% accuracy
[2025-12-08T20:35:43.945680] [DEBUG] [LOCAL     ] Loaded configuration for SKIN: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.945962] [DEBUG] [LOCAL     ] Loaded configuration for KRNY: 2 features, 90.0% accuracy
[2025-12-08T20:35:43.946249] [DEBUG] [LOCAL     ] Loaded configuration for TFSL: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.946318] [DEBUG] [LOCAL     ] Loaded configuration for KINS: 2 features, 60.0% accuracy
[2025-12-08T20:35:43.946547] [DEBUG] [LOCAL     ] Loaded configuration for GE: 3 features, 90.0% accuracy
[2025-12-08T20:35:43.946855] [DEBUG] [LOCAL     ] Loaded configuration for ANIX: 1 features, 60.0% accuracy
[2025-12-08T20:35:43.947110] [DEBUG] [LOCAL     ] Loaded configuration for CFO: 5 features, 90.0% accuracy
[2025-12-08T20:35:43.947349] [DEBUG] [LOCAL     ] Loaded configuration for BCC: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.947630] [DEBUG] [LOCAL     ] Loaded configuration for LCNB: 4 features, 90.0% accuracy
[2025-12-08T20:35:43.947904] [DEBUG] [LOCAL     ] Loaded configuration for EL: 4 features, 80.0% accuracy
[2025-12-08T20:35:43.948162] [DEBUG] [LOCAL     ] Loaded configuration for FFIC: 4 features, 60.0% accuracy
[2025-12-08T20:35:43.948472] [DEBUG] [LOCAL     ] Loaded configuration for ATOM: 6 features, 90.0% accuracy
[2025-12-08T20:35:43.948770] [DEBUG] [LOCAL     ] Loaded configuration for LLYVK: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.949021] [DEBUG] [LOCAL     ] Loaded configuration for TMHC: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.949255] [DEBUG] [LOCAL     ] Loaded configuration for MFM: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.949326] [DEBUG] [LOCAL     ] Loaded configuration for GRID: 2 features, 60.0% accuracy
[2025-12-08T20:35:43.949602] [DEBUG] [LOCAL     ] Loaded configuration for MCI: 5 features, 90.0% accuracy
[2025-12-08T20:35:43.949894] [DEBUG] [LOCAL     ] Loaded configuration for SUNS: 2 features, 90.0% accuracy
[2025-12-08T20:35:43.950189] [DEBUG] [LOCAL     ] Loaded configuration for FTXG: 2 features, 90.0% accuracy
[2025-12-08T20:35:43.950440] [DEBUG] [LOCAL     ] Loaded configuration for SND: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.950674] [DEBUG] [LOCAL     ] Loaded configuration for GTX: 0 features, 90.0% accuracy
[2025-12-08T20:35:43.950910] [DEBUG] [LOCAL     ] Loaded configuration for BNRG: 1 features, 50.0% accuracy
[2025-12-08T20:35:43.951191] [DEBUG] [LOCAL     ] Loaded configuration for SENS: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.951445] [DEBUG] [LOCAL     ] Loaded configuration for WBX: 0 features, 90.0% accuracy
[2025-12-08T20:35:43.951695] [DEBUG] [LOCAL     ] Loaded configuration for PTNQ: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.951979] [DEBUG] [LOCAL     ] Loaded configuration for QYLG: 5 features, 90.0% accuracy
[2025-12-08T20:35:43.952266] [DEBUG] [LOCAL     ] Loaded configuration for YRD: 0 features, 70.0% accuracy
[2025-12-08T20:35:43.952515] [DEBUG] [LOCAL     ] Loaded configuration for SHOC: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.952617] [DEBUG] [LOCAL     ] Loaded configuration for MQY: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.952911] [DEBUG] [LOCAL     ] Loaded configuration for GPC: 4 features, 70.0% accuracy
[2025-12-08T20:35:43.953166] [DEBUG] [LOCAL     ] Loaded configuration for WFRD: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.953413] [DEBUG] [LOCAL     ] Loaded configuration for NABL: 0 features, 90.0% accuracy
[2025-12-08T20:35:43.953703] [DEBUG] [LOCAL     ] Loaded configuration for AWI: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.953950] [DEBUG] [LOCAL     ] Loaded configuration for GNE: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.954251] [DEBUG] [LOCAL     ] Loaded configuration for HQI: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.954507] [DEBUG] [LOCAL     ] Loaded configuration for WDC: 5 features, 80.0% accuracy
[2025-12-08T20:35:43.954820] [DEBUG] [LOCAL     ] Loaded configuration for MWA: 1 features, 60.0% accuracy
[2025-12-08T20:35:43.954896] [DEBUG] [LOCAL     ] Loaded configuration for CPB: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.954956] [DEBUG] [LOCAL     ] Loaded configuration for LAB: 2 features, 60.0% accuracy
[2025-12-08T20:35:43.955235] [DEBUG] [LOCAL     ] Loaded configuration for CNSP: 3 features, 90.0% accuracy
[2025-12-08T20:35:43.955303] [DEBUG] [LOCAL     ] Loaded configuration for ILMN: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.955550] [DEBUG] [LOCAL     ] Loaded configuration for DKL: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.955861] [DEBUG] [LOCAL     ] Loaded configuration for RPID: 4 features, 70.0% accuracy
[2025-12-08T20:35:43.955931] [DEBUG] [LOCAL     ] Loaded configuration for TSDD: 3 features, 90.0% accuracy
[2025-12-08T20:35:43.956168] [DEBUG] [LOCAL     ] Loaded configuration for GPN: 3 features, 50.0% accuracy
[2025-12-08T20:35:43.956240] [DEBUG] [LOCAL     ] Loaded configuration for LBTYA: 6 features, 70.0% accuracy
[2025-12-08T20:35:43.956528] [DEBUG] [LOCAL     ] Loaded configuration for ARBB: 2 features, 90.0% accuracy
[2025-12-08T20:35:43.956806] [DEBUG] [LOCAL     ] Loaded configuration for NLOP: 4 features, 90.0% accuracy
[2025-12-08T20:35:43.957124] [DEBUG] [LOCAL     ] Loaded configuration for QCLN: 4 features, 80.0% accuracy
[2025-12-08T20:35:43.957437] [DEBUG] [LOCAL     ] Loaded configuration for TRGP: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.957704] [DEBUG] [LOCAL     ] Loaded configuration for SHY: 1 features, 90.0% accuracy
[2025-12-08T20:35:43.957773] [DEBUG] [LOCAL     ] Loaded configuration for BND: 0 features, 50.0% accuracy
[2025-12-08T20:35:43.958040] [DEBUG] [LOCAL     ] Loaded configuration for WBTN: 6 features, 90.0% accuracy
[2025-12-08T20:35:43.958281] [DEBUG] [LOCAL     ] Loaded configuration for DMLP: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.958529] [DEBUG] [LOCAL     ] Loaded configuration for INFY: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.958853] [DEBUG] [LOCAL     ] Loaded configuration for GAIA: 2 features, 60.0% accuracy
[2025-12-08T20:35:43.959174] [DEBUG] [LOCAL     ] Loaded configuration for FTSL: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.959468] [DEBUG] [LOCAL     ] Loaded configuration for DFP: 1 features, 60.0% accuracy
[2025-12-08T20:35:43.959759] [DEBUG] [LOCAL     ] Loaded configuration for PTC: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.960009] [DEBUG] [LOCAL     ] Loaded configuration for KMX: 2 features, 90.0% accuracy
[2025-12-08T20:35:43.960242] [DEBUG] [LOCAL     ] Loaded configuration for TM: 4 features, 90.0% accuracy
[2025-12-08T20:35:43.960528] [DEBUG] [LOCAL     ] Loaded configuration for SMHI: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.960803] [DEBUG] [LOCAL     ] Loaded configuration for BWEN: 4 features, 80.0% accuracy
[2025-12-08T20:35:43.961055] [DEBUG] [LOCAL     ] Loaded configuration for SIEB: 6 features, 90.0% accuracy
[2025-12-08T20:35:43.961309] [DEBUG] [LOCAL     ] Loaded configuration for INMD: 4 features, 100.0% accuracy
[2025-12-08T20:35:43.961544] [DEBUG] [LOCAL     ] Loaded configuration for AROC: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.961819] [DEBUG] [LOCAL     ] Loaded configuration for MTN: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.962106] [DEBUG] [LOCAL     ] Loaded configuration for MRM: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.962374] [DEBUG] [LOCAL     ] Loaded configuration for ABEO: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.962904] [DEBUG] [LOCAL     ] Loaded configuration for ESTC: 7 features, 90.0% accuracy
[2025-12-08T20:35:43.963544] [DEBUG] [LOCAL     ] Loaded configuration for CGEM: 1 features, 60.0% accuracy
[2025-12-08T20:35:43.964104] [DEBUG] [LOCAL     ] Loaded configuration for ZH: 4 features, 80.0% accuracy
[2025-12-08T20:35:43.964177] [DEBUG] [LOCAL     ] Loaded configuration for ARBE: 5 features, 70.0% accuracy
[2025-12-08T20:35:43.964431] [DEBUG] [LOCAL     ] Loaded configuration for PDLB: 2 features, 60.0% accuracy
[2025-12-08T20:35:43.964502] [DEBUG] [LOCAL     ] Loaded configuration for SIFY: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.964747] [DEBUG] [LOCAL     ] Loaded configuration for FA: 0 features, 50.0% accuracy
[2025-12-08T20:35:43.964820] [DEBUG] [LOCAL     ] Loaded configuration for STI: 4 features, 70.0% accuracy
[2025-12-08T20:35:43.965108] [DEBUG] [LOCAL     ] Loaded configuration for STKS: 6 features, 80.0% accuracy
[2025-12-08T20:35:43.965372] [DEBUG] [LOCAL     ] Loaded configuration for DRH: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.965619] [DEBUG] [LOCAL     ] Loaded configuration for SFB: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.965911] [DEBUG] [LOCAL     ] Loaded configuration for FAF: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.966170] [DEBUG] [LOCAL     ] Loaded configuration for ONB: 4 features, 100.0% accuracy
[2025-12-08T20:35:43.966424] [DEBUG] [LOCAL     ] Loaded configuration for TFC: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.966675] [DEBUG] [LOCAL     ] Loaded configuration for NVS: 2 features, 90.0% accuracy
[2025-12-08T20:35:43.966916] [DEBUG] [LOCAL     ] Loaded configuration for NDMO: 6 features, 80.0% accuracy
[2025-12-08T20:35:43.967153] [DEBUG] [LOCAL     ] Loaded configuration for BOH: 1 features, 90.0% accuracy
[2025-12-08T20:35:43.967464] [DEBUG] [LOCAL     ] Loaded configuration for MMC: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.967727] [DEBUG] [LOCAL     ] Loaded configuration for VEEE: 3 features, 90.0% accuracy
[2025-12-08T20:35:43.967962] [DEBUG] [LOCAL     ] Loaded configuration for STK: 3 features, 90.0% accuracy
[2025-12-08T20:35:43.968249] [DEBUG] [LOCAL     ] Loaded configuration for DEO: 0 features, 70.0% accuracy
[2025-12-08T20:35:43.968549] [DEBUG] [LOCAL     ] Loaded configuration for FERG: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.968825] [DEBUG] [LOCAL     ] Loaded configuration for JILL: 3 features, 60.0% accuracy
[2025-12-08T20:35:43.969060] [DEBUG] [LOCAL     ] Loaded configuration for GNPX: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.969312] [DEBUG] [LOCAL     ] Loaded configuration for INTC: 4 features, 90.0% accuracy
[2025-12-08T20:35:43.969593] [DEBUG] [LOCAL     ] Loaded configuration for PPIH: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.969845] [DEBUG] [LOCAL     ] Loaded configuration for UBSI: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.970094] [DEBUG] [LOCAL     ] Loaded configuration for OCGN: 2 features, 90.0% accuracy
[2025-12-08T20:35:43.970379] [DEBUG] [LOCAL     ] Loaded configuration for CIA: 1 features, 60.0% accuracy
[2025-12-08T20:35:43.970646] [DEBUG] [LOCAL     ] Loaded configuration for IFS: 4 features, 80.0% accuracy
[2025-12-08T20:35:43.970887] [DEBUG] [LOCAL     ] Loaded configuration for VTWO: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.970955] [DEBUG] [LOCAL     ] Loaded configuration for DSGX: 4 features, 80.0% accuracy
[2025-12-08T20:35:43.971185] [DEBUG] [LOCAL     ] Loaded configuration for SPB: 2 features, 100.0% accuracy
[2025-12-08T20:35:43.971422] [DEBUG] [LOCAL     ] Loaded configuration for UMC: 1 features, 90.0% accuracy
[2025-12-08T20:35:43.971710] [DEBUG] [LOCAL     ] Loaded configuration for HOLO: 2 features, 90.0% accuracy
[2025-12-08T20:35:43.971994] [DEBUG] [LOCAL     ] Loaded configuration for TWI: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.972247] [DEBUG] [LOCAL     ] Loaded configuration for LEGN: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.972490] [DEBUG] [LOCAL     ] Loaded configuration for MLM: 1 features, 60.0% accuracy
[2025-12-08T20:35:43.972599] [DEBUG] [LOCAL     ] Loaded configuration for MASS: 5 features, 70.0% accuracy
[2025-12-08T20:35:43.972853] [DEBUG] [LOCAL     ] Loaded configuration for GCBC: 4 features, 80.0% accuracy
[2025-12-08T20:35:43.973137] [DEBUG] [LOCAL     ] Loaded configuration for ACM: 0 features, 90.0% accuracy
[2025-12-08T20:35:43.973388] [DEBUG] [LOCAL     ] Loaded configuration for TXRH: 3 features, 90.0% accuracy
[2025-12-08T20:35:43.973644] [DEBUG] [LOCAL     ] Loaded configuration for XPON: 4 features, 90.0% accuracy
[2025-12-08T20:35:43.973878] [DEBUG] [LOCAL     ] Loaded configuration for TPVG: 4 features, 60.0% accuracy
[2025-12-08T20:35:43.974166] [DEBUG] [LOCAL     ] Loaded configuration for TDOC: 3 features, 90.0% accuracy
[2025-12-08T20:35:43.974436] [DEBUG] [LOCAL     ] Loaded configuration for AIRS: 5 features, 80.0% accuracy
[2025-12-08T20:35:43.974723] [DEBUG] [LOCAL     ] Loaded configuration for TDUP: 4 features, 70.0% accuracy
[2025-12-08T20:35:43.974976] [DEBUG] [LOCAL     ] Loaded configuration for SOXQ: 3 features, 60.0% accuracy
[2025-12-08T20:35:43.975262] [DEBUG] [LOCAL     ] Loaded configuration for ICOP: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.975546] [DEBUG] [LOCAL     ] Loaded configuration for HNDL: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.975821] [DEBUG] [LOCAL     ] Loaded configuration for CLLS: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.976141] [DEBUG] [LOCAL     ] Loaded configuration for AAON: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.976455] [DEBUG] [LOCAL     ] Loaded configuration for BGLC: 3 features, 90.0% accuracy
[2025-12-08T20:35:43.976734] [DEBUG] [LOCAL     ] Loaded configuration for HBANL: 1 features, 60.0% accuracy
[2025-12-08T20:35:43.976975] [DEBUG] [LOCAL     ] Loaded configuration for EYE: 2 features, 90.0% accuracy
[2025-12-08T20:35:43.977262] [DEBUG] [LOCAL     ] Loaded configuration for TCBX: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.977526] [DEBUG] [LOCAL     ] Loaded configuration for PPH: 3 features, 90.0% accuracy
[2025-12-08T20:35:43.977797] [DEBUG] [LOCAL     ] Loaded configuration for KAI: 2 features, 60.0% accuracy
[2025-12-08T20:35:43.977867] [DEBUG] [LOCAL     ] Loaded configuration for GDEN: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.978101] [DEBUG] [LOCAL     ] Loaded configuration for ATLO: 2 features, 100.0% accuracy
[2025-12-08T20:35:43.978356] [DEBUG] [LOCAL     ] Loaded configuration for NCNA: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.978615] [DEBUG] [LOCAL     ] Loaded configuration for MKSI: 4 features, 80.0% accuracy
[2025-12-08T20:35:43.978939] [DEBUG] [LOCAL     ] Loaded configuration for SLM: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.979256] [DEBUG] [LOCAL     ] Loaded configuration for MUC: 3 features, 90.0% accuracy
[2025-12-08T20:35:43.979547] [DEBUG] [LOCAL     ] Loaded configuration for FICS: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.979853] [DEBUG] [LOCAL     ] Loaded configuration for JVA: 3 features, 90.0% accuracy
[2025-12-08T20:35:43.979928] [DEBUG] [LOCAL     ] Loaded configuration for REFI: 4 features, 90.0% accuracy
[2025-12-08T20:35:43.980211] [DEBUG] [LOCAL     ] Loaded configuration for ALLY: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.980451] [DEBUG] [LOCAL     ] Loaded configuration for TWO: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.980711] [DEBUG] [LOCAL     ] Loaded configuration for PCQ: 2 features, 60.0% accuracy
[2025-12-08T20:35:43.980952] [DEBUG] [LOCAL     ] Loaded configuration for ATEN: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.981242] [DEBUG] [LOCAL     ] Loaded configuration for CNOB: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.981529] [DEBUG] [LOCAL     ] Loaded configuration for OTEX: 5 features, 70.0% accuracy
[2025-12-08T20:35:43.981840] [DEBUG] [LOCAL     ] Loaded configuration for ICUI: 4 features, 70.0% accuracy
[2025-12-08T20:35:43.982097] [DEBUG] [LOCAL     ] Loaded configuration for FLYE: 5 features, 90.0% accuracy
[2025-12-08T20:35:43.982393] [DEBUG] [LOCAL     ] Loaded configuration for FIS: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.982465] [DEBUG] [LOCAL     ] Loaded configuration for JD: 4 features, 50.0% accuracy
[2025-12-08T20:35:43.982724] [DEBUG] [LOCAL     ] Loaded configuration for GRI: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.983025] [DEBUG] [LOCAL     ] Loaded configuration for OLP: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.983265] [DEBUG] [LOCAL     ] Loaded configuration for C: 0 features, 80.0% accuracy
[2025-12-08T20:35:43.983520] [DEBUG] [LOCAL     ] Loaded configuration for VNOM: 2 features, 60.0% accuracy
[2025-12-08T20:35:43.983800] [DEBUG] [LOCAL     ] Loaded configuration for NISN: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.984038] [DEBUG] [LOCAL     ] Loaded configuration for AVXL: 1 features, 50.0% accuracy
[2025-12-08T20:35:43.984280] [DEBUG] [LOCAL     ] Loaded configuration for TRMB: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.984539] [DEBUG] [LOCAL     ] Loaded configuration for GOGO: 2 features, 50.0% accuracy
[2025-12-08T20:35:43.984867] [DEBUG] [LOCAL     ] Loaded configuration for SCLX: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.985109] [DEBUG] [LOCAL     ] Loaded configuration for EOG: 1 features, 90.0% accuracy
[2025-12-08T20:35:43.985181] [DEBUG] [LOCAL     ] Loaded configuration for LCFY: 5 features, 90.0% accuracy
[2025-12-08T20:35:43.985416] [DEBUG] [LOCAL     ] Loaded configuration for ORN: 2 features, 60.0% accuracy
[2025-12-08T20:35:43.985711] [DEBUG] [LOCAL     ] Loaded configuration for QNCX: 1 features, 50.0% accuracy
[2025-12-08T20:35:43.985999] [DEBUG] [LOCAL     ] Loaded configuration for SFBS: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.986286] [DEBUG] [LOCAL     ] Loaded configuration for SCVL: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.986520] [DEBUG] [LOCAL     ] Loaded configuration for BOE: 1 features, 60.0% accuracy
[2025-12-08T20:35:43.986827] [DEBUG] [LOCAL     ] Loaded configuration for LC: 4 features, 80.0% accuracy
[2025-12-08T20:35:43.987067] [DEBUG] [LOCAL     ] Loaded configuration for SB: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.987355] [DEBUG] [LOCAL     ] Loaded configuration for UTWO: 4 features, 80.0% accuracy
[2025-12-08T20:35:43.987635] [DEBUG] [LOCAL     ] Loaded configuration for VAC: 6 features, 90.0% accuracy
[2025-12-08T20:35:43.987893] [DEBUG] [LOCAL     ] Loaded configuration for CIVB: 4 features, 100.0% accuracy
[2025-12-08T20:35:43.988148] [DEBUG] [LOCAL     ] Loaded configuration for HYFM: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.988436] [DEBUG] [LOCAL     ] Loaded configuration for SLVM: 4 features, 70.0% accuracy
[2025-12-08T20:35:43.988674] [DEBUG] [LOCAL     ] Loaded configuration for DDI: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.988923] [DEBUG] [LOCAL     ] Loaded configuration for GD: 0 features, 90.0% accuracy
[2025-12-08T20:35:43.989217] [DEBUG] [LOCAL     ] Loaded configuration for STHO: 4 features, 80.0% accuracy
[2025-12-08T20:35:43.989490] [DEBUG] [LOCAL     ] Loaded configuration for BANX: 4 features, 90.0% accuracy
[2025-12-08T20:35:43.989805] [DEBUG] [LOCAL     ] Loaded configuration for SBUX: 0 features, 70.0% accuracy
[2025-12-08T20:35:43.990065] [DEBUG] [LOCAL     ] Loaded configuration for PHVS: 4 features, 60.0% accuracy
[2025-12-08T20:35:43.990351] [DEBUG] [LOCAL     ] Loaded configuration for AL: 2 features, 60.0% accuracy
[2025-12-08T20:35:43.990606] [DEBUG] [LOCAL     ] Loaded configuration for RDHL: 2 features, 60.0% accuracy
[2025-12-08T20:35:43.990859] [DEBUG] [LOCAL     ] Loaded configuration for MASI: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.991150] [DEBUG] [LOCAL     ] Loaded configuration for OOMA: 0 features, 70.0% accuracy
[2025-12-08T20:35:43.991434] [DEBUG] [LOCAL     ] Loaded configuration for NVTS: 6 features, 90.0% accuracy
[2025-12-08T20:35:43.991720] [DEBUG] [LOCAL     ] Loaded configuration for IBTO: 2 features, 60.0% accuracy
[2025-12-08T20:35:43.992006] [DEBUG] [LOCAL     ] Loaded configuration for BOKF: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.992251] [DEBUG] [LOCAL     ] Loaded configuration for LVS: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.992545] [DEBUG] [LOCAL     ] Loaded configuration for BHFAM: 2 features, 90.0% accuracy
[2025-12-08T20:35:43.992633] [DEBUG] [LOCAL     ] Loaded configuration for DTSS: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.992694] [DEBUG] [LOCAL     ] Loaded configuration for BHF: 4 features, 80.0% accuracy
[2025-12-08T20:35:43.992929] [DEBUG] [LOCAL     ] Loaded configuration for NMM: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.993175] [DEBUG] [LOCAL     ] Loaded configuration for ATHA: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.993415] [DEBUG] [LOCAL     ] Loaded configuration for THQ: 5 features, 90.0% accuracy
[2025-12-08T20:35:43.993656] [DEBUG] [LOCAL     ] Loaded configuration for TRMD: 4 features, 90.0% accuracy
[2025-12-08T20:35:43.993914] [DEBUG] [LOCAL     ] Loaded configuration for SJM: 1 features, 70.0% accuracy
[2025-12-08T20:35:43.994210] [DEBUG] [LOCAL     ] Loaded configuration for ALLE: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.994469] [DEBUG] [LOCAL     ] Loaded configuration for HGLB: 2 features, 60.0% accuracy
[2025-12-08T20:35:43.994759] [DEBUG] [LOCAL     ] Loaded configuration for ZURA: 0 features, 60.0% accuracy
[2025-12-08T20:35:43.995042] [DEBUG] [LOCAL     ] Loaded configuration for PFGC: 3 features, 90.0% accuracy
[2025-12-08T20:35:43.995327] [DEBUG] [LOCAL     ] Loaded configuration for ACLS: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.995614] [DEBUG] [LOCAL     ] Loaded configuration for LNZA: 1 features, 90.0% accuracy
[2025-12-08T20:35:43.995853] [DEBUG] [LOCAL     ] Loaded configuration for IDA: 2 features, 60.0% accuracy
[2025-12-08T20:35:43.996140] [DEBUG] [LOCAL     ] Loaded configuration for HIVE: 3 features, 70.0% accuracy
[2025-12-08T20:35:43.996393] [DEBUG] [LOCAL     ] Loaded configuration for BKH: 1 features, 80.0% accuracy
[2025-12-08T20:35:43.996686] [DEBUG] [LOCAL     ] Loaded configuration for CLNN: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.996920] [DEBUG] [LOCAL     ] Loaded configuration for BGH: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.997161] [DEBUG] [LOCAL     ] Loaded configuration for ALHC: 1 features, 90.0% accuracy
[2025-12-08T20:35:43.997467] [DEBUG] [LOCAL     ] Loaded configuration for LOGI: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.997539] [DEBUG] [LOCAL     ] Loaded configuration for DYN: 2 features, 70.0% accuracy
[2025-12-08T20:35:43.997795] [DEBUG] [LOCAL     ] Loaded configuration for TRMK: 3 features, 90.0% accuracy
[2025-12-08T20:35:43.998082] [DEBUG] [LOCAL     ] Loaded configuration for LIND: 0 features, 70.0% accuracy
[2025-12-08T20:35:43.998317] [DEBUG] [LOCAL     ] Loaded configuration for VLTO: 2 features, 60.0% accuracy
[2025-12-08T20:35:43.998603] [DEBUG] [LOCAL     ] Loaded configuration for OMC: 3 features, 80.0% accuracy
[2025-12-08T20:35:43.998869] [DEBUG] [LOCAL     ] Loaded configuration for WERN: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.999125] [DEBUG] [LOCAL     ] Loaded configuration for BXSL: 3 features, 90.0% accuracy
[2025-12-08T20:35:43.999388] [DEBUG] [LOCAL     ] Loaded configuration for FN: 2 features, 60.0% accuracy
[2025-12-08T20:35:43.999647] [DEBUG] [LOCAL     ] Loaded configuration for MGPI: 2 features, 80.0% accuracy
[2025-12-08T20:35:43.999884] [DEBUG] [LOCAL     ] Loaded configuration for SON: 0 features, 60.0% accuracy
[2025-12-08T20:35:44.000122] [DEBUG] [LOCAL     ] Loaded configuration for SQQQ: 7 features, 90.0% accuracy
[2025-12-08T20:35:44.000378] [DEBUG] [LOCAL     ] Loaded configuration for ASGN: 2 features, 70.0% accuracy
[2025-12-08T20:35:44.000666] [DEBUG] [LOCAL     ] Loaded configuration for FLNG: 2 features, 70.0% accuracy
[2025-12-08T20:35:44.000903] [DEBUG] [LOCAL     ] Loaded configuration for BN: 3 features, 60.0% accuracy
[2025-12-08T20:35:44.001170] [DEBUG] [LOCAL     ] Loaded configuration for VCRB: 2 features, 90.0% accuracy
[2025-12-08T20:35:44.001262] [DEBUG] [LOCAL     ] Loaded configuration for DH: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.001561] [DEBUG] [LOCAL     ] Loaded configuration for RVTY: 2 features, 60.0% accuracy
[2025-12-08T20:35:44.001820] [DEBUG] [LOCAL     ] Loaded configuration for BSMP: 5 features, 90.0% accuracy
[2025-12-08T20:35:44.002106] [DEBUG] [LOCAL     ] Loaded configuration for MDXH: 1 features, 70.0% accuracy
[2025-12-08T20:35:44.002189] [DEBUG] [LOCAL     ] Loaded configuration for ACEL: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.002440] [DEBUG] [LOCAL     ] Loaded configuration for LE: 1 features, 60.0% accuracy
[2025-12-08T20:35:44.002679] [DEBUG] [LOCAL     ] Loaded configuration for MODG: 3 features, 90.0% accuracy
[2025-12-08T20:35:44.002966] [DEBUG] [LOCAL     ] Loaded configuration for DB: 4 features, 70.0% accuracy
[2025-12-08T20:35:44.003203] [DEBUG] [LOCAL     ] Loaded configuration for SPSC: 1 features, 60.0% accuracy
[2025-12-08T20:35:44.003458] [DEBUG] [LOCAL     ] Loaded configuration for METCB: 2 features, 90.0% accuracy
[2025-12-08T20:35:44.003720] [DEBUG] [LOCAL     ] Loaded configuration for INDI: 1 features, 90.0% accuracy
[2025-12-08T20:35:44.003953] [DEBUG] [LOCAL     ] Loaded configuration for RHP: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.004188] [DEBUG] [LOCAL     ] Loaded configuration for BNTC: 4 features, 70.0% accuracy
[2025-12-08T20:35:44.004424] [DEBUG] [LOCAL     ] Loaded configuration for CLF: 2 features, 60.0% accuracy
[2025-12-08T20:35:44.004709] [DEBUG] [LOCAL     ] Loaded configuration for MTLS: 1 features, 60.0% accuracy
[2025-12-08T20:35:44.004991] [DEBUG] [LOCAL     ] Loaded configuration for ENSC: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.005274] [DEBUG] [LOCAL     ] Loaded configuration for JMIA: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.005512] [DEBUG] [LOCAL     ] Loaded configuration for QD: 3 features, 90.0% accuracy
[2025-12-08T20:35:44.005787] [DEBUG] [LOCAL     ] Loaded configuration for USEA: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.005858] [DEBUG] [LOCAL     ] Loaded configuration for LX: 1 features, 70.0% accuracy
[2025-12-08T20:35:44.006084] [DEBUG] [LOCAL     ] Loaded configuration for BCE: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.006383] [DEBUG] [LOCAL     ] Loaded configuration for CSWC: 3 features, 60.0% accuracy
[2025-12-08T20:35:44.006671] [DEBUG] [LOCAL     ] Loaded configuration for DXCM: 1 features, 60.0% accuracy
[2025-12-08T20:35:44.006920] [DEBUG] [LOCAL     ] Loaded configuration for TNC: 2 features, 70.0% accuracy
[2025-12-08T20:35:44.007155] [DEBUG] [LOCAL     ] Loaded configuration for CDC: 6 features, 90.0% accuracy
[2025-12-08T20:35:44.007409] [DEBUG] [LOCAL     ] Loaded configuration for DGRS: 1 features, 70.0% accuracy
[2025-12-08T20:35:44.007505] [DEBUG] [LOCAL     ] Loaded configuration for FRHC: 1 features, 70.0% accuracy
[2025-12-08T20:35:44.007741] [DEBUG] [LOCAL     ] Loaded configuration for ASNS: 2 features, 70.0% accuracy
[2025-12-08T20:35:44.008053] [DEBUG] [LOCAL     ] Loaded configuration for SUSB: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.008297] [DEBUG] [LOCAL     ] Loaded configuration for DLTH: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.008601] [DEBUG] [LOCAL     ] Loaded configuration for BKE: 5 features, 80.0% accuracy
[2025-12-08T20:35:44.008868] [DEBUG] [LOCAL     ] Loaded configuration for BAX: 2 features, 70.0% accuracy
[2025-12-08T20:35:44.009127] [DEBUG] [LOCAL     ] Loaded configuration for LND: 0 features, 80.0% accuracy
[2025-12-08T20:35:44.009205] [DEBUG] [LOCAL     ] Loaded configuration for FCNCA: 0 features, 80.0% accuracy
[2025-12-08T20:35:44.009489] [DEBUG] [LOCAL     ] Loaded configuration for WOOD: 3 features, 90.0% accuracy
[2025-12-08T20:35:44.009779] [DEBUG] [LOCAL     ] Loaded configuration for CVGI: 2 features, 70.0% accuracy
[2025-12-08T20:35:44.010035] [DEBUG] [LOCAL     ] Loaded configuration for PDBC: 1 features, 90.0% accuracy
[2025-12-08T20:35:44.010320] [DEBUG] [LOCAL     ] Loaded configuration for ITRI: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.010389] [DEBUG] [LOCAL     ] Loaded configuration for CELH: 1 features, 90.0% accuracy
[2025-12-08T20:35:44.010624] [DEBUG] [LOCAL     ] Loaded configuration for PK: 1 features, 70.0% accuracy
[2025-12-08T20:35:44.010911] [DEBUG] [LOCAL     ] Loaded configuration for BRO: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.011193] [DEBUG] [LOCAL     ] Loaded configuration for SEE: 0 features, 80.0% accuracy
[2025-12-08T20:35:44.011467] [DEBUG] [LOCAL     ] Loaded configuration for REAL: 4 features, 60.0% accuracy
[2025-12-08T20:35:44.011707] [DEBUG] [LOCAL     ] Loaded configuration for OGN: 0 features, 70.0% accuracy
[2025-12-08T20:35:44.011994] [DEBUG] [LOCAL     ] Loaded configuration for SGC: 2 features, 60.0% accuracy
[2025-12-08T20:35:44.012278] [DEBUG] [LOCAL     ] Loaded configuration for LGI: 2 features, 60.0% accuracy
[2025-12-08T20:35:44.012525] [DEBUG] [LOCAL     ] Loaded configuration for GFI: 6 features, 90.0% accuracy
[2025-12-08T20:35:44.012840] [DEBUG] [LOCAL     ] Loaded configuration for ALLO: 0 features, 70.0% accuracy
[2025-12-08T20:35:44.013132] [DEBUG] [LOCAL     ] Loaded configuration for MMD: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.013414] [DEBUG] [LOCAL     ] Loaded configuration for VRNS: 1 features, 70.0% accuracy
[2025-12-08T20:35:44.013699] [DEBUG] [LOCAL     ] Loaded configuration for NBB: 2 features, 70.0% accuracy
[2025-12-08T20:35:44.013983] [DEBUG] [LOCAL     ] Loaded configuration for QQQM: 5 features, 70.0% accuracy
[2025-12-08T20:35:44.014235] [DEBUG] [LOCAL     ] Loaded configuration for POOL: 2 features, 70.0% accuracy
[2025-12-08T20:35:44.014487] [DEBUG] [LOCAL     ] Loaded configuration for TTWO: 0 features, 80.0% accuracy
[2025-12-08T20:35:44.014722] [DEBUG] [LOCAL     ] Loaded configuration for DMB: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.014957] [DEBUG] [LOCAL     ] Loaded configuration for PII: 3 features, 70.0% accuracy
[2025-12-08T20:35:44.015242] [DEBUG] [LOCAL     ] Loaded configuration for DVN: 2 features, 90.0% accuracy
[2025-12-08T20:35:44.015312] [DEBUG] [LOCAL     ] Loaded configuration for MNKD: 0 features, 80.0% accuracy
[2025-12-08T20:35:44.015603] [DEBUG] [LOCAL     ] Loaded configuration for ETB: 5 features, 80.0% accuracy
[2025-12-08T20:35:44.015847] [DEBUG] [LOCAL     ] Loaded configuration for BEAM: 2 features, 70.0% accuracy
[2025-12-08T20:35:44.016132] [DEBUG] [LOCAL     ] Loaded configuration for ORIC: 1 features, 80.0% accuracy
[2025-12-08T20:35:44.016210] [DEBUG] [LOCAL     ] Loaded configuration for POWL: 0 features, 70.0% accuracy
[2025-12-08T20:35:44.016458] [DEBUG] [LOCAL     ] Loaded configuration for FPI: 1 features, 80.0% accuracy
[2025-12-08T20:35:44.016698] [DEBUG] [LOCAL     ] Loaded configuration for PMO: 0 features, 60.0% accuracy
[2025-12-08T20:35:44.016768] [DEBUG] [LOCAL     ] Loaded configuration for PAYO: 3 features, 90.0% accuracy
[2025-12-08T20:35:44.017012] [DEBUG] [LOCAL     ] Loaded configuration for KYTX: 1 features, 80.0% accuracy
[2025-12-08T20:35:44.017250] [DEBUG] [LOCAL     ] Loaded configuration for EGP: 4 features, 80.0% accuracy
[2025-12-08T20:35:44.017495] [DEBUG] [LOCAL     ] Loaded configuration for SBAC: 1 features, 80.0% accuracy
[2025-12-08T20:35:44.017743] [DEBUG] [LOCAL     ] Loaded configuration for SDHY: 0 features, 80.0% accuracy
[2025-12-08T20:35:44.017814] [DEBUG] [LOCAL     ] Loaded configuration for EXPI: 4 features, 80.0% accuracy
[2025-12-08T20:35:44.018093] [DEBUG] [LOCAL     ] Loaded configuration for USFD: 3 features, 70.0% accuracy
[2025-12-08T20:35:44.018329] [DEBUG] [LOCAL     ] Loaded configuration for CCIF: 1 features, 80.0% accuracy
[2025-12-08T20:35:44.018597] [DEBUG] [LOCAL     ] Loaded configuration for LDSF: 3 features, 60.0% accuracy
[2025-12-08T20:35:44.018850] [DEBUG] [LOCAL     ] Loaded configuration for FDP: 3 features, 70.0% accuracy
[2025-12-08T20:35:44.019103] [DEBUG] [LOCAL     ] Loaded configuration for BSAC: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.019181] [DEBUG] [LOCAL     ] Loaded configuration for MNY: 1 features, 90.0% accuracy
[2025-12-08T20:35:44.019242] [DEBUG] [LOCAL     ] Loaded configuration for FITBI: 4 features, 60.0% accuracy
[2025-12-08T20:35:44.019525] [DEBUG] [LOCAL     ] Loaded configuration for ANTX: 2 features, 50.0% accuracy
[2025-12-08T20:35:44.019785] [DEBUG] [LOCAL     ] Loaded configuration for NCA: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.020074] [DEBUG] [LOCAL     ] Loaded configuration for SGHC: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.020326] [DEBUG] [LOCAL     ] Loaded configuration for PTIX: 2 features, 60.0% accuracy
[2025-12-08T20:35:44.020615] [DEBUG] [LOCAL     ] Loaded configuration for RFI: 4 features, 80.0% accuracy
[2025-12-08T20:35:44.020898] [DEBUG] [LOCAL     ] Loaded configuration for HUM: 3 features, 100.0% accuracy
[2025-12-08T20:35:44.021151] [DEBUG] [LOCAL     ] Loaded configuration for OPRX: 5 features, 100.0% accuracy
[2025-12-08T20:35:44.021396] [DEBUG] [LOCAL     ] Loaded configuration for FIVE: 4 features, 80.0% accuracy
[2025-12-08T20:35:44.021473] [DEBUG] [LOCAL     ] Loaded configuration for SDVY: 2 features, 70.0% accuracy
[2025-12-08T20:35:44.021759] [DEBUG] [LOCAL     ] Loaded configuration for SPE: 2 features, 70.0% accuracy
[2025-12-08T20:35:44.021995] [DEBUG] [LOCAL     ] Loaded configuration for PCG: 2 features, 60.0% accuracy
[2025-12-08T20:35:44.022279] [DEBUG] [LOCAL     ] Loaded configuration for SFM: 2 features, 60.0% accuracy
[2025-12-08T20:35:44.022532] [DEBUG] [LOCAL     ] Loaded configuration for PASG: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.022821] [DEBUG] [LOCAL     ] Loaded configuration for XENE: 6 features, 90.0% accuracy
[2025-12-08T20:35:44.023059] [DEBUG] [LOCAL     ] Loaded configuration for NRG: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.023309] [DEBUG] [LOCAL     ] Loaded configuration for INSM: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.023591] [DEBUG] [LOCAL     ] Loaded configuration for UPLD: 3 features, 100.0% accuracy
[2025-12-08T20:35:44.023847] [DEBUG] [LOCAL     ] Loaded configuration for WAL: 1 features, 70.0% accuracy
[2025-12-08T20:35:44.024136] [DEBUG] [LOCAL     ] Loaded configuration for THO: 4 features, 80.0% accuracy
[2025-12-08T20:35:44.024372] [DEBUG] [LOCAL     ] Loaded configuration for SOJD: 4 features, 80.0% accuracy
[2025-12-08T20:35:44.024659] [DEBUG] [LOCAL     ] Loaded configuration for OPAD: 2 features, 90.0% accuracy
[2025-12-08T20:35:44.024943] [DEBUG] [LOCAL     ] Loaded configuration for ABCB: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.025186] [DEBUG] [LOCAL     ] Loaded configuration for AEM: 1 features, 70.0% accuracy
[2025-12-08T20:35:44.025424] [DEBUG] [LOCAL     ] Loaded configuration for FMC: 4 features, 80.0% accuracy
[2025-12-08T20:35:44.025658] [DEBUG] [LOCAL     ] Loaded configuration for UNMA: 4 features, 90.0% accuracy
[2025-12-08T20:35:44.025943] [DEBUG] [LOCAL     ] Loaded configuration for GIS: 5 features, 90.0% accuracy
[2025-12-08T20:35:44.026236] [DEBUG] [LOCAL     ] Loaded configuration for AFGC: 2 features, 70.0% accuracy
[2025-12-08T20:35:44.026486] [DEBUG] [LOCAL     ] Loaded configuration for FHB: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.026741] [DEBUG] [LOCAL     ] Loaded configuration for USGO: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.026977] [DEBUG] [LOCAL     ] Loaded configuration for SWZ: 1 features, 90.0% accuracy
[2025-12-08T20:35:44.027326] [DEBUG] [LOCAL     ] Loaded configuration for FRBA: 4 features, 100.0% accuracy
[2025-12-08T20:35:44.027600] [DEBUG] [LOCAL     ] Loaded configuration for LENZ: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.027837] [DEBUG] [LOCAL     ] Loaded configuration for EBF: 3 features, 70.0% accuracy
[2025-12-08T20:35:44.028073] [DEBUG] [LOCAL     ] Loaded configuration for DBRG: 2 features, 90.0% accuracy
[2025-12-08T20:35:44.028357] [DEBUG] [LOCAL     ] Loaded configuration for OMCL: 4 features, 70.0% accuracy
[2025-12-08T20:35:44.028642] [DEBUG] [LOCAL     ] Loaded configuration for DAO: 0 features, 70.0% accuracy
[2025-12-08T20:35:44.028732] [DEBUG] [LOCAL     ] Loaded configuration for FTCI: 1 features, 80.0% accuracy
[2025-12-08T20:35:44.028963] [DEBUG] [LOCAL     ] Loaded configuration for VTS: 4 features, 90.0% accuracy
[2025-12-08T20:35:44.029271] [DEBUG] [LOCAL     ] Loaded configuration for OLPX: 2 features, 90.0% accuracy
[2025-12-08T20:35:44.029587] [DEBUG] [LOCAL     ] Loaded configuration for AIO: 4 features, 80.0% accuracy
[2025-12-08T20:35:44.029876] [DEBUG] [LOCAL     ] Loaded configuration for GTLS: 2 features, 60.0% accuracy
[2025-12-08T20:35:44.030109] [DEBUG] [LOCAL     ] Loaded configuration for BMEZ: 2 features, 90.0% accuracy
[2025-12-08T20:35:44.030396] [DEBUG] [LOCAL     ] Loaded configuration for BNGO: 3 features, 60.0% accuracy
[2025-12-08T20:35:44.030631] [DEBUG] [LOCAL     ] Loaded configuration for PSTL: 3 features, 90.0% accuracy
[2025-12-08T20:35:44.030870] [DEBUG] [LOCAL     ] Loaded configuration for GRMN: 2 features, 60.0% accuracy
[2025-12-08T20:35:44.031153] [DEBUG] [LOCAL     ] Loaded configuration for AXS: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.031387] [DEBUG] [LOCAL     ] Loaded configuration for SPWH: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.031629] [DEBUG] [LOCAL     ] Loaded configuration for S: 5 features, 90.0% accuracy
[2025-12-08T20:35:44.031912] [DEBUG] [LOCAL     ] Loaded configuration for KBWP: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.032170] [DEBUG] [LOCAL     ] Loaded configuration for TNXP: 3 features, 60.0% accuracy
[2025-12-08T20:35:44.032451] [DEBUG] [LOCAL     ] Loaded configuration for QYLD: 4 features, 60.0% accuracy
[2025-12-08T20:35:44.032684] [DEBUG] [LOCAL     ] Loaded configuration for VKQ: 1 features, 80.0% accuracy
[2025-12-08T20:35:44.032938] [DEBUG] [LOCAL     ] Loaded configuration for BSMQ: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.033015] [DEBUG] [LOCAL     ] Loaded configuration for ARM: 3 features, 90.0% accuracy
[2025-12-08T20:35:44.033292] [DEBUG] [LOCAL     ] Loaded configuration for VS: 1 features, 70.0% accuracy
[2025-12-08T20:35:44.033534] [DEBUG] [LOCAL     ] Loaded configuration for NE: 0 features, 60.0% accuracy
[2025-12-08T20:35:44.033796] [DEBUG] [LOCAL     ] Loaded configuration for FTS: 0 features, 60.0% accuracy
[2025-12-08T20:35:44.033868] [DEBUG] [LOCAL     ] Loaded configuration for IBB: 4 features, 90.0% accuracy
[2025-12-08T20:35:44.034095] [DEBUG] [LOCAL     ] Loaded configuration for CCO: 1 features, 70.0% accuracy
[2025-12-08T20:35:44.034378] [DEBUG] [LOCAL     ] Loaded configuration for SSYS: 3 features, 90.0% accuracy
[2025-12-08T20:35:44.034663] [DEBUG] [LOCAL     ] Loaded configuration for VRIG: 0 features, 80.0% accuracy
[2025-12-08T20:35:44.034898] [DEBUG] [LOCAL     ] Loaded configuration for VOD: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.035180] [DEBUG] [LOCAL     ] Loaded configuration for RELX: 0 features, 60.0% accuracy
[2025-12-08T20:35:44.035250] [DEBUG] [LOCAL     ] Loaded configuration for HSCS: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.035526] [DEBUG] [LOCAL     ] Loaded configuration for HITI: 0 features, 80.0% accuracy
[2025-12-08T20:35:44.035831] [DEBUG] [LOCAL     ] Loaded configuration for FDIG: 0 features, 70.0% accuracy
[2025-12-08T20:35:44.036065] [DEBUG] [LOCAL     ] Loaded configuration for HAFC: 4 features, 70.0% accuracy
[2025-12-08T20:35:44.036320] [DEBUG] [LOCAL     ] Loaded configuration for AMP: 1 features, 70.0% accuracy
[2025-12-08T20:35:44.036590] [DEBUG] [LOCAL     ] Loaded configuration for BCPC: 2 features, 60.0% accuracy
[2025-12-08T20:35:44.036889] [DEBUG] [LOCAL     ] Loaded configuration for CBL: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.037174] [DEBUG] [LOCAL     ] Loaded configuration for FRSH: 4 features, 70.0% accuracy
[2025-12-08T20:35:44.037480] [DEBUG] [LOCAL     ] Loaded configuration for WPP: 0 features, 60.0% accuracy
[2025-12-08T20:35:44.037788] [DEBUG] [LOCAL     ] Loaded configuration for QTUM: 3 features, 70.0% accuracy
[2025-12-08T20:35:44.037865] [DEBUG] [LOCAL     ] Loaded configuration for PECO: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.038097] [DEBUG] [LOCAL     ] Loaded configuration for CVX: 3 features, 60.0% accuracy
[2025-12-08T20:35:44.038382] [DEBUG] [LOCAL     ] Loaded configuration for LAZ: 1 features, 70.0% accuracy
[2025-12-08T20:35:44.038620] [DEBUG] [LOCAL     ] Loaded configuration for ADEA: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.038918] [DEBUG] [LOCAL     ] Loaded configuration for NEGG: 1 features, 70.0% accuracy
[2025-12-08T20:35:44.039163] [DEBUG] [LOCAL     ] Loaded configuration for ICL: 0 features, 70.0% accuracy
[2025-12-08T20:35:44.039421] [DEBUG] [LOCAL     ] Loaded configuration for CRM: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.039683] [DEBUG] [LOCAL     ] Loaded configuration for CNM: 2 features, 60.0% accuracy
[2025-12-08T20:35:44.039767] [DEBUG] [LOCAL     ] Loaded configuration for MTEN: 2 features, 90.0% accuracy
[2025-12-08T20:35:44.040053] [DEBUG] [LOCAL     ] Loaded configuration for TEAM: 1 features, 80.0% accuracy
[2025-12-08T20:35:44.040345] [DEBUG] [LOCAL     ] Loaded configuration for TCX: 2 features, 70.0% accuracy
[2025-12-08T20:35:44.040636] [DEBUG] [LOCAL     ] Loaded configuration for DTG: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.040919] [DEBUG] [LOCAL     ] Loaded configuration for STNE: 6 features, 80.0% accuracy
[2025-12-08T20:35:44.041157] [DEBUG] [LOCAL     ] Loaded configuration for DEI: 4 features, 90.0% accuracy
[2025-12-08T20:35:44.041429] [DEBUG] [LOCAL     ] Loaded configuration for ARLP: 4 features, 100.0% accuracy
[2025-12-08T20:35:44.041736] [DEBUG] [LOCAL     ] Loaded configuration for DTB: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.042001] [DEBUG] [LOCAL     ] Loaded configuration for MSM: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.042255] [DEBUG] [LOCAL     ] Loaded configuration for HSHP: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.042495] [DEBUG] [LOCAL     ] Loaded configuration for IBTJ: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.042737] [DEBUG] [LOCAL     ] Loaded configuration for COF: 1 features, 70.0% accuracy
[2025-12-08T20:35:44.043030] [DEBUG] [LOCAL     ] Loaded configuration for UNTY: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.043289] [DEBUG] [LOCAL     ] Loaded configuration for NPCE: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.043358] [DEBUG] [LOCAL     ] Loaded configuration for WSFS: 3 features, 70.0% accuracy
[2025-12-08T20:35:44.043609] [DEBUG] [LOCAL     ] Loaded configuration for WTI: 2 features, 90.0% accuracy
[2025-12-08T20:35:44.043677] [DEBUG] [LOCAL     ] Loaded configuration for OXSQ: 5 features, 60.0% accuracy
[2025-12-08T20:35:44.043956] [DEBUG] [LOCAL     ] Loaded configuration for SLAB: 3 features, 70.0% accuracy
[2025-12-08T20:35:44.044025] [DEBUG] [LOCAL     ] Loaded configuration for BMRA: 1 features, 80.0% accuracy
[2025-12-08T20:35:44.044096] [DEBUG] [LOCAL     ] Loaded configuration for AISP: 3 features, 70.0% accuracy
[2025-12-08T20:35:44.044374] [DEBUG] [LOCAL     ] Loaded configuration for TSI: 0 features, 70.0% accuracy
[2025-12-08T20:35:44.044444] [DEBUG] [LOCAL     ] Loaded configuration for MOFG: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.044727] [DEBUG] [LOCAL     ] Loaded configuration for MFG: 2 features, 70.0% accuracy
[2025-12-08T20:35:44.045022] [DEBUG] [LOCAL     ] Loaded configuration for EMN: 1 features, 90.0% accuracy
[2025-12-08T20:35:44.045309] [DEBUG] [LOCAL     ] Loaded configuration for MRUS: 2 features, 90.0% accuracy
[2025-12-08T20:35:44.045563] [DEBUG] [LOCAL     ] Loaded configuration for RDCM: 4 features, 70.0% accuracy
[2025-12-08T20:35:44.045856] [DEBUG] [LOCAL     ] Loaded configuration for NXPI: 6 features, 70.0% accuracy
[2025-12-08T20:35:44.046159] [DEBUG] [LOCAL     ] Loaded configuration for JOBY: 2 features, 60.0% accuracy
[2025-12-08T20:35:44.046403] [DEBUG] [LOCAL     ] Loaded configuration for UHAL: 4 features, 80.0% accuracy
[2025-12-08T20:35:44.046695] [DEBUG] [LOCAL     ] Loaded configuration for ZBH: 4 features, 90.0% accuracy
[2025-12-08T20:35:44.046952] [DEBUG] [LOCAL     ] Loaded configuration for INOD: 2 features, 60.0% accuracy
[2025-12-08T20:35:44.047244] [DEBUG] [LOCAL     ] Loaded configuration for EMO: 5 features, 70.0% accuracy
[2025-12-08T20:35:44.047315] [DEBUG] [LOCAL     ] Loaded configuration for MHN: 2 features, 70.0% accuracy
[2025-12-08T20:35:44.047607] [DEBUG] [LOCAL     ] Loaded configuration for ULCC: 3 features, 100.0% accuracy
[2025-12-08T20:35:44.047875] [DEBUG] [LOCAL     ] Loaded configuration for FHTX: 3 features, 70.0% accuracy
[2025-12-08T20:35:44.048130] [DEBUG] [LOCAL     ] Loaded configuration for KVHI: 1 features, 70.0% accuracy
[2025-12-08T20:35:44.048417] [DEBUG] [LOCAL     ] Loaded configuration for CBUS: 5 features, 90.0% accuracy
[2025-12-08T20:35:44.048656] [DEBUG] [LOCAL     ] Loaded configuration for DNTH: 4 features, 90.0% accuracy
[2025-12-08T20:35:44.048941] [DEBUG] [LOCAL     ] Loaded configuration for QCRH: 2 features, 70.0% accuracy
[2025-12-08T20:35:44.049011] [DEBUG] [LOCAL     ] Loaded configuration for BLFS: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.049071] [DEBUG] [LOCAL     ] Loaded configuration for CALM: 3 features, 60.0% accuracy
[2025-12-08T20:35:44.049305] [DEBUG] [LOCAL     ] Loaded configuration for SSTK: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.049391] [DEBUG] [LOCAL     ] Loaded configuration for ERIC: 2 features, 70.0% accuracy
[2025-12-08T20:35:44.049640] [DEBUG] [LOCAL     ] Loaded configuration for EZGO: 1 features, 90.0% accuracy
[2025-12-08T20:35:44.049711] [DEBUG] [LOCAL     ] Loaded configuration for KNSA: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.049991] [DEBUG] [LOCAL     ] Loaded configuration for MPAA: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.050241] [DEBUG] [LOCAL     ] Loaded configuration for UBFO: 4 features, 60.0% accuracy
[2025-12-08T20:35:44.050481] [DEBUG] [LOCAL     ] Loaded configuration for HRB: 4 features, 80.0% accuracy
[2025-12-08T20:35:44.050734] [DEBUG] [LOCAL     ] Loaded configuration for XGN: 3 features, 60.0% accuracy
[2025-12-08T20:35:44.051023] [DEBUG] [LOCAL     ] Loaded configuration for MOD: 1 features, 90.0% accuracy
[2025-12-08T20:35:44.051261] [DEBUG] [LOCAL     ] Loaded configuration for VYX: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.051548] [DEBUG] [LOCAL     ] Loaded configuration for EIX: 3 features, 70.0% accuracy
[2025-12-08T20:35:44.051811] [DEBUG] [LOCAL     ] Loaded configuration for PUMP: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.051892] [DEBUG] [LOCAL     ] Loaded configuration for ARDX: 3 features, 90.0% accuracy
[2025-12-08T20:35:44.052139] [DEBUG] [LOCAL     ] Loaded configuration for NITO: 3 features, 70.0% accuracy
[2025-12-08T20:35:44.052406] [DEBUG] [LOCAL     ] Loaded configuration for NAMS: 4 features, 90.0% accuracy
[2025-12-08T20:35:44.052654] [DEBUG] [LOCAL     ] Loaded configuration for ETY: 1 features, 80.0% accuracy
[2025-12-08T20:35:44.052725] [DEBUG] [LOCAL     ] Loaded configuration for A: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.052952] [DEBUG] [LOCAL     ] Loaded configuration for LOB: 1 features, 70.0% accuracy
[2025-12-08T20:35:44.053237] [DEBUG] [LOCAL     ] Loaded configuration for WOK: 2 features, 90.0% accuracy
[2025-12-08T20:35:44.053529] [DEBUG] [LOCAL     ] Loaded configuration for KOPN: 1 features, 50.0% accuracy
[2025-12-08T20:35:44.053847] [DEBUG] [LOCAL     ] Loaded configuration for NPK: 4 features, 70.0% accuracy
[2025-12-08T20:35:44.054265] [DEBUG] [LOCAL     ] Loaded configuration for IMAX: 2 features, 70.0% accuracy
[2025-12-08T20:35:44.054809] [DEBUG] [LOCAL     ] Loaded configuration for TSLS: 2 features, 90.0% accuracy
[2025-12-08T20:35:44.055166] [DEBUG] [LOCAL     ] Loaded configuration for ZIM: 0 features, 70.0% accuracy
[2025-12-08T20:35:44.055439] [DEBUG] [LOCAL     ] Loaded configuration for BSJQ: 4 features, 70.0% accuracy
[2025-12-08T20:35:44.055725] [DEBUG] [LOCAL     ] Loaded configuration for WAVE: 1 features, 90.0% accuracy
[2025-12-08T20:35:44.056024] [DEBUG] [LOCAL     ] Loaded configuration for HURC: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.056097] [DEBUG] [LOCAL     ] Loaded configuration for CWD: 4 features, 80.0% accuracy
[2025-12-08T20:35:44.056327] [DEBUG] [LOCAL     ] Loaded configuration for BRC: 2 features, 70.0% accuracy
[2025-12-08T20:35:44.056617] [DEBUG] [LOCAL     ] Loaded configuration for BA: 1 features, 80.0% accuracy
[2025-12-08T20:35:44.056926] [DEBUG] [LOCAL     ] Loaded configuration for MSTX: 4 features, 90.0% accuracy
[2025-12-08T20:35:44.057226] [DEBUG] [LOCAL     ] Loaded configuration for PFN: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.057494] [DEBUG] [LOCAL     ] Loaded configuration for KNSL: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.057773] [DEBUG] [LOCAL     ] Loaded configuration for KOF: 3 features, 60.0% accuracy
[2025-12-08T20:35:44.058064] [DEBUG] [LOCAL     ] Loaded configuration for EQH: 3 features, 70.0% accuracy
[2025-12-08T20:35:44.058353] [DEBUG] [LOCAL     ] Loaded configuration for BSL: 3 features, 70.0% accuracy
[2025-12-08T20:35:44.058644] [DEBUG] [LOCAL     ] Loaded configuration for KELYA: 1 features, 70.0% accuracy
[2025-12-08T20:35:44.058938] [DEBUG] [LOCAL     ] Loaded configuration for RITM: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.059176] [DEBUG] [LOCAL     ] Loaded configuration for FRA: 1 features, 70.0% accuracy
[2025-12-08T20:35:44.059413] [DEBUG] [LOCAL     ] Loaded configuration for STLA: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.059705] [DEBUG] [LOCAL     ] Loaded configuration for HPK: 1 features, 80.0% accuracy
[2025-12-08T20:35:44.059964] [DEBUG] [LOCAL     ] Loaded configuration for OM: 1 features, 60.0% accuracy
[2025-12-08T20:35:44.060249] [DEBUG] [LOCAL     ] Loaded configuration for ACGLN: 2 features, 70.0% accuracy
[2025-12-08T20:35:44.060542] [DEBUG] [LOCAL     ] Loaded configuration for RCI: 2 features, 90.0% accuracy
[2025-12-08T20:35:44.060909] [DEBUG] [LOCAL     ] Loaded configuration for RGP: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.061175] [DEBUG] [LOCAL     ] Loaded configuration for NYXH: 0 features, 60.0% accuracy
[2025-12-08T20:35:44.061421] [DEBUG] [LOCAL     ] Loaded configuration for AIFF: 4 features, 80.0% accuracy
[2025-12-08T20:35:44.061695] [DEBUG] [LOCAL     ] Loaded configuration for MCN: 4 features, 70.0% accuracy
[2025-12-08T20:35:44.061963] [DEBUG] [LOCAL     ] Loaded configuration for SWKS: 2 features, 70.0% accuracy
[2025-12-08T20:35:44.062212] [DEBUG] [LOCAL     ] Loaded configuration for CSGP: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.062283] [DEBUG] [LOCAL     ] Loaded configuration for NBTB: 6 features, 70.0% accuracy
[2025-12-08T20:35:44.062591] [DEBUG] [LOCAL     ] Loaded configuration for HYI: 1 features, 90.0% accuracy
[2025-12-08T20:35:44.062842] [DEBUG] [LOCAL     ] Loaded configuration for TRDA: 3 features, 60.0% accuracy
[2025-12-08T20:35:44.063076] [DEBUG] [LOCAL     ] Loaded configuration for SKE: 1 features, 70.0% accuracy
[2025-12-08T20:35:44.063330] [DEBUG] [LOCAL     ] Loaded configuration for MAC: 2 features, 60.0% accuracy
[2025-12-08T20:35:44.063620] [DEBUG] [LOCAL     ] Loaded configuration for OKE: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.063719] [DEBUG] [LOCAL     ] Loaded configuration for ZS: 3 features, 90.0% accuracy
[2025-12-08T20:35:44.063966] [DEBUG] [LOCAL     ] Loaded configuration for XPEL: 1 features, 70.0% accuracy
[2025-12-08T20:35:44.064251] [DEBUG] [LOCAL     ] Loaded configuration for BIB: 1 features, 80.0% accuracy
[2025-12-08T20:35:44.064488] [DEBUG] [LOCAL     ] Loaded configuration for SPG: 0 features, 70.0% accuracy
[2025-12-08T20:35:44.064752] [DEBUG] [LOCAL     ] Loaded configuration for JFIN: 2 features, 70.0% accuracy
[2025-12-08T20:35:44.064988] [DEBUG] [LOCAL     ] Loaded configuration for BLKB: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.065237] [DEBUG] [LOCAL     ] Loaded configuration for ROAD: 2 features, 70.0% accuracy
[2025-12-08T20:35:44.065524] [DEBUG] [LOCAL     ] Loaded configuration for CBRE: 4 features, 80.0% accuracy
[2025-12-08T20:35:44.065802] [DEBUG] [LOCAL     ] Loaded configuration for SHIP: 3 features, 90.0% accuracy
[2025-12-08T20:35:44.066053] [DEBUG] [LOCAL     ] Loaded configuration for IMXI: 1 features, 70.0% accuracy
[2025-12-08T20:35:44.066287] [DEBUG] [LOCAL     ] Loaded configuration for SBS: 1 features, 70.0% accuracy
[2025-12-08T20:35:44.066588] [DEBUG] [LOCAL     ] Loaded configuration for PFH: 1 features, 80.0% accuracy
[2025-12-08T20:35:44.066849] [DEBUG] [LOCAL     ] Loaded configuration for EDBL: 1 features, 80.0% accuracy
[2025-12-08T20:35:44.067106] [DEBUG] [LOCAL     ] Loaded configuration for PBFS: 3 features, 60.0% accuracy
[2025-12-08T20:35:44.067357] [DEBUG] [LOCAL     ] Loaded configuration for SNAP: 2 features, 70.0% accuracy
[2025-12-08T20:35:44.067443] [DEBUG] [LOCAL     ] Loaded configuration for SOGP: 0 features, 80.0% accuracy
[2025-12-08T20:35:44.067515] [DEBUG] [LOCAL     ] Loaded configuration for PEBO: 0 features, 70.0% accuracy
[2025-12-08T20:35:44.067797] [DEBUG] [LOCAL     ] Loaded configuration for RTO: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.068036] [DEBUG] [LOCAL     ] Loaded configuration for PSF: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.068338] [DEBUG] [LOCAL     ] Loaded configuration for ALNY: 3 features, 70.0% accuracy
[2025-12-08T20:35:44.068598] [DEBUG] [LOCAL     ] Loaded configuration for PSN: 0 features, 90.0% accuracy
[2025-12-08T20:35:44.068684] [DEBUG] [LOCAL     ] Loaded configuration for GEOS: 3 features, 70.0% accuracy
[2025-12-08T20:35:44.068967] [DEBUG] [LOCAL     ] Loaded configuration for COLB: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.069220] [DEBUG] [LOCAL     ] Loaded configuration for SNN: 3 features, 90.0% accuracy
[2025-12-08T20:35:44.069457] [DEBUG] [LOCAL     ] Loaded configuration for DIBS: 0 features, 80.0% accuracy
[2025-12-08T20:35:44.069713] [DEBUG] [LOCAL     ] Loaded configuration for ACWI: 1 features, 80.0% accuracy
[2025-12-08T20:35:44.069998] [DEBUG] [LOCAL     ] Loaded configuration for PDS: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.070281] [DEBUG] [LOCAL     ] Loaded configuration for STRL: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.070532] [DEBUG] [LOCAL     ] Loaded configuration for FTI: 4 features, 90.0% accuracy
[2025-12-08T20:35:44.070836] [DEBUG] [LOCAL     ] Loaded configuration for DHX: 2 features, 90.0% accuracy
[2025-12-08T20:35:44.071128] [DEBUG] [LOCAL     ] Loaded configuration for CHEF: 1 features, 70.0% accuracy
[2025-12-08T20:35:44.071362] [DEBUG] [LOCAL     ] Loaded configuration for LNG: 3 features, 70.0% accuracy
[2025-12-08T20:35:44.071597] [DEBUG] [LOCAL     ] Loaded configuration for ANNX: 2 features, 60.0% accuracy
[2025-12-08T20:35:44.071848] [DEBUG] [LOCAL     ] Loaded configuration for WSO: 1 features, 80.0% accuracy
[2025-12-08T20:35:44.072082] [DEBUG] [LOCAL     ] Loaded configuration for CNS: 4 features, 100.0% accuracy
[2025-12-08T20:35:44.072315] [DEBUG] [LOCAL     ] Loaded configuration for BWG: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.072383] [DEBUG] [LOCAL     ] Loaded configuration for FNX: 2 features, 70.0% accuracy
[2025-12-08T20:35:44.072662] [DEBUG] [LOCAL     ] Loaded configuration for NEXN: 2 features, 70.0% accuracy
[2025-12-08T20:35:44.072946] [DEBUG] [LOCAL     ] Loaded configuration for LXP: 1 features, 80.0% accuracy
[2025-12-08T20:35:44.073230] [DEBUG] [LOCAL     ] Loaded configuration for PAYC: 1 features, 70.0% accuracy
[2025-12-08T20:35:44.073299] [DEBUG] [LOCAL     ] Loaded configuration for AGNCM: 3 features, 100.0% accuracy
[2025-12-08T20:35:44.073596] [DEBUG] [LOCAL     ] Loaded configuration for SNX: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.073848] [DEBUG] [LOCAL     ] Loaded configuration for LESL: 1 features, 70.0% accuracy
[2025-12-08T20:35:44.074130] [DEBUG] [LOCAL     ] Loaded configuration for ABM: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.074412] [DEBUG] [LOCAL     ] Loaded configuration for AZZ: 1 features, 80.0% accuracy
[2025-12-08T20:35:44.074484] [DEBUG] [LOCAL     ] Loaded configuration for PRDO: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.074543] [DEBUG] [LOCAL     ] Loaded configuration for BSLK: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.074845] [DEBUG] [LOCAL     ] Loaded configuration for AIG: 3 features, 90.0% accuracy
[2025-12-08T20:35:44.075098] [DEBUG] [LOCAL     ] Loaded configuration for SIRI: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.075334] [DEBUG] [LOCAL     ] Loaded configuration for GAB: 1 features, 90.0% accuracy
[2025-12-08T20:35:44.075567] [DEBUG] [LOCAL     ] Loaded configuration for HIX: 1 features, 70.0% accuracy
[2025-12-08T20:35:44.075909] [DEBUG] [LOCAL     ] Loaded configuration for DINO: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.076162] [DEBUG] [LOCAL     ] Loaded configuration for AMPX: 4 features, 90.0% accuracy
[2025-12-08T20:35:44.076407] [DEBUG] [LOCAL     ] Loaded configuration for OC: 4 features, 70.0% accuracy
[2025-12-08T20:35:44.076657] [DEBUG] [LOCAL     ] Loaded configuration for NNDM: 1 features, 70.0% accuracy
[2025-12-08T20:35:44.076939] [DEBUG] [LOCAL     ] Loaded configuration for UVE: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.077220] [DEBUG] [LOCAL     ] Loaded configuration for GABC: 2 features, 70.0% accuracy
[2025-12-08T20:35:44.077480] [DEBUG] [LOCAL     ] Loaded configuration for RMNI: 4 features, 70.0% accuracy
[2025-12-08T20:35:44.077747] [DEBUG] [LOCAL     ] Loaded configuration for HWKN: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.078029] [DEBUG] [LOCAL     ] Loaded configuration for ZNTL: 2 features, 40.0% accuracy
[2025-12-08T20:35:44.078262] [DEBUG] [LOCAL     ] Loaded configuration for GNOM: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.078512] [DEBUG] [LOCAL     ] Loaded configuration for MSI: 4 features, 70.0% accuracy
[2025-12-08T20:35:44.078767] [DEBUG] [LOCAL     ] Loaded configuration for CACI: 1 features, 80.0% accuracy
[2025-12-08T20:35:44.079019] [DEBUG] [LOCAL     ] Loaded configuration for LVHD: 4 features, 70.0% accuracy
[2025-12-08T20:35:44.079273] [DEBUG] [LOCAL     ] Loaded configuration for EGAN: 3 features, 70.0% accuracy
[2025-12-08T20:35:44.079507] [DEBUG] [LOCAL     ] Loaded configuration for MPA: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.079806] [DEBUG] [LOCAL     ] Loaded configuration for HRTX: 1 features, 70.0% accuracy
[2025-12-08T20:35:44.080087] [DEBUG] [LOCAL     ] Loaded configuration for RMMZ: 3 features, 70.0% accuracy
[2025-12-08T20:35:44.080367] [DEBUG] [LOCAL     ] Loaded configuration for FTXN: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.080649] [DEBUG] [LOCAL     ] Loaded configuration for DCBO: 1 features, 80.0% accuracy
[2025-12-08T20:35:44.080930] [DEBUG] [LOCAL     ] Loaded configuration for SFNC: 2 features, 90.0% accuracy
[2025-12-08T20:35:44.081229] [DEBUG] [LOCAL     ] Loaded configuration for CRNX: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.081468] [DEBUG] [LOCAL     ] Loaded configuration for GWRE: 1 features, 80.0% accuracy
[2025-12-08T20:35:44.081750] [DEBUG] [LOCAL     ] Loaded configuration for NIKL: 0 features, 60.0% accuracy
[2025-12-08T20:35:44.081998] [DEBUG] [LOCAL     ] Loaded configuration for SPFI: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.082246] [DEBUG] [LOCAL     ] Loaded configuration for FMBH: 2 features, 60.0% accuracy
[2025-12-08T20:35:44.082474] [DEBUG] [LOCAL     ] Loaded configuration for IHD: 2 features, 70.0% accuracy
[2025-12-08T20:35:44.082551] [DEBUG] [LOCAL     ] Loaded configuration for RVSB: 1 features, 50.0% accuracy
[2025-12-08T20:35:44.082846] [DEBUG] [LOCAL     ] Loaded configuration for PSCE: 1 features, 90.0% accuracy
[2025-12-08T20:35:44.083079] [DEBUG] [LOCAL     ] Loaded configuration for IBTG: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.083358] [DEBUG] [LOCAL     ] Loaded configuration for NNI: 2 features, 90.0% accuracy
[2025-12-08T20:35:44.083639] [DEBUG] [LOCAL     ] Loaded configuration for EOLS: 1 features, 50.0% accuracy
[2025-12-08T20:35:44.083704] [DEBUG] [LOCAL     ] Loaded configuration for BSVO: 2 features, 90.0% accuracy
[2025-12-08T20:35:44.083942] [DEBUG] [LOCAL     ] Loaded configuration for MEI: 4 features, 90.0% accuracy
[2025-12-08T20:35:44.084224] [DEBUG] [LOCAL     ] Loaded configuration for URI: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.084504] [DEBUG] [LOCAL     ] Loaded configuration for CWBC: 2 features, 70.0% accuracy
[2025-12-08T20:35:44.084800] [DEBUG] [LOCAL     ] Loaded configuration for IOSP: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.085053] [DEBUG] [LOCAL     ] Loaded configuration for NMRA: 2 features, 90.0% accuracy
[2025-12-08T20:35:44.085283] [DEBUG] [LOCAL     ] Loaded configuration for SPH: 1 features, 80.0% accuracy
[2025-12-08T20:35:44.085588] [DEBUG] [LOCAL     ] Loaded configuration for SBRA: 6 features, 90.0% accuracy
[2025-12-08T20:35:44.085821] [DEBUG] [LOCAL     ] Loaded configuration for SBH: 3 features, 70.0% accuracy
[2025-12-08T20:35:44.086053] [DEBUG] [LOCAL     ] Loaded configuration for FTHY: 3 features, 100.0% accuracy
[2025-12-08T20:35:44.086302] [DEBUG] [LOCAL     ] Loaded configuration for SHPH: 0 features, 80.0% accuracy
[2025-12-08T20:35:44.086600] [DEBUG] [LOCAL     ] Loaded configuration for NVDL: 6 features, 90.0% accuracy
[2025-12-08T20:35:44.086833] [DEBUG] [LOCAL     ] Loaded configuration for CLCO: 0 features, 90.0% accuracy
[2025-12-08T20:35:44.087112] [DEBUG] [LOCAL     ] Loaded configuration for QMCO: 4 features, 90.0% accuracy
[2025-12-08T20:35:44.087363] [DEBUG] [LOCAL     ] Loaded configuration for AGNC: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.087627] [DEBUG] [LOCAL     ] Loaded configuration for BOND: 3 features, 60.0% accuracy
[2025-12-08T20:35:44.087870] [DEBUG] [LOCAL     ] Loaded configuration for MHO: 1 features, 60.0% accuracy
[2025-12-08T20:35:44.088102] [DEBUG] [LOCAL     ] Loaded configuration for AMC: 4 features, 70.0% accuracy
[2025-12-08T20:35:44.088385] [DEBUG] [LOCAL     ] Loaded configuration for TDF: 6 features, 90.0% accuracy
[2025-12-08T20:35:44.088640] [DEBUG] [LOCAL     ] Loaded configuration for XERS: 2 features, 70.0% accuracy
[2025-12-08T20:35:44.088923] [DEBUG] [LOCAL     ] Loaded configuration for ALK: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.089154] [DEBUG] [LOCAL     ] Loaded configuration for BNTX: 2 features, 90.0% accuracy
[2025-12-08T20:35:44.089434] [DEBUG] [LOCAL     ] Loaded configuration for CATH: 4 features, 60.0% accuracy
[2025-12-08T20:35:44.089687] [DEBUG] [LOCAL     ] Loaded configuration for WY: 0 features, 90.0% accuracy
[2025-12-08T20:35:44.089968] [DEBUG] [LOCAL     ] Loaded configuration for PPL: 3 features, 90.0% accuracy
[2025-12-08T20:35:44.090035] [DEBUG] [LOCAL     ] Loaded configuration for IMKTA: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.090093] [DEBUG] [LOCAL     ] Loaded configuration for MCHP: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.090337] [DEBUG] [LOCAL     ] Loaded configuration for FBIN: 5 features, 90.0% accuracy
[2025-12-08T20:35:44.090616] [DEBUG] [LOCAL     ] Loaded configuration for JRS: 2 features, 60.0% accuracy
[2025-12-08T20:35:44.090901] [DEBUG] [LOCAL     ] Loaded configuration for AMG: 2 features, 100.0% accuracy
[2025-12-08T20:35:44.091131] [DEBUG] [LOCAL     ] Loaded configuration for TQQQ: 6 features, 80.0% accuracy
[2025-12-08T20:35:44.091411] [DEBUG] [LOCAL     ] Loaded configuration for KMDA: 6 features, 100.0% accuracy
[2025-12-08T20:35:44.091658] [DEBUG] [LOCAL     ] Loaded configuration for BWFG: 1 features, 70.0% accuracy
[2025-12-08T20:35:44.091937] [DEBUG] [LOCAL     ] Loaded configuration for PFBC: 3 features, 70.0% accuracy
[2025-12-08T20:35:44.092215] [DEBUG] [LOCAL     ] Loaded configuration for ADTN: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.092499] [DEBUG] [LOCAL     ] Loaded configuration for GOLF: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.092746] [DEBUG] [LOCAL     ] Loaded configuration for WDAY: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.092978] [DEBUG] [LOCAL     ] Loaded configuration for CASY: 1 features, 80.0% accuracy
[2025-12-08T20:35:44.093257] [DEBUG] [LOCAL     ] Loaded configuration for CENTA: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.093533] [DEBUG] [LOCAL     ] Loaded configuration for APPF: 2 features, 50.0% accuracy
[2025-12-08T20:35:44.093621] [DEBUG] [LOCAL     ] Loaded configuration for ASTH: 4 features, 100.0% accuracy
[2025-12-08T20:35:44.093848] [DEBUG] [LOCAL     ] Loaded configuration for SMCI: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.093915] [DEBUG] [LOCAL     ] Loaded configuration for FRO: 4 features, 80.0% accuracy
[2025-12-08T20:35:44.094187] [DEBUG] [LOCAL     ] Loaded configuration for GWH: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.094253] [DEBUG] [LOCAL     ] Loaded configuration for BOTZ: 4 features, 90.0% accuracy
[2025-12-08T20:35:44.094533] [DEBUG] [LOCAL     ] Loaded configuration for COLM: 0 features, 90.0% accuracy
[2025-12-08T20:35:44.094787] [DEBUG] [LOCAL     ] Loaded configuration for IRM: 1 features, 70.0% accuracy
[2025-12-08T20:35:44.095017] [DEBUG] [LOCAL     ] Loaded configuration for CHDN: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.095264] [DEBUG] [LOCAL     ] Loaded configuration for EXLS: 4 features, 80.0% accuracy
[2025-12-08T20:35:44.095501] [DEBUG] [LOCAL     ] Loaded configuration for GDDY: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.095587] [DEBUG] [LOCAL     ] Loaded configuration for CRAI: 3 features, 70.0% accuracy
[2025-12-08T20:35:44.095866] [DEBUG] [LOCAL     ] Loaded configuration for SELF: 3 features, 70.0% accuracy
[2025-12-08T20:35:44.095933] [DEBUG] [LOCAL     ] Loaded configuration for MMSI: 4 features, 60.0% accuracy
[2025-12-08T20:35:44.096188] [DEBUG] [LOCAL     ] Loaded configuration for KARO: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.096418] [DEBUG] [LOCAL     ] Loaded configuration for DLO: 4 features, 80.0% accuracy
[2025-12-08T20:35:44.096651] [DEBUG] [LOCAL     ] Loaded configuration for GENI: 1 features, 70.0% accuracy
[2025-12-08T20:35:44.096931] [DEBUG] [LOCAL     ] Loaded configuration for WKC: 3 features, 70.0% accuracy
[2025-12-08T20:35:44.097210] [DEBUG] [LOCAL     ] Loaded configuration for NEE: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.097458] [DEBUG] [LOCAL     ] Loaded configuration for BEEP: 1 features, 70.0% accuracy
[2025-12-08T20:35:44.097695] [DEBUG] [LOCAL     ] Loaded configuration for ARQ: 2 features, 70.0% accuracy
[2025-12-08T20:35:44.097965] [DEBUG] [LOCAL     ] Loaded configuration for MITK: 4 features, 70.0% accuracy
[2025-12-08T20:35:44.098246] [DEBUG] [LOCAL     ] Loaded configuration for VRSN: 1 features, 80.0% accuracy
[2025-12-08T20:35:44.098494] [DEBUG] [LOCAL     ] Loaded configuration for PGEN: 2 features, 60.0% accuracy
[2025-12-08T20:35:44.098560] [DEBUG] [LOCAL     ] Loaded configuration for HGBL: 1 features, 70.0% accuracy
[2025-12-08T20:35:44.098829] [DEBUG] [LOCAL     ] Loaded configuration for DDD: 1 features, 70.0% accuracy
[2025-12-08T20:35:44.099060] [DEBUG] [LOCAL     ] Loaded configuration for JCI: 4 features, 90.0% accuracy
[2025-12-08T20:35:44.099291] [DEBUG] [LOCAL     ] Loaded configuration for GNLX: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.099524] [DEBUG] [LOCAL     ] Loaded configuration for VTGN: 1 features, 70.0% accuracy
[2025-12-08T20:35:44.099830] [DEBUG] [LOCAL     ] Loaded configuration for CHSCM: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.100078] [DEBUG] [LOCAL     ] Loaded configuration for TZOO: 1 features, 60.0% accuracy
[2025-12-08T20:35:44.100309] [DEBUG] [LOCAL     ] Loaded configuration for ASMB: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.100603] [DEBUG] [LOCAL     ] Loaded configuration for MUSA: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.100885] [DEBUG] [LOCAL     ] Loaded configuration for VRTS: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.101135] [DEBUG] [LOCAL     ] Loaded configuration for TWIN: 1 features, 70.0% accuracy
[2025-12-08T20:35:44.101201] [DEBUG] [LOCAL     ] Loaded configuration for FDTX: 1 features, 50.0% accuracy
[2025-12-08T20:35:44.101474] [DEBUG] [LOCAL     ] Loaded configuration for AAPB: 4 features, 70.0% accuracy
[2025-12-08T20:35:44.101760] [DEBUG] [LOCAL     ] Loaded configuration for BFLY: 1 features, 80.0% accuracy
[2025-12-08T20:35:44.101989] [DEBUG] [LOCAL     ] Loaded configuration for KB: 3 features, 70.0% accuracy
[2025-12-08T20:35:44.102237] [DEBUG] [LOCAL     ] Loaded configuration for JPEF: 1 features, 90.0% accuracy
[2025-12-08T20:35:44.102513] [DEBUG] [LOCAL     ] Loaded configuration for ETJ: 2 features, 60.0% accuracy
[2025-12-08T20:35:44.102813] [DEBUG] [LOCAL     ] Loaded configuration for ZWS: 1 features, 70.0% accuracy
[2025-12-08T20:35:44.103046] [DEBUG] [LOCAL     ] Loaded configuration for ACA: 2 features, 60.0% accuracy
[2025-12-08T20:35:44.103291] [DEBUG] [LOCAL     ] Loaded configuration for NWS: 2 features, 60.0% accuracy
[2025-12-08T20:35:44.103601] [DEBUG] [LOCAL     ] Loaded configuration for CAL: 0 features, 70.0% accuracy
[2025-12-08T20:35:44.103885] [DEBUG] [LOCAL     ] Loaded configuration for DELL: 2 features, 60.0% accuracy
[2025-12-08T20:35:44.104162] [DEBUG] [LOCAL     ] Loaded configuration for IAG: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.104447] [DEBUG] [LOCAL     ] Loaded configuration for CDTX: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.104681] [DEBUG] [LOCAL     ] Loaded configuration for MEG: 5 features, 80.0% accuracy
[2025-12-08T20:35:44.104962] [DEBUG] [LOCAL     ] Loaded configuration for IREN: 1 features, 60.0% accuracy
[2025-12-08T20:35:44.105242] [DEBUG] [LOCAL     ] Loaded configuration for ISTB: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.105309] [DEBUG] [LOCAL     ] Loaded configuration for KFS: 4 features, 80.0% accuracy
[2025-12-08T20:35:44.105532] [DEBUG] [LOCAL     ] Loaded configuration for RIG: 2 features, 70.0% accuracy
[2025-12-08T20:35:44.105785] [DEBUG] [LOCAL     ] Loaded configuration for MC: 2 features, 70.0% accuracy
[2025-12-08T20:35:44.105853] [DEBUG] [LOCAL     ] Loaded configuration for FIVN: 5 features, 90.0% accuracy
[2025-12-08T20:35:44.106075] [DEBUG] [LOCAL     ] Loaded configuration for MED: 2 features, 70.0% accuracy
[2025-12-08T20:35:44.106354] [DEBUG] [LOCAL     ] Loaded configuration for VALN: 1 features, 60.0% accuracy
[2025-12-08T20:35:44.106635] [DEBUG] [LOCAL     ] Loaded configuration for BUI: 4 features, 50.0% accuracy
[2025-12-08T20:35:44.106867] [DEBUG] [LOCAL     ] Loaded configuration for SWX: 1 features, 80.0% accuracy
[2025-12-08T20:35:44.106933] [DEBUG] [LOCAL     ] Loaded configuration for FCAL: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.107205] [DEBUG] [LOCAL     ] Loaded configuration for JAKK: 5 features, 80.0% accuracy
[2025-12-08T20:35:44.107448] [DEBUG] [LOCAL     ] Loaded configuration for BXP: 4 features, 80.0% accuracy
[2025-12-08T20:35:44.107516] [DEBUG] [LOCAL     ] Loaded configuration for IEI: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.109293] [DEBUG] [LOCAL     ] Loaded configuration for MMLP: 2 features, 90.0% accuracy
[2025-12-08T20:35:44.109544] [DEBUG] [LOCAL     ] Loaded configuration for APLE: 4 features, 90.0% accuracy
[2025-12-08T20:35:44.109857] [DEBUG] [LOCAL     ] Loaded configuration for ZTS: 3 features, 70.0% accuracy
[2025-12-08T20:35:44.110115] [DEBUG] [LOCAL     ] Loaded configuration for PXS: 4 features, 70.0% accuracy
[2025-12-08T20:35:44.110422] [DEBUG] [LOCAL     ] Loaded configuration for ZTO: 1 features, 70.0% accuracy
[2025-12-08T20:35:44.110720] [DEBUG] [LOCAL     ] Loaded configuration for MUX: 5 features, 70.0% accuracy
[2025-12-08T20:35:44.110947] [DEBUG] [LOCAL     ] Loaded configuration for GIL: 2 features, 70.0% accuracy
[2025-12-08T20:35:44.111173] [DEBUG] [LOCAL     ] Loaded configuration for COMP: 6 features, 70.0% accuracy
[2025-12-08T20:35:44.111238] [DEBUG] [LOCAL     ] Loaded configuration for BHFAP: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.111295] [DEBUG] [LOCAL     ] Loaded configuration for SIXG: 4 features, 70.0% accuracy
[2025-12-08T20:35:44.111638] [DEBUG] [LOCAL     ] Loaded configuration for ADC: 4 features, 90.0% accuracy
[2025-12-08T20:35:44.111910] [DEBUG] [LOCAL     ] Loaded configuration for BUD: 3 features, 100.0% accuracy
[2025-12-08T20:35:44.112189] [DEBUG] [LOCAL     ] Loaded configuration for PLPC: 1 features, 90.0% accuracy
[2025-12-08T20:35:44.112263] [DEBUG] [LOCAL     ] Loaded configuration for ALMS: 3 features, 70.0% accuracy
[2025-12-08T20:35:44.112540] [DEBUG] [LOCAL     ] Loaded configuration for KRRO: 4 features, 80.0% accuracy
[2025-12-08T20:35:44.112795] [DEBUG] [LOCAL     ] Loaded configuration for AI: 3 features, 100.0% accuracy
[2025-12-08T20:35:44.113042] [DEBUG] [LOCAL     ] Loaded configuration for GH: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.113271] [DEBUG] [LOCAL     ] Loaded configuration for AVO: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.113549] [DEBUG] [LOCAL     ] Loaded configuration for PLBC: 1 features, 70.0% accuracy
[2025-12-08T20:35:44.113864] [DEBUG] [LOCAL     ] Loaded configuration for ORRF: 3 features, 60.0% accuracy
[2025-12-08T20:35:44.113931] [DEBUG] [LOCAL     ] Loaded configuration for CRBP: 0 features, 70.0% accuracy
[2025-12-08T20:35:44.114203] [DEBUG] [LOCAL     ] Loaded configuration for CRGY: 4 features, 70.0% accuracy
[2025-12-08T20:35:44.114483] [DEBUG] [LOCAL     ] Loaded configuration for SFIX: 2 features, 60.0% accuracy
[2025-12-08T20:35:44.114716] [DEBUG] [LOCAL     ] Loaded configuration for BHP: 3 features, 70.0% accuracy
[2025-12-08T20:35:44.114945] [DEBUG] [LOCAL     ] Loaded configuration for FIXD: 3 features, 90.0% accuracy
[2025-12-08T20:35:44.115173] [DEBUG] [LOCAL     ] Loaded configuration for MSGE: 3 features, 60.0% accuracy
[2025-12-08T20:35:44.115238] [DEBUG] [LOCAL     ] Loaded configuration for ENPH: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.115462] [DEBUG] [LOCAL     ] Loaded configuration for BTE: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.115692] [DEBUG] [LOCAL     ] Loaded configuration for SRTS: 3 features, 90.0% accuracy
[2025-12-08T20:35:44.115987] [DEBUG] [LOCAL     ] Loaded configuration for VRCA: 1 features, 60.0% accuracy
[2025-12-08T20:35:44.116217] [DEBUG] [LOCAL     ] Loaded configuration for PRME: 2 features, 90.0% accuracy
[2025-12-08T20:35:44.116452] [DEBUG] [LOCAL     ] Loaded configuration for SII: 2 features, 70.0% accuracy
[2025-12-08T20:35:44.116688] [DEBUG] [LOCAL     ] Loaded configuration for FOF: 0 features, 90.0% accuracy
[2025-12-08T20:35:44.116933] [DEBUG] [LOCAL     ] Loaded configuration for BSCP: 0 features, 80.0% accuracy
[2025-12-08T20:35:44.117012] [DEBUG] [LOCAL     ] Loaded configuration for DCOM: 0 features, 90.0% accuracy
[2025-12-08T20:35:44.117233] [DEBUG] [LOCAL     ] Loaded configuration for RLI: 0 features, 90.0% accuracy
[2025-12-08T20:35:44.117515] [DEBUG] [LOCAL     ] Loaded configuration for MQ: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.117823] [DEBUG] [LOCAL     ] Loaded configuration for TENX: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.118121] [DEBUG] [LOCAL     ] Loaded configuration for QTRX: 2 features, 70.0% accuracy
[2025-12-08T20:35:44.118188] [DEBUG] [LOCAL     ] Loaded configuration for HSIC: 2 features, 100.0% accuracy
[2025-12-08T20:35:44.118412] [DEBUG] [LOCAL     ] Loaded configuration for UNP: 4 features, 90.0% accuracy
[2025-12-08T20:35:44.118694] [DEBUG] [LOCAL     ] Loaded configuration for VBNK: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.118922] [DEBUG] [LOCAL     ] Loaded configuration for TRC: 2 features, 90.0% accuracy
[2025-12-08T20:35:44.119148] [DEBUG] [LOCAL     ] Loaded configuration for BIAF: 2 features, 90.0% accuracy
[2025-12-08T20:35:44.119386] [DEBUG] [LOCAL     ] Loaded configuration for AMRN: 4 features, 80.0% accuracy
[2025-12-08T20:35:44.119668] [DEBUG] [LOCAL     ] Loaded configuration for HZO: 2 features, 70.0% accuracy
[2025-12-08T20:35:44.119734] [DEBUG] [LOCAL     ] Loaded configuration for ENSG: 4 features, 70.0% accuracy
[2025-12-08T20:35:44.119953] [DEBUG] [LOCAL     ] Loaded configuration for GLSI: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.120197] [DEBUG] [LOCAL     ] Loaded configuration for RMBI: 4 features, 100.0% accuracy
[2025-12-08T20:35:44.120474] [DEBUG] [LOCAL     ] Loaded configuration for BOF: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.120753] [DEBUG] [LOCAL     ] Loaded configuration for FROG: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.120819] [DEBUG] [LOCAL     ] Loaded configuration for JAGX: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.121088] [DEBUG] [LOCAL     ] Loaded configuration for DSL: 0 features, 60.0% accuracy
[2025-12-08T20:35:44.121369] [DEBUG] [LOCAL     ] Loaded configuration for GSK: 1 features, 90.0% accuracy
[2025-12-08T20:35:44.121619] [DEBUG] [LOCAL     ] Loaded configuration for NTRSO: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.121875] [DEBUG] [LOCAL     ] Loaded configuration for NIM: 0 features, 70.0% accuracy
[2025-12-08T20:35:44.122132] [DEBUG] [LOCAL     ] Loaded configuration for XRAY: 4 features, 70.0% accuracy
[2025-12-08T20:35:44.122428] [DEBUG] [LOCAL     ] Loaded configuration for AMWD: 0 features, 70.0% accuracy
[2025-12-08T20:35:44.122659] [DEBUG] [LOCAL     ] Loaded configuration for VICI: 4 features, 80.0% accuracy
[2025-12-08T20:35:44.122937] [DEBUG] [LOCAL     ] Loaded configuration for DK: 1 features, 70.0% accuracy
[2025-12-08T20:35:44.123166] [DEBUG] [LOCAL     ] Loaded configuration for DDL: 1 features, 80.0% accuracy
[2025-12-08T20:35:44.123233] [DEBUG] [LOCAL     ] Loaded configuration for HFFG: 0 features, 60.0% accuracy
[2025-12-08T20:35:44.123504] [DEBUG] [LOCAL     ] Loaded configuration for TIL: 3 features, 70.0% accuracy
[2025-12-08T20:35:44.123599] [DEBUG] [LOCAL     ] Loaded configuration for GHRS: 7 features, 90.0% accuracy
[2025-12-08T20:35:44.123844] [DEBUG] [LOCAL     ] Loaded configuration for LWLG: 1 features, 60.0% accuracy
[2025-12-08T20:35:44.124074] [DEBUG] [LOCAL     ] Loaded configuration for SAIA: 1 features, 70.0% accuracy
[2025-12-08T20:35:44.124317] [DEBUG] [LOCAL     ] Loaded configuration for PBH: 1 features, 80.0% accuracy
[2025-12-08T20:35:44.124604] [DEBUG] [LOCAL     ] Loaded configuration for PRI: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.124860] [DEBUG] [LOCAL     ] Loaded configuration for BBUC: 2 features, 50.0% accuracy
[2025-12-08T20:35:44.125145] [DEBUG] [LOCAL     ] Loaded configuration for AWP: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.125213] [DEBUG] [LOCAL     ] Loaded configuration for AHCO: 2 features, 60.0% accuracy
[2025-12-08T20:35:44.125489] [DEBUG] [LOCAL     ] Loaded configuration for ESE: 3 features, 60.0% accuracy
[2025-12-08T20:35:44.125771] [DEBUG] [LOCAL     ] Loaded configuration for STOK: 2 features, 70.0% accuracy
[2025-12-08T20:35:44.126055] [DEBUG] [LOCAL     ] Loaded configuration for HOOD: 4 features, 80.0% accuracy
[2025-12-08T20:35:44.126345] [DEBUG] [LOCAL     ] Loaded configuration for WRBY: 3 features, 70.0% accuracy
[2025-12-08T20:35:44.126609] [DEBUG] [LOCAL     ] Loaded configuration for WGMI: 4 features, 60.0% accuracy
[2025-12-08T20:35:44.126895] [DEBUG] [LOCAL     ] Loaded configuration for FCN: 3 features, 70.0% accuracy
[2025-12-08T20:35:44.127124] [DEBUG] [LOCAL     ] Loaded configuration for GTLB: 1 features, 60.0% accuracy
[2025-12-08T20:35:44.127400] [DEBUG] [LOCAL     ] Loaded configuration for WNEB: 2 features, 90.0% accuracy
[2025-12-08T20:35:44.127652] [DEBUG] [LOCAL     ] Loaded configuration for GAM: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.127938] [DEBUG] [LOCAL     ] Loaded configuration for LILAK: 1 features, 60.0% accuracy
[2025-12-08T20:35:44.128184] [DEBUG] [LOCAL     ] Loaded configuration for ZBRA: 1 features, 70.0% accuracy
[2025-12-08T20:35:44.128414] [DEBUG] [LOCAL     ] Loaded configuration for SSNC: 4 features, 90.0% accuracy
[2025-12-08T20:35:44.128696] [DEBUG] [LOCAL     ] Loaded configuration for RUN: 1 features, 70.0% accuracy
[2025-12-08T20:35:44.128981] [DEBUG] [LOCAL     ] Loaded configuration for GFL: 1 features, 80.0% accuracy
[2025-12-08T20:35:44.129225] [DEBUG] [LOCAL     ] Loaded configuration for YTRA: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.129472] [DEBUG] [LOCAL     ] Loaded configuration for RSG: 1 features, 80.0% accuracy
[2025-12-08T20:35:44.129751] [DEBUG] [LOCAL     ] Loaded configuration for NVMI: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.130005] [DEBUG] [LOCAL     ] Loaded configuration for SKRE: 3 features, 90.0% accuracy
[2025-12-08T20:35:44.130285] [DEBUG] [LOCAL     ] Loaded configuration for MVBF: 1 features, 60.0% accuracy
[2025-12-08T20:35:44.130511] [DEBUG] [LOCAL     ] Loaded configuration for HTGC: 1 features, 60.0% accuracy
[2025-12-08T20:35:44.130814] [DEBUG] [LOCAL     ] Loaded configuration for CSIQ: 4 features, 80.0% accuracy
[2025-12-08T20:35:44.131065] [DEBUG] [LOCAL     ] Loaded configuration for IFN: 3 features, 70.0% accuracy
[2025-12-08T20:35:44.131344] [DEBUG] [LOCAL     ] Loaded configuration for SFLO: 1 features, 70.0% accuracy
[2025-12-08T20:35:44.131594] [DEBUG] [LOCAL     ] Loaded configuration for MYN: 1 features, 100.0% accuracy
[2025-12-08T20:35:44.131670] [DEBUG] [LOCAL     ] Loaded configuration for HELE: 1 features, 90.0% accuracy
[2025-12-08T20:35:44.131894] [DEBUG] [LOCAL     ] Loaded configuration for ATHM: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.132176] [DEBUG] [LOCAL     ] Loaded configuration for DECK: 4 features, 80.0% accuracy
[2025-12-08T20:35:44.132242] [DEBUG] [LOCAL     ] Loaded configuration for HRMY: 4 features, 90.0% accuracy
[2025-12-08T20:35:44.132300] [DEBUG] [LOCAL     ] Loaded configuration for EMBC: 3 features, 100.0% accuracy
[2025-12-08T20:35:44.132567] [DEBUG] [LOCAL     ] Loaded configuration for WB: 1 features, 90.0% accuracy
[2025-12-08T20:35:44.132826] [DEBUG] [LOCAL     ] Loaded configuration for GNK: 2 features, 50.0% accuracy
[2025-12-08T20:35:44.133107] [DEBUG] [LOCAL     ] Loaded configuration for SMFG: 1 features, 90.0% accuracy
[2025-12-08T20:35:44.133356] [DEBUG] [LOCAL     ] Loaded configuration for VBF: 4 features, 90.0% accuracy
[2025-12-08T20:35:44.133600] [DEBUG] [LOCAL     ] Loaded configuration for BGX: 5 features, 90.0% accuracy
[2025-12-08T20:35:44.133838] [DEBUG] [LOCAL     ] Loaded configuration for ASML: 2 features, 90.0% accuracy
[2025-12-08T20:35:44.134121] [DEBUG] [LOCAL     ] Loaded configuration for APPN: 5 features, 70.0% accuracy
[2025-12-08T20:35:44.134189] [DEBUG] [LOCAL     ] Loaded configuration for USIG: 4 features, 80.0% accuracy
[2025-12-08T20:35:44.134428] [DEBUG] [LOCAL     ] Loaded configuration for NRIM: 1 features, 70.0% accuracy
[2025-12-08T20:35:44.134674] [DEBUG] [LOCAL     ] Loaded configuration for MGRC: 3 features, 70.0% accuracy
[2025-12-08T20:35:44.134904] [DEBUG] [LOCAL     ] Loaded configuration for DNA: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.135181] [DEBUG] [LOCAL     ] Loaded configuration for MODL: 4 features, 80.0% accuracy
[2025-12-08T20:35:44.135460] [DEBUG] [LOCAL     ] Loaded configuration for KMPB: 5 features, 80.0% accuracy
[2025-12-08T20:35:44.135706] [DEBUG] [LOCAL     ] Loaded configuration for TNDM: 2 features, 70.0% accuracy
[2025-12-08T20:35:44.135984] [DEBUG] [LOCAL     ] Loaded configuration for FTGS: 3 features, 90.0% accuracy
[2025-12-08T20:35:44.136207] [DEBUG] [LOCAL     ] Loaded configuration for BLZE: 3 features, 90.0% accuracy
[2025-12-08T20:35:44.136274] [DEBUG] [LOCAL     ] Loaded configuration for GCMG: 2 features, 70.0% accuracy
[2025-12-08T20:35:44.136519] [DEBUG] [LOCAL     ] Loaded configuration for SMH: 2 features, 70.0% accuracy
[2025-12-08T20:35:44.136772] [DEBUG] [LOCAL     ] Loaded configuration for OEC: 0 features, 80.0% accuracy
[2025-12-08T20:35:44.137002] [DEBUG] [LOCAL     ] Loaded configuration for FALN: 4 features, 80.0% accuracy
[2025-12-08T20:35:44.137283] [DEBUG] [LOCAL     ] Loaded configuration for HLMN: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.137566] [DEBUG] [LOCAL     ] Loaded configuration for REPL: 0 features, 70.0% accuracy
[2025-12-08T20:35:44.137874] [DEBUG] [LOCAL     ] Loaded configuration for NFE: 0 features, 80.0% accuracy
[2025-12-08T20:35:44.138160] [DEBUG] [LOCAL     ] Loaded configuration for TCMD: 2 features, 70.0% accuracy
[2025-12-08T20:35:44.138408] [DEBUG] [LOCAL     ] Loaded configuration for CCB: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.138692] [DEBUG] [LOCAL     ] Loaded configuration for MSGM: 2 features, 70.0% accuracy
[2025-12-08T20:35:44.138972] [DEBUG] [LOCAL     ] Loaded configuration for ALSN: 1 features, 80.0% accuracy
[2025-12-08T20:35:44.139219] [DEBUG] [LOCAL     ] Loaded configuration for NTRB: 1 features, 100.0% accuracy
[2025-12-08T20:35:44.139469] [DEBUG] [LOCAL     ] Loaded configuration for NTB: 2 features, 90.0% accuracy
[2025-12-08T20:35:44.139750] [DEBUG] [LOCAL     ] Loaded configuration for STKL: 3 features, 90.0% accuracy
[2025-12-08T20:35:44.139996] [DEBUG] [LOCAL     ] Loaded configuration for EWCZ: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.140242] [DEBUG] [LOCAL     ] Loaded configuration for EVRG: 1 features, 70.0% accuracy
[2025-12-08T20:35:44.140522] [DEBUG] [LOCAL     ] Loaded configuration for UTEN: 2 features, 70.0% accuracy
[2025-12-08T20:35:44.140620] [DEBUG] [LOCAL     ] Loaded configuration for EXAS: 3 features, 70.0% accuracy
[2025-12-08T20:35:44.140847] [DEBUG] [LOCAL     ] Loaded configuration for SPGI: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.140913] [DEBUG] [LOCAL     ] Loaded configuration for PI: 3 features, 50.0% accuracy
[2025-12-08T20:35:44.141185] [DEBUG] [LOCAL     ] Loaded configuration for OSBC: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.141413] [DEBUG] [LOCAL     ] Loaded configuration for SCD: 1 features, 70.0% accuracy
[2025-12-08T20:35:44.141642] [DEBUG] [LOCAL     ] Loaded configuration for KTB: 5 features, 90.0% accuracy
[2025-12-08T20:35:44.141893] [DEBUG] [LOCAL     ] Loaded configuration for MELI: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.142123] [DEBUG] [LOCAL     ] Loaded configuration for EOI: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.142414] [DEBUG] [LOCAL     ] Loaded configuration for NCZ: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.142660] [DEBUG] [LOCAL     ] Loaded configuration for LNN: 1 features, 70.0% accuracy
[2025-12-08T20:35:44.142892] [DEBUG] [LOCAL     ] Loaded configuration for GKOS: 2 features, 60.0% accuracy
[2025-12-08T20:35:44.143174] [DEBUG] [LOCAL     ] Loaded configuration for TBI: 4 features, 90.0% accuracy
[2025-12-08T20:35:44.143456] [DEBUG] [LOCAL     ] Loaded configuration for NVA: 1 features, 70.0% accuracy
[2025-12-08T20:35:44.143744] [DEBUG] [LOCAL     ] Loaded configuration for JLL: 5 features, 90.0% accuracy
[2025-12-08T20:35:44.144024] [DEBUG] [LOCAL     ] Loaded configuration for NICE: 3 features, 70.0% accuracy
[2025-12-08T20:35:44.144316] [DEBUG] [LOCAL     ] Loaded configuration for HPQ: 2 features, 90.0% accuracy
[2025-12-08T20:35:44.144396] [DEBUG] [LOCAL     ] Loaded configuration for CHCO: 2 features, 90.0% accuracy
[2025-12-08T20:35:44.144622] [DEBUG] [LOCAL     ] Loaded configuration for AON: 1 features, 70.0% accuracy
[2025-12-08T20:35:44.144854] [DEBUG] [LOCAL     ] Loaded configuration for NCLH: 5 features, 90.0% accuracy
[2025-12-08T20:35:44.145086] [DEBUG] [LOCAL     ] Loaded configuration for UL: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.145335] [DEBUG] [LOCAL     ] Loaded configuration for FEP: 1 features, 70.0% accuracy
[2025-12-08T20:35:44.145406] [DEBUG] [LOCAL     ] Loaded configuration for CHKP: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.145684] [DEBUG] [LOCAL     ] Loaded configuration for PSNL: 4 features, 90.0% accuracy
[2025-12-08T20:35:44.145752] [DEBUG] [LOCAL     ] Loaded configuration for CRNC: 1 features, 70.0% accuracy
[2025-12-08T20:35:44.146028] [DEBUG] [LOCAL     ] Loaded configuration for FCF: 3 features, 90.0% accuracy
[2025-12-08T20:35:44.146317] [DEBUG] [LOCAL     ] Loaded configuration for CQP: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.146553] [DEBUG] [LOCAL     ] Loaded configuration for SOL: 2 features, 70.0% accuracy
[2025-12-08T20:35:44.146828] [DEBUG] [LOCAL     ] Loaded configuration for OZKAP: 4 features, 70.0% accuracy
[2025-12-08T20:35:44.147077] [DEBUG] [LOCAL     ] Loaded configuration for VFS: 3 features, 60.0% accuracy
[2025-12-08T20:35:44.147335] [DEBUG] [LOCAL     ] Loaded configuration for APEI: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.147628] [DEBUG] [LOCAL     ] Loaded configuration for MRVI: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.147867] [DEBUG] [LOCAL     ] Loaded configuration for BEKE: 6 features, 80.0% accuracy
[2025-12-08T20:35:44.148114] [DEBUG] [LOCAL     ] Loaded configuration for AVNS: 1 features, 80.0% accuracy
[2025-12-08T20:35:44.148396] [DEBUG] [LOCAL     ] Loaded configuration for WIX: 2 features, 70.0% accuracy
[2025-12-08T20:35:44.148646] [DEBUG] [LOCAL     ] Loaded configuration for CVI: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.148714] [DEBUG] [LOCAL     ] Loaded configuration for DMRC: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.148992] [DEBUG] [LOCAL     ] Loaded configuration for IZEA: 1 features, 100.0% accuracy
[2025-12-08T20:35:44.149231] [DEBUG] [LOCAL     ] Loaded configuration for NBXG: 4 features, 60.0% accuracy
[2025-12-08T20:35:44.149541] [DEBUG] [LOCAL     ] Loaded configuration for ZYME: 2 features, 60.0% accuracy
[2025-12-08T20:35:44.149844] [DEBUG] [LOCAL     ] Loaded configuration for QCOM: 2 features, 90.0% accuracy
[2025-12-08T20:35:44.150090] [DEBUG] [LOCAL     ] Loaded configuration for CNQ: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.150372] [DEBUG] [LOCAL     ] Loaded configuration for APVO: 2 features, 70.0% accuracy
[2025-12-08T20:35:44.150610] [DEBUG] [LOCAL     ] Loaded configuration for VZ: 3 features, 60.0% accuracy
[2025-12-08T20:35:44.150840] [DEBUG] [LOCAL     ] Loaded configuration for AMH: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.151118] [DEBUG] [LOCAL     ] Loaded configuration for DOCS: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.151394] [DEBUG] [LOCAL     ] Loaded configuration for DTE: 0 features, 70.0% accuracy
[2025-12-08T20:35:44.151461] [DEBUG] [LOCAL     ] Loaded configuration for ERIE: 2 features, 90.0% accuracy
[2025-12-08T20:35:44.151519] [DEBUG] [LOCAL     ] Loaded configuration for SNPS: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.151782] [DEBUG] [LOCAL     ] Loaded configuration for NGS: 2 features, 70.0% accuracy
[2025-12-08T20:35:44.152031] [DEBUG] [LOCAL     ] Loaded configuration for BAC: 1 features, 70.0% accuracy
[2025-12-08T20:35:44.152261] [DEBUG] [LOCAL     ] Loaded configuration for TPH: 2 features, 70.0% accuracy
[2025-12-08T20:35:44.152539] [DEBUG] [LOCAL     ] Loaded configuration for HEQ: 3 features, 70.0% accuracy
[2025-12-08T20:35:44.152843] [DEBUG] [LOCAL     ] Loaded configuration for MORN: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.153091] [DEBUG] [LOCAL     ] Loaded configuration for MBWM: 4 features, 90.0% accuracy
[2025-12-08T20:35:44.153337] [DEBUG] [LOCAL     ] Loaded configuration for HBANP: 2 features, 60.0% accuracy
[2025-12-08T20:35:44.153566] [DEBUG] [LOCAL     ] Loaded configuration for SSB: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.153863] [DEBUG] [LOCAL     ] Loaded configuration for TK: 3 features, 70.0% accuracy
[2025-12-08T20:35:44.154106] [DEBUG] [LOCAL     ] Loaded configuration for NVGS: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.154374] [DEBUG] [LOCAL     ] Loaded configuration for ISD: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.154632] [DEBUG] [LOCAL     ] Loaded configuration for FLXS: 3 features, 60.0% accuracy
[2025-12-08T20:35:44.154910] [DEBUG] [LOCAL     ] Loaded configuration for SLP: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.155191] [DEBUG] [LOCAL     ] Loaded configuration for PMM: 4 features, 70.0% accuracy
[2025-12-08T20:35:44.155422] [DEBUG] [LOCAL     ] Loaded configuration for WFG: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.155655] [DEBUG] [LOCAL     ] Loaded configuration for AVY: 1 features, 40.0% accuracy
[2025-12-08T20:35:44.155721] [DEBUG] [LOCAL     ] Loaded configuration for HG: 2 features, 70.0% accuracy
[2025-12-08T20:35:44.155994] [DEBUG] [LOCAL     ] Loaded configuration for MNTK: 3 features, 70.0% accuracy
[2025-12-08T20:35:44.156274] [DEBUG] [LOCAL     ] Loaded configuration for SENEA: 1 features, 90.0% accuracy
[2025-12-08T20:35:44.156522] [DEBUG] [LOCAL     ] Loaded configuration for CRTO: 1 features, 100.0% accuracy
[2025-12-08T20:35:44.156824] [DEBUG] [LOCAL     ] Loaded configuration for CALC: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.157054] [DEBUG] [LOCAL     ] Loaded configuration for SPOK: 4 features, 90.0% accuracy
[2025-12-08T20:35:44.157333] [DEBUG] [LOCAL     ] Loaded configuration for AXTA: 3 features, 70.0% accuracy
[2025-12-08T20:35:44.157606] [DEBUG] [LOCAL     ] Loaded configuration for NMFC: 0 features, 70.0% accuracy
[2025-12-08T20:35:44.157842] [DEBUG] [LOCAL     ] Loaded configuration for MYI: 4 features, 70.0% accuracy
[2025-12-08T20:35:44.158080] [DEBUG] [LOCAL     ] Loaded configuration for LDP: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.158312] [DEBUG] [LOCAL     ] Loaded configuration for CXE: 1 features, 70.0% accuracy
[2025-12-08T20:35:44.158596] [DEBUG] [LOCAL     ] Loaded configuration for DY: 4 features, 70.0% accuracy
[2025-12-08T20:35:44.158856] [DEBUG] [LOCAL     ] Loaded configuration for FORM: 2 features, 70.0% accuracy
[2025-12-08T20:35:44.159135] [DEBUG] [LOCAL     ] Loaded configuration for CENX: 3 features, 60.0% accuracy
[2025-12-08T20:35:44.159415] [DEBUG] [LOCAL     ] Loaded configuration for WLDN: 1 features, 50.0% accuracy
[2025-12-08T20:35:44.159646] [DEBUG] [LOCAL     ] Loaded configuration for DBL: 2 features, 70.0% accuracy
[2025-12-08T20:35:44.159875] [DEBUG] [LOCAL     ] Loaded configuration for CASH: 1 features, 80.0% accuracy
[2025-12-08T20:35:44.160123] [DEBUG] [LOCAL     ] Loaded configuration for CRUS: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.160190] [DEBUG] [LOCAL     ] Loaded configuration for ADSE: 0 features, 80.0% accuracy
[2025-12-08T20:35:44.160433] [DEBUG] [LOCAL     ] Loaded configuration for LECO: 2 features, 90.0% accuracy
[2025-12-08T20:35:44.160664] [DEBUG] [LOCAL     ] Loaded configuration for STAG: 0 features, 60.0% accuracy
[2025-12-08T20:35:44.160895] [DEBUG] [LOCAL     ] Loaded configuration for BTCS: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.161127] [DEBUG] [LOCAL     ] Loaded configuration for BLX: 5 features, 100.0% accuracy
[2025-12-08T20:35:44.161373] [DEBUG] [LOCAL     ] Loaded configuration for LIF: 4 features, 60.0% accuracy
[2025-12-08T20:35:44.161440] [DEBUG] [LOCAL     ] Loaded configuration for LBRDK: 1 features, 80.0% accuracy
[2025-12-08T20:35:44.161684] [DEBUG] [LOCAL     ] Loaded configuration for IMTX: 0 features, 70.0% accuracy
[2025-12-08T20:35:44.161751] [DEBUG] [LOCAL     ] Loaded configuration for EVCM: 5 features, 70.0% accuracy
[2025-12-08T20:35:44.162025] [DEBUG] [LOCAL     ] Loaded configuration for EMB: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.162315] [DEBUG] [LOCAL     ] Loaded configuration for BYM: 3 features, 60.0% accuracy
[2025-12-08T20:35:44.162382] [DEBUG] [LOCAL     ] Loaded configuration for PHO: 2 features, 70.0% accuracy
[2025-12-08T20:35:44.162661] [DEBUG] [LOCAL     ] Loaded configuration for DAL: 0 features, 60.0% accuracy
[2025-12-08T20:35:44.162729] [DEBUG] [LOCAL     ] Loaded configuration for AMBA: 4 features, 90.0% accuracy
[2025-12-08T20:35:44.162954] [DEBUG] [LOCAL     ] Loaded configuration for SAH: 2 features, 70.0% accuracy
[2025-12-08T20:35:44.163021] [DEBUG] [LOCAL     ] Loaded configuration for CPIX: 2 features, 90.0% accuracy
[2025-12-08T20:35:44.163243] [DEBUG] [LOCAL     ] Loaded configuration for ATLCZ: 1 features, 70.0% accuracy
[2025-12-08T20:35:44.163526] [DEBUG] [LOCAL     ] Loaded configuration for BROS: 5 features, 90.0% accuracy
[2025-12-08T20:35:44.163833] [DEBUG] [LOCAL     ] Loaded configuration for CRESY: 1 features, 70.0% accuracy
[2025-12-08T20:35:44.164081] [DEBUG] [LOCAL     ] Loaded configuration for CC: 1 features, 80.0% accuracy
[2025-12-08T20:35:44.164363] [DEBUG] [LOCAL     ] Loaded configuration for DEA: 3 features, 90.0% accuracy
[2025-12-08T20:35:44.164612] [DEBUG] [LOCAL     ] Loaded configuration for EXFY: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.164843] [DEBUG] [LOCAL     ] Loaded configuration for PCM: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.165125] [DEBUG] [LOCAL     ] Loaded configuration for CMSA: 3 features, 90.0% accuracy
[2025-12-08T20:35:44.165373] [DEBUG] [LOCAL     ] Loaded configuration for ONEQ: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.165657] [DEBUG] [LOCAL     ] Loaded configuration for UTZ: 0 features, 70.0% accuracy
[2025-12-08T20:35:44.165936] [DEBUG] [LOCAL     ] Loaded configuration for CBAN: 1 features, 80.0% accuracy
[2025-12-08T20:35:44.166240] [DEBUG] [LOCAL     ] Loaded configuration for SLB: 3 features, 70.0% accuracy
[2025-12-08T20:35:44.166486] [DEBUG] [LOCAL     ] Loaded configuration for BRY: 2 features, 70.0% accuracy
[2025-12-08T20:35:44.166551] [DEBUG] [LOCAL     ] Loaded configuration for DPZ: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.166798] [DEBUG] [LOCAL     ] Loaded configuration for VGM: 1 features, 80.0% accuracy
[2025-12-08T20:35:44.167076] [DEBUG] [LOCAL     ] Loaded configuration for MRCC: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.167361] [DEBUG] [LOCAL     ] Loaded configuration for SPXC: 1 features, 70.0% accuracy
[2025-12-08T20:35:44.167620] [DEBUG] [LOCAL     ] Loaded configuration for HSBC: 2 features, 90.0% accuracy
[2025-12-08T20:35:44.167851] [DEBUG] [LOCAL     ] Loaded configuration for GLUE: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.168099] [DEBUG] [LOCAL     ] Loaded configuration for NOG: 1 features, 70.0% accuracy
[2025-12-08T20:35:44.168384] [DEBUG] [LOCAL     ] Loaded configuration for TRTX: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.168450] [DEBUG] [LOCAL     ] Loaded configuration for GGAL: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.168727] [DEBUG] [LOCAL     ] Loaded configuration for PESI: 0 features, 80.0% accuracy
[2025-12-08T20:35:44.168959] [DEBUG] [LOCAL     ] Loaded configuration for SHG: 4 features, 80.0% accuracy
[2025-12-08T20:35:44.169189] [DEBUG] [LOCAL     ] Loaded configuration for SLF: 1 features, 70.0% accuracy
[2025-12-08T20:35:44.169473] [DEBUG] [LOCAL     ] Loaded configuration for KRC: 3 features, 70.0% accuracy
[2025-12-08T20:35:44.169755] [DEBUG] [LOCAL     ] Loaded configuration for SKY: 2 features, 70.0% accuracy
[2025-12-08T20:35:44.169984] [DEBUG] [LOCAL     ] Loaded configuration for GMM: 1 features, 70.0% accuracy
[2025-12-08T20:35:44.170231] [DEBUG] [LOCAL     ] Loaded configuration for NATH: 4 features, 90.0% accuracy
[2025-12-08T20:35:44.170515] [DEBUG] [LOCAL     ] Loaded configuration for BDJ: 2 features, 70.0% accuracy
[2025-12-08T20:35:44.170784] [DEBUG] [LOCAL     ] Loaded configuration for TLS: 3 features, 70.0% accuracy
[2025-12-08T20:35:44.171066] [DEBUG] [LOCAL     ] Loaded configuration for MTSI: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.171348] [DEBUG] [LOCAL     ] Loaded configuration for ALEC: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.171628] [DEBUG] [LOCAL     ] Loaded configuration for MAS: 0 features, 80.0% accuracy
[2025-12-08T20:35:44.171859] [DEBUG] [LOCAL     ] Loaded configuration for SITC: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.172107] [DEBUG] [LOCAL     ] Loaded configuration for CUBE: 3 features, 60.0% accuracy
[2025-12-08T20:35:44.172387] [DEBUG] [LOCAL     ] Loaded configuration for SGRY: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.172669] [DEBUG] [LOCAL     ] Loaded configuration for GEVO: 1 features, 60.0% accuracy
[2025-12-08T20:35:44.172950] [DEBUG] [LOCAL     ] Loaded configuration for WLKP: 0 features, 80.0% accuracy
[2025-12-08T20:35:44.173181] [DEBUG] [LOCAL     ] Loaded configuration for PERF: 3 features, 70.0% accuracy
[2025-12-08T20:35:44.173411] [DEBUG] [LOCAL     ] Loaded configuration for SSL: 2 features, 60.0% accuracy
[2025-12-08T20:35:44.173661] [DEBUG] [LOCAL     ] Loaded configuration for RAY: 1 features, 80.0% accuracy
[2025-12-08T20:35:44.173907] [DEBUG] [LOCAL     ] Loaded configuration for VERA: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.174137] [DEBUG] [LOCAL     ] Loaded configuration for CORZ: 2 features, 70.0% accuracy
[2025-12-08T20:35:44.174417] [DEBUG] [LOCAL     ] Loaded configuration for CCNE: 1 features, 90.0% accuracy
[2025-12-08T20:35:44.174665] [DEBUG] [LOCAL     ] Loaded configuration for PYXS: 5 features, 80.0% accuracy
[2025-12-08T20:35:44.174944] [DEBUG] [LOCAL     ] Loaded configuration for IBP: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.175009] [DEBUG] [LOCAL     ] Loaded configuration for EHTH: 2 features, 70.0% accuracy
[2025-12-08T20:35:44.175279] [DEBUG] [LOCAL     ] Loaded configuration for UGP: 4 features, 70.0% accuracy
[2025-12-08T20:35:44.175511] [DEBUG] [LOCAL     ] Loaded configuration for FUL: 3 features, 70.0% accuracy
[2025-12-08T20:35:44.175810] [DEBUG] [LOCAL     ] Loaded configuration for YSG: 1 features, 90.0% accuracy
[2025-12-08T20:35:44.176073] [DEBUG] [LOCAL     ] Loaded configuration for FNLC: 0 features, 80.0% accuracy
[2025-12-08T20:35:44.176370] [DEBUG] [LOCAL     ] Loaded configuration for DLY: 3 features, 70.0% accuracy
[2025-12-08T20:35:44.176650] [DEBUG] [LOCAL     ] Loaded configuration for CSAN: 1 features, 60.0% accuracy
[2025-12-08T20:35:44.176900] [DEBUG] [LOCAL     ] Loaded configuration for BCYC: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.177155] [DEBUG] [LOCAL     ] Loaded configuration for METD: 4 features, 80.0% accuracy
[2025-12-08T20:35:44.177446] [DEBUG] [LOCAL     ] Loaded configuration for BUSE: 2 features, 90.0% accuracy
[2025-12-08T20:35:44.177732] [DEBUG] [LOCAL     ] Loaded configuration for KHC: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.178012] [DEBUG] [LOCAL     ] Loaded configuration for PEGA: 2 features, 90.0% accuracy
[2025-12-08T20:35:44.178294] [DEBUG] [LOCAL     ] Loaded configuration for PMVP: 0 features, 90.0% accuracy
[2025-12-08T20:35:44.178362] [DEBUG] [LOCAL     ] Loaded configuration for GLNG: 5 features, 80.0% accuracy
[2025-12-08T20:35:44.178607] [DEBUG] [LOCAL     ] Loaded configuration for VFC: 4 features, 90.0% accuracy
[2025-12-08T20:35:44.178676] [DEBUG] [LOCAL     ] Loaded configuration for ABVC: 1 features, 80.0% accuracy
[2025-12-08T20:35:44.178900] [DEBUG] [LOCAL     ] Loaded configuration for CDP: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.179177] [DEBUG] [LOCAL     ] Loaded configuration for MRX: 3 features, 90.0% accuracy
[2025-12-08T20:35:44.179408] [DEBUG] [LOCAL     ] Loaded configuration for SAMG: 0 features, 50.0% accuracy
[2025-12-08T20:35:44.179639] [DEBUG] [LOCAL     ] Loaded configuration for NVRI: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.179918] [DEBUG] [LOCAL     ] Loaded configuration for USMC: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.180165] [DEBUG] [LOCAL     ] Loaded configuration for EVGO: 1 features, 100.0% accuracy
[2025-12-08T20:35:44.180443] [DEBUG] [LOCAL     ] Loaded configuration for TKC: 3 features, 70.0% accuracy
[2025-12-08T20:35:44.180675] [DEBUG] [LOCAL     ] Loaded configuration for BMA: 2 features, 50.0% accuracy
[2025-12-08T20:35:44.180907] [DEBUG] [LOCAL     ] Loaded configuration for SLGN: 5 features, 80.0% accuracy
[2025-12-08T20:35:44.181187] [DEBUG] [LOCAL     ] Loaded configuration for BKD: 4 features, 100.0% accuracy
[2025-12-08T20:35:44.181467] [DEBUG] [LOCAL     ] Loaded configuration for PAM: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.181750] [DEBUG] [LOCAL     ] Loaded configuration for SRG: 0 features, 80.0% accuracy
[2025-12-08T20:35:44.182029] [DEBUG] [LOCAL     ] Loaded configuration for MNSO: 3 features, 90.0% accuracy
[2025-12-08T20:35:44.182311] [DEBUG] [LOCAL     ] Loaded configuration for ENTA: 3 features, 70.0% accuracy
[2025-12-08T20:35:44.182541] [DEBUG] [LOCAL     ] Loaded configuration for VITL: 5 features, 80.0% accuracy
[2025-12-08T20:35:44.182794] [DEBUG] [LOCAL     ] Loaded configuration for DOCN: 2 features, 90.0% accuracy
[2025-12-08T20:35:44.183043] [DEBUG] [LOCAL     ] Loaded configuration for ONCO: 4 features, 60.0% accuracy
[2025-12-08T20:35:44.183323] [DEBUG] [LOCAL     ] Loaded configuration for NI: 3 features, 70.0% accuracy
[2025-12-08T20:35:44.183605] [DEBUG] [LOCAL     ] Loaded configuration for CMPS: 3 features, 90.0% accuracy
[2025-12-08T20:35:44.183852] [DEBUG] [LOCAL     ] Loaded configuration for VUZI: 3 features, 90.0% accuracy
[2025-12-08T20:35:44.183919] [DEBUG] [LOCAL     ] Loaded configuration for BYSI: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.184161] [DEBUG] [LOCAL     ] Loaded configuration for SNDX: 1 features, 70.0% accuracy
[2025-12-08T20:35:44.184390] [DEBUG] [LOCAL     ] Loaded configuration for CNA: 1 features, 20.0% accuracy
[2025-12-08T20:35:44.184622] [DEBUG] [LOCAL     ] Loaded configuration for UI: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.184855] [DEBUG] [LOCAL     ] Loaded configuration for IBTM: 2 features, 70.0% accuracy
[2025-12-08T20:35:44.185135] [DEBUG] [LOCAL     ] Loaded configuration for ZION: 2 features, 70.0% accuracy
[2025-12-08T20:35:44.185417] [DEBUG] [LOCAL     ] Loaded configuration for MRTN: 3 features, 70.0% accuracy
[2025-12-08T20:35:44.185698] [DEBUG] [LOCAL     ] Loaded configuration for PFSI: 3 features, 70.0% accuracy
[2025-12-08T20:35:44.185977] [DEBUG] [LOCAL     ] Loaded configuration for PDX: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.186043] [DEBUG] [LOCAL     ] Loaded configuration for BSVN: 2 features, 70.0% accuracy
[2025-12-08T20:35:44.186319] [DEBUG] [LOCAL     ] Loaded configuration for OKYO: 0 features, 80.0% accuracy
[2025-12-08T20:35:44.186557] [DEBUG] [LOCAL     ] Loaded configuration for AIQ: 6 features, 80.0% accuracy
[2025-12-08T20:35:44.186861] [DEBUG] [LOCAL     ] Loaded configuration for RFM: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.187093] [DEBUG] [LOCAL     ] Loaded configuration for GSM: 1 features, 80.0% accuracy
[2025-12-08T20:35:44.187323] [DEBUG] [LOCAL     ] Loaded configuration for DLPN: 4 features, 70.0% accuracy
[2025-12-08T20:35:44.187596] [DEBUG] [LOCAL     ] Loaded configuration for WABC: 1 features, 80.0% accuracy
[2025-12-08T20:35:44.187665] [DEBUG] [LOCAL     ] Loaded configuration for EEMA: 2 features, 40.0% accuracy
[2025-12-08T20:35:44.187910] [DEBUG] [LOCAL     ] Loaded configuration for IBBQ: 1 features, 60.0% accuracy
[2025-12-08T20:35:44.188145] [DEBUG] [LOCAL     ] Loaded configuration for FTK: 1 features, 80.0% accuracy
[2025-12-08T20:35:44.188425] [DEBUG] [LOCAL     ] Loaded configuration for CPNG: 4 features, 90.0% accuracy
[2025-12-08T20:35:44.188659] [DEBUG] [LOCAL     ] Loaded configuration for WINN: 3 features, 70.0% accuracy
[2025-12-08T20:35:44.188940] [DEBUG] [LOCAL     ] Loaded configuration for CMG: 6 features, 80.0% accuracy
[2025-12-08T20:35:44.189192] [DEBUG] [LOCAL     ] Loaded configuration for MSCI: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.189424] [DEBUG] [LOCAL     ] Loaded configuration for ALRS: 2 features, 90.0% accuracy
[2025-12-08T20:35:44.189707] [DEBUG] [LOCAL     ] Loaded configuration for EEX: 2 features, 70.0% accuracy
[2025-12-08T20:35:44.189772] [DEBUG] [LOCAL     ] Loaded configuration for LPTH: 1 features, 90.0% accuracy
[2025-12-08T20:35:44.191198] [DEBUG] [LOCAL     ] Loaded configuration for GOOS: 4 features, 90.0% accuracy
[2025-12-08T20:35:44.191473] [DEBUG] [LOCAL     ] Loaded configuration for WTS: 2 features, 70.0% accuracy
[2025-12-08T20:35:44.191781] [DEBUG] [LOCAL     ] Loaded configuration for UFCS: 3 features, 70.0% accuracy
[2025-12-08T20:35:44.192040] [DEBUG] [LOCAL     ] Loaded configuration for EWBC: 1 features, 60.0% accuracy
[2025-12-08T20:35:44.192282] [DEBUG] [LOCAL     ] Loaded configuration for BTAI: 1 features, 80.0% accuracy
[2025-12-08T20:35:44.192518] [DEBUG] [LOCAL     ] Loaded configuration for JRI: 2 features, 60.0% accuracy
[2025-12-08T20:35:44.192775] [DEBUG] [LOCAL     ] Loaded configuration for KOP: 0 features, 90.0% accuracy
[2025-12-08T20:35:44.193067] [DEBUG] [LOCAL     ] Loaded configuration for JBGS: 2 features, 70.0% accuracy
[2025-12-08T20:35:44.193300] [DEBUG] [LOCAL     ] Loaded configuration for ASIX: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.193595] [DEBUG] [LOCAL     ] Loaded configuration for DE: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.193877] [DEBUG] [LOCAL     ] Loaded configuration for USVM: 1 features, 90.0% accuracy
[2025-12-08T20:35:44.193944] [DEBUG] [LOCAL     ] Loaded configuration for ECX: 4 features, 80.0% accuracy
[2025-12-08T20:35:44.194167] [DEBUG] [LOCAL     ] Loaded configuration for TPL: 1 features, 90.0% accuracy
[2025-12-08T20:35:44.194396] [DEBUG] [LOCAL     ] Loaded configuration for PIM: 1 features, 70.0% accuracy
[2025-12-08T20:35:44.194678] [DEBUG] [LOCAL     ] Loaded configuration for SBGI: 3 features, 70.0% accuracy
[2025-12-08T20:35:44.194926] [DEBUG] [LOCAL     ] Loaded configuration for GBCI: 1 features, 80.0% accuracy
[2025-12-08T20:35:44.195205] [DEBUG] [LOCAL     ] Loaded configuration for SSSS: 4 features, 80.0% accuracy
[2025-12-08T20:35:44.195484] [DEBUG] [LOCAL     ] Loaded configuration for FYC: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.195723] [DEBUG] [LOCAL     ] Loaded configuration for EB: 1 features, 90.0% accuracy
[2025-12-08T20:35:44.195955] [DEBUG] [LOCAL     ] Loaded configuration for VYMI: 4 features, 80.0% accuracy
[2025-12-08T20:35:44.196183] [DEBUG] [LOCAL     ] Loaded configuration for FSM: 1 features, 70.0% accuracy
[2025-12-08T20:35:44.196430] [DEBUG] [LOCAL     ] Loaded configuration for SIGA: 3 features, 70.0% accuracy
[2025-12-08T20:35:44.196684] [DEBUG] [LOCAL     ] Loaded configuration for GLBS: 4 features, 90.0% accuracy
[2025-12-08T20:35:44.196934] [DEBUG] [LOCAL     ] Loaded configuration for METC: 4 features, 80.0% accuracy
[2025-12-08T20:35:44.197178] [DEBUG] [LOCAL     ] Loaded configuration for LRGE: 2 features, 70.0% accuracy
[2025-12-08T20:35:44.197244] [DEBUG] [LOCAL     ] Loaded configuration for EM: 2 features, 70.0% accuracy
[2025-12-08T20:35:44.197493] [DEBUG] [LOCAL     ] Loaded configuration for GPRK: 1 features, 100.0% accuracy
[2025-12-08T20:35:44.197739] [DEBUG] [LOCAL     ] Loaded configuration for UNM: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.197972] [DEBUG] [LOCAL     ] Loaded configuration for LDOS: 1 features, 60.0% accuracy
[2025-12-08T20:35:44.198252] [DEBUG] [LOCAL     ] Loaded configuration for TSCO: 2 features, 100.0% accuracy
[2025-12-08T20:35:44.198485] [DEBUG] [LOCAL     ] Loaded configuration for PL: 3 features, 70.0% accuracy
[2025-12-08T20:35:44.198772] [DEBUG] [LOCAL     ] Loaded configuration for Z: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.198838] [DEBUG] [LOCAL     ] Loaded configuration for CMMB: 1 features, 70.0% accuracy
[2025-12-08T20:35:44.198895] [DEBUG] [LOCAL     ] Loaded configuration for AMAL: 4 features, 90.0% accuracy
[2025-12-08T20:35:44.199166] [DEBUG] [LOCAL     ] Loaded configuration for BK: 0 features, 80.0% accuracy
[2025-12-08T20:35:44.199412] [DEBUG] [LOCAL     ] Loaded configuration for TUSK: 1 features, 70.0% accuracy
[2025-12-08T20:35:44.199693] [DEBUG] [LOCAL     ] Loaded configuration for STRS: 3 features, 90.0% accuracy
[2025-12-08T20:35:44.199922] [DEBUG] [LOCAL     ] Loaded configuration for CARE: 1 features, 70.0% accuracy
[2025-12-08T20:35:44.200199] [DEBUG] [LOCAL     ] Loaded configuration for UMBF: 2 features, 50.0% accuracy
[2025-12-08T20:35:44.200478] [DEBUG] [LOCAL     ] Loaded configuration for NDRA: 2 features, 70.0% accuracy
[2025-12-08T20:35:44.200733] [DEBUG] [LOCAL     ] Loaded configuration for TARS: 3 features, 70.0% accuracy
[2025-12-08T20:35:44.200962] [DEBUG] [LOCAL     ] Loaded configuration for LTC: 3 features, 90.0% accuracy
[2025-12-08T20:35:44.201027] [DEBUG] [LOCAL     ] Loaded configuration for USLM: 0 features, 70.0% accuracy
[2025-12-08T20:35:44.201084] [DEBUG] [LOCAL     ] Loaded configuration for LWAY: 4 features, 90.0% accuracy
[2025-12-08T20:35:44.201327] [DEBUG] [LOCAL     ] Loaded configuration for DORM: 4 features, 90.0% accuracy
[2025-12-08T20:35:44.201557] [DEBUG] [LOCAL     ] Loaded configuration for TJX: 2 features, 60.0% accuracy
[2025-12-08T20:35:44.201854] [DEBUG] [LOCAL     ] Loaded configuration for CREG: 2 features, 60.0% accuracy
[2025-12-08T20:35:44.202084] [DEBUG] [LOCAL     ] Loaded configuration for ASPI: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.202330] [DEBUG] [LOCAL     ] Loaded configuration for FLWS: 1 features, 90.0% accuracy
[2025-12-08T20:35:44.202593] [DEBUG] [LOCAL     ] Loaded configuration for WYNN: 3 features, 70.0% accuracy
[2025-12-08T20:35:44.202661] [DEBUG] [LOCAL     ] Loaded configuration for FMAO: 5 features, 80.0% accuracy
[2025-12-08T20:35:44.202885] [DEBUG] [LOCAL     ] Loaded configuration for ASTS: 1 features, 80.0% accuracy
[2025-12-08T20:35:44.203134] [DEBUG] [LOCAL     ] Loaded configuration for USCB: 4 features, 80.0% accuracy
[2025-12-08T20:35:44.203383] [DEBUG] [LOCAL     ] Loaded configuration for GIFI: 1 features, 80.0% accuracy
[2025-12-08T20:35:44.203449] [DEBUG] [LOCAL     ] Loaded configuration for LRHC: 4 features, 80.0% accuracy
[2025-12-08T20:35:44.203682] [DEBUG] [LOCAL     ] Loaded configuration for GBTG: 1 features, 60.0% accuracy
[2025-12-08T20:35:44.203963] [DEBUG] [LOCAL     ] Loaded configuration for RC: 2 features, 60.0% accuracy
[2025-12-08T20:35:44.204029] [DEBUG] [LOCAL     ] Loaded configuration for JGLO: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.204086] [DEBUG] [LOCAL     ] Loaded configuration for FWONK: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.204356] [DEBUG] [LOCAL     ] Loaded configuration for OFS: 3 features, 90.0% accuracy
[2025-12-08T20:35:44.204644] [DEBUG] [LOCAL     ] Loaded configuration for STWD: 3 features, 60.0% accuracy
[2025-12-08T20:35:44.204890] [DEBUG] [LOCAL     ] Loaded configuration for IAC: 3 features, 60.0% accuracy
[2025-12-08T20:35:44.205170] [DEBUG] [LOCAL     ] Loaded configuration for RCL: 1 features, 70.0% accuracy
[2025-12-08T20:35:44.205400] [DEBUG] [LOCAL     ] Loaded configuration for ANIK: 2 features, 60.0% accuracy
[2025-12-08T20:35:44.205651] [DEBUG] [LOCAL     ] Loaded configuration for HDSN: 1 features, 60.0% accuracy
[2025-12-08T20:35:44.205717] [DEBUG] [LOCAL     ] Loaded configuration for DRMA: 4 features, 90.0% accuracy
[2025-12-08T20:35:44.205773] [DEBUG] [LOCAL     ] Loaded configuration for EVOK: 4 features, 60.0% accuracy
[2025-12-08T20:35:44.206011] [DEBUG] [LOCAL     ] Loaded configuration for BLNK: 0 features, 70.0% accuracy
[2025-12-08T20:35:44.206291] [DEBUG] [LOCAL     ] Loaded configuration for MRSN: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.206587] [DEBUG] [LOCAL     ] Loaded configuration for IXUS: 1 features, 80.0% accuracy
[2025-12-08T20:35:44.206875] [DEBUG] [LOCAL     ] Loaded configuration for APH: 4 features, 80.0% accuracy
[2025-12-08T20:35:44.207107] [DEBUG] [LOCAL     ] Loaded configuration for GRWG: 5 features, 80.0% accuracy
[2025-12-08T20:35:44.207356] [DEBUG] [LOCAL     ] Loaded configuration for CNNE: 3 features, 70.0% accuracy
[2025-12-08T20:35:44.207637] [DEBUG] [LOCAL     ] Loaded configuration for SOFI: 4 features, 80.0% accuracy
[2025-12-08T20:35:44.207874] [DEBUG] [LOCAL     ] Loaded configuration for CMCM: 4 features, 80.0% accuracy
[2025-12-08T20:35:44.208122] [DEBUG] [LOCAL     ] Loaded configuration for MLAB: 2 features, 90.0% accuracy
[2025-12-08T20:35:44.208372] [DEBUG] [LOCAL     ] Loaded configuration for PRLB: 0 features, 70.0% accuracy
[2025-12-08T20:35:44.208611] [DEBUG] [LOCAL     ] Loaded configuration for PGZ: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.208860] [DEBUG] [LOCAL     ] Loaded configuration for MERC: 3 features, 70.0% accuracy
[2025-12-08T20:35:44.208942] [DEBUG] [LOCAL     ] Loaded configuration for BUFC: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.209215] [DEBUG] [LOCAL     ] Loaded configuration for SUSC: 2 features, 60.0% accuracy
[2025-12-08T20:35:44.209461] [DEBUG] [LOCAL     ] Loaded configuration for LSCC: 2 features, 100.0% accuracy
[2025-12-08T20:35:44.209533] [DEBUG] [LOCAL     ] Loaded configuration for GAIN: 3 features, 90.0% accuracy
[2025-12-08T20:35:44.209963] [DEBUG] [LOCAL     ] Loaded configuration for SLRC: 1 features, 80.0% accuracy
[2025-12-08T20:35:44.210251] [DEBUG] [LOCAL     ] Loaded configuration for YUM: 3 features, 70.0% accuracy
[2025-12-08T20:35:44.210542] [DEBUG] [LOCAL     ] Loaded configuration for KRUS: 4 features, 60.0% accuracy
[2025-12-08T20:35:44.212391] [DEBUG] [LOCAL     ] Loaded configuration for NTIC: 3 features, 70.0% accuracy
[2025-12-08T20:35:44.212642] [DEBUG] [LOCAL     ] Loaded configuration for SPRO: 2 features, 70.0% accuracy
[2025-12-08T20:35:44.212944] [DEBUG] [LOCAL     ] Loaded configuration for BRCC: 2 features, 70.0% accuracy
[2025-12-08T20:35:44.213194] [DEBUG] [LOCAL     ] Loaded configuration for OI: 3 features, 60.0% accuracy
[2025-12-08T20:35:44.213454] [DEBUG] [LOCAL     ] Loaded configuration for PCYO: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.213687] [DEBUG] [LOCAL     ] Loaded configuration for ANDE: 4 features, 100.0% accuracy
[2025-12-08T20:35:44.213973] [DEBUG] [LOCAL     ] Loaded configuration for CSX: 5 features, 90.0% accuracy
[2025-12-08T20:35:44.214226] [DEBUG] [LOCAL     ] Loaded configuration for VNO: 1 features, 80.0% accuracy
[2025-12-08T20:35:44.214455] [DEBUG] [LOCAL     ] Loaded configuration for FBL: 1 features, 70.0% accuracy
[2025-12-08T20:35:44.214736] [DEBUG] [LOCAL     ] Loaded configuration for PAGS: 2 features, 90.0% accuracy
[2025-12-08T20:35:44.215023] [DEBUG] [LOCAL     ] Loaded configuration for CHSCP: 2 features, 70.0% accuracy
[2025-12-08T20:35:44.215288] [DEBUG] [LOCAL     ] Loaded configuration for AGX: 2 features, 90.0% accuracy
[2025-12-08T20:35:44.215599] [DEBUG] [LOCAL     ] Loaded configuration for SUN: 4 features, 70.0% accuracy
[2025-12-08T20:35:44.215857] [DEBUG] [LOCAL     ] Loaded configuration for GIB: 5 features, 80.0% accuracy
[2025-12-08T20:35:44.216136] [DEBUG] [LOCAL     ] Loaded configuration for DUK: 3 features, 60.0% accuracy
[2025-12-08T20:35:44.216426] [DEBUG] [LOCAL     ] Loaded configuration for SLDB: 2 features, 70.0% accuracy
[2025-12-08T20:35:44.216498] [DEBUG] [LOCAL     ] Loaded configuration for GDC: 2 features, 90.0% accuracy
[2025-12-08T20:35:44.216938] [DEBUG] [LOCAL     ] Loaded configuration for SY: 3 features, 90.0% accuracy
[2025-12-08T20:35:44.217006] [DEBUG] [LOCAL     ] Loaded configuration for IRMD: 2 features, 90.0% accuracy
[2025-12-08T20:35:44.217064] [DEBUG] [LOCAL     ] Loaded configuration for CWEN: 0 features, 80.0% accuracy
[2025-12-08T20:35:44.217345] [DEBUG] [LOCAL     ] Loaded configuration for FIZZ: 3 features, 90.0% accuracy
[2025-12-08T20:35:44.217630] [DEBUG] [LOCAL     ] Loaded configuration for AMRX: 2 features, 100.0% accuracy
[2025-12-08T20:35:44.217886] [DEBUG] [LOCAL     ] Loaded configuration for HLX: 4 features, 70.0% accuracy
[2025-12-08T20:35:44.218176] [DEBUG] [LOCAL     ] Loaded configuration for OMAB: 3 features, 70.0% accuracy
[2025-12-08T20:35:44.218244] [DEBUG] [LOCAL     ] Loaded configuration for OS: 5 features, 80.0% accuracy
[2025-12-08T20:35:44.218492] [DEBUG] [LOCAL     ] Loaded configuration for ASX: 1 features, 70.0% accuracy
[2025-12-08T20:35:44.218779] [DEBUG] [LOCAL     ] Loaded configuration for AEE: 1 features, 80.0% accuracy
[2025-12-08T20:35:44.219066] [DEBUG] [LOCAL     ] Loaded configuration for RBLX: 2 features, 90.0% accuracy
[2025-12-08T20:35:44.219353] [DEBUG] [LOCAL     ] Loaded configuration for ADMA: 3 features, 60.0% accuracy
[2025-12-08T20:35:44.219625] [DEBUG] [LOCAL     ] Loaded configuration for CSCO: 5 features, 60.0% accuracy
[2025-12-08T20:35:44.219856] [DEBUG] [LOCAL     ] Loaded configuration for CNI: 1 features, 70.0% accuracy
[2025-12-08T20:35:44.220099] [DEBUG] [LOCAL     ] Loaded configuration for AMLX: 3 features, 90.0% accuracy
[2025-12-08T20:35:44.220345] [DEBUG] [LOCAL     ] Loaded configuration for TXN: 5 features, 90.0% accuracy
[2025-12-08T20:35:44.220622] [DEBUG] [LOCAL     ] Loaded configuration for EVG: 1 features, 70.0% accuracy
[2025-12-08T20:35:44.220851] [DEBUG] [LOCAL     ] Loaded configuration for MHF: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.221106] [DEBUG] [LOCAL     ] Loaded configuration for AWRE: 1 features, 90.0% accuracy
[2025-12-08T20:35:44.221350] [DEBUG] [LOCAL     ] Loaded configuration for FID: 1 features, 80.0% accuracy
[2025-12-08T20:35:44.221642] [DEBUG] [LOCAL     ] Loaded configuration for ENIC: 2 features, 60.0% accuracy
[2025-12-08T20:35:44.221872] [DEBUG] [LOCAL     ] Loaded configuration for AVDL: 3 features, 90.0% accuracy
[2025-12-08T20:35:44.221928] [DEBUG] [LOCAL     ] Loaded configuration for PCB: 1 features, 70.0% accuracy
[2025-12-08T20:35:44.222217] [DEBUG] [LOCAL     ] Loaded configuration for TDC: 2 features, 60.0% accuracy
[2025-12-08T20:35:44.222462] [DEBUG] [LOCAL     ] Loaded configuration for MFIC: 5 features, 80.0% accuracy
[2025-12-08T20:35:44.222840] [DEBUG] [LOCAL     ] Loaded configuration for TRUE: 1 features, 70.0% accuracy
[2025-12-08T20:35:44.223139] [DEBUG] [LOCAL     ] Loaded configuration for GOF: 3 features, 70.0% accuracy
[2025-12-08T20:35:44.223380] [DEBUG] [LOCAL     ] Loaded configuration for UE: 3 features, 70.0% accuracy
[2025-12-08T20:35:44.223642] [DEBUG] [LOCAL     ] Loaded configuration for PHUN: 1 features, 90.0% accuracy
[2025-12-08T20:35:44.223902] [DEBUG] [LOCAL     ] Loaded configuration for WTFC: 0 features, 70.0% accuracy
[2025-12-08T20:35:44.224158] [DEBUG] [LOCAL     ] Loaded configuration for SIGI: 1 features, 80.0% accuracy
[2025-12-08T20:35:44.224445] [DEBUG] [LOCAL     ] Loaded configuration for APAM: 1 features, 70.0% accuracy
[2025-12-08T20:35:44.224687] [DEBUG] [LOCAL     ] Loaded configuration for NWL: 3 features, 60.0% accuracy
[2025-12-08T20:35:44.224977] [DEBUG] [LOCAL     ] Loaded configuration for AEIS: 1 features, 80.0% accuracy
[2025-12-08T20:35:44.225043] [DEBUG] [LOCAL     ] Loaded configuration for BGRN: 3 features, 90.0% accuracy
[2025-12-08T20:35:44.225265] [DEBUG] [LOCAL     ] Loaded configuration for AVA: 2 features, 90.0% accuracy
[2025-12-08T20:35:44.225541] [DEBUG] [LOCAL     ] Loaded configuration for BMRN: 2 features, 90.0% accuracy
[2025-12-08T20:35:44.225851] [DEBUG] [LOCAL     ] Loaded configuration for DFIN: 1 features, 70.0% accuracy
[2025-12-08T20:35:44.225919] [DEBUG] [LOCAL     ] Loaded configuration for CNTY: 5 features, 80.0% accuracy
[2025-12-08T20:35:44.226155] [DEBUG] [LOCAL     ] Loaded configuration for UBND: 2 features, 90.0% accuracy
[2025-12-08T20:35:44.226221] [DEBUG] [LOCAL     ] Loaded configuration for PLSE: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.226492] [DEBUG] [LOCAL     ] Loaded configuration for HMN: 0 features, 80.0% accuracy
[2025-12-08T20:35:44.226771] [DEBUG] [LOCAL     ] Loaded configuration for MEGL: 1 features, 90.0% accuracy
[2025-12-08T20:35:44.227052] [DEBUG] [LOCAL     ] Loaded configuration for IPGP: 0 features, 90.0% accuracy
[2025-12-08T20:35:44.227279] [DEBUG] [LOCAL     ] Loaded configuration for CDIO: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.227562] [DEBUG] [LOCAL     ] Loaded configuration for ADX: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.227865] [DEBUG] [LOCAL     ] Loaded configuration for QTEC: 4 features, 70.0% accuracy
[2025-12-08T20:35:44.228152] [DEBUG] [LOCAL     ] Loaded configuration for DAWN: 1 features, 60.0% accuracy
[2025-12-08T20:35:44.228436] [DEBUG] [LOCAL     ] Loaded configuration for RGNX: 3 features, 70.0% accuracy
[2025-12-08T20:35:44.228685] [DEBUG] [LOCAL     ] Loaded configuration for WTRG: 1 features, 70.0% accuracy
[2025-12-08T20:35:44.228752] [DEBUG] [LOCAL     ] Loaded configuration for CVBF: 2 features, 70.0% accuracy
[2025-12-08T20:35:44.228972] [DEBUG] [LOCAL     ] Loaded configuration for BBCP: 4 features, 90.0% accuracy
[2025-12-08T20:35:44.229200] [DEBUG] [LOCAL     ] Loaded configuration for CRL: 3 features, 70.0% accuracy
[2025-12-08T20:35:44.229426] [DEBUG] [LOCAL     ] Loaded configuration for CARG: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.229707] [DEBUG] [LOCAL     ] Loaded configuration for JPM: 1 features, 80.0% accuracy
[2025-12-08T20:35:44.229979] [DEBUG] [LOCAL     ] Loaded configuration for SUUN: 1 features, 70.0% accuracy
[2025-12-08T20:35:44.230045] [DEBUG] [LOCAL     ] Loaded configuration for BSY: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.230102] [DEBUG] [LOCAL     ] Loaded configuration for NWFL: 1 features, 70.0% accuracy
[2025-12-08T20:35:44.230376] [DEBUG] [LOCAL     ] Loaded configuration for KMB: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.230603] [DEBUG] [LOCAL     ] Loaded configuration for XPRO: 1 features, 90.0% accuracy
[2025-12-08T20:35:44.230848] [DEBUG] [LOCAL     ] Loaded configuration for IGIC: 3 features, 90.0% accuracy
[2025-12-08T20:35:44.231127] [DEBUG] [LOCAL     ] Loaded configuration for ATO: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.231372] [DEBUG] [LOCAL     ] Loaded configuration for UPWK: 5 features, 90.0% accuracy
[2025-12-08T20:35:44.231601] [DEBUG] [LOCAL     ] Loaded configuration for CLMB: 0 features, 50.0% accuracy
[2025-12-08T20:35:44.231848] [DEBUG] [LOCAL     ] Loaded configuration for ESPO: 1 features, 80.0% accuracy
[2025-12-08T20:35:44.232078] [DEBUG] [LOCAL     ] Loaded configuration for MOH: 2 features, 90.0% accuracy
[2025-12-08T20:35:44.232307] [DEBUG] [LOCAL     ] Loaded configuration for FC: 1 features, 90.0% accuracy
[2025-12-08T20:35:44.232536] [DEBUG] [LOCAL     ] Loaded configuration for SAVA: 2 features, 70.0% accuracy
[2025-12-08T20:35:44.232833] [DEBUG] [LOCAL     ] Loaded configuration for SHEN: 2 features, 90.0% accuracy
[2025-12-08T20:35:44.233061] [DEBUG] [LOCAL     ] Loaded configuration for TAK: 1 features, 80.0% accuracy
[2025-12-08T20:35:44.233339] [DEBUG] [LOCAL     ] Loaded configuration for TD: 1 features, 90.0% accuracy
[2025-12-08T20:35:44.233625] [DEBUG] [LOCAL     ] Loaded configuration for NUWE: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.233854] [DEBUG] [LOCAL     ] Loaded configuration for SANM: 2 features, 90.0% accuracy
[2025-12-08T20:35:44.234127] [DEBUG] [LOCAL     ] Loaded configuration for AQMS: 1 features, 80.0% accuracy
[2025-12-08T20:35:44.234403] [DEBUG] [LOCAL     ] Loaded configuration for BCBP: 1 features, 60.0% accuracy
[2025-12-08T20:35:44.234647] [DEBUG] [LOCAL     ] Loaded configuration for KRG: 4 features, 100.0% accuracy
[2025-12-08T20:35:44.234925] [DEBUG] [LOCAL     ] Loaded configuration for NVD: 2 features, 100.0% accuracy
[2025-12-08T20:35:44.235153] [DEBUG] [LOCAL     ] Loaded configuration for CTKB: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.235382] [DEBUG] [LOCAL     ] Loaded configuration for KNTK: 5 features, 100.0% accuracy
[2025-12-08T20:35:44.235637] [DEBUG] [LOCAL     ] Loaded configuration for INSE: 1 features, 70.0% accuracy
[2025-12-08T20:35:44.235891] [DEBUG] [LOCAL     ] Loaded configuration for ATEC: 5 features, 80.0% accuracy
[2025-12-08T20:35:44.236174] [DEBUG] [LOCAL     ] Loaded configuration for UFPI: 1 features, 60.0% accuracy
[2025-12-08T20:35:44.236423] [DEBUG] [LOCAL     ] Loaded configuration for YQQQ: 4 features, 70.0% accuracy
[2025-12-08T20:35:44.236512] [DEBUG] [LOCAL     ] Loaded configuration for SBFM: 3 features, 60.0% accuracy
[2025-12-08T20:35:44.236778] [DEBUG] [LOCAL     ] Loaded configuration for TFPM: 5 features, 60.0% accuracy
[2025-12-08T20:35:44.237027] [DEBUG] [LOCAL     ] Loaded configuration for RIVN: 0 features, 60.0% accuracy
[2025-12-08T20:35:44.237096] [DEBUG] [LOCAL     ] Loaded configuration for ASTI: 1 features, 70.0% accuracy
[2025-12-08T20:35:44.237323] [DEBUG] [LOCAL     ] Loaded configuration for G: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.237588] [DEBUG] [LOCAL     ] Loaded configuration for FLNC: 2 features, 70.0% accuracy
[2025-12-08T20:35:44.237873] [DEBUG] [LOCAL     ] Loaded configuration for ROP: 0 features, 70.0% accuracy
[2025-12-08T20:35:44.238128] [DEBUG] [LOCAL     ] Loaded configuration for SNFCA: 2 features, 70.0% accuracy
[2025-12-08T20:35:44.238362] [DEBUG] [LOCAL     ] Loaded configuration for DJCO: 6 features, 90.0% accuracy
[2025-12-08T20:35:44.238454] [DEBUG] [LOCAL     ] Loaded configuration for WHF: 3 features, 60.0% accuracy
[2025-12-08T20:35:44.238736] [DEBUG] [LOCAL     ] Loaded configuration for AUB: 1 features, 50.0% accuracy
[2025-12-08T20:35:44.239047] [DEBUG] [LOCAL     ] Loaded configuration for BYD: 5 features, 90.0% accuracy
[2025-12-08T20:35:44.239350] [DEBUG] [LOCAL     ] Loaded configuration for WIMI: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.239607] [DEBUG] [LOCAL     ] Loaded configuration for BWA: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.239856] [DEBUG] [LOCAL     ] Loaded configuration for EXPO: 1 features, 80.0% accuracy
[2025-12-08T20:35:44.240150] [DEBUG] [LOCAL     ] Loaded configuration for ING: 1 features, 90.0% accuracy
[2025-12-08T20:35:44.240416] [DEBUG] [LOCAL     ] Loaded configuration for CYN: 4 features, 80.0% accuracy
[2025-12-08T20:35:44.240718] [DEBUG] [LOCAL     ] Loaded configuration for PTEN: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.241001] [DEBUG] [LOCAL     ] Loaded configuration for APD: 1 features, 60.0% accuracy
[2025-12-08T20:35:44.241336] [DEBUG] [LOCAL     ] Loaded configuration for BEN: 2 features, 90.0% accuracy
[2025-12-08T20:35:44.241658] [DEBUG] [LOCAL     ] Loaded configuration for CAG: 2 features, 70.0% accuracy
[2025-12-08T20:35:44.241963] [DEBUG] [LOCAL     ] Loaded configuration for DLX: 2 features, 70.0% accuracy
[2025-12-08T20:35:44.242261] [DEBUG] [LOCAL     ] Loaded configuration for CNF: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.242549] [DEBUG] [LOCAL     ] Loaded configuration for WAFDP: 2 features, 70.0% accuracy
[2025-12-08T20:35:44.242900] [DEBUG] [LOCAL     ] Loaded configuration for ACGL: 5 features, 60.0% accuracy
[2025-12-08T20:35:44.243205] [DEBUG] [LOCAL     ] Loaded configuration for NTLA: 5 features, 50.0% accuracy
[2025-12-08T20:35:44.243494] [DEBUG] [LOCAL     ] Loaded configuration for PFO: 4 features, 80.0% accuracy
[2025-12-08T20:35:44.243811] [DEBUG] [LOCAL     ] Loaded configuration for TFIN: 4 features, 90.0% accuracy
[2025-12-08T20:35:44.244134] [DEBUG] [LOCAL     ] Loaded configuration for CALX: 0 features, 60.0% accuracy
[2025-12-08T20:35:44.244422] [DEBUG] [LOCAL     ] Loaded configuration for OPRA: 4 features, 80.0% accuracy
[2025-12-08T20:35:44.244744] [DEBUG] [LOCAL     ] Loaded configuration for ERO: 3 features, 100.0% accuracy
[2025-12-08T20:35:44.245056] [DEBUG] [LOCAL     ] Loaded configuration for NFJ: 4 features, 70.0% accuracy
[2025-12-08T20:35:44.245333] [DEBUG] [LOCAL     ] Loaded configuration for SYRE: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.245617] [DEBUG] [LOCAL     ] Loaded configuration for UNF: 1 features, 60.0% accuracy
[2025-12-08T20:35:44.245714] [DEBUG] [LOCAL     ] Loaded configuration for JTEK: 2 features, 70.0% accuracy
[2025-12-08T20:35:44.245995] [DEBUG] [LOCAL     ] Loaded configuration for JSMD: 3 features, 70.0% accuracy
[2025-12-08T20:35:44.246317] [DEBUG] [LOCAL     ] Loaded configuration for MKL: 5 features, 90.0% accuracy
[2025-12-08T20:35:44.246636] [DEBUG] [LOCAL     ] Loaded configuration for HURN: 0 features, 70.0% accuracy
[2025-12-08T20:35:44.246962] [DEBUG] [LOCAL     ] Loaded configuration for VSEC: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.247299] [DEBUG] [LOCAL     ] Loaded configuration for ACLX: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.247607] [DEBUG] [LOCAL     ] Loaded configuration for KZIA: 0 features, 80.0% accuracy
[2025-12-08T20:35:44.247903] [DEBUG] [LOCAL     ] Loaded configuration for WRLD: 1 features, 50.0% accuracy
[2025-12-08T20:35:44.248175] [DEBUG] [LOCAL     ] Loaded configuration for BNY: 3 features, 70.0% accuracy
[2025-12-08T20:35:44.248457] [DEBUG] [LOCAL     ] Loaded configuration for GCO: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.248828] [DEBUG] [LOCAL     ] Loaded configuration for SRI: 4 features, 90.0% accuracy
[2025-12-08T20:35:44.249118] [DEBUG] [LOCAL     ] Loaded configuration for IBOC: 1 features, 80.0% accuracy
[2025-12-08T20:35:44.249410] [DEBUG] [LOCAL     ] Loaded configuration for BWIN: 3 features, 90.0% accuracy
[2025-12-08T20:35:44.249696] [DEBUG] [LOCAL     ] Loaded configuration for BJRI: 3 features, 70.0% accuracy
[2025-12-08T20:35:44.249988] [DEBUG] [LOCAL     ] Loaded configuration for TASK: 4 features, 70.0% accuracy
[2025-12-08T20:35:44.250277] [DEBUG] [LOCAL     ] Loaded configuration for RLAY: 0 features, 60.0% accuracy
[2025-12-08T20:35:44.250560] [DEBUG] [LOCAL     ] Loaded configuration for FG: 1 features, 100.0% accuracy
[2025-12-08T20:35:44.250685] [DEBUG] [LOCAL     ] Loaded configuration for MXL: 4 features, 60.0% accuracy
[2025-12-08T20:35:44.250953] [DEBUG] [LOCAL     ] Loaded configuration for DTIL: 4 features, 90.0% accuracy
[2025-12-08T20:35:44.251288] [DEBUG] [LOCAL     ] Loaded configuration for SHBI: 1 features, 40.0% accuracy
[2025-12-08T20:35:44.251409] [DEBUG] [LOCAL     ] Loaded configuration for EXPE: 4 features, 70.0% accuracy
[2025-12-08T20:35:44.251704] [DEBUG] [LOCAL     ] Loaded configuration for SMCX: 3 features, 60.0% accuracy
[2025-12-08T20:35:44.251805] [DEBUG] [LOCAL     ] Loaded configuration for OLED: 1 features, 80.0% accuracy
[2025-12-08T20:35:44.252123] [DEBUG] [LOCAL     ] Loaded configuration for AGM: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.252399] [DEBUG] [LOCAL     ] Loaded configuration for GRND: 2 features, 90.0% accuracy
[2025-12-08T20:35:44.252707] [DEBUG] [LOCAL     ] Loaded configuration for BBY: 1 features, 80.0% accuracy
[2025-12-08T20:35:44.252807] [DEBUG] [LOCAL     ] Loaded configuration for GFF: 1 features, 80.0% accuracy
[2025-12-08T20:35:44.253073] [DEBUG] [LOCAL     ] Loaded configuration for BURL: 1 features, 70.0% accuracy
[2025-12-08T20:35:44.253400] [DEBUG] [LOCAL     ] Loaded configuration for AVB: 1 features, 90.0% accuracy
[2025-12-08T20:35:44.253690] [DEBUG] [LOCAL     ] Loaded configuration for SNEX: 1 features, 80.0% accuracy
[2025-12-08T20:35:44.253996] [DEBUG] [LOCAL     ] Loaded configuration for VECO: 0 features, 90.0% accuracy
[2025-12-08T20:35:44.254321] [DEBUG] [LOCAL     ] Loaded configuration for RBC: 1 features, 80.0% accuracy
[2025-12-08T20:35:44.254618] [DEBUG] [LOCAL     ] Loaded configuration for WTO: 2 features, 100.0% accuracy
[2025-12-08T20:35:44.254693] [DEBUG] [LOCAL     ] Loaded configuration for CXSE: 3 features, 70.0% accuracy
[2025-12-08T20:35:44.254923] [DEBUG] [LOCAL     ] Loaded configuration for HLLY: 1 features, 60.0% accuracy
[2025-12-08T20:35:44.255204] [DEBUG] [LOCAL     ] Loaded configuration for PML: 1 features, 80.0% accuracy
[2025-12-08T20:35:44.255490] [DEBUG] [LOCAL     ] Loaded configuration for FTA: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.255798] [DEBUG] [LOCAL     ] Loaded configuration for JJSF: 0 features, 60.0% accuracy
[2025-12-08T20:35:44.256046] [DEBUG] [LOCAL     ] Loaded configuration for DASH: 1 features, 90.0% accuracy
[2025-12-08T20:35:44.256320] [DEBUG] [LOCAL     ] Loaded configuration for MFC: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.256613] [DEBUG] [LOCAL     ] Loaded configuration for CIM: 4 features, 80.0% accuracy
[2025-12-08T20:35:44.256915] [DEBUG] [LOCAL     ] Loaded configuration for BNZI: 1 features, 60.0% accuracy
[2025-12-08T20:35:44.257201] [DEBUG] [LOCAL     ] Loaded configuration for QNTM: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.257522] [DEBUG] [LOCAL     ] Loaded configuration for CRIS: 4 features, 70.0% accuracy
[2025-12-08T20:35:44.257862] [DEBUG] [LOCAL     ] Loaded configuration for AMTB: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.258139] [DEBUG] [LOCAL     ] Loaded configuration for ARHS: 4 features, 90.0% accuracy
[2025-12-08T20:35:44.258457] [DEBUG] [LOCAL     ] Loaded configuration for WGS: 1 features, 60.0% accuracy
[2025-12-08T20:35:44.258749] [DEBUG] [LOCAL     ] Loaded configuration for SOCL: 4 features, 90.0% accuracy
[2025-12-08T20:35:44.259056] [DEBUG] [LOCAL     ] Loaded configuration for HY: 3 features, 100.0% accuracy
[2025-12-08T20:35:44.259327] [DEBUG] [LOCAL     ] Loaded configuration for IDXX: 2 features, 70.0% accuracy
[2025-12-08T20:35:44.259589] [DEBUG] [LOCAL     ] Loaded configuration for ATAI: 0 features, 50.0% accuracy
[2025-12-08T20:35:44.259667] [DEBUG] [LOCAL     ] Loaded configuration for UPBD: 3 features, 70.0% accuracy
[2025-12-08T20:35:44.259894] [DEBUG] [LOCAL     ] Loaded configuration for BKCH: 1 features, 80.0% accuracy
[2025-12-08T20:35:44.259964] [DEBUG] [LOCAL     ] Loaded configuration for CLFD: 2 features, 70.0% accuracy
[2025-12-08T20:35:44.260205] [DEBUG] [LOCAL     ] Loaded configuration for PATK: 1 features, 80.0% accuracy
[2025-12-08T20:35:44.260494] [DEBUG] [LOCAL     ] Loaded configuration for CWCO: 2 features, 90.0% accuracy
[2025-12-08T20:35:44.260770] [DEBUG] [LOCAL     ] Loaded configuration for TLSI: 0 features, 50.0% accuracy
[2025-12-08T20:35:44.261054] [DEBUG] [LOCAL     ] Loaded configuration for TY: 3 features, 60.0% accuracy
[2025-12-08T20:35:44.261336] [DEBUG] [LOCAL     ] Loaded configuration for RNG: 2 features, 70.0% accuracy
[2025-12-08T20:35:44.261621] [DEBUG] [LOCAL     ] Loaded configuration for CVKD: 1 features, 80.0% accuracy
[2025-12-08T20:35:44.261913] [DEBUG] [LOCAL     ] Loaded configuration for L: 1 features, 80.0% accuracy
[2025-12-08T20:35:44.262201] [DEBUG] [LOCAL     ] Loaded configuration for E: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.262484] [DEBUG] [LOCAL     ] Loaded configuration for CRBG: 1 features, 80.0% accuracy
[2025-12-08T20:35:44.262778] [DEBUG] [LOCAL     ] Loaded configuration for RCUS: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.263030] [DEBUG] [LOCAL     ] Loaded configuration for TMDX: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.263098] [DEBUG] [LOCAL     ] Loaded configuration for UONE: 2 features, 100.0% accuracy
[2025-12-08T20:35:44.263355] [DEBUG] [LOCAL     ] Loaded configuration for AMRC: 2 features, 100.0% accuracy
[2025-12-08T20:35:44.263424] [DEBUG] [LOCAL     ] Loaded configuration for MNDO: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.263736] [DEBUG] [LOCAL     ] Loaded configuration for RFMZ: 1 features, 70.0% accuracy
[2025-12-08T20:35:44.264065] [DEBUG] [LOCAL     ] Loaded configuration for FWONA: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.264382] [DEBUG] [LOCAL     ] Loaded configuration for RES: 4 features, 90.0% accuracy
[2025-12-08T20:35:44.264695] [DEBUG] [LOCAL     ] Loaded configuration for SBLK: 2 features, 70.0% accuracy
[2025-12-08T20:35:44.264975] [DEBUG] [LOCAL     ] Loaded configuration for BAK: 2 features, 60.0% accuracy
[2025-12-08T20:35:44.265230] [DEBUG] [LOCAL     ] Loaded configuration for EOS: 1 features, 70.0% accuracy
[2025-12-08T20:35:44.265501] [DEBUG] [LOCAL     ] Loaded configuration for CRC: 3 features, 60.0% accuracy
[2025-12-08T20:35:44.265804] [DEBUG] [LOCAL     ] Loaded configuration for GILD: 0 features, 80.0% accuracy
[2025-12-08T20:35:44.266078] [DEBUG] [LOCAL     ] Loaded configuration for OBLG: 1 features, 40.0% accuracy
[2025-12-08T20:35:44.266340] [DEBUG] [LOCAL     ] Loaded configuration for AMWL: 1 features, 90.0% accuracy
[2025-12-08T20:35:44.266647] [DEBUG] [LOCAL     ] Loaded configuration for NAZ: 1 features, 80.0% accuracy
[2025-12-08T20:35:44.266956] [DEBUG] [LOCAL     ] Loaded configuration for FTRE: 1 features, 50.0% accuracy
[2025-12-08T20:35:44.267264] [DEBUG] [LOCAL     ] Loaded configuration for LINK: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.267598] [DEBUG] [LOCAL     ] Loaded configuration for FINS: 1 features, 70.0% accuracy
[2025-12-08T20:35:44.267882] [DEBUG] [LOCAL     ] Loaded configuration for HCM: 2 features, 70.0% accuracy
[2025-12-08T20:35:44.268145] [DEBUG] [LOCAL     ] Loaded configuration for CLNE: 1 features, 70.0% accuracy
[2025-12-08T20:35:44.268419] [DEBUG] [LOCAL     ] Loaded configuration for RQI: 4 features, 60.0% accuracy
[2025-12-08T20:35:44.268703] [DEBUG] [LOCAL     ] Loaded configuration for MSD: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.268970] [DEBUG] [LOCAL     ] Loaded configuration for NIPG: 2 features, 60.0% accuracy
[2025-12-08T20:35:44.269229] [DEBUG] [LOCAL     ] Loaded configuration for SXTC: 3 features, 70.0% accuracy
[2025-12-08T20:35:44.269486] [DEBUG] [LOCAL     ] Loaded configuration for UNH: 1 features, 80.0% accuracy
[2025-12-08T20:35:44.269792] [DEBUG] [LOCAL     ] Loaded configuration for USDX: 0 features, 50.0% accuracy
[2025-12-08T20:35:44.270081] [DEBUG] [LOCAL     ] Loaded configuration for AGNCP: 1 features, 50.0% accuracy
[2025-12-08T20:35:44.270314] [DEBUG] [LOCAL     ] Loaded configuration for VLN: 4 features, 70.0% accuracy
[2025-12-08T20:35:44.270547] [DEBUG] [LOCAL     ] Loaded configuration for AFG: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.270819] [DEBUG] [LOCAL     ] Loaded configuration for REG: 3 features, 70.0% accuracy
[2025-12-08T20:35:44.271102] [DEBUG] [LOCAL     ] Loaded configuration for TSLL: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.271171] [DEBUG] [LOCAL     ] Loaded configuration for LOVE: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.271414] [DEBUG] [LOCAL     ] Loaded configuration for HBCP: 1 features, 50.0% accuracy
[2025-12-08T20:35:44.271663] [DEBUG] [LOCAL     ] Loaded configuration for OCUL: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.271955] [DEBUG] [LOCAL     ] Loaded configuration for BSTZ: 2 features, 70.0% accuracy
[2025-12-08T20:35:44.272240] [DEBUG] [LOCAL     ] Loaded configuration for SNOA: 1 features, 80.0% accuracy
[2025-12-08T20:35:44.272525] [DEBUG] [LOCAL     ] Loaded configuration for TYL: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.272618] [DEBUG] [LOCAL     ] Loaded configuration for DWSH: 4 features, 70.0% accuracy
[2025-12-08T20:35:44.272893] [DEBUG] [LOCAL     ] Loaded configuration for TBB: 1 features, 90.0% accuracy
[2025-12-08T20:35:44.273169] [DEBUG] [LOCAL     ] Loaded configuration for RM: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.273415] [DEBUG] [LOCAL     ] Loaded configuration for NKTX: 5 features, 90.0% accuracy
[2025-12-08T20:35:44.273660] [DEBUG] [LOCAL     ] Loaded configuration for BANC: 3 features, 70.0% accuracy
[2025-12-08T20:35:44.273949] [DEBUG] [LOCAL     ] Loaded configuration for IUS: 1 features, 80.0% accuracy
[2025-12-08T20:35:44.274226] [DEBUG] [LOCAL     ] Loaded configuration for CADE: 2 features, 90.0% accuracy
[2025-12-08T20:35:44.274528] [DEBUG] [LOCAL     ] Loaded configuration for APO: 2 features, 90.0% accuracy
[2025-12-08T20:35:44.274781] [DEBUG] [LOCAL     ] Loaded configuration for AMZD: 3 features, 90.0% accuracy
[2025-12-08T20:35:44.275061] [DEBUG] [LOCAL     ] Loaded configuration for HAE: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.275287] [DEBUG] [LOCAL     ] Loaded configuration for SAN: 2 features, 60.0% accuracy
[2025-12-08T20:35:44.275533] [DEBUG] [LOCAL     ] Loaded configuration for RBB: 1 features, 80.0% accuracy
[2025-12-08T20:35:44.275835] [DEBUG] [LOCAL     ] Loaded configuration for SAFE: 1 features, 90.0% accuracy
[2025-12-08T20:35:44.276079] [DEBUG] [LOCAL     ] Loaded configuration for NUS: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.276324] [DEBUG] [LOCAL     ] Loaded configuration for FPF: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.276403] [DEBUG] [LOCAL     ] Loaded configuration for QVCC: 3 features, 90.0% accuracy
[2025-12-08T20:35:44.276677] [DEBUG] [LOCAL     ] Loaded configuration for ONTF: 1 features, 70.0% accuracy
[2025-12-08T20:35:44.276959] [DEBUG] [LOCAL     ] Loaded configuration for LUMN: 4 features, 70.0% accuracy
[2025-12-08T20:35:44.277204] [DEBUG] [LOCAL     ] Loaded configuration for RMBS: 3 features, 100.0% accuracy
[2025-12-08T20:35:44.277466] [DEBUG] [LOCAL     ] Loaded configuration for TLSA: 5 features, 60.0% accuracy
[2025-12-08T20:35:44.277534] [DEBUG] [LOCAL     ] Loaded configuration for CCLD: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.277785] [DEBUG] [LOCAL     ] Loaded configuration for RYAM: 3 features, 70.0% accuracy
[2025-12-08T20:35:44.278065] [DEBUG] [LOCAL     ] Loaded configuration for EOSE: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.278296] [DEBUG] [LOCAL     ] Loaded configuration for TGS: 1 features, 70.0% accuracy
[2025-12-08T20:35:44.278364] [DEBUG] [LOCAL     ] Loaded configuration for MAXN: 3 features, 70.0% accuracy
[2025-12-08T20:35:44.278634] [DEBUG] [LOCAL     ] Loaded configuration for HSAI: 1 features, 90.0% accuracy
[2025-12-08T20:35:44.278912] [DEBUG] [LOCAL     ] Loaded configuration for PEY: 1 features, 80.0% accuracy
[2025-12-08T20:35:44.278979] [DEBUG] [LOCAL     ] Loaded configuration for ADVM: 1 features, 70.0% accuracy
[2025-12-08T20:35:44.279203] [DEBUG] [LOCAL     ] Loaded configuration for APG: 4 features, 70.0% accuracy
[2025-12-08T20:35:44.279445] [DEBUG] [LOCAL     ] Loaded configuration for NSC: 1 features, 80.0% accuracy
[2025-12-08T20:35:44.279694] [DEBUG] [LOCAL     ] Loaded configuration for EKSO: 2 features, 90.0% accuracy
[2025-12-08T20:35:44.279972] [DEBUG] [LOCAL     ] Loaded configuration for ZVRA: 4 features, 60.0% accuracy
[2025-12-08T20:35:44.280249] [DEBUG] [LOCAL     ] Loaded configuration for FOXF: 1 features, 70.0% accuracy
[2025-12-08T20:35:44.280528] [DEBUG] [LOCAL     ] Loaded configuration for DBX: 5 features, 100.0% accuracy
[2025-12-08T20:35:44.280620] [DEBUG] [LOCAL     ] Loaded configuration for SHOP: 3 features, 70.0% accuracy
[2025-12-08T20:35:44.280897] [DEBUG] [LOCAL     ] Loaded configuration for USB: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.281191] [DEBUG] [LOCAL     ] Loaded configuration for MNMD: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.281424] [DEBUG] [LOCAL     ] Loaded configuration for CVAC: 2 features, 90.0% accuracy
[2025-12-08T20:35:44.281714] [DEBUG] [LOCAL     ] Loaded configuration for AYI: 4 features, 90.0% accuracy
[2025-12-08T20:35:44.281959] [DEBUG] [LOCAL     ] Loaded configuration for PPSI: 1 features, 70.0% accuracy
[2025-12-08T20:35:44.282187] [DEBUG] [LOCAL     ] Loaded configuration for CLH: 3 features, 70.0% accuracy
[2025-12-08T20:35:44.282253] [DEBUG] [LOCAL     ] Loaded configuration for AMPL: 2 features, 90.0% accuracy
[2025-12-08T20:35:44.282498] [DEBUG] [LOCAL     ] Loaded configuration for SMHX: 3 features, 70.0% accuracy
[2025-12-08T20:35:44.282805] [DEBUG] [LOCAL     ] Loaded configuration for DUKB: 2 features, 90.0% accuracy
[2025-12-08T20:35:44.283034] [DEBUG] [LOCAL     ] Loaded configuration for JELD: 2 features, 90.0% accuracy
[2025-12-08T20:35:44.283101] [DEBUG] [LOCAL     ] Loaded configuration for BRZE: 5 features, 90.0% accuracy
[2025-12-08T20:35:44.283374] [DEBUG] [LOCAL     ] Loaded configuration for PEBK: 1 features, 50.0% accuracy
[2025-12-08T20:35:44.283605] [DEBUG] [LOCAL     ] Loaded configuration for TRIP: 3 features, 70.0% accuracy
[2025-12-08T20:35:44.283849] [DEBUG] [LOCAL     ] Loaded configuration for NWPX: 3 features, 70.0% accuracy
[2025-12-08T20:35:44.284077] [DEBUG] [LOCAL     ] Loaded configuration for EG: 2 features, 90.0% accuracy
[2025-12-08T20:35:44.284355] [DEBUG] [LOCAL     ] Loaded configuration for STKH: 5 features, 90.0% accuracy
[2025-12-08T20:35:44.284423] [DEBUG] [LOCAL     ] Loaded configuration for SUPN: 5 features, 90.0% accuracy
[2025-12-08T20:35:44.284644] [DEBUG] [LOCAL     ] Loaded configuration for CP: 2 features, 60.0% accuracy
[2025-12-08T20:35:44.284922] [DEBUG] [LOCAL     ] Loaded configuration for ERAS: 3 features, 70.0% accuracy
[2025-12-08T20:35:44.285199] [DEBUG] [LOCAL     ] Loaded configuration for BTM: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.285477] [DEBUG] [LOCAL     ] Loaded configuration for ES: 3 features, 70.0% accuracy
[2025-12-08T20:35:44.285711] [DEBUG] [LOCAL     ] Loaded configuration for PFD: 2 features, 90.0% accuracy
[2025-12-08T20:35:44.285989] [DEBUG] [LOCAL     ] Loaded configuration for BVFL: 0 features, 80.0% accuracy
[2025-12-08T20:35:44.286056] [DEBUG] [LOCAL     ] Loaded configuration for CCAP: 2 features, 70.0% accuracy
[2025-12-08T20:35:44.286327] [DEBUG] [LOCAL     ] Loaded configuration for MTG: 1 features, 80.0% accuracy
[2025-12-08T20:35:44.286601] [DEBUG] [LOCAL     ] Loaded configuration for XRX: 3 features, 90.0% accuracy
[2025-12-08T20:35:44.286847] [DEBUG] [LOCAL     ] Loaded configuration for TXMD: 3 features, 70.0% accuracy
[2025-12-08T20:35:44.287088] [DEBUG] [LOCAL     ] Loaded configuration for NODK: 2 features, 70.0% accuracy
[2025-12-08T20:35:44.287642] [DEBUG] [LOCAL     ] Loaded configuration for EDD: 2 features, 70.0% accuracy
[2025-12-08T20:35:44.287875] [DEBUG] [LOCAL     ] Loaded configuration for LUCY: 1 features, 70.0% accuracy
[2025-12-08T20:35:44.287951] [DEBUG] [LOCAL     ] Loaded configuration for LPLA: 2 features, 50.0% accuracy
[2025-12-08T20:35:44.288297] [DEBUG] [LOCAL     ] Loaded configuration for CVNA: 5 features, 100.0% accuracy
[2025-12-08T20:35:44.288634] [DEBUG] [LOCAL     ] Loaded configuration for DHI: 2 features, 90.0% accuracy
[2025-12-08T20:35:44.288921] [DEBUG] [LOCAL     ] Loaded configuration for RNAC: 2 features, 60.0% accuracy
[2025-12-08T20:35:44.289180] [DEBUG] [LOCAL     ] Loaded configuration for ARVN: 3 features, 90.0% accuracy
[2025-12-08T20:35:44.289519] [DEBUG] [LOCAL     ] Loaded configuration for ENGN: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.289857] [DEBUG] [LOCAL     ] Loaded configuration for JQC: 0 features, 60.0% accuracy
[2025-12-08T20:35:44.290110] [DEBUG] [LOCAL     ] Loaded configuration for SKLZ: 3 features, 90.0% accuracy
[2025-12-08T20:35:44.290412] [DEBUG] [LOCAL     ] Loaded configuration for WMS: 8 features, 100.0% accuracy
[2025-12-08T20:35:44.290700] [DEBUG] [LOCAL     ] Loaded configuration for CYRX: 6 features, 80.0% accuracy
[2025-12-08T20:35:44.291026] [DEBUG] [LOCAL     ] Loaded configuration for BELFB: 5 features, 100.0% accuracy
[2025-12-08T20:35:44.291126] [DEBUG] [LOCAL     ] Loaded configuration for BLND: 2 features, 70.0% accuracy
[2025-12-08T20:35:44.291916] [DEBUG] [LOCAL     ] Loaded configuration for MHUA: 2 features, 70.0% accuracy
[2025-12-08T20:35:44.292260] [DEBUG] [LOCAL     ] Loaded configuration for CREX: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.292535] [DEBUG] [LOCAL     ] Loaded configuration for UAE: 4 features, 80.0% accuracy
[2025-12-08T20:35:44.292859] [DEBUG] [LOCAL     ] Loaded configuration for GIII: 4 features, 80.0% accuracy
[2025-12-08T20:35:44.292947] [DEBUG] [LOCAL     ] Loaded configuration for GNLN: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.293197] [DEBUG] [LOCAL     ] Loaded configuration for WF: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.293465] [DEBUG] [LOCAL     ] Loaded configuration for LAES: 2 features, 90.0% accuracy
[2025-12-08T20:35:44.293731] [DEBUG] [LOCAL     ] Loaded configuration for NVG: 1 features, 60.0% accuracy
[2025-12-08T20:35:44.293806] [DEBUG] [LOCAL     ] Loaded configuration for ON: 1 features, 70.0% accuracy
[2025-12-08T20:35:44.294057] [DEBUG] [LOCAL     ] Loaded configuration for EUFN: 1 features, 70.0% accuracy
[2025-12-08T20:35:44.294352] [DEBUG] [LOCAL     ] Loaded configuration for MRNA: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.294653] [DEBUG] [LOCAL     ] Loaded configuration for GENK: 3 features, 70.0% accuracy
[2025-12-08T20:35:44.294978] [DEBUG] [LOCAL     ] Loaded configuration for ETN: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.295226] [DEBUG] [LOCAL     ] Loaded configuration for CRK: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.295463] [DEBUG] [LOCAL     ] Loaded configuration for RZB: 3 features, 60.0% accuracy
[2025-12-08T20:35:44.295754] [DEBUG] [LOCAL     ] Loaded configuration for RPD: 1 features, 60.0% accuracy
[2025-12-08T20:35:44.296000] [DEBUG] [LOCAL     ] Loaded configuration for QGEN: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.296254] [DEBUG] [LOCAL     ] Loaded configuration for CNVS: 6 features, 80.0% accuracy
[2025-12-08T20:35:44.296608] [DEBUG] [LOCAL     ] Loaded configuration for COMM: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.296921] [DEBUG] [LOCAL     ] Loaded configuration for UWMC: 1 features, 80.0% accuracy
[2025-12-08T20:35:44.297209] [DEBUG] [LOCAL     ] Loaded configuration for DRTS: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.297313] [DEBUG] [LOCAL     ] Loaded configuration for CGON: 0 features, 90.0% accuracy
[2025-12-08T20:35:44.297386] [DEBUG] [LOCAL     ] Loaded configuration for WOOF: 1 features, 60.0% accuracy
[2025-12-08T20:35:44.297704] [DEBUG] [LOCAL     ] Loaded configuration for SHC: 4 features, 80.0% accuracy
[2025-12-08T20:35:44.297963] [DEBUG] [LOCAL     ] Loaded configuration for PRA: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.298200] [DEBUG] [LOCAL     ] Loaded configuration for ELP: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.298496] [DEBUG] [LOCAL     ] Loaded configuration for REX: 1 features, 70.0% accuracy
[2025-12-08T20:35:44.298779] [DEBUG] [LOCAL     ] Loaded configuration for AVBP: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.299069] [DEBUG] [LOCAL     ] Loaded configuration for MMS: 3 features, 70.0% accuracy
[2025-12-08T20:35:44.299338] [DEBUG] [LOCAL     ] Loaded configuration for KEX: 1 features, 80.0% accuracy
[2025-12-08T20:35:44.299613] [DEBUG] [LOCAL     ] Loaded configuration for IGD: 1 features, 70.0% accuracy
[2025-12-08T20:35:44.299914] [DEBUG] [LOCAL     ] Loaded configuration for HOG: 3 features, 90.0% accuracy
[2025-12-08T20:35:44.300209] [DEBUG] [LOCAL     ] Loaded configuration for EMF: 4 features, 70.0% accuracy
[2025-12-08T20:35:44.300490] [DEBUG] [LOCAL     ] Loaded configuration for ELDN: 3 features, 70.0% accuracy
[2025-12-08T20:35:44.300730] [DEBUG] [LOCAL     ] Loaded configuration for FFC: 2 features, 70.0% accuracy
[2025-12-08T20:35:44.300985] [DEBUG] [LOCAL     ] Loaded configuration for VERO: 2 features, 70.0% accuracy
[2025-12-08T20:35:44.301284] [DEBUG] [LOCAL     ] Loaded configuration for CGC: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.301613] [DEBUG] [LOCAL     ] Loaded configuration for BKSY: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.301917] [DEBUG] [LOCAL     ] Loaded configuration for PIE: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.302208] [DEBUG] [LOCAL     ] Loaded configuration for EH: 3 features, 70.0% accuracy
[2025-12-08T20:35:44.302512] [DEBUG] [LOCAL     ] Loaded configuration for ASA: 0 features, 90.0% accuracy
[2025-12-08T20:35:44.302840] [DEBUG] [LOCAL     ] Loaded configuration for NVDD: 7 features, 90.0% accuracy
[2025-12-08T20:35:44.303101] [DEBUG] [LOCAL     ] Loaded configuration for NZF: 1 features, 60.0% accuracy
[2025-12-08T20:35:44.303398] [DEBUG] [LOCAL     ] Loaded configuration for MDWD: 1 features, 70.0% accuracy
[2025-12-08T20:35:44.303673] [DEBUG] [LOCAL     ] Loaded configuration for CVEO: 3 features, 90.0% accuracy
[2025-12-08T20:35:44.303947] [DEBUG] [LOCAL     ] Loaded configuration for ED: 3 features, 90.0% accuracy
[2025-12-08T20:35:44.304197] [DEBUG] [LOCAL     ] Loaded configuration for BNL: 3 features, 70.0% accuracy
[2025-12-08T20:35:44.304446] [DEBUG] [LOCAL     ] Loaded configuration for TWLO: 1 features, 70.0% accuracy
[2025-12-08T20:35:44.304746] [DEBUG] [LOCAL     ] Loaded configuration for SES: 1 features, 60.0% accuracy
[2025-12-08T20:35:44.305044] [DEBUG] [LOCAL     ] Loaded configuration for WMK: 4 features, 70.0% accuracy
[2025-12-08T20:35:44.305289] [DEBUG] [LOCAL     ] Loaded configuration for EXG: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.305612] [DEBUG] [LOCAL     ] Loaded configuration for RAPP: 1 features, 70.0% accuracy
[2025-12-08T20:35:44.305944] [DEBUG] [LOCAL     ] Loaded configuration for DENN: 3 features, 70.0% accuracy
[2025-12-08T20:35:44.306285] [DEBUG] [LOCAL     ] Loaded configuration for RA: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.306561] [DEBUG] [LOCAL     ] Loaded configuration for MX: 1 features, 70.0% accuracy
[2025-12-08T20:35:44.306871] [DEBUG] [LOCAL     ] Loaded configuration for UYLD: 1 features, 80.0% accuracy
[2025-12-08T20:35:44.307107] [DEBUG] [LOCAL     ] Loaded configuration for BBH: 3 features, 70.0% accuracy
[2025-12-08T20:35:44.307347] [DEBUG] [LOCAL     ] Loaded configuration for EPAC: 3 features, 60.0% accuracy
[2025-12-08T20:35:44.307636] [DEBUG] [LOCAL     ] Loaded configuration for GSHD: 1 features, 90.0% accuracy
[2025-12-08T20:35:44.307924] [DEBUG] [LOCAL     ] Loaded configuration for RS: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.308230] [DEBUG] [LOCAL     ] Loaded configuration for YPF: 3 features, 70.0% accuracy
[2025-12-08T20:35:44.308491] [DEBUG] [LOCAL     ] Loaded configuration for IFF: 4 features, 70.0% accuracy
[2025-12-08T20:35:44.308831] [DEBUG] [LOCAL     ] Loaded configuration for PLBY: 2 features, 70.0% accuracy
[2025-12-08T20:35:44.309100] [DEBUG] [LOCAL     ] Loaded configuration for RBBN: 1 features, 80.0% accuracy
[2025-12-08T20:35:44.309374] [DEBUG] [LOCAL     ] Loaded configuration for ASYS: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.309654] [DEBUG] [LOCAL     ] Loaded configuration for EVO: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.309740] [DEBUG] [LOCAL     ] Loaded configuration for NA: 5 features, 80.0% accuracy
[2025-12-08T20:35:44.309803] [DEBUG] [LOCAL     ] Loaded configuration for FEM: 2 features, 70.0% accuracy
[2025-12-08T20:35:44.310089] [DEBUG] [LOCAL     ] Loaded configuration for IVZ: 2 features, 70.0% accuracy
[2025-12-08T20:35:44.310348] [DEBUG] [LOCAL     ] Loaded configuration for NAVI: 2 features, 100.0% accuracy
[2025-12-08T20:35:44.310598] [DEBUG] [LOCAL     ] Loaded configuration for EBS: 4 features, 70.0% accuracy
[2025-12-08T20:35:44.310859] [DEBUG] [LOCAL     ] Loaded configuration for TVE: 2 features, 70.0% accuracy
[2025-12-08T20:35:44.311219] [DEBUG] [LOCAL     ] Loaded configuration for MRBK: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.311546] [DEBUG] [LOCAL     ] Loaded configuration for SLN: 4 features, 90.0% accuracy
[2025-12-08T20:35:44.311911] [DEBUG] [LOCAL     ] Loaded configuration for HLNE: 1 features, 50.0% accuracy
[2025-12-08T20:35:44.312174] [DEBUG] [LOCAL     ] Loaded configuration for HHH: 5 features, 70.0% accuracy
[2025-12-08T20:35:44.312426] [DEBUG] [LOCAL     ] Loaded configuration for VGSH: 5 features, 90.0% accuracy
[2025-12-08T20:35:44.312680] [DEBUG] [LOCAL     ] Loaded configuration for PGC: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.312919] [DEBUG] [LOCAL     ] Loaded configuration for BHRB: 3 features, 100.0% accuracy
[2025-12-08T20:35:44.313208] [DEBUG] [LOCAL     ] Loaded configuration for STIM: 1 features, 60.0% accuracy
[2025-12-08T20:35:44.313459] [DEBUG] [LOCAL     ] Loaded configuration for ELVA: 4 features, 90.0% accuracy
[2025-12-08T20:35:44.313749] [DEBUG] [LOCAL     ] Loaded configuration for AG: 3 features, 90.0% accuracy
[2025-12-08T20:35:44.313983] [DEBUG] [LOCAL     ] Loaded configuration for SRCE: 1 features, 70.0% accuracy
[2025-12-08T20:35:44.314239] [DEBUG] [LOCAL     ] Loaded configuration for UMH: 2 features, 60.0% accuracy
[2025-12-08T20:35:44.314530] [DEBUG] [LOCAL     ] Loaded configuration for CAF: 4 features, 80.0% accuracy
[2025-12-08T20:35:44.314915] [DEBUG] [LOCAL     ] Loaded configuration for HTBK: 0 features, 80.0% accuracy
[2025-12-08T20:35:44.315265] [DEBUG] [LOCAL     ] Loaded configuration for MGY: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.315559] [DEBUG] [LOCAL     ] Loaded configuration for LFUS: 1 features, 80.0% accuracy
[2025-12-08T20:35:44.315900] [DEBUG] [LOCAL     ] Loaded configuration for MCHX: 3 features, 60.0% accuracy
[2025-12-08T20:35:44.316182] [DEBUG] [LOCAL     ] Loaded configuration for WGO: 3 features, 90.0% accuracy
[2025-12-08T20:35:44.316314] [DEBUG] [LOCAL     ] Loaded configuration for LFMD: 3 features, 60.0% accuracy
[2025-12-08T20:35:44.316630] [DEBUG] [LOCAL     ] Loaded configuration for MIRM: 1 features, 70.0% accuracy
[2025-12-08T20:35:44.316935] [DEBUG] [LOCAL     ] Loaded configuration for PB: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.317202] [DEBUG] [LOCAL     ] Loaded configuration for VTSI: 2 features, 70.0% accuracy
[2025-12-08T20:35:44.317530] [DEBUG] [LOCAL     ] Loaded configuration for SDA: 1 features, 90.0% accuracy
[2025-12-08T20:35:44.317873] [DEBUG] [LOCAL     ] Loaded configuration for AGNCN: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.318174] [DEBUG] [LOCAL     ] Loaded configuration for VMI: 3 features, 70.0% accuracy
[2025-12-08T20:35:44.318481] [DEBUG] [LOCAL     ] Loaded configuration for HPI: 2 features, 90.0% accuracy
[2025-12-08T20:35:44.318740] [DEBUG] [LOCAL     ] Loaded configuration for ELME: 3 features, 90.0% accuracy
[2025-12-08T20:35:44.319004] [DEBUG] [LOCAL     ] Loaded configuration for PX: 2 features, 90.0% accuracy
[2025-12-08T20:35:44.319083] [DEBUG] [LOCAL     ] Loaded configuration for CXDO: 2 features, 90.0% accuracy
[2025-12-08T20:35:44.319352] [DEBUG] [LOCAL     ] Loaded configuration for BAP: 5 features, 90.0% accuracy
[2025-12-08T20:35:44.319653] [DEBUG] [LOCAL     ] Loaded configuration for VRE: 1 features, 70.0% accuracy
[2025-12-08T20:35:44.319938] [DEBUG] [LOCAL     ] Loaded configuration for SCM: 5 features, 90.0% accuracy
[2025-12-08T20:35:44.320198] [DEBUG] [LOCAL     ] Loaded configuration for DOX: 4 features, 80.0% accuracy
[2025-12-08T20:35:44.320490] [DEBUG] [LOCAL     ] Loaded configuration for TITN: 2 features, 70.0% accuracy
[2025-12-08T20:35:44.320793] [DEBUG] [LOCAL     ] Loaded configuration for ASTL: 3 features, 90.0% accuracy
[2025-12-08T20:35:44.321095] [DEBUG] [LOCAL     ] Loaded configuration for CIEN: 2 features, 60.0% accuracy
[2025-12-08T20:35:44.321199] [DEBUG] [LOCAL     ] Loaded configuration for CASS: 5 features, 90.0% accuracy
[2025-12-08T20:35:44.321523] [DEBUG] [LOCAL     ] Loaded configuration for RELY: 2 features, 70.0% accuracy
[2025-12-08T20:35:44.321811] [DEBUG] [LOCAL     ] Loaded configuration for VINP: 1 features, 80.0% accuracy
[2025-12-08T20:35:44.322087] [DEBUG] [LOCAL     ] Loaded configuration for RARE: 2 features, 90.0% accuracy
[2025-12-08T20:35:44.322389] [DEBUG] [LOCAL     ] Loaded configuration for FYX: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.322684] [DEBUG] [LOCAL     ] Loaded configuration for KBWD: 3 features, 90.0% accuracy
[2025-12-08T20:35:44.322939] [DEBUG] [LOCAL     ] Loaded configuration for FOXA: 2 features, 90.0% accuracy
[2025-12-08T20:35:44.323192] [DEBUG] [LOCAL     ] Loaded configuration for CUZ: 4 features, 80.0% accuracy
[2025-12-08T20:35:44.323452] [DEBUG] [LOCAL     ] Loaded configuration for TEO: 1 features, 80.0% accuracy
[2025-12-08T20:35:44.323753] [DEBUG] [LOCAL     ] Loaded configuration for FULC: 1 features, 70.0% accuracy
[2025-12-08T20:35:44.324022] [DEBUG] [LOCAL     ] Loaded configuration for PYPL: 2 features, 70.0% accuracy
[2025-12-08T20:35:44.324306] [DEBUG] [LOCAL     ] Loaded configuration for DIN: 3 features, 90.0% accuracy
[2025-12-08T20:35:44.324608] [DEBUG] [LOCAL     ] Loaded configuration for CHH: 1 features, 100.0% accuracy
[2025-12-08T20:35:44.324684] [DEBUG] [LOCAL     ] Loaded configuration for GRAB: 4 features, 80.0% accuracy
[2025-12-08T20:35:44.324967] [DEBUG] [LOCAL     ] Loaded configuration for LNKB: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.325057] [DEBUG] [LOCAL     ] Loaded configuration for AVGX: 2 features, 70.0% accuracy
[2025-12-08T20:35:44.325309] [DEBUG] [LOCAL     ] Loaded configuration for BCDA: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.325641] [DEBUG] [LOCAL     ] Loaded configuration for ACDC: 3 features, 70.0% accuracy
[2025-12-08T20:35:44.325977] [DEBUG] [LOCAL     ] Loaded configuration for PDYN: 2 features, 100.0% accuracy
[2025-12-08T20:35:44.326262] [DEBUG] [LOCAL     ] Loaded configuration for GLP: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.326540] [DEBUG] [LOCAL     ] Loaded configuration for EPAM: 2 features, 50.0% accuracy
[2025-12-08T20:35:44.326806] [DEBUG] [LOCAL     ] Loaded configuration for GLTO: 2 features, 90.0% accuracy
[2025-12-08T20:35:44.327046] [DEBUG] [LOCAL     ] Loaded configuration for TGNA: 1 features, 60.0% accuracy
[2025-12-08T20:35:44.327116] [DEBUG] [LOCAL     ] Loaded configuration for HYXF: 3 features, 90.0% accuracy
[2025-12-08T20:35:44.327176] [DEBUG] [LOCAL     ] Loaded configuration for NUTX: 0 features, 70.0% accuracy
[2025-12-08T20:35:44.327409] [DEBUG] [LOCAL     ] Loaded configuration for HII: 1 features, 60.0% accuracy
[2025-12-08T20:35:44.327725] [DEBUG] [LOCAL     ] Loaded configuration for CISS: 1 features, 60.0% accuracy
[2025-12-08T20:35:44.327986] [DEBUG] [LOCAL     ] Loaded configuration for ACI: 4 features, 80.0% accuracy
[2025-12-08T20:35:44.328245] [DEBUG] [LOCAL     ] Loaded configuration for EXK: 1 features, 60.0% accuracy
[2025-12-08T20:35:44.328487] [DEBUG] [LOCAL     ] Loaded configuration for ELS: 3 features, 50.0% accuracy
[2025-12-08T20:35:44.328732] [DEBUG] [LOCAL     ] Loaded configuration for BUXX: 5 features, 100.0% accuracy
[2025-12-08T20:35:44.329022] [DEBUG] [LOCAL     ] Loaded configuration for CMI: 5 features, 90.0% accuracy
[2025-12-08T20:35:44.329331] [DEBUG] [LOCAL     ] Loaded configuration for TLYS: 1 features, 80.0% accuracy
[2025-12-08T20:35:44.329608] [DEBUG] [LOCAL     ] Loaded configuration for FLL: 2 features, 70.0% accuracy
[2025-12-08T20:35:44.329903] [DEBUG] [LOCAL     ] Loaded configuration for DRLL: 0 features, 90.0% accuracy
[2025-12-08T20:35:44.330219] [DEBUG] [LOCAL     ] Loaded configuration for UVSP: 3 features, 60.0% accuracy
[2025-12-08T20:35:44.330509] [DEBUG] [LOCAL     ] Loaded configuration for GSL: 1 features, 90.0% accuracy
[2025-12-08T20:35:44.330840] [DEBUG] [LOCAL     ] Loaded configuration for STXG: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.331111] [DEBUG] [LOCAL     ] Loaded configuration for AMSC: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.331408] [DEBUG] [LOCAL     ] Loaded configuration for UTMD: 3 features, 70.0% accuracy
[2025-12-08T20:35:44.331708] [DEBUG] [LOCAL     ] Loaded configuration for TRN: 1 features, 70.0% accuracy
[2025-12-08T20:35:44.331961] [DEBUG] [LOCAL     ] Loaded configuration for NKX: 5 features, 80.0% accuracy
[2025-12-08T20:35:44.332206] [DEBUG] [LOCAL     ] Loaded configuration for GME: 4 features, 90.0% accuracy
[2025-12-08T20:35:44.332502] [DEBUG] [LOCAL     ] Loaded configuration for STVN: 3 features, 70.0% accuracy
[2025-12-08T20:35:44.332765] [DEBUG] [LOCAL     ] Loaded configuration for BMI: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.333032] [DEBUG] [LOCAL     ] Loaded configuration for BPYPP: 4 features, 80.0% accuracy
[2025-12-08T20:35:44.333325] [DEBUG] [LOCAL     ] Loaded configuration for HDB: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.333625] [DEBUG] [LOCAL     ] Loaded configuration for ENVX: 4 features, 90.0% accuracy
[2025-12-08T20:35:44.333704] [DEBUG] [LOCAL     ] Loaded configuration for HPF: 3 features, 90.0% accuracy
[2025-12-08T20:35:44.334006] [DEBUG] [LOCAL     ] Loaded configuration for BCRX: 1 features, 70.0% accuracy
[2025-12-08T20:35:44.334271] [DEBUG] [LOCAL     ] Loaded configuration for PY: 1 features, 70.0% accuracy
[2025-12-08T20:35:44.334568] [DEBUG] [LOCAL     ] Loaded configuration for PSHG: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.334858] [DEBUG] [LOCAL     ] Loaded configuration for LANDO: 0 features, 80.0% accuracy
[2025-12-08T20:35:44.335131] [DEBUG] [LOCAL     ] Loaded configuration for NMRK: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.335403] [DEBUG] [LOCAL     ] Loaded configuration for MBCN: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.335670] [DEBUG] [LOCAL     ] Loaded configuration for GSBC: 6 features, 90.0% accuracy
[2025-12-08T20:35:44.335981] [DEBUG] [LOCAL     ] Loaded configuration for CAKE: 3 features, 70.0% accuracy
[2025-12-08T20:35:44.336254] [DEBUG] [LOCAL     ] Loaded configuration for ACXP: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.336567] [DEBUG] [LOCAL     ] Loaded configuration for FTHI: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.336933] [DEBUG] [LOCAL     ] Loaded configuration for HUYA: 0 features, 70.0% accuracy
[2025-12-08T20:35:44.337270] [DEBUG] [LOCAL     ] Loaded configuration for RNP: 4 features, 70.0% accuracy
[2025-12-08T20:35:44.337610] [DEBUG] [LOCAL     ] Loaded configuration for GEHC: 0 features, 80.0% accuracy
[2025-12-08T20:35:44.337881] [DEBUG] [LOCAL     ] Loaded configuration for VFLO: 4 features, 70.0% accuracy
[2025-12-08T20:35:44.338252] [DEBUG] [LOCAL     ] Loaded configuration for IBTK: 3 features, 70.0% accuracy
[2025-12-08T20:35:44.338553] [DEBUG] [LOCAL     ] Loaded configuration for OSS: 3 features, 100.0% accuracy
[2025-12-08T20:35:44.338843] [DEBUG] [LOCAL     ] Loaded configuration for WVE: 5 features, 60.0% accuracy
[2025-12-08T20:35:44.338917] [DEBUG] [LOCAL     ] Loaded configuration for BSJP: 1 features, 70.0% accuracy
[2025-12-08T20:35:44.339205] [DEBUG] [LOCAL     ] Loaded configuration for ZG: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.339446] [DEBUG] [LOCAL     ] Loaded configuration for SITE: 2 features, 100.0% accuracy
[2025-12-08T20:35:44.339698] [DEBUG] [LOCAL     ] Loaded configuration for AVK: 5 features, 90.0% accuracy
[2025-12-08T20:35:44.339939] [DEBUG] [LOCAL     ] Loaded configuration for CFG: 4 features, 100.0% accuracy
[2025-12-08T20:35:44.340172] [DEBUG] [LOCAL     ] Loaded configuration for ELAN: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.340470] [DEBUG] [LOCAL     ] Loaded configuration for TDS: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.340726] [DEBUG] [LOCAL     ] Loaded configuration for BDSX: 3 features, 90.0% accuracy
[2025-12-08T20:35:44.340795] [DEBUG] [LOCAL     ] Loaded configuration for FTC: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.341037] [DEBUG] [LOCAL     ] Loaded configuration for ALVO: 5 features, 90.0% accuracy
[2025-12-08T20:35:44.341320] [DEBUG] [LOCAL     ] Loaded configuration for OSPN: 1 features, 80.0% accuracy
[2025-12-08T20:35:44.341607] [DEBUG] [LOCAL     ] Loaded configuration for GAUZ: 5 features, 80.0% accuracy
[2025-12-08T20:35:44.341678] [DEBUG] [LOCAL     ] Loaded configuration for DUOL: 2 features, 60.0% accuracy
[2025-12-08T20:35:44.341924] [DEBUG] [LOCAL     ] Loaded configuration for REBN: 1 features, 80.0% accuracy
[2025-12-08T20:35:44.342176] [DEBUG] [LOCAL     ] Loaded configuration for TARA: 3 features, 70.0% accuracy
[2025-12-08T20:35:44.342247] [DEBUG] [LOCAL     ] Loaded configuration for CABA: 3 features, 70.0% accuracy
[2025-12-08T20:35:44.342526] [DEBUG] [LOCAL     ] Loaded configuration for SKYH: 2 features, 70.0% accuracy
[2025-12-08T20:35:44.342812] [DEBUG] [LOCAL     ] Loaded configuration for CIVI: 1 features, 70.0% accuracy
[2025-12-08T20:35:44.343065] [DEBUG] [LOCAL     ] Loaded configuration for TTSH: 3 features, 70.0% accuracy
[2025-12-08T20:35:44.343346] [DEBUG] [LOCAL     ] Loaded configuration for STAA: 1 features, 60.0% accuracy
[2025-12-08T20:35:44.343631] [DEBUG] [LOCAL     ] Loaded configuration for DMO: 1 features, 70.0% accuracy
[2025-12-08T20:35:44.343894] [DEBUG] [LOCAL     ] Loaded configuration for CINF: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.344178] [DEBUG] [LOCAL     ] Loaded configuration for CMSC: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.344465] [DEBUG] [LOCAL     ] Loaded configuration for EDF: 3 features, 100.0% accuracy
[2025-12-08T20:35:44.344725] [DEBUG] [LOCAL     ] Loaded configuration for ACN: 2 features, 70.0% accuracy
[2025-12-08T20:35:44.345010] [DEBUG] [LOCAL     ] Loaded configuration for OKTA: 1 features, 80.0% accuracy
[2025-12-08T20:35:44.345243] [DEBUG] [LOCAL     ] Loaded configuration for CRI: 0 features, 70.0% accuracy
[2025-12-08T20:35:44.345486] [DEBUG] [LOCAL     ] Loaded configuration for GRPN: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.345740] [DEBUG] [LOCAL     ] Loaded configuration for BKNG: 3 features, 70.0% accuracy
[2025-12-08T20:35:44.345811] [DEBUG] [LOCAL     ] Loaded configuration for GEN: 1 features, 90.0% accuracy
[2025-12-08T20:35:44.346043] [DEBUG] [LOCAL     ] Loaded configuration for SATS: 7 features, 90.0% accuracy
[2025-12-08T20:35:44.346326] [DEBUG] [LOCAL     ] Loaded configuration for DOLE: 3 features, 60.0% accuracy
[2025-12-08T20:35:44.346558] [DEBUG] [LOCAL     ] Loaded configuration for PSQH: 6 features, 90.0% accuracy
[2025-12-08T20:35:44.346819] [DEBUG] [LOCAL     ] Loaded configuration for KNOP: 1 features, 80.0% accuracy
[2025-12-08T20:35:44.347104] [DEBUG] [LOCAL     ] Loaded configuration for PRN: 1 features, 60.0% accuracy
[2025-12-08T20:35:44.347353] [DEBUG] [LOCAL     ] Loaded configuration for SMID: 2 features, 60.0% accuracy
[2025-12-08T20:35:44.347621] [DEBUG] [LOCAL     ] Loaded configuration for CCJ: 2 features, 70.0% accuracy
[2025-12-08T20:35:44.347907] [DEBUG] [LOCAL     ] Loaded configuration for THRM: 3 features, 90.0% accuracy
[2025-12-08T20:35:44.348138] [DEBUG] [LOCAL     ] Loaded configuration for BSCS: 2 features, 60.0% accuracy
[2025-12-08T20:35:44.348417] [DEBUG] [LOCAL     ] Loaded configuration for ITUB: 4 features, 80.0% accuracy
[2025-12-08T20:35:44.348684] [DEBUG] [LOCAL     ] Loaded configuration for ENB: 3 features, 90.0% accuracy
[2025-12-08T20:35:44.348969] [DEBUG] [LOCAL     ] Loaded configuration for HPS: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.349218] [DEBUG] [LOCAL     ] Loaded configuration for INAB: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.349470] [DEBUG] [LOCAL     ] Loaded configuration for HYLS: 2 features, 70.0% accuracy
[2025-12-08T20:35:44.349752] [DEBUG] [LOCAL     ] Loaded configuration for OESX: 2 features, 50.0% accuracy
[2025-12-08T20:35:44.350030] [DEBUG] [LOCAL     ] Loaded configuration for JLS: 2 features, 60.0% accuracy
[2025-12-08T20:35:44.350309] [DEBUG] [LOCAL     ] Loaded configuration for JEF: 1 features, 80.0% accuracy
[2025-12-08T20:35:44.350538] [DEBUG] [LOCAL     ] Loaded configuration for ASO: 3 features, 100.0% accuracy
[2025-12-08T20:35:44.350837] [DEBUG] [LOCAL     ] Loaded configuration for NECB: 2 features, 70.0% accuracy
[2025-12-08T20:35:44.351070] [DEBUG] [LOCAL     ] Loaded configuration for HRTG: 0 features, 80.0% accuracy
[2025-12-08T20:35:44.351318] [DEBUG] [LOCAL     ] Loaded configuration for EVAX: 2 features, 90.0% accuracy
[2025-12-08T20:35:44.351601] [DEBUG] [LOCAL     ] Loaded configuration for PUK: 5 features, 90.0% accuracy
[2025-12-08T20:35:44.351831] [DEBUG] [LOCAL     ] Loaded configuration for XPO: 3 features, 60.0% accuracy
[2025-12-08T20:35:44.352108] [DEBUG] [LOCAL     ] Loaded configuration for MVF: 2 features, 70.0% accuracy
[2025-12-08T20:35:44.352339] [DEBUG] [LOCAL     ] Loaded configuration for ARMK: 3 features, 90.0% accuracy
[2025-12-08T20:35:44.352585] [DEBUG] [LOCAL     ] Loaded configuration for BAND: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.352835] [DEBUG] [LOCAL     ] Loaded configuration for MTRN: 2 features, 70.0% accuracy
[2025-12-08T20:35:44.353065] [DEBUG] [LOCAL     ] Loaded configuration for VNDA: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.353132] [DEBUG] [LOCAL     ] Loaded configuration for CNXN: 4 features, 60.0% accuracy
[2025-12-08T20:35:44.353200] [DEBUG] [LOCAL     ] Loaded configuration for ITRN: 2 features, 90.0% accuracy
[2025-12-08T20:35:44.353447] [DEBUG] [LOCAL     ] Loaded configuration for WEYS: 2 features, 70.0% accuracy
[2025-12-08T20:35:44.353526] [DEBUG] [LOCAL     ] Loaded configuration for AZTA: 1 features, 90.0% accuracy
[2025-12-08T20:35:44.353766] [DEBUG] [LOCAL     ] Loaded configuration for CCOI: 4 features, 70.0% accuracy
[2025-12-08T20:35:44.354044] [DEBUG] [LOCAL     ] Loaded configuration for RCS: 3 features, 90.0% accuracy
[2025-12-08T20:35:44.354271] [DEBUG] [LOCAL     ] Loaded configuration for SXI: 1 features, 70.0% accuracy
[2025-12-08T20:35:44.354534] [DEBUG] [LOCAL     ] Loaded configuration for GXAI: 0 features, 80.0% accuracy
[2025-12-08T20:35:44.354863] [DEBUG] [LOCAL     ] Loaded configuration for CHSCO: 1 features, 60.0% accuracy
[2025-12-08T20:35:44.355095] [DEBUG] [LOCAL     ] Loaded configuration for HERO: 4 features, 90.0% accuracy
[2025-12-08T20:35:44.355344] [DEBUG] [LOCAL     ] Loaded configuration for JTAI: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.355625] [DEBUG] [LOCAL     ] Loaded configuration for AEP: 1 features, 60.0% accuracy
[2025-12-08T20:35:44.355863] [DEBUG] [LOCAL     ] Loaded configuration for DRI: 4 features, 60.0% accuracy
[2025-12-08T20:35:44.356095] [DEBUG] [LOCAL     ] Loaded configuration for HUBS: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.356373] [DEBUG] [LOCAL     ] Loaded configuration for RUNN: 1 features, 80.0% accuracy
[2025-12-08T20:35:44.356440] [DEBUG] [LOCAL     ] Loaded configuration for AIA: 2 features, 70.0% accuracy
[2025-12-08T20:35:44.356666] [DEBUG] [LOCAL     ] Loaded configuration for KNX: 1 features, 80.0% accuracy
[2025-12-08T20:35:44.356944] [DEBUG] [LOCAL     ] Loaded configuration for CTDD: 1 features, 70.0% accuracy
[2025-12-08T20:35:44.357223] [DEBUG] [LOCAL     ] Loaded configuration for QSI: 1 features, 80.0% accuracy
[2025-12-08T20:35:44.357510] [DEBUG] [LOCAL     ] Loaded configuration for DAVA: 2 features, 70.0% accuracy
[2025-12-08T20:35:44.357773] [DEBUG] [LOCAL     ] Loaded configuration for ESI: 1 features, 80.0% accuracy
[2025-12-08T20:35:44.358007] [DEBUG] [LOCAL     ] Loaded configuration for FCX: 4 features, 90.0% accuracy
[2025-12-08T20:35:44.358234] [DEBUG] [LOCAL     ] Loaded configuration for BATRK: 1 features, 60.0% accuracy
[2025-12-08T20:35:44.358463] [DEBUG] [LOCAL     ] Loaded configuration for MLI: 4 features, 80.0% accuracy
[2025-12-08T20:35:44.358744] [DEBUG] [LOCAL     ] Loaded configuration for RPRX: 1 features, 70.0% accuracy
[2025-12-08T20:35:44.358990] [DEBUG] [LOCAL     ] Loaded configuration for UROY: 5 features, 60.0% accuracy
[2025-12-08T20:35:44.359235] [DEBUG] [LOCAL     ] Loaded configuration for PRH: 2 features, 70.0% accuracy
[2025-12-08T20:35:44.359486] [DEBUG] [LOCAL     ] Loaded configuration for CCEP: 4 features, 70.0% accuracy
[2025-12-08T20:35:44.359717] [DEBUG] [LOCAL     ] Loaded configuration for IBTI: 2 features, 60.0% accuracy
[2025-12-08T20:35:44.359946] [DEBUG] [LOCAL     ] Loaded configuration for HQL: 4 features, 80.0% accuracy
[2025-12-08T20:35:44.360192] [DEBUG] [LOCAL     ] Loaded configuration for IMNN: 4 features, 100.0% accuracy
[2025-12-08T20:35:44.360470] [DEBUG] [LOCAL     ] Loaded configuration for ZEPP: 1 features, 90.0% accuracy
[2025-12-08T20:35:44.360749] [DEBUG] [LOCAL     ] Loaded configuration for FLO: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.360978] [DEBUG] [LOCAL     ] Loaded configuration for CCL: 1 features, 100.0% accuracy
[2025-12-08T20:35:44.361256] [DEBUG] [LOCAL     ] Loaded configuration for MSB: 1 features, 80.0% accuracy
[2025-12-08T20:35:44.361539] [DEBUG] [LOCAL     ] Loaded configuration for UMMA: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.361794] [DEBUG] [LOCAL     ] Loaded configuration for ALL: 1 features, 70.0% accuracy
[2025-12-08T20:35:44.362041] [DEBUG] [LOCAL     ] Loaded configuration for XOMA: 2 features, 90.0% accuracy
[2025-12-08T20:35:44.362319] [DEBUG] [LOCAL     ] Loaded configuration for KREF: 1 features, 80.0% accuracy
[2025-12-08T20:35:44.362391] [DEBUG] [LOCAL     ] Loaded configuration for HEPS: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.362629] [DEBUG] [LOCAL     ] Loaded configuration for WH: 5 features, 90.0% accuracy
[2025-12-08T20:35:44.362909] [DEBUG] [LOCAL     ] Loaded configuration for SFL: 4 features, 70.0% accuracy
[2025-12-08T20:35:44.363158] [DEBUG] [LOCAL     ] Loaded configuration for TKNO: 1 features, 60.0% accuracy
[2025-12-08T20:35:44.363435] [DEBUG] [LOCAL     ] Loaded configuration for PEPG: 2 features, 60.0% accuracy
[2025-12-08T20:35:44.363689] [DEBUG] [LOCAL     ] Loaded configuration for TTMI: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.363920] [DEBUG] [LOCAL     ] Loaded configuration for FPH: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.364201] [DEBUG] [LOCAL     ] Loaded configuration for QRHC: 3 features, 70.0% accuracy
[2025-12-08T20:35:44.364435] [DEBUG] [LOCAL     ] Loaded configuration for SYF: 1 features, 80.0% accuracy
[2025-12-08T20:35:44.364689] [DEBUG] [LOCAL     ] Loaded configuration for DLHC: 3 features, 70.0% accuracy
[2025-12-08T20:35:44.364936] [DEBUG] [LOCAL     ] Loaded configuration for TOYO: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.365182] [DEBUG] [LOCAL     ] Loaded configuration for OWL: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.365249] [DEBUG] [LOCAL     ] Loaded configuration for CZWI: 4 features, 90.0% accuracy
[2025-12-08T20:35:44.365538] [DEBUG] [LOCAL     ] Loaded configuration for FCEL: 3 features, 60.0% accuracy
[2025-12-08T20:35:44.365882] [DEBUG] [LOCAL     ] Loaded configuration for CMC: 1 features, 70.0% accuracy
[2025-12-08T20:35:44.366149] [DEBUG] [LOCAL     ] Loaded configuration for TYRA: 1 features, 70.0% accuracy
[2025-12-08T20:35:44.366386] [DEBUG] [LOCAL     ] Loaded configuration for AWK: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.366671] [DEBUG] [LOCAL     ] Loaded configuration for CTS: 4 features, 90.0% accuracy
[2025-12-08T20:35:44.366736] [DEBUG] [LOCAL     ] Loaded configuration for CULP: 1 features, 70.0% accuracy
[2025-12-08T20:35:44.367012] [DEBUG] [LOCAL     ] Loaded configuration for WMG: 4 features, 80.0% accuracy
[2025-12-08T20:35:44.367245] [DEBUG] [LOCAL     ] Loaded configuration for NGL: 2 features, 70.0% accuracy
[2025-12-08T20:35:44.367499] [DEBUG] [LOCAL     ] Loaded configuration for INBX: 2 features, 70.0% accuracy
[2025-12-08T20:35:44.367745] [DEBUG] [LOCAL     ] Loaded configuration for PGP: 3 features, 70.0% accuracy
[2025-12-08T20:35:44.367998] [DEBUG] [LOCAL     ] Loaded configuration for STTK: 0 features, 90.0% accuracy
[2025-12-08T20:35:44.368232] [DEBUG] [LOCAL     ] Loaded configuration for OIS: 3 features, 60.0% accuracy
[2025-12-08T20:35:44.368483] [DEBUG] [LOCAL     ] Loaded configuration for PPC: 2 features, 70.0% accuracy
[2025-12-08T20:35:44.368769] [DEBUG] [LOCAL     ] Loaded configuration for BOX: 1 features, 70.0% accuracy
[2025-12-08T20:35:44.369017] [DEBUG] [LOCAL     ] Loaded configuration for VCEL: 1 features, 70.0% accuracy
[2025-12-08T20:35:44.369301] [DEBUG] [LOCAL     ] Loaded configuration for ARTL: 4 features, 80.0% accuracy
[2025-12-08T20:35:44.369532] [DEBUG] [LOCAL     ] Loaded configuration for ABNB: 3 features, 70.0% accuracy
[2025-12-08T20:35:44.369806] [DEBUG] [LOCAL     ] Loaded configuration for NCMI: 3 features, 70.0% accuracy
[2025-12-08T20:35:44.370087] [DEBUG] [LOCAL     ] Loaded configuration for EVH: 1 features, 90.0% accuracy
[2025-12-08T20:35:44.370335] [DEBUG] [LOCAL     ] Loaded configuration for MGNX: 0 features, 80.0% accuracy
[2025-12-08T20:35:44.370566] [DEBUG] [LOCAL     ] Loaded configuration for VLY: 2 features, 90.0% accuracy
[2025-12-08T20:35:44.370653] [DEBUG] [LOCAL     ] Loaded configuration for TRNO: 1 features, 70.0% accuracy
[2025-12-08T20:35:44.370883] [DEBUG] [LOCAL     ] Loaded configuration for NWG: 0 features, 70.0% accuracy
[2025-12-08T20:35:44.371163] [DEBUG] [LOCAL     ] Loaded configuration for AOHY: 1 features, 80.0% accuracy
[2025-12-08T20:35:44.371445] [DEBUG] [LOCAL     ] Loaded configuration for CRSP: 4 features, 60.0% accuracy
[2025-12-08T20:35:44.371702] [DEBUG] [LOCAL     ] Loaded configuration for PGY: 1 features, 60.0% accuracy
[2025-12-08T20:35:44.371768] [DEBUG] [LOCAL     ] Loaded configuration for LPCN: 1 features, 60.0% accuracy
[2025-12-08T20:35:44.372047] [DEBUG] [LOCAL     ] Loaded configuration for RIGL: 3 features, 60.0% accuracy
[2025-12-08T20:35:44.372113] [DEBUG] [LOCAL     ] Loaded configuration for CHRS: 1 features, 60.0% accuracy
[2025-12-08T20:35:44.372337] [DEBUG] [LOCAL     ] Loaded configuration for SRRK: 0 features, 60.0% accuracy
[2025-12-08T20:35:44.372623] [DEBUG] [LOCAL     ] Loaded configuration for CHWY: 1 features, 60.0% accuracy
[2025-12-08T20:35:44.372860] [DEBUG] [LOCAL     ] Loaded configuration for ODC: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.373108] [DEBUG] [LOCAL     ] Loaded configuration for BDRX: 3 features, 70.0% accuracy
[2025-12-08T20:35:44.373174] [DEBUG] [LOCAL     ] Loaded configuration for APA: 4 features, 80.0% accuracy
[2025-12-08T20:35:44.373446] [DEBUG] [LOCAL     ] Loaded configuration for SCSC: 2 features, 100.0% accuracy
[2025-12-08T20:35:44.373677] [DEBUG] [LOCAL     ] Loaded configuration for EVTL: 2 features, 70.0% accuracy
[2025-12-08T20:35:44.373743] [DEBUG] [LOCAL     ] Loaded configuration for BFZ: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.373801] [DEBUG] [LOCAL     ] Loaded configuration for IDYA: 3 features, 50.0% accuracy
[2025-12-08T20:35:44.374073] [DEBUG] [LOCAL     ] Loaded configuration for PRVA: 1 features, 90.0% accuracy
[2025-12-08T20:35:44.374139] [DEBUG] [LOCAL     ] Loaded configuration for MBLY: 2 features, 60.0% accuracy
[2025-12-08T20:35:44.374365] [DEBUG] [LOCAL     ] Loaded configuration for ANVS: 2 features, 70.0% accuracy
[2025-12-08T20:35:44.374611] [DEBUG] [LOCAL     ] Loaded configuration for CUK: 4 features, 80.0% accuracy
[2025-12-08T20:35:44.374678] [DEBUG] [LOCAL     ] Loaded configuration for RFL: 4 features, 70.0% accuracy
[2025-12-08T20:35:44.374947] [DEBUG] [LOCAL     ] Loaded configuration for PLRX: 3 features, 90.0% accuracy
[2025-12-08T20:35:44.375193] [DEBUG] [LOCAL     ] Loaded configuration for SAP: 2 features, 70.0% accuracy
[2025-12-08T20:35:44.375420] [DEBUG] [LOCAL     ] Loaded configuration for ETSY: 2 features, 90.0% accuracy
[2025-12-08T20:35:44.375665] [DEBUG] [LOCAL     ] Loaded configuration for VERI: 2 features, 50.0% accuracy
[2025-12-08T20:35:44.375910] [DEBUG] [LOCAL     ] Loaded configuration for FIBK: 1 features, 90.0% accuracy
[2025-12-08T20:35:44.376157] [DEBUG] [LOCAL     ] Loaded configuration for VAL: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.376404] [DEBUG] [LOCAL     ] Loaded configuration for LAND: 3 features, 60.0% accuracy
[2025-12-08T20:35:44.376690] [DEBUG] [LOCAL     ] Loaded configuration for MNDY: 2 features, 70.0% accuracy
[2025-12-08T20:35:44.376756] [DEBUG] [LOCAL     ] Loaded configuration for AKAM: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.376979] [DEBUG] [LOCAL     ] Loaded configuration for MAA: 3 features, 90.0% accuracy
[2025-12-08T20:35:44.377208] [DEBUG] [LOCAL     ] Loaded configuration for NREF: 0 features, 60.0% accuracy
[2025-12-08T20:35:44.377276] [DEBUG] [LOCAL     ] Loaded configuration for ICMB: 4 features, 80.0% accuracy
[2025-12-08T20:35:44.377526] [DEBUG] [LOCAL     ] Loaded configuration for XYF: 5 features, 70.0% accuracy
[2025-12-08T20:35:44.377816] [DEBUG] [LOCAL     ] Loaded configuration for OZEM: 1 features, 80.0% accuracy
[2025-12-08T20:35:44.378070] [DEBUG] [LOCAL     ] Loaded configuration for SNDL: 5 features, 80.0% accuracy
[2025-12-08T20:35:44.378349] [DEBUG] [LOCAL     ] Loaded configuration for MLTX: 1 features, 80.0% accuracy
[2025-12-08T20:35:44.378601] [DEBUG] [LOCAL     ] Loaded configuration for DOMO: 4 features, 90.0% accuracy
[2025-12-08T20:35:44.378836] [DEBUG] [LOCAL     ] Loaded configuration for ALTY: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.379120] [DEBUG] [LOCAL     ] Loaded configuration for NMI: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.379349] [DEBUG] [LOCAL     ] Loaded configuration for UFI: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.379607] [DEBUG] [LOCAL     ] Loaded configuration for LEGH: 2 features, 60.0% accuracy
[2025-12-08T20:35:44.379855] [DEBUG] [LOCAL     ] Loaded configuration for MLKN: 1 features, 60.0% accuracy
[2025-12-08T20:35:44.380137] [DEBUG] [LOCAL     ] Loaded configuration for DFGP: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.380438] [DEBUG] [LOCAL     ] Loaded configuration for RF: 5 features, 90.0% accuracy
[2025-12-08T20:35:44.380693] [DEBUG] [LOCAL     ] Loaded configuration for GMRE: 6 features, 80.0% accuracy
[2025-12-08T20:35:44.380762] [DEBUG] [LOCAL     ] Loaded configuration for ELWS: 1 features, 60.0% accuracy
[2025-12-08T20:35:44.380985] [DEBUG] [LOCAL     ] Loaded configuration for NEXA: 3 features, 60.0% accuracy
[2025-12-08T20:35:44.381263] [DEBUG] [LOCAL     ] Loaded configuration for QUIK: 4 features, 80.0% accuracy
[2025-12-08T20:35:44.381508] [DEBUG] [LOCAL     ] Loaded configuration for GOOGL: 1 features, 70.0% accuracy
[2025-12-08T20:35:44.381787] [DEBUG] [LOCAL     ] Loaded configuration for GEL: 4 features, 100.0% accuracy
[2025-12-08T20:35:44.382037] [DEBUG] [LOCAL     ] Loaded configuration for WBD: 3 features, 60.0% accuracy
[2025-12-08T20:35:44.382314] [DEBUG] [LOCAL     ] Loaded configuration for TIGO: 0 features, 80.0% accuracy
[2025-12-08T20:35:44.382540] [DEBUG] [LOCAL     ] Loaded configuration for LPX: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.382810] [DEBUG] [LOCAL     ] Loaded configuration for OCFC: 5 features, 90.0% accuracy
[2025-12-08T20:35:44.383092] [DEBUG] [LOCAL     ] Loaded configuration for TGTX: 2 features, 70.0% accuracy
[2025-12-08T20:35:44.383158] [DEBUG] [LOCAL     ] Loaded configuration for CVCO: 3 features, 70.0% accuracy
[2025-12-08T20:35:44.383397] [DEBUG] [LOCAL     ] Loaded configuration for RCEL: 4 features, 60.0% accuracy
[2025-12-08T20:35:44.383679] [DEBUG] [LOCAL     ] Loaded configuration for SLS: 1 features, 70.0% accuracy
[2025-12-08T20:35:44.383905] [DEBUG] [LOCAL     ] Loaded configuration for CURI: 2 features, 60.0% accuracy
[2025-12-08T20:35:44.383972] [DEBUG] [LOCAL     ] Loaded configuration for HON: 3 features, 70.0% accuracy
[2025-12-08T20:35:44.384212] [DEBUG] [LOCAL     ] Loaded configuration for COIN: 0 features, 70.0% accuracy
[2025-12-08T20:35:44.384466] [DEBUG] [LOCAL     ] Loaded configuration for CRWS: 6 features, 60.0% accuracy
[2025-12-08T20:35:44.384746] [DEBUG] [LOCAL     ] Loaded configuration for CSPI: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.384974] [DEBUG] [LOCAL     ] Loaded configuration for ATEX: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.385253] [DEBUG] [LOCAL     ] Loaded configuration for VRDN: 5 features, 80.0% accuracy
[2025-12-08T20:35:44.385541] [DEBUG] [LOCAL     ] Loaded configuration for EFX: 2 features, 70.0% accuracy
[2025-12-08T20:35:44.385814] [DEBUG] [LOCAL     ] Loaded configuration for EXEL: 3 features, 80.0% accuracy
[2025-12-08T20:35:44.385881] [DEBUG] [LOCAL     ] Loaded configuration for REAX: 3 features, 90.0% accuracy
[2025-12-08T20:35:44.386119] [DEBUG] [LOCAL     ] Loaded configuration for LANDP: 3 features, 60.0% accuracy
[2025-12-08T20:35:44.386348] [DEBUG] [LOCAL     ] Loaded configuration for JHI: 0 features, 70.0% accuracy
[2025-12-08T20:35:44.386616] [DEBUG] [LOCAL     ] Loaded configuration for MCO: 3 features, 90.0% accuracy
[2025-12-08T20:35:44.386902] [DEBUG] [LOCAL     ] Loaded configuration for CODI: 0 features, 60.0% accuracy
[2025-12-08T20:35:44.387204] [DEBUG] [LOCAL     ] Loaded configuration for LEN: 6 features, 100.0% accuracy
[2025-12-08T20:35:44.387300] [DEBUG] [LOCAL     ] Loaded configuration for MKTX: 4 features, 80.0% accuracy
[2025-12-08T20:35:44.387557] [DEBUG] [LOCAL     ] Loaded configuration for CIO: 2 features, 60.0% accuracy
[2025-12-08T20:35:44.387827] [DEBUG] [LOCAL     ] Loaded configuration for QUAD: 1 features, 80.0% accuracy
[2025-12-08T20:35:44.388063] [DEBUG] [LOCAL     ] Loaded configuration for CRS: 1 features, 80.0% accuracy
[2025-12-08T20:35:44.388303] [DEBUG] [LOCAL     ] Loaded configuration for EFC: 1 features, 90.0% accuracy
[2025-12-08T20:35:44.388609] [DEBUG] [LOCAL     ] Loaded configuration for WLFC: 3 features, 60.0% accuracy
[2025-12-08T20:35:44.388861] [DEBUG] [LOCAL     ] Loaded configuration for NN: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.389145] [DEBUG] [LOCAL     ] Loaded configuration for HOPE: 1 features, 70.0% accuracy
[2025-12-08T20:35:44.389431] [DEBUG] [LOCAL     ] Loaded configuration for EAI: 2 features, 70.0% accuracy
[2025-12-08T20:35:44.389670] [DEBUG] [LOCAL     ] Loaded configuration for OPP: 5 features, 90.0% accuracy
[2025-12-08T20:35:44.389954] [DEBUG] [LOCAL     ] Loaded configuration for GBDC: 3 features, 90.0% accuracy
[2025-12-08T20:35:44.390024] [DEBUG] [LOCAL     ] Loaded configuration for ELVN: 2 features, 80.0% accuracy
[2025-12-08T20:35:44.391603] [INFO ] [LOCAL     ] Saved consolidated report: 3622 forecasts -> ./output/forecasts/full/2025-12-09.txt
[2025-12-08T20:35:44.391651] [INFO ] [sig       ] [40/40] Successfully generated report for 2025-12-09: 3622 entries
[2025-12-08T20:35:44.391683] [INFO ] [sig       ] ==================================================
[2025-12-08T20:35:44.391711] [INFO ] [sig       ] Report generation complete: 40/40 reports succeeded
[2025-12-08T20:35:45.374518] [DEBUG] [EMAIL     ] Email sent to 'chris.punches@silogroup.org' with subject: 'COMPLETE_OK: SIGR FORECAST'
[2025-12-08T20:35:45.374832] [INFO ] [sig       ] Email notification sent
[2025-12-08T20:35:45.375384] [WARN ] [STATE     ] State set to: COMPLETED_OK
[2025-12-08T20:35:45.375540] [INFO ] [STATE     ] Last completion updated: 2025-12-08T20:35:45.375443